Source: https://github.com/markziemann/GeneNameErrors2020

View the reports: http://ziemann-lab.net/public/gene_name_errors/

Intro

Gene name errors result when data are imported improperly into MS Excel and other spreadsheet programs (Zeeberg et al, 2004). Certain gene names like MARCH3, SEPT2 and DEC1 are converted into date format. These errors are surprisingly common in supplementary data files in the field of genomics (Ziemann et al, 2016). This could be considered a small error because it only affects a small number of genes, however it is symptomtic of poor data processing methods. The purpose of this script is to identify gene name errors present in supplementary files of PubMed Central articles in the previous month.

library("XML")
library("jsonlite")
library("xml2")
library("reutils")
library("readxl")

Get PMC IDs

Here I will be getting PubMed Central IDs for the previous month.

Start with figuring out the date to search PubMed Central.

CURRENT_MONTH=format(Sys.time(), "%m")
CURRENT_YEAR=format(Sys.time(), "%Y")

if (CURRENT_MONTH == "01") {
  PREV_YEAR=as.character(as.numeric(format(Sys.time(), "%Y"))-1)
  PREV_MONTH="12"
} else {
  PREV_YEAR=CURRENT_YEAR
  PREV_MONTH=as.character(as.numeric(format(Sys.time(), "%m"))-1)
}

DATE=paste(PREV_YEAR,"/",PREV_MONTH,sep="")
DATE
## [1] "2022/2"

Let’s see how many PMC IDs we have in the past month.

QUERY ='((genom*[Abstract]))'

ESEARCH_RES <- esearch(term=QUERY, db = "pmc", rettype = "uilist", retmode = "xml", retstart = 0, 
  retmax = 5000000, usehistory = TRUE, webenv = NULL, querykey = NULL, sort = NULL, field = NULL, 
  datetype = NULL, reldate = NULL, mindate = DATE, maxdate = DATE)

pmc <- efetch(ESEARCH_RES,retmode="text",rettype="uilist",outfile="pmcids.txt")
## Retrieving UIDs 1 to 500
## Retrieving UIDs 501 to 1000
## Retrieving UIDs 1001 to 1500
## Retrieving UIDs 1501 to 2000
## Retrieving UIDs 2001 to 2500
## Retrieving UIDs 2501 to 3000
## Retrieving UIDs 3001 to 3500
pmc <- read.table(pmc)
pmc <- paste("PMC",pmc$V1,sep="")
NUM_ARTICLES=length(pmc)
NUM_ARTICLES
## [1] 3383
writeLines(pmc,con="pmc.txt")

Run the screen

Now run the bash script. Note that false positives can occur (~1.5%) and these results have not been verified by a human.

Here are some definitions:

system("./gene_names.sh pmc.txt")
results <- readLines("results.txt")

XLS <- results[grep("XLS",results,ignore.case=TRUE)]
NUM_XLS = length(XLS)
NUM_XLS
## [1] 3654
NUM_XLS_ARTICLES = length(unique(sapply(strsplit(XLS," "),"[[",1)))
NUM_XLS_ARTICLES
## [1] 645
GENELISTS <- XLS[lapply(strsplit(XLS," "),length)>2]
#GENELISTS

NUM_GENELISTS <- length(unique(sapply(strsplit(GENELISTS," "),"[[",2)))
NUM_GENELISTS
## [1] 491
NUM_GENELIST_ARTICLES <- length(unique(sapply(strsplit(GENELISTS," "),"[[",1)))
NUM_GENELIST_ARTICLES
## [1] 247
ERROR_GENELISTS <- XLS[lapply(strsplit(XLS," "),length)>3]
#ERROR_GENELISTS

NUM_ERROR_GENELISTS = length(ERROR_GENELISTS)
NUM_ERROR_GENELISTS
## [1] 184
GENELIST_ERROR_ARTICLES <- unique(sapply(strsplit(ERROR_GENELISTS," "),"[[",1))
GENELIST_ERROR_ARTICLES
##  [1] "PMC8873981" "PMC8873582" "PMC8872788" "PMC8837554" "PMC8865640"
##  [6] "PMC8860442" "PMC8856659" "PMC8851870" "PMC8856606" "PMC8851680"
## [11] "PMC8851671" "PMC8848662" "PMC8851317" "PMC8850650" "PMC8850306"
## [16] "PMC8817631" "PMC8833116" "PMC8829032" "PMC8828869" "PMC8826452"
## [21] "PMC8822763" "PMC8819090" "PMC8807747" "PMC8803925" "PMC8791834"
## [26] "PMC8789861" "PMC8814347" "PMC8807355" "PMC8803663" "PMC8796709"
## [31] "PMC8782884" "PMC8812899" "PMC8811262" "PMC8795503" "PMC8794810"
## [36] "PMC8791277" "PMC8783018" "PMC8806071" "PMC8804361" "PMC8867041"
## [41] "PMC8860223" "PMC8865845" "PMC8863889" "PMC8856743" "PMC8851819"
## [46] "PMC8853518" "PMC8847715" "PMC8845119" "PMC8817049" "PMC8844495"
## [51] "PMC8844200" "PMC8763317" "PMC8830042" "PMC8819343" "PMC8821623"
## [56] "PMC8819394" "PMC8823376" "PMC8818873" "PMC8818738" "PMC8807822"
## [61] "PMC8807396" "PMC8789859" "PMC8782899" "PMC8776955" "PMC8766575"
## [66] "PMC8807568" "PMC8800112" "PMC8796118" "PMC8784157" "PMC8782496"
## [71] "PMC8792531"
NUM_ERROR_GENELIST_ARTICLES <- length(GENELIST_ERROR_ARTICLES) 
NUM_ERROR_GENELIST_ARTICLES
## [1] 71
ERROR_PROPORTION = NUM_ERROR_GENELIST_ARTICLES / NUM_GENELIST_ARTICLES
ERROR_PROPORTION
## [1] 0.2874494

Look at the errors detected

Here you can have a look at all the gene lists detected in the past month, as well as those with errors. The dates are obvious errors, these are commonly dates in September, March, December and October. The five-digit numbers represent dates as they are encoded in the Excel internal format. The five digit number is the number of days since 1900. If you were to take these numbers and put them into Excel and format the cells as dates, then these will also mostly map to dates in September, March, December and October.

#GENELISTS

ERROR_GENELISTS
##   [1] "PMC8873981 /pmc/articles/PMC8873981/bin/Table3.XLSX Hsapiens 1 43901"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  
##   [2] "PMC8873582 /pmc/articles/PMC8873582/bin/Table11.XLSX Hsapiens 23 44079 44084 44089 43895 44077 44078 44082 44085 43893 43894 44083 43891 43892 43896 43892 44075 43897 43898 43891 44081 44080 43899 44076"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            
##   [3] "PMC8873582 /pmc/articles/PMC8873582/bin/Table12.XLSX Hsapiens 27 43900 43897 44082 44088 43894 44089 44075 44077 44080 43896 44083 43892 44084 43892 43899 44078 44086 44081 43891 44079 43895 44166 44085 43893 43891 43901 43898"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    
##   [4] "PMC8873582 /pmc/articles/PMC8873582/bin/Table2.XLSX Hsapiens 21 43896 43895 44076 44083 43897 44082 44081 43891 44085 43892 44084 43893 43898 43901 43891 44088 43900 44077 44166 43894 44086"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         
##   [5] "PMC8873582 /pmc/articles/PMC8873582/bin/Table2.XLSX Hsapiens 21 43896 43895 44076 44083 43897 44082 44081 43891 44085 43892 44084 43893 43898 43901 43891 44088 43900 44077 44166 43894 44086"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         
##   [6] "PMC8873582 /pmc/articles/PMC8873582/bin/Table2.XLSX Hsapiens 21 43896 43895 44076 44083 43897 44082 44081 43891 44085 43892 44084 43893 43898 43901 43891 44088 43900 44077 44166 43894 44086"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         
##   [7] "PMC8873582 /pmc/articles/PMC8873582/bin/Table3.XLSX Hsapiens 308 44075 44083 44083 44081 44082 43897 43892 43892 43892 44079 43892 43892 43891 43892 44083 43892 43892 43892 44083 44079 44083 43892 44081 44083 44083 44081 44075 44083 44081 44079 44082 44081 44079 44077 43891 44077 43892 43893 43891 44083 44081 43901 44081 43891 44082 44083 44079 43891 44081 44083 43891 43891 44081 43891 44081 44079 43897 44083 44083 43891 43895 43891 43891 43891 43891 44083 44077 44078 44083 44082 44083 43892 44083 44083 44083 44079 43893 44083 44083 44082 43893 44082 43891 44083 43893 44083 44084 43895 44083 44083 43896 44079 43899 44083 43891 44084 44082 44083 44083 43893 43893 43893 43893 43891 44077 44082 44083 44085 43893 44078 44084 44083 43892 44082 44082 44078 44082 44084 44078 44079 44079 44078 44084 43893 44083 43900 43900 44083 44077 44083 44084 44079 44083 44083 43892 43893 43894 43891 44077 44083 44077 44082 44078 43901 44084 44083 44077 43892 43900 43894 44083 44082 43892 43901 44082 43895 43901 44085 43900 43897 44085 44083 43894 44082 44079 43898 44085 44085 44078 44078 44082 44085 43894 44083 43901 43901 43901 43901 43894 43892 43901 43894 43891 44085 44082 43901 43901 43894 44075 43895 43901 43901 44089 44083 44078 44083 44085 43892 43891 43898 43901 44075 43898 43894 43901 44080 44085 44083 44085 43898 43900 44083 43900 43900 44083 44083 43895 43894 44078 44078 44083 43894 44080 44083 44083 44083 44083 44075 44086 44089 44075 43895 44083 43896 44083 43897 43901 43898 44083 44083 44082 43894 43895 44083 43900 44085 43898 44089 44086 44085 43898 44075 43896 44083 44083 44084 44080 44086 44083 44085 44075 44078 44085 43898 43896 44083 44075 44083 44082 44083 44078 43891 44078 44083 44083 43900 44080 44078 44082 44080 44089 44166 44078 44075 44086 44089 44083 44086 44083 44086 43895 43899 44082 44075 43901 44083 44083 44083 43891 44083 44083 44083 43896 44083 44086 44166 44089 43901"                                                              
##   [8] "PMC8873582 /pmc/articles/PMC8873582/bin/Table3.XLSX Hsapiens 308 44075 44083 44083 44081 44082 43897 43892 43892 43892 44079 43892 43892 43891 43892 44083 43892 43892 43892 44083 44079 44083 43892 44081 44083 44083 44081 44075 44083 44081 44079 44082 44081 44079 44077 43891 44077 43892 43893 43891 44083 44081 43901 44081 43891 44082 44083 44079 43891 44081 44083 43891 43891 44081 43891 44081 44079 43897 44083 44083 43891 43895 43891 43891 43891 43891 44083 44077 44078 44083 44082 44083 43892 44083 44083 44083 44079 43893 44083 44083 44082 43893 44082 43891 44083 43893 44083 44084 43895 44083 44083 43896 44079 43899 44083 43891 44084 44082 44083 44083 43893 43893 43893 43893 43891 44077 44082 44083 44085 43893 44078 44084 44083 43892 44082 44082 44078 44082 44084 44078 44079 44079 44078 44084 43893 44083 43900 43900 44083 44077 44083 44084 44079 44083 44083 43892 43893 43894 43891 44077 44083 44077 44082 44078 43901 44084 44083 44077 43892 43900 43894 44083 44082 43892 43901 44082 43895 43901 44085 43900 43897 44085 44083 43894 44082 44079 43898 44085 44085 44078 44078 44082 44085 43894 44083 43901 43901 43901 43901 43894 43892 43901 43894 43891 44085 44082 43901 43901 43894 44075 43895 43901 43901 44089 44083 44078 44083 44085 43892 43891 43898 43901 44075 43898 43894 43901 44080 44085 44083 44085 43898 43900 44083 43900 43900 44083 44083 43895 43894 44078 44078 44083 43894 44080 44083 44083 44083 44083 44075 44086 44089 44075 43895 44083 43896 44083 43897 43901 43898 44083 44083 44082 43894 43895 44083 43900 44085 43898 44089 44086 44085 43898 44075 43896 44083 44083 44084 44080 44086 44083 44085 44075 44078 44085 43898 43896 44083 44075 44083 44082 44083 44078 43891 44078 44083 44083 43900 44080 44078 44082 44080 44089 44166 44078 44075 44086 44089 44083 44086 44083 44086 43895 43899 44082 44075 43901 44083 44083 44083 43891 44083 44083 44083 43896 44083 44086 44166 44089 43901"                                                              
##   [9] "PMC8872788 /pmc/articles/PMC8872788/bin/pnas.2115999119.sd04.xlsx Hsapiens 36 44078 44078 44083 44083 44083 44083 44083 44080 44083 44083 43897 44078 44079 44076 44083 44083 44083 44084 44076 44080 44083 44078 44075 44083 44083 44081 44075 44080 44083 44075 44080 44081 44084 44081 44079 44081"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 
##  [10] "PMC8872788 /pmc/articles/PMC8872788/bin/pnas.2115999119.sd04.xlsx Hsapiens 36 44083 44083 44083 44083 44083 44083 44083 44083 44083 44078 44083 44075 44080 44083 44083 44083 44083 44084 44076 44081 44078 44080 44079 44076 44079 44080 44075 44078 44080 44081 44081 43897 44084 44075 44081 44083"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 
##  [11] "PMC8872788 /pmc/articles/PMC8872788/bin/pnas.2115999119.sd04.xlsx Hsapiens 56 44079 44083 43897 44081 44076 44083 44084 44084 44083 44081 44083 44084 44080 44083 44083 44083 44076 44081 44081 44083 44078 44083 43897 44083 44078 44083 43897 44075 44080 44081 44084 44084 43897 44081 44082 44083 43897 44078 44083 44076 44078 44082 44081 44076 44083 44083 43897 44078 44080 44082 43897 44079 44081 44083 44075 44083"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         
##  [12] "PMC8872788 /pmc/articles/PMC8872788/bin/pnas.2115999119.sd04.xlsx Hsapiens 25 44080 44075 44083 44084 44083 44083 44081 44083 44080 44075 44079 44081 44083 44075 44079 44084 44076 44084 44078 44081 44083 44079 44083 44078 44081"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   
##  [13] "PMC8837554 /pmc/articles/PMC8837554/bin/41588_2021_990_MOESM4_ESM.xlsx Hsapiens 1 38231"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               
##  [14] "PMC8837554 /pmc/articles/PMC8837554/bin/41588_2021_990_MOESM4_ESM.xlsx Hsapiens 28 38047 37226 37500 37865 36951 40238 39873 38412 39326 36951 41883 38231 37316 41153 37681 42248 40057 38961 39508 38596 39142 39692 37135 40603 37316 38777 40787 40422"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            
##  [15] "PMC8865640 /pmc/articles/PMC8865640/bin/pbio.3001538.s013.xlsx Hsapiens 27 39326 37316 37500 39142 39692 38961 39873 40057 39508 40422 40603 40787 37135 41153 38777 38596 38412 37681 41883 37316 38047 38231 36951 37865 40238 37226 36951"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          
##  [16] "PMC8865640 /pmc/articles/PMC8865640/bin/pbio.3001538.s013.xlsx Hsapiens 17 38200 36892 38200 38200 38200 36892 36892 37104 36892 37104 37834 37104 37469 37834 37834 37834 37469"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      
##  [17] "PMC8865640 /pmc/articles/PMC8865640/bin/pbio.3001538.s013.xlsx Hsapiens 79 38777 40057 38961 39142 39508 40057 40057 40057 40057 40057 40057 40057 40057 40057 40057 40057 36951 39142 39142 40238 40238 40238 40238 40238 40238 40238 40238 40238 40238 40238 38777 38777 38961 38961 38961 38961 36951 36951 40787 40787 40787 36951 39508 39508 39508 37135 38961 39692 40787 40238 40238 38596 38596 38596 39692 39692 39692 39692 39692 39692 38412 38412 38412 37865 37865 37865 36951 39873 37681 41153 41153 40422 40422 40422 40422 40422 40422 40238 41883"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  
##  [18] "PMC8865640 /pmc/articles/PMC8865640/bin/pbio.3001538.s013.xlsx Hsapiens 41 39692 37226 37316 38596 38231 38961 36951 37865 38047 39508 39508 39508 37135 37500 38596 38231 40057 40057 40057 40057 40057 40057 38961 38961 38961 39692 39692 39692 38412 38412 40787 37865 37865 39142 39873 37681 37681 41153 41153 40238 39508"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      
##  [19] "PMC8865640 /pmc/articles/PMC8865640/bin/pbio.3001538.s014.xlsx Hsapiens 5 37104 37469 38200 36892 37834"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               
##  [20] "PMC8865640 /pmc/articles/PMC8865640/bin/pbio.3001538.s014.xlsx Hsapiens 86 38777 41883 38412 37865 36951 40057 38777 38777 37500 38412 37681 38961 39508 38412 37135 40057 40057 40057 40057 40057 40057 40057 40057 40057 40057 40057 37865 40787 37500 37500 37500 37500 37500 37500 37500 37500 39326 38596 39142 40422 37865 39508 39508 39508 37316 39873 39692 36951 37681 38596 38596 38231 42248 42248 38961 38961 38961 38961 39692 39692 39692 39692 37316 37316 37316 37316 37316 40787 40787 38047 39142 39142 40238 40238 39326 39326 39692 39692 39692 39692 39692 36951 36951 36951 40787 40422"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        
##  [21] "PMC8865640 /pmc/articles/PMC8865640/bin/pbio.3001538.s014.xlsx Hsapiens 54 40238 39508 40238 40238 40238 40238 40238 40238 40238 40238 40238 40238 40238 40238 40238 39508 42248 38777 41883 40603 39326 39326 39326 42248 38777 38777 38961 38961 38961 38961 38961 38961 37226 38412 37316 37316 36951 36951 36951 40787 40787 40787 40787 38047 36951 39142 39142 39142 40422 40422 40422 40422 40422 40422"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        
##  [22] "PMC8865640 /pmc/articles/PMC8865640/bin/pbio.3001538.s014.xlsx Hsapiens 15 37316 40057 38047 37500 37500 37500 37500 37500 37500 37316 38412 38412 40422 40238 41883"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  
##  [23] "PMC8865640 /pmc/articles/PMC8865640/bin/pbio.3001538.s017.xlsx Hsapiens 10 42248 40422 39142 37500 40787 38777 37681 39326 38412 38961"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                
##  [24] "PMC8865640 /pmc/articles/PMC8865640/bin/pbio.3001538.s017.xlsx Hsapiens 27 39142 38047 38047 37500 40787 40787 40787 40787 40787 40787 38777 38777 38777 37681 39326 37226 41153 41153 37135 40057 40057 40057 40057 37316 37865 38961 38961"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          
##  [25] "PMC8865640 /pmc/articles/PMC8865640/bin/pbio.3001538.s017.xlsx Hsapiens 31 42248 37316 40422 37500 37500 40787 37681 37681 37681 37681 39692 39873 39873 37135 37135 40238 40238 40057 40057 40057 40057 37316 37316 38596 38596 38596 37865 38961 38961 38961 38961"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  
##  [26] "PMC8860442 /pmc/articles/PMC8860442/bin/elife-75132-supp2.xlsx Mmusculus 25 44621 44631 44622 44623 44624 44625 44626 44627 44628 44819 44814 44815 44806 44807 44808 44809 44811 44812 44813 44629 44810 44805 44630 44816 44818"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
##  [27] "PMC8856659 /pmc/articles/PMC8856659/bin/elife-73357-supp1.xlsx Dmelanogaster 1 44440"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  
##  [28] "PMC8851870 /pmc/articles/PMC8851870/bin/13148_2022_1236_MOESM5_ESM.xlsx Ggallus 1 37226"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               
##  [29] "PMC8856606 /pmc/articles/PMC8856606/bin/Data_Sheet_1.xlsx Hsapiens 2 44448 44448"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      
##  [30] "PMC8851680 /pmc/articles/PMC8851680/bin/mmc2.xlsx Hsapiens 23 44266 44450 44442 44447 44444 44445 44256 44440 44448 44258 44449 44262 44257 44441 44257 44256 44260 44263 44264 44446 44265 44261 44443"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               
##  [31] "PMC8851680 /pmc/articles/PMC8851680/bin/mmc2.xlsx Hsapiens 3 44257 44531 44256"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        
##  [32] "PMC8851671 /pmc/articles/PMC8851671/bin/esab066_suppl_supplementary_table_s3.xlsx Dmelanogaster 5 42979 43070 42983 42980 42982"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       
##  [33] "PMC8848662 /pmc/articles/PMC8848662/bin/13059_2022_2613_MOESM22_ESM.xlsx Hsapiens 3 44166 43891 43892"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 
##  [34] "PMC8851317 /pmc/articles/PMC8851317/bin/Table_2.xls Hsapiens 4 44447 44450 44446 44256"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                
##  [35] "PMC8850650 /pmc/articles/PMC8850650/bin/Table1.XLSX Hsapiens 2 44443 44531"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            
##  [36] "PMC8850306 /pmc/articles/PMC8850306/bin/Table_8.xlsx Hsapiens 24 44445 44444 44256 44257 44449 44448 44258 44264 44453 44440 44447 44259 44262 44443 44446 44261 44450 44263 44256 44257 44260 44441 44442 44454"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      
##  [37] "PMC8850306 /pmc/articles/PMC8850306/bin/Table_8.xlsx Hsapiens 17 44264 44449 44258 44262 44263 44447 44440 44441 44257 44454 44448 44261 44450 44256 44446 44260 44445"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                
##  [38] "PMC8850306 /pmc/articles/PMC8850306/bin/Table_8.xlsx Hsapiens 16 44262 44446 44441 44445 44261 44260 44258 44450 44442 44440 44257 44263 44454 44447 44448 44264"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      
##  [39] "PMC8850306 /pmc/articles/PMC8850306/bin/Table_9.xlsx Hsapiens 21 43353 43345 43349 43352 43168 43166 43435 43160 43162 43164 43163 43344 43167 43161 43351 43346 43170 43348 43347 43169 43355"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        
##  [40] "PMC8817631 /pmc/articles/PMC8817631/bin/peerj-10-12909-s003.xlsx Hsapiens 26 44086 43891 43896 43898 44079 43891 44089 43895 44080 44075 44081 44077 43899 44083 44084 43897 44085 44082 43893 44088 43892 43892 43900 44076 43894 44078"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              
##  [41] "PMC8817631 /pmc/articles/PMC8817631/bin/peerj-10-12909-s005.xlsx Hsapiens 5 43891 44084 43897 44085 43894"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             
##  [42] "PMC8833116 /pmc/articles/PMC8833116/bin/aging-14-203809-s002.xlsx Hsapiens 1 44257"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    
##  [43] "PMC8829032 /pmc/articles/PMC8829032/bin/Table1.XLSX Hsapiens 1 44259"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  
##  [44] "PMC8828869 /pmc/articles/PMC8828869/bin/41598_2022_6239_MOESM1_ESM.xlsx Hsapiens 34 44440 44440 44256 44266 44440 44440 44261 44440 44440 44440 44447 44440 44440 44256 44448 44447 44256 44440 44443 44256 44440 44256 44261 44440 44451 44440 44256 44261 44440 44256 44449 44440 44440 44256"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       
##  [45] "PMC8828869 /pmc/articles/PMC8828869/bin/41598_2022_6239_MOESM1_ESM.xlsx Hsapiens 310 44451 44257 44256 44454 44260 44451 44266 44261 44258 44447 44446 44453 44440 44446 44453 44257 44256 44453 44454 44263 44260 44261 44266 44447 44258 44453 44446 44264 44451 44265 44442 44258 44453 44451 44444 44261 44266 44446 44440 44451 44261 44266 44265 44257 44256 44444 44266 44261 44446 44531 44454 44440 44451 44257 44441 44444 44442 44256 44450 44266 44261 44446 44453 44256 44257 44263 44264 44451 44257 44258 44447 44261 44266 44453 44446 44440 44453 44264 44451 44453 44266 44261 44453 44454 44451 44443 44448 44265 44257 44442 44261 44266 44453 44261 44266 44264 44444 44256 44257 44263 44440 44444 44442 44266 44261 44447 44258 44446 44453 44531 44266 44261 44446 44257 44256 44263 44260 44264 44451 44444 44442 44266 44261 44446 44453 44531 44256 44257 44263 44260 44264 44257 44446 44531 44261 44266 44454 44265 44441 44259 44453 44444 44266 44261 44266 44261 44265 44450 44446 44261 44266 44453 44446 44257 44256 44454 44264 44451 44262 44259 44444 44256 44450 44447 44266 44261 44446 44453 44445 44446 44453 44257 44256 44454 44451 44440 44444 44442 44266 44261 44447 44258 44446 44453 44257 44256 44443 44265 44448 44256 44257 44264 44261 44266 44446 44440 44451 44444 44442 44258 44447 44266 44261 44446 44453 44445 44266 44261 44256 44257 44443 44265 44448 44257 44256 44257 44441 44266 44261 44453 44445 44257 44256 44261 44266 44453 44446 44256 44447 44261 44266 44446 44264 44257 44451 44257 44444 44453 44260 44453 44446 44261 44266 44263 44444 44453 44446 44440 44261 44446 44453 44261 44266 44257 44256 44264 44440 44451 44265 44443 44448 44257 44449 44450 44266 44261 44447 44258 44446 44454 44264 44451 44440 44265 44448 44444 44266 44261 44453 44446 44263 44451 44444 44442 44266 44261 44258 44447 44446 44453 44256 44257 44454 44440 44448 44261 44266 44446 44453 44257 44256 44454 44260 44448 44262 44444 44442 44446 44445 44264"                              
##  [46] "PMC8826452 /pmc/articles/PMC8826452/bin/Table1.XLSX Hsapiens 19 44257 44262 44450 44264 44451 44259 44256 44261 44258 44265 44263 44454 44445 44260 44256 44257 44446 44448 44444"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
##  [47] "PMC8826452 /pmc/articles/PMC8826452/bin/Table2.XLSX Hsapiens 24 44257 44262 44450 44264 44451 44259 44256 44261 44258 44265 44443 44454 44266 44445 44441 44257 44447 44453 44442 44449 44446 44448 44444 44440"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       
##  [48] "PMC8826452 /pmc/articles/PMC8826452/bin/Table3.XLSX Hsapiens 27 44257 44262 44450 44264 44451 44259 44256 44261 44258 44265 44263 44443 44454 44266 44445 44441 44256 44257 44531 44447 44453 44442 44449 44446 44448 44444 44440"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
##  [49] "PMC8826452 /pmc/articles/PMC8826452/bin/Table4.XLSX Hsapiens 26 44262 44450 44264 44451 44259 44256 44261 44258 44265 44263 44443 44454 44266 44445 44260 44441 44256 44257 44447 44453 44442 44449 44446 44448 44444 44440"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           
##  [50] "PMC8822763 /pmc/articles/PMC8822763/bin/13293_2022_415_MOESM4_ESM.xlsx Hsapiens 5 44446 44256 44445 44263 44444"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       
##  [51] "PMC8822763 /pmc/articles/PMC8822763/bin/13293_2022_415_MOESM4_ESM.xlsx Hsapiens 2 44446 44445"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         
##  [52] "PMC8822763 /pmc/articles/PMC8822763/bin/13293_2022_415_MOESM4_ESM.xlsx Hsapiens 6 44446 44256 44445 44263 44260 44444"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 
##  [53] "PMC8822763 /pmc/articles/PMC8822763/bin/13293_2022_415_MOESM4_ESM.xlsx Hsapiens 6 44446 44256 44445 44263 44260 44444"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 
##  [54] "PMC8819090 /pmc/articles/PMC8819090/bin/Table1.XLSX Hsapiens 1 43893"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  
##  [55] "PMC8807747 /pmc/articles/PMC8807747/bin/41467_2022_28198_MOESM6_ESM.xls Hsapiens 1 44257"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              
##  [56] "PMC8807747 /pmc/articles/PMC8807747/bin/41467_2022_28198_MOESM6_ESM.xls Hsapiens 1 44257"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              
##  [57] "PMC8803925 /pmc/articles/PMC8803925/bin/41408_2021_576_MOESM4_ESM.xlsx Hsapiens 14 44257 44257 44262 44264 44259 44256 44261 44263 44531 44265 44258 44266 44256 44260"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                
##  [58] "PMC8791834 /pmc/articles/PMC8791834/bin/41586_2021_4278_MOESM4_ESM.xlsx Hsapiens 14 38231 38777 40238 36951 36951 37500 40057 40057 39142 36951 40057 36951 36951 39692"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               
##  [59] "PMC8789861 /pmc/articles/PMC8789861/bin/41467_2022_28028_MOESM12_ESM.xlsx Hsapiens 2 44453 44453"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      
##  [60] "PMC8789861 /pmc/articles/PMC8789861/bin/41467_2022_28028_MOESM12_ESM.xlsx Hsapiens 4 44453 44453 44453 44453"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          
##  [61] "PMC8789861 /pmc/articles/PMC8789861/bin/41467_2022_28028_MOESM12_ESM.xlsx Hsapiens 2 44453 44453"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      
##  [62] "PMC8789861 /pmc/articles/PMC8789861/bin/41467_2022_28028_MOESM12_ESM.xlsx Hsapiens 4 44260 44260 44260 44260"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          
##  [63] "PMC8814347 /pmc/articles/PMC8814347/bin/Table_1.xlsx Hsapiens 1 44445"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 
##  [64] "PMC8807355 /pmc/articles/PMC8807355/bin/MOL2-16-665-s001.xlsx Hsapiens 20 38231 36951 38596 39326 39692 39142 37316 40057 36951 42248 40787 37500 38961 37681 38412 39873 40422 38777 37316 39508"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
##  [65] "PMC8807355 /pmc/articles/PMC8807355/bin/MOL2-16-665-s001.xlsx Hsapiens 20 38231 36951 38596 39326 39692 39142 37316 40057 36951 42248 40787 37500 38961 37681 38412 39873 40422 38777 37316 39508"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
##  [66] "PMC8807355 /pmc/articles/PMC8807355/bin/MOL2-16-665-s001.xlsx Hsapiens 25 40422 39142 38047 37500 40787 36951 38777 40603 37681 39692 39326 41883 37226 39508 38412 39873 41153 37135 38231 40238 40057 37316 38596 37865 38961"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       
##  [67] "PMC8807355 /pmc/articles/PMC8807355/bin/MOL2-16-665-s001.xlsx Hsapiens 1 38047"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        
##  [68] "PMC8803663 /pmc/articles/PMC8803663/bin/mmc1.xlsx Hsapiens 1 42248"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    
##  [69] "PMC8803663 /pmc/articles/PMC8803663/bin/mmc9.xlsx Hsapiens 6 40787 40422 42248 37500 38412 40057"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      
##  [70] "PMC8803663 /pmc/articles/PMC8803663/bin/mmc9.xlsx Hsapiens 11 38412 39326 37500 36951 40057 38596 40422 38961 40787 39692 39326"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       
##  [71] "PMC8796709 /pmc/articles/PMC8796709/bin/peerj-10-12843-s003.xlsx Hsapiens 6 44449 44446 44453 44443 44264 44257"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       
##  [72] "PMC8782884 /pmc/articles/PMC8782884/bin/41467_2022_28135_MOESM5_ESM.xlsx Mmusculus 2 43893 43891"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      
##  [73] "PMC8812899 /pmc/articles/PMC8812899/bin/pmed.1003897.s014.xlsx Hsapiens 25 42248 39692 36951 39326 37226 39873 38596 38777 39508 40787 37681 38961 37316 37135 36951 38047 37865 40057 38412 38231 37316 39142 37500 37135 40422"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      
##  [74] "PMC8812899 /pmc/articles/PMC8812899/bin/pmed.1003897.s016.xlsx Hsapiens 1 40057"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       
##  [75] "PMC8811262 /pmc/articles/PMC8811262/bin/DataSheet1.xlsx Hsapiens 3 44447 44447 44447"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  
##  [76] "PMC8795503 /pmc/articles/PMC8795503/bin/pnas.2114314119.sd04.xlsx Hsapiens 1 40422"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    
##  [77] "PMC8795503 /pmc/articles/PMC8795503/bin/pnas.2114314119.sd07.xlsx Hsapiens 7 37316 39326 39692 40057 40787 40422 37681"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                
##  [78] "PMC8794810 /pmc/articles/PMC8794810/bin/pnas.2107879119.sd02.xlsx Athaliana 6 37895 37165 37530 38200 38930 38261"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
##  [79] "PMC8791277 /pmc/articles/PMC8791277/bin/mmc3.xlsx Hsapiens 1 39325"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    
##  [80] "PMC8783018 /pmc/articles/PMC8783018/bin/12264_2021_770_MOESM6_ESM.xls Hsapiens 7 40424 40431 40423 40427 40243 40512 40425"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            
##  [81] "PMC8806071 /pmc/articles/PMC8806071/bin/pmed.1003679.s023.xlsx Hsapiens 1 36951"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       
##  [82] "PMC8804361 /pmc/articles/PMC8804361/bin/Table6.XLSX Hsapiens 1 44257"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  
##  [83] "PMC8867041 /pmc/articles/PMC8867041/bin/Table2.XLSX Hsapiens 3 44450 44262 44266"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      
##  [84] "PMC8867041 /pmc/articles/PMC8867041/bin/Table2.XLSX Hsapiens 3 44448 44256 44257"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      
##  [85] "PMC8860223 /pmc/articles/PMC8860223/bin/cir-145-606-s002.xlsx Mmusculus 12 37135 37865 38596 38961 38231 40422 40057 40787 39692 42248 39326 37500"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    
##  [86] "PMC8865845 /pmc/articles/PMC8865845/bin/elife-70382-fig4-data1.xlsx Hsapiens 2 44257 44256"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            
##  [87] "PMC8863889 /pmc/articles/PMC8863889/bin/41598_2022_6813_MOESM2_ESM.xlsx Hsapiens 315 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44261 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260 44260"
##  [88] "PMC8863889 /pmc/articles/PMC8863889/bin/41598_2022_6813_MOESM2_ESM.xlsx Hsapiens 172 44444 44449 44444 44442 44449 44449 44449 44449 44449 44442 44444 44449 44449 44449 44449 44261 44449 44449 44449 44449 44444 44449 44442 44449 44450 44256 44443 44449 44256 44449 44442 44444 44449 44449 44443 44445 44449 44440 44449 44444 44449 44444 44443 44449 44449 44445 44442 44449 44444 44449 44449 44443 44449 44257 44443 44449 44447 44449 44449 44444 44440 44445 44449 44256 44449 44449 44449 44449 44443 44449 44449 44257 44444 44444 44442 44441 44256 44444 44445 44440 44444 44261 44449 44449 44444 44449 44443 44441 44444 44449 44449 44449 44449 44256 44450 44450 44441 44445 44449 44449 44449 44449 44450 44449 44449 44449 44444 44442 44444 44449 44447 44440 44449 44449 44440 44442 44440 44449 44445 44444 44449 44449 44442 44258 44258 44259 44444 44256 44449 44444 44449 44445 44260 44449 44449 44443 44440 44449 44449 44449 44444 44256 44440 44261 44442 44442 44440 44442 44445 44443 44449 44449 44447 44449 44256 44449 44444 44258 44259 44444 44444 44441 44257 44442 44445 44444 44260 44449 44259 44449 44449 44261"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          
##  [89] "PMC8856743 /pmc/articles/PMC8856743/bin/mmc18.xlsx Hsapiens 27 43526 43525 43718 43531 43528 43710 43719 43525 43530 43535 43527 43716 43715 43722 43800 43532 43529 43533 43720 43709 43712 43534 43717 43526 43713 43711 43714"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      
##  [90] "PMC8851819 /pmc/articles/PMC8851819/bin/12864_2022_8304_MOESM4_ESM.xlsx Ggallus 67 37316 37316 37316 37316 37316 37316 38412 37316 37316 37316 38412 37316 37316 37316 37316 37316 37316 37316 37316 36951 36951 37316 37316 36951 38777 38777 38777 38777 38777 38961 38961 38961 38961 37500 38961 38961 38961 40787 39508 37500 38961 40422 41153 40422 39692 39508 39326 38412 39326 39692 41153 40603 39692 39692 37500 38596 41153 37500 37500 38596 37500 38596 37500 38596 40603 40603 40603"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  
##  [91] "PMC8853518 /pmc/articles/PMC8853518/bin/pcbi.1009800.s005.xlsx Hsapiens 2 4-octyl itaconate"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           
##  [92] "PMC8853518 /pmc/articles/PMC8853518/bin/pcbi.1009800.s006.xlsx Hsapiens 1 SOX2-OCT4-NANOG"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             
##  [93] "PMC8853518 /pmc/articles/PMC8853518/bin/pcbi.1009800.s006.xlsx Hsapiens 2 4-octyl itaconate"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           
##  [94] "PMC8853518 /pmc/articles/PMC8853518/bin/pcbi.1009800.s006.xlsx Hsapiens 2 10-decarbamoylmitomycin C"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   
##  [95] "PMC8847715 /pmc/articles/PMC8847715/bin/Table1.xlsx Hsapiens 1 44531"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  
##  [96] "PMC8845119 /pmc/articles/PMC8845119/bin/oncotarget-13-28195-s002.xls Hsapiens 20 40788 40610 40603 40609 40786 40605 40795 40787 40602 40799 40797 40791 40789 40606 40790 40604 40794 40792 40607 40796"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              
##  [97] "PMC8845119 /pmc/articles/PMC8845119/bin/oncotarget-13-28195-s002.xls Hsapiens 20 40788 40610 40603 40609 40786 40605 40795 40787 40602 40799 40797 40791 40789 40606 40790 40604 40794 40792 40607 40796"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              
##  [98] "PMC8817049 /pmc/articles/PMC8817049/bin/41467_2022_28365_MOESM4_ESM.xlsx Hsapiens 1 44453"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             
##  [99] "PMC8817049 /pmc/articles/PMC8817049/bin/41467_2022_28365_MOESM4_ESM.xlsx Hsapiens 1 44442"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             
## [100] "PMC8844495 /pmc/articles/PMC8844495/bin/Table2.xlsx Mmusculus 3 44259 44444 44448"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
## [101] "PMC8844495 /pmc/articles/PMC8844495/bin/Table4.xlsx Mmusculus 3 44259 44444 44448"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
## [102] "PMC8844495 /pmc/articles/PMC8844495/bin/Table4.xlsx Mmusculus 8 44266 44259 44261 44262 44450 44444 44446 44448"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       
## [103] "PMC8844200 /pmc/articles/PMC8844200/bin/Table12.XLSX Athaliana 2 42980 42826"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          
## [104] "PMC8844200 /pmc/articles/PMC8844200/bin/Table12.XLSX Athaliana 1 43709"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                
## [105] "PMC8844200 /pmc/articles/PMC8844200/bin/Table5.XLSX Athaliana 5 42827 42979 42980 42828 43014"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         
## [106] "PMC8844200 /pmc/articles/PMC8844200/bin/Table6.XLSX Athaliana 2 43558 43744"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           
## [107] "PMC8844200 /pmc/articles/PMC8844200/bin/Table7.XLSX Athaliana 4 42979 42828 42826 43014"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               
## [108] "PMC8844200 /pmc/articles/PMC8844200/bin/Table8.XLSX Athaliana 1 43558"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 
## [109] "PMC8844200 /pmc/articles/PMC8844200/bin/Table9.XLSX Athaliana 2 42979 43014"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           
## [110] "PMC8844200 /pmc/articles/PMC8844200/bin/Table9.XLSX Athaliana 5 42980 42828 42827 42980 42826"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         
## [111] "PMC8763317 /pmc/articles/PMC8763317/bin/MO-018-D1MO00236H-s002.xlsx Hsapiens 1 40057"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  
## [112] "PMC8763317 /pmc/articles/PMC8763317/bin/MO-018-D1MO00236H-s002.xlsx Hsapiens 1 40057"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  
## [113] "PMC8830042 /pmc/articles/PMC8830042/bin/13148_2022_1239_MOESM1_ESM.xlsx Hsapiens 2 43892 44082"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        
## [114] "PMC8830042 /pmc/articles/PMC8830042/bin/13148_2022_1239_MOESM1_ESM.xlsx Hsapiens 2 44082 43892"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        
## [115] "PMC8830042 /pmc/articles/PMC8830042/bin/13148_2022_1239_MOESM1_ESM.xlsx Hsapiens 9 44083 44083 43891 44083 44083 43891 43897 43891 43892"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              
## [116] "PMC8819343 /pmc/articles/PMC8819343/bin/CAS-113-540-s001.xlsx Hsapiens 20 43526 43712 43526 43715 43714 43531 43719 43533 43528 43525 43530 43716 43532 43710 43527 43709 43717 43713 43718 43529"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
## [117] "PMC8819343 /pmc/articles/PMC8819343/bin/CAS-113-540-s001.xlsx Hsapiens 3 43526 43714 43716"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            
## [118] "PMC8819343 /pmc/articles/PMC8819343/bin/CAS-113-540-s001.xlsx Hsapiens 20 43717 43530 43713 43715 43712 43723 43526 43718 43716 43533 43528 43719 43527 43525 43711 43531 43532 43710 43714 43529"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
## [119] "PMC8821623 /pmc/articles/PMC8821623/bin/41598_2022_5737_MOESM2_ESM.xlsx Ggallus 1 44047"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               
## [120] "PMC8819394 /pmc/articles/PMC8819394/bin/mmc4.xlsx Rnorvegicus 1 42429"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 
## [121] "PMC8819394 /pmc/articles/PMC8819394/bin/mmc6.xlsx Rnorvegicus 1 42438"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 
## [122] "PMC8819394 /pmc/articles/PMC8819394/bin/mmc7.xlsx Rnorvegicus 1 42438"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 
## [123] "PMC8823376 /pmc/articles/PMC8823376/bin/NIHMS1687331-supplement-Supplemental_Table_6.xlsx Hsapiens 3 43345 43350 43350"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                
## [124] "PMC8818873 /pmc/articles/PMC8818873/bin/Table4.XLSX Hsapiens 26 44896 44630 44631 44621 44622 44623 44624 44625 44626 44627 44628 44629 44819 44814 44815 44816 44818 44805 44806 44807 44808 44809 44810 44811 44812 44813"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           
## [125] "PMC8818738 /pmc/articles/PMC8818738/bin/DataSheet_2.xlsx Hsapiens 7 44079 43891 44075 44078 43894 43900 43893"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         
## [126] "PMC8807822 /pmc/articles/PMC8807822/bin/41467_2022_28287_MOESM10_ESM.xlsx Hsapiens 2 44441 44448"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      
## [127] "PMC8807822 /pmc/articles/PMC8807822/bin/41467_2022_28287_MOESM5_ESM.xlsx Hsapiens 5 44448 44441 44445 44446 44447"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
## [128] "PMC8807396 /pmc/articles/PMC8807396/bin/41375_2021_1381_MOESM9_ESM.xlsx Mmusculus 1 40238"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             
## [129] "PMC8789859 /pmc/articles/PMC8789859/bin/41392_2021_838_MOESM2_ESM.xlsx Hsapiens 8 43891 43891 43891 43891 43891 43891 43891 43891"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
## [130] "PMC8789859 /pmc/articles/PMC8789859/bin/41392_2021_838_MOESM2_ESM.xlsx Hsapiens 2 43901 43891"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         
## [131] "PMC8782899 /pmc/articles/PMC8782899/bin/41467_2022_27953_MOESM4_ESM.xlsx Hsapiens 83 37500 37500 37500 37500 37500 37500 37500 37500 37500 37500 37500 37500 37500 37500 37500 37500 37500 37500 37500 37500 37500 37500 37500 37500 37500 37500 37500 37500 37500 37500 37500 37500 37500 37500 37500 37500 37500 37500 37500 37500 37500 37500 37500 37500 37500 37500 37500 37500 37500 37500 37500 37500 37500 37500 37500 37500 37500 37500 37500 37500 37500 37500 37500 37500 37500 37500 37500 37500 37500 37500 37500 37500 37500 37500 37500 37500 37500 37500 37500 37500 37500 37500 37500"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                
## [132] "PMC8782899 /pmc/articles/PMC8782899/bin/41467_2022_27953_MOESM4_ESM.xlsx Hsapiens 1 37500"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             
## [133] "PMC8782899 /pmc/articles/PMC8782899/bin/41467_2022_27953_MOESM4_ESM.xlsx Hsapiens 3 40787 37500 39326"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 
## [134] "PMC8782899 /pmc/articles/PMC8782899/bin/41467_2022_27953_MOESM4_ESM.xlsx Hsapiens 6 39326 40787 39692 37500 37135 40057"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               
## [135] "PMC8782899 /pmc/articles/PMC8782899/bin/41467_2022_27953_MOESM4_ESM.xlsx Hsapiens 10 40422 39692 41883 41153 37500 40057 40787 39326 37135 38961"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      
## [136] "PMC8782899 /pmc/articles/PMC8782899/bin/41467_2022_27953_MOESM4_ESM.xlsx Hsapiens 3 40787 37500 39326"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 
## [137] "PMC8782899 /pmc/articles/PMC8782899/bin/41467_2022_27953_MOESM4_ESM.xlsx Hsapiens 3 37500 37500 37500"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 
## [138] "PMC8782899 /pmc/articles/PMC8782899/bin/41467_2022_27953_MOESM4_ESM.xlsx Hsapiens 2 37500 39326"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       
## [139] "PMC8776955 /pmc/articles/PMC8776955/bin/42003_2022_3031_MOESM6_ESM.xlsx Hsapiens 1 37135"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              
## [140] "PMC8776955 /pmc/articles/PMC8776955/bin/42003_2022_3031_MOESM6_ESM.xlsx Hsapiens 1 37135"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              
## [141] "PMC8766575 /pmc/articles/PMC8766575/bin/42003_2022_3011_MOESM11_ESM.xlsx Hsapiens 27 44257 44256 44449 44262 44259 44441 44450 44256 44261 44266 44258 44447 44446 44453 44531 44263 44260 44264 44451 44440 44443 44265 44448 44257 44444 44442 44445"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                
## [142] "PMC8766575 /pmc/articles/PMC8766575/bin/42003_2022_3011_MOESM6_ESM.xlsx Hsapiens 4 44449 44261 44450 44449"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            
## [143] "PMC8807568 /pmc/articles/PMC8807568/bin/Table10.XLSX Drerio 2 44454 44260"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             
## [144] "PMC8800112 /pmc/articles/PMC8800112/bin/mmc3.xlsx Hsapiens 1 2002/09/01"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               
## [145] "PMC8796118 /pmc/articles/PMC8796118/bin/mmc3.xls Ggallus 2 2021/09/14 \"ZNF713,14-Sep\""                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               
## [146] "PMC8784157 /pmc/articles/PMC8784157/bin/pnas.2105171119.sd01.xlsx Hsapiens 28 38961 37865 40057 38777 40422 41883 38412 37316 38596 39873 40238 37316 42248 37226 38231 36951 39326 36951 40603 39692 37135 37681 40787 39142 39508 37500 41153 38047"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 
## [147] "PMC8784157 /pmc/articles/PMC8784157/bin/pnas.2105171119.sd01.xlsx Hsapiens 28 38961 37316 38596 39142 38412 37681 41153 39508 39873 40422 40057 39326 36951 37865 40603 38231 38047 37316 36951 37500 37135 40238 40787 39692 41883 37226 42248 38777"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 
## [148] "PMC8784157 /pmc/articles/PMC8784157/bin/pnas.2105171119.sd01.xlsx Hsapiens 28 38777 39508 38961 36951 38412 40238 37316 40603 39873 37316 38596 37226 41153 36951 42248 38047 37681 40422 41883 38231 39326 37865 40787 39142 37500 39692 40057 37135"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 
## [149] "PMC8784157 /pmc/articles/PMC8784157/bin/pnas.2105171119.sd02.xlsx Hsapiens 28 43532 43717 43526 43715 43531 43710 43718 43526 43533 43723 43535 43525 43716 43528 43720 43721 43530 43534 43527 43529 43800 43713 43712 43719 43711 43709 43722 43714"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 
## [150] "PMC8784157 /pmc/articles/PMC8784157/bin/pnas.2105171119.sd02.xlsx Hsapiens 28 37135 39326 38596 38231 37500 38777 38961 40057 37316 36951 38412 40787 37865 38047 39508 39873 37681 41153 37226 41883 42248 40422 39142 37316 40238 41518 40603 39692"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 
## [151] "PMC8784157 /pmc/articles/PMC8784157/bin/pnas.2105171119.sd02.xlsx Hsapiens 28 43709 43715 43713 43712 43710 43530 43714 43717 43526 43525 43529 43719 43711 43528 43532 43533 43527 43720 43800 43722 43723 43718 43531 43526 43534 43721 43535 43716"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 
## [152] "PMC8784157 /pmc/articles/PMC8784157/bin/pnas.2105171119.sd02.xlsx Hsapiens 28 37681 39508 38777 38231 38596 40787 42248 37865 37500 39873 37316 40422 40238 39142 40603 38961 38047 39692 39326 40057 36951 37135 41153 37316 41518 38412 41883 37226"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 
## [153] "PMC8784157 /pmc/articles/PMC8784157/bin/pnas.2105171119.sd02.xlsx Hsapiens 28 43532 43526 43531 43530 43716 43710 43720 43717 43533 43528 43721 43712 43719 43526 43800 43535 43534 43715 43713 43711 43527 43529 43722 43709 43718 43723 43714 43525"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 
## [154] "PMC8784157 /pmc/articles/PMC8784157/bin/pnas.2105171119.sd02.xlsx Hsapiens 28 39692 39326 38596 39508 37316 40057 38777 41518 39142 37500 39873 41153 38047 38231 37226 40787 37316 40603 40238 37865 37135 37681 38412 38961 41883 40422 36951 42248"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 
## [155] "PMC8782496 /pmc/articles/PMC8782496/bin/CTM2-12-e670-s001.xls Hsapiens 7 43901 43899 44080 43896 44078 44086 44083"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    
## [156] "PMC8782496 /pmc/articles/PMC8782496/bin/CTM2-12-e670-s001.xls Hsapiens 6 44266 44264 44445 44261 44451 44443"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          
## [157] "PMC8782496 /pmc/articles/PMC8782496/bin/CTM2-12-e670-s001.xls Hsapiens 10 44531 44256 44265 44257 44258 44259 44260 44262 44263 44256"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 
## [158] "PMC8782496 /pmc/articles/PMC8782496/bin/CTM2-12-e670-s001.xls Hsapiens 11 44257 44454 44440 44449 44450 44453 44441 44442 44444 44446 44447"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           
## [159] "PMC8782496 /pmc/articles/PMC8782496/bin/CTM2-12-e670-s001.xls Hsapiens 1 44448"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        
## [160] "PMC8792531 /pmc/articles/PMC8792531/bin/13073_2022_1013_MOESM10_ESM.xlsx Ggallus 24 44266 44446 44449 44441 44447 44260 44444 44263 44258 44531 44451 44262 44443 44257 44448 44454 44264 44261 44445 44265 44259 44442 44450 44453"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   
## [161] "PMC8792531 /pmc/articles/PMC8792531/bin/13073_2022_1013_MOESM10_ESM.xlsx Hsapiens 28 44440 44256 44447 44531 44265 44263 44445 44262 44453 44258 44450 44449 44257 44260 44443 44442 44261 44441 44451 44259 44266 44454 44264 44257 44448 44256 44446 44444"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          
## [162] "PMC8792531 /pmc/articles/PMC8792531/bin/13073_2022_1013_MOESM10_ESM.xlsx Hsapiens 28 44449 44256 44264 44531 44448 44260 44263 44454 44450 44445 44262 44258 44453 44451 44441 44447 44444 44443 44259 44265 44257 44256 44442 44261 44257 44440 44266 44446"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          
## [163] "PMC8792531 /pmc/articles/PMC8792531/bin/13073_2022_1013_MOESM10_ESM.xlsx Hsapiens 24 44446 44262 44266 44258 44261 44265 44441 44451 44445 44260 44447 44531 44453 44449 44450 44264 44448 44257 44454 44443 44263 44259 44444 44442"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  
## [164] "PMC8792531 /pmc/articles/PMC8792531/bin/13073_2022_1013_MOESM10_ESM.xlsx Hsapiens 24 44450 44441 44266 44448 44443 44444 44454 44261 44442 44262 44449 44264 44259 44445 44453 44531 44447 44446 44260 44451 44263 44265 44258 44257"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  
## [165] "PMC8792531 /pmc/articles/PMC8792531/bin/13073_2022_1013_MOESM10_ESM.xlsx Hsapiens 28 44531 44451 44264 44265 44453 44257 44256 44258 44263 44447 44445 44443 44449 44266 44262 44257 44256 44450 44454 44259 44448 44444 44261 44441 44442 44260 44446 44440"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          
## [166] "PMC8792531 /pmc/articles/PMC8792531/bin/13073_2022_1013_MOESM10_ESM.xlsx Hsapiens 1 44446"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             
## [167] "PMC8792531 /pmc/articles/PMC8792531/bin/13073_2022_1013_MOESM10_ESM.xlsx Hsapiens 28 44265 44443 44264 44263 44266 44531 44257 44258 44453 44445 44447 44262 44451 44441 44256 44257 44454 44260 44450 44448 44256 44446 44444 44449 44259 44440 44261 44442"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          
## [168] "PMC8792531 /pmc/articles/PMC8792531/bin/13073_2022_1013_MOESM2_ESM.xlsx Hsapiens 4 44257 44257 44257 44257"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            
## [169] "PMC8792531 /pmc/articles/PMC8792531/bin/13073_2022_1013_MOESM2_ESM.xlsx Hsapiens 4 44257 multiKO_2-Mar_ENSCSAG00000015876 44257 44257"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 
## [170] "PMC8792531 /pmc/articles/PMC8792531/bin/13073_2022_1013_MOESM3_ESM.xlsx Hsapiens 4 44257 44257 multiKO_2-Mar_ENSCSAG00000015876 44257"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 
## [171] "PMC8792531 /pmc/articles/PMC8792531/bin/13073_2022_1013_MOESM3_ESM.xlsx Hsapiens 4 44257 44257 multiKO_2-Mar_ENSCSAG00000015876 44257"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 
## [172] "PMC8792531 /pmc/articles/PMC8792531/bin/13073_2022_1013_MOESM4_ESM.xlsx Hsapiens 2 44257 multiKO_2-Mar_ENSCSAG00000015876"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             
## [173] "PMC8792531 /pmc/articles/PMC8792531/bin/13073_2022_1013_MOESM5_ESM.xlsx Hsapiens 2 44257 multiKO_2-Mar_ENSCSAG00000015876"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             
## [174] "PMC8792531 /pmc/articles/PMC8792531/bin/13073_2022_1013_MOESM5_ESM.xlsx Hsapiens 2 44257 multiKO_2-Mar_ENSCSAG00000015876"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             
## [175] "PMC8792531 /pmc/articles/PMC8792531/bin/13073_2022_1013_MOESM6_ESM.xlsx Hsapiens 28 44531 44259 44265 44257 44262 44451 44257 44440 44260 44264 44442 44444 44261 44446 44449 44454 44258 44443 44447 44266 44445 44263 44450 44256 44441 44453 44448 44256"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           
## [176] "PMC8792531 /pmc/articles/PMC8792531/bin/13073_2022_1013_MOESM6_ESM.xlsx Hsapiens 28 44531 44265 44262 44259 44263 44450 44447 44445 44446 44260 44256 44444 44443 44258 44449 44454 44440 44441 44257 44257 44266 44261 44451 44256 44442 44453 44448 44264"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           
## [177] "PMC8792531 /pmc/articles/PMC8792531/bin/13073_2022_1013_MOESM6_ESM.xlsx Hsapiens 28 44265 44447 44531 44263 44262 44264 44442 44260 44446 44443 44257 44256 44449 44454 44441 44258 44444 44448 44261 44440 44266 44257 44453 44259 44256 44451 44450 44445"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           
## [178] "PMC8792531 /pmc/articles/PMC8792531/bin/13073_2022_1013_MOESM6_ESM.xlsx Hsapiens 28 44531 44263 44262 44442 44259 44265 44264 44260 44446 44256 44257 44258 44440 44261 44444 44449 44454 44257 44443 44445 44447 44441 44451 44453 44450 44256 44448 44266"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           
## [179] "PMC8792531 /pmc/articles/PMC8792531/bin/13073_2022_1013_MOESM6_ESM.xlsx Hsapiens 28 44447 44265 44264 44531 44266 44259 44262 44446 44260 44257 44449 44440 44258 44256 44454 44443 44451 44444 44448 44261 44442 44257 44256 44453 44441 44445 44263 44450"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           
## [180] "PMC8792531 /pmc/articles/PMC8792531/bin/13073_2022_1013_MOESM7_ESM.xlsx Hsapiens 28 44261 44257 44448 44260 44445 44256 44441 44258 44446 44453 44256 44262 44443 44265 44447 44450 44257 44259 44449 44266 44440 44263 44531 44442 44444 44451 44264 44454"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           
## [181] "PMC8792531 /pmc/articles/PMC8792531/bin/13073_2022_1013_MOESM7_ESM.xlsx Hsapiens 28 44440 44260 44257 44453 44448 44441 44444 44261 44445 44265 44258 44447 44256 44263 44259 44531 44450 44257 44443 44262 44442 44256 44266 44264 44451 44449 44454 44446"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           
## [182] "PMC8792531 /pmc/articles/PMC8792531/bin/13073_2022_1013_MOESM8_ESM.xlsx Hsapiens 28 44441 44260 44261 44256 44449 44450 44258 44445 44256 44448 44531 44259 44454 44440 44446 44257 44444 44442 44266 44264 44443 44453 44265 44257 44451 44263 44262 44447"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           
## [183] "PMC8792531 /pmc/articles/PMC8792531/bin/13073_2022_1013_MOESM8_ESM.xlsx Hsapiens 27 44531 44262 44441 44260 44265 44256 44448 44263 44264 44257 44447 44261 44445 44258 44450 44442 44266 44453 44257 44451 44444 44454 44449 44446 44440 44443 44256"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 
## [184] "PMC8792531 /pmc/articles/PMC8792531/bin/13073_2022_1013_MOESM8_ESM.xlsx Hsapiens 27 44531 44441 44260 44449 44448 44442 44445 44454 44261 44266 44262 44446 44264 44450 44257 44451 44443 44447 44258 44257 44263 44453 44256 44440 44265 44444 44256"

In depth look at the errors

Let’s investigate the errors in more detail.

# By species
SPECIES <- sapply(strsplit(ERROR_GENELISTS," "),"[[",3)
table(SPECIES)
## SPECIES
##     Athaliana Dmelanogaster        Drerio       Ggallus      Hsapiens 
##             9             2             1             5           157 
##     Mmusculus   Rnorvegicus 
##             7             3
par(mar=c(5,12,4,2))
barplot(table(SPECIES),horiz=TRUE,las=1)

par(mar=c(5,5,4,2))

# Number of affected Excel files per paper
DIST <- table(sapply(strsplit(ERROR_GENELISTS," "),"[[",1))
DIST
## 
## PMC8763317 PMC8766575 PMC8776955 PMC8782496 PMC8782884 PMC8782899 PMC8783018 
##          2          2          2          5          1          8          1 
## PMC8784157 PMC8789859 PMC8789861 PMC8791277 PMC8791834 PMC8792531 PMC8794810 
##          9          2          4          1          1         25          1 
## PMC8795503 PMC8796118 PMC8796709 PMC8800112 PMC8803663 PMC8803925 PMC8804361 
##          2          1          1          1          3          1          1 
## PMC8806071 PMC8807355 PMC8807396 PMC8807568 PMC8807747 PMC8807822 PMC8811262 
##          1          4          1          1          2          2          1 
## PMC8812899 PMC8814347 PMC8817049 PMC8817631 PMC8818738 PMC8818873 PMC8819090 
##          2          1          2          2          1          1          1 
## PMC8819343 PMC8819394 PMC8821623 PMC8822763 PMC8823376 PMC8826452 PMC8828869 
##          3          3          1          4          1          4          2 
## PMC8829032 PMC8830042 PMC8833116 PMC8837554 PMC8844200 PMC8844495 PMC8845119 
##          1          3          1          2          8          3          2 
## PMC8847715 PMC8848662 PMC8850306 PMC8850650 PMC8851317 PMC8851671 PMC8851680 
##          1          1          4          1          1          1          2 
## PMC8851819 PMC8851870 PMC8853518 PMC8856606 PMC8856659 PMC8856743 PMC8860223 
##          1          1          4          1          1          1          1 
## PMC8860442 PMC8863889 PMC8865640 PMC8865845 PMC8867041 PMC8872788 PMC8873582 
##          1          2         11          1          2          4          7 
## PMC8873981 
##          1
summary(as.numeric(DIST))
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##   1.000   1.000   1.000   2.592   3.000  25.000
hist(DIST,main="Number of affected Excel files per paper")