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("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.

DATE="2022/6"

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
## Retrieving UIDs 3501 to 4000
pmc <- read.table(pmc)
pmc <- paste("PMC",pmc$V1,sep="")
NUM_ARTICLES=length(pmc)
NUM_ARTICLES
## [1] 3503
writeLines(pmc,con="pmc.txt")

Run the screen

Now run the bash script. As PMC has changed and restricts scraping journal articles, it is best to use the dedicated utility called pygetpapers for the download.

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] 5570
NUM_XLS_ARTICLES = length(unique(sapply(strsplit(XLS," "),"[[",1)))
NUM_XLS_ARTICLES
## [1] 954
GENELISTS <- XLS[lapply(strsplit(XLS," "),length)>2]
#GENELISTS

NUM_GENELISTS <- length(unique(sapply(strsplit(GENELISTS," "),"[[",2)))
NUM_GENELISTS
## [1] 660
NUM_GENELIST_ARTICLES <- length(unique(sapply(strsplit(GENELISTS," "),"[[",1)))
NUM_GENELIST_ARTICLES
## [1] 345
ERROR_GENELISTS <- XLS[lapply(strsplit(XLS," "),length)>3]
#ERROR_GENELISTS

NUM_ERROR_GENELISTS = length(ERROR_GENELISTS)
NUM_ERROR_GENELISTS
## [1] 285
GENELIST_ERROR_ARTICLES <- unique(sapply(strsplit(ERROR_GENELISTS," "),"[[",1))
GENELIST_ERROR_ARTICLES
##  [1] "PMC9239442" "PMC9234272" "PMC9226039" "PMC9222349" "PMC9222903"
##  [6] "PMC9222793" "PMC9219160" "PMC9164292" "PMC9207522" "PMC9206655"
## [11] "PMC9202886" "PMC9202124" "PMC9198913" "PMC9198845" "PMC9197769"
## [16] "PMC9194130" "PMC9178395" "PMC9186538" "PMC8982554" "PMC9179874"
## [21] "PMC9177981" "PMC9171052" "PMC9169770" "PMC9168984" "PMC9168533"
## [26] "PMC9167495" "PMC9163161" "PMC9163142" "PMC9162925" "PMC9155246"
## [31] "PMC8929108" "PMC9161486" "PMC9160332" "PMC9152293" "PMC9241257"
## [36] "PMC9226526" "PMC9226523" "PMC9208075" "PMC9233711" "PMC9223334"
## [41] "PMC9217776" "PMC9213774" "PMC9213508" "PMC9211071" "PMC9207414"
## [46] "PMC9205910" "PMC9205776" "PMC9203529" "PMC9203013" "PMC9201760"
## [51] "PMC9200849" "PMC9200740" "PMC9186391" "PMC9198558" "PMC9194831"
## [56] "PMC9117153" "PMC9098121" "PMC9190170" "PMC9174882" "PMC9187083"
## [61] "PMC9181722" "PMC9177989" "PMC9177860" "PMC9177428" "PMC9174980"
## [66] "PMC9170766" "PMC9169118" "PMC9168273" "PMC9168240" "PMC9165556"
## [71] "PMC9165502" "PMC9164415" "PMC9164052" "PMC9163145" "PMC9131284"
## [76] "PMC8928958" "PMC9159952" "PMC9159589" "PMC9158132" "PMC9157503"
## [81] "PMC9154123" "PMC9153011"
NUM_ERROR_GENELIST_ARTICLES <- length(GENELIST_ERROR_ARTICLES) 
NUM_ERROR_GENELIST_ARTICLES
## [1] 82
ERROR_PROPORTION = NUM_ERROR_GENELIST_ARTICLES / NUM_GENELIST_ARTICLES
ERROR_PROPORTION
## [1] 0.2376812

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] "PMC9239442 PMC_DL/PMC9239442/supplementaryfiles/pgen.1010225.s002.xlsx Hsapiens 3 44805 44807 44809"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             
##   [2] "PMC9234272 PMC_DL/PMC9234272/supplementaryfiles/Table_1.xlsx Hsapiens 1 44623"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   
##   [3] "PMC9226039 PMC_DL/PMC9226039/supplementaryfiles/41598_2022_14964_MOESM1_ESM.xls Hsapiens 12 2021/03/02 2021/03/09 2021/03/01 2021/03/08 2021/03/10 2021/03/11 2021/03/03 2021/12/01 2021/03/07 2021/03/06 2021/03/04 2021/03/05"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 
##   [4] "PMC9222349 PMC_DL/PMC9222349/supplementaryfiles/mmc11.xlsx Hsapiens 1 37694"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
##   [5] "PMC9222349 PMC_DL/PMC9222349/supplementaryfiles/mmc11.xlsx Hsapiens 2 37694 SOX2-OCT4"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           
##   [6] "PMC9222349 PMC_DL/PMC9222349/supplementaryfiles/mmc9.xlsx Hsapiens 4 39326 40787 37500 40057"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    
##   [7] "PMC9222349 PMC_DL/PMC9222349/supplementaryfiles/mmc9.xlsx Hsapiens 4 39326 37500 40787 40057"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    
##   [8] "PMC9222349 PMC_DL/PMC9222349/supplementaryfiles/mmc9.xlsx Hsapiens 4 39326 37500 40787 40057"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    
##   [9] "PMC9222349 PMC_DL/PMC9222349/supplementaryfiles/mmc2.xlsx Hsapiens 7 37681 39142 40787 39326 39326 40057 37500"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  
##  [10] "PMC9222349 PMC_DL/PMC9222349/supplementaryfiles/mmc2.xlsx Hsapiens 2 37500 39326"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                
##  [11] "PMC9222903 zip/Supplementary_table_S1.xlsx Hsapiens 1 43893"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
##  [12] "PMC9222903 zip/Supplementary_table_S1.xlsx Hsapiens 1 43893"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
##  [13] "PMC9222793 zip/Supplementary_Files_S1-S3.xlsx Hsapiens 2 44443 44443"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            
##  [14] "PMC9219160 PMC_DL/PMC9219160/supplementaryfiles/13073_2022_1071_MOESM4_ESM.xlsx Hsapiens 3 40787 39326 40057"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    
##  [15] "PMC9219160 PMC_DL/PMC9219160/supplementaryfiles/13073_2022_1071_MOESM4_ESM.xlsx Hsapiens 1 39873"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                
##  [16] "PMC9164292 PMC_DL/PMC9164292/supplementaryfiles/med-2022-0493-sm.xlsx Hsapiens 2 44624 44818"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    
##  [17] "PMC9164292 PMC_DL/PMC9164292/supplementaryfiles/med-2022-0493-sm.xlsx Hsapiens 5 44818 44818 44624 44624 44624"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  
##  [18] "PMC9164292 PMC_DL/PMC9164292/supplementaryfiles/med-2022-0493-sm.xlsx Hsapiens 2 44624 44818"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    
##  [19] "PMC9164292 PMC_DL/PMC9164292/supplementaryfiles/med-2022-0493-sm.xlsx Hsapiens 5 44816 44631 44624 44816 44816"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  
##  [20] "PMC9164292 PMC_DL/PMC9164292/supplementaryfiles/med-2022-0493-sm.xlsx Hsapiens 3 44624 44816 44631"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              
##  [21] "PMC9164292 PMC_DL/PMC9164292/supplementaryfiles/med-2022-0493-sm.xlsx Hsapiens 2 44818 44624"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    
##  [22] "PMC9207522 PMC_DL/PMC9207522/supplementaryfiles/Table1.XLSX Drerio 8 37316 39873 38047 36951 38777 39508 40603 38412"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            
##  [23] "PMC9207522 PMC_DL/PMC9207522/supplementaryfiles/Table1.XLSX Drerio 8 37316 39873 38047 36951 38777 39508 40603 38412"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            
##  [24] "PMC9206655 PMC_DL/PMC9206655/supplementaryfiles/41389_2022_410_MOESM2_ESM.xlsx Hsapiens 1 44531"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 
##  [25] "PMC9206655 PMC_DL/PMC9206655/supplementaryfiles/41389_2022_410_MOESM2_ESM.xlsx Hsapiens 1 44531"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 
##  [26] "PMC9206655 PMC_DL/PMC9206655/supplementaryfiles/41389_2022_410_MOESM5_ESM.xlsx Hsapiens 1 44531"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 
##  [27] "PMC9206655 PMC_DL/PMC9206655/supplementaryfiles/41389_2022_410_MOESM5_ESM.xlsx Hsapiens 1 44531"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 
##  [28] "PMC9206655 PMC_DL/PMC9206655/supplementaryfiles/41389_2022_410_MOESM5_ESM.xlsx Hsapiens 1 44531"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 
##  [29] "PMC9206655 PMC_DL/PMC9206655/supplementaryfiles/41389_2022_410_MOESM4_ESM.xlsx Hsapiens 1 44531"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 
##  [30] "PMC9202886 PMC_DL/PMC9202886/supplementaryfiles/pgen.1010230.s010.xlsx Hsapiens 1 38991"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         
##  [31] "PMC9202124 PMC_DL/PMC9202124/supplementaryfiles/13073_2022_1068_MOESM7_ESM.xlsx Hsapiens 26 44811 44624 44814 44631 44818 44630 44896 44621 44622 44623 44625 44626 44627 44628 44629 44819 44805 44815 44816 44806 44807 44808 44809 44810 44812 44813"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         
##  [32] "PMC9202124 PMC_DL/PMC9202124/supplementaryfiles/13073_2022_1068_MOESM7_ESM.xlsx Hsapiens 28 44622 44623 44808 44621 44811 44814 44624 44806 44805 44812 44628 44809 44818 44626 44631 44813 44630 44816 44810 44807 44815 44629 44627 44625 44622 44621 44819 44896"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             
##  [33] "PMC9202124 PMC_DL/PMC9202124/supplementaryfiles/13073_2022_1068_MOESM7_ESM.xlsx Hsapiens 28 44623 44622 44621 44624 44806 44805 44630 44811 44631 44818 44626 44621 44814 44812 44813 44808 44816 44810 44807 44628 44815 44627 44809 44629 44625 44622 44819 44896"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             
##  [34] "PMC9202124 PMC_DL/PMC9202124/supplementaryfiles/13073_2022_1068_MOESM7_ESM.xlsx Hsapiens 28 44808 44811 44624 44814 44622 44621 44626 44813 44621 44818 44805 44627 44810 44812 44628 44816 44807 44809 44631 44806 44815 44629 44625 44622 44623 44630 44819 44896"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             
##  [35] "PMC9202124 PMC_DL/PMC9202124/supplementaryfiles/13073_2022_1068_MOESM7_ESM.xlsx Hsapiens 27 44624 44622 44623 44814 44811 44621 44818 44810 44631 44621 44807 44625 44627 44630 44812 44626 44809 44819 44815 44628 44629 44816 44805 44808 44813 44622 44810"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   
##  [36] "PMC9202124 PMC_DL/PMC9202124/supplementaryfiles/13073_2022_1068_MOESM7_ESM.xlsx Hsapiens 27 44624 44623 44622 44621 44810 44814 44811 44625 44807 44627 44812 44621 44626 44819 44815 44631 44818 44628 44629 44816 44805 44808 44630 44813 44622 44809 44810"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   
##  [37] "PMC9202124 PMC_DL/PMC9202124/supplementaryfiles/13073_2022_1068_MOESM7_ESM.xlsx Hsapiens 27 44811 44622 44818 44621 44624 44631 44814 44630 44809 44819 44627 44810 44815 44621 44626 44623 44812 44628 44625 44629 44816 44805 44808 44813 44622 44807 44810"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   
##  [38] "PMC9202124 PMC_DL/PMC9202124/supplementaryfiles/13073_2022_1068_MOESM7_ESM.xlsx Hsapiens 26 44811 44805 44621 44806 44628 44627 44623 44631 44807 44630 44818 44625 44814 44624 44896 44622 44626 44629 44819 44815 44816 44808 44809 44810 44812 44813"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         
##  [39] "PMC9202124 PMC_DL/PMC9202124/supplementaryfiles/13073_2022_1068_MOESM7_ESM.xlsx Hsapiens 26 44805 44806 44627 44623 44621 44811 44807 44628 44625 44814 44624 44896 44630 44631 44622 44626 44629 44819 44815 44816 44818 44808 44809 44810 44812 44813"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         
##  [40] "PMC9198913 PMC_DL/PMC9198913/supplementaryfiles/advancesADV2021005381-suppl2.xlsx Hsapiens 2 42797 42797"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        
##  [41] "PMC9198913 PMC_DL/PMC9198913/supplementaryfiles/advancesADV2021005381-suppl2.xlsx Hsapiens 1 44452"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              
##  [42] "PMC9198845 PMC_DL/PMC9198845/supplementaryfiles/mmc2.xlsx Hsapiens 4 44626 44623 44629 44622"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    
##  [43] "PMC9198845 PMC_DL/PMC9198845/supplementaryfiles/mmc2.xlsx Hsapiens 4 44626 44623 44629 44622"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    
##  [44] "PMC9197769 PMC_DL/PMC9197769/supplementaryfiles/41588_2022_1082_MOESM5_ESM.xlsx Hsapiens 3 6-Sep 8-Sep 6-Mar"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    
##  [45] "PMC9194130 PMC_DL/PMC9194130/supplementaryfiles/mmc3.xlsx Hsapiens 5 44265 44449 44445 44448 44448"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              
##  [46] "PMC9178395 PMC_DL/PMC9178395/supplementaryfiles/CTM2-12-e885-s004.xlsx Hsapiens 1 44621"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         
##  [47] "PMC9178395 PMC_DL/PMC9178395/supplementaryfiles/CTM2-12-e885-s004.xlsx Hsapiens 1 44815"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         
##  [48] "PMC9178395 PMC_DL/PMC9178395/supplementaryfiles/CTM2-12-e885-s004.xlsx Hsapiens 1 44621"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         
##  [49] "PMC9178395 PMC_DL/PMC9178395/supplementaryfiles/CTM2-12-e885-s004.xlsx Hsapiens 1 44815"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         
##  [50] "PMC9178395 PMC_DL/PMC9178395/supplementaryfiles/CTM2-12-e885-s004.xlsx Hsapiens 1 44811"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         
##  [51] "PMC9186538 PMC_DL/PMC9186538/supplementaryfiles/NIHMS1784392-supplement-Table_S3.xls Mmusculus 7 44257 44257 44257 44257 44446 44442 44259"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      
##  [52] "PMC8982554 zip/Supplementary_Table_S2.xlsx Hsapiens 2 44077 44077"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               
##  [53] "PMC8982554 zip/Supplementary_Table_S2.xlsx Hsapiens 1 44085"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
##  [54] "PMC8982554 zip/Supplementary_Table_S2.xlsx Hsapiens 1 44085"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
##  [55] "PMC8982554 zip/Supplementary_Table_S2.xlsx Hsapiens 1 44077"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
##  [56] "PMC8982554 zip/Supplementary_Table_S2.xlsx Hsapiens 3 44077 44077 44077"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         
##  [57] "PMC9179874 zip/Supp_Table_S2.xlsx Hsapiens 1 44813"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              
##  [58] "PMC9177981 zip/sup_table_1.xlsx Mmusculus 1 43896"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               
##  [59] "PMC9177981 zip/sup_table_1.xlsx Mmusculus 1 44083"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               
##  [60] "PMC9171052 PMC_DL/PMC9171052/supplementaryfiles/Data_Sheet_2.XLSX Hsapiens 1 14977"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              
##  [61] "PMC9169770 PMC_DL/PMC9169770/supplementaryfiles/pnas.2119593119.sd01.xlsx Scerevisiae 2 44470 44340"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             
##  [62] "PMC9168984 PMC_DL/PMC9168984/supplementaryfiles/Table_1.xlsx Hsapiens 5 44896 44819 44623 44624 44626"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           
##  [63] "PMC9168533 PMC_DL/PMC9168533/supplementaryfiles/Table2.xlsx Hsapiens 2 44089 44086"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              
##  [64] "PMC9168533 PMC_DL/PMC9168533/supplementaryfiles/Table2.xlsx Hsapiens 1 44086"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    
##  [65] "PMC9167495 PMC_DL/PMC9167495/supplementaryfiles/12864_2022_8659_MOESM5_ESM.xlsx Hsapiens 1 SNX7/15/19/32"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        
##  [66] "PMC9163161 PMC_DL/PMC9163161/supplementaryfiles/41467_2022_30765_MOESM10_ESM.xlsx Hsapiens 1 37226"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              
##  [67] "PMC9163161 PMC_DL/PMC9163161/supplementaryfiles/41467_2022_30765_MOESM10_ESM.xlsx Hsapiens 1 37226"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              
##  [68] "PMC9163161 PMC_DL/PMC9163161/supplementaryfiles/41467_2022_30765_MOESM8_ESM.xlsx Hsapiens 1 37226"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               
##  [69] "PMC9163161 PMC_DL/PMC9163161/supplementaryfiles/41467_2022_30765_MOESM11_ESM.xlsx Hsapiens 1 37226"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              
##  [70] "PMC9163142 PMC_DL/PMC9163142/supplementaryfiles/41525_2022_305_MOESM2_ESM.xlsx Hsapiens 1 44626"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 
##  [71] "PMC9162925 PMC_DL/PMC9162925/supplementaryfiles/41375_2022_1571_MOESM7_ESM.xlsx Hsapiens 20 38961 40787 40422 39326 37865 37316 39508 37135 40057 37500 38412 37681 42248 38777 39142 38231 39692 39873 36951 38596"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             
##  [72] "PMC9162925 PMC_DL/PMC9162925/supplementaryfiles/41375_2022_1571_MOESM7_ESM.xlsx Hsapiens 20 39873 37865 40787 38961 39326 37135 38412 38231 38777 39508 37316 36951 42248 37681 37500 40057 39142 39692 40422 38596"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             
##  [73] "PMC9162925 PMC_DL/PMC9162925/supplementaryfiles/41375_2022_1571_MOESM6_ESM.xlsx Hsapiens 20 40057 37500 38412 42248 39692 39508 39326 37865 38231 38961 37316 38596 37135 38777 39142 40787 40422 36951 37681 39873"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             
##  [74] "PMC9162925 PMC_DL/PMC9162925/supplementaryfiles/41375_2022_1571_MOESM6_ESM.xlsx Hsapiens 20 38961 40057 37135 40422 39873 37865 39326 37316 39508 37500 37681 38777 42248 39142 36951 38596 38231 40787 39692 38412"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             
##  [75] "PMC9155246 zip/Table_S1.xlsx Hsapiens 4 44450 44444 44262 44454"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 
##  [76] "PMC8929108 zip/Supplementary_Table_S3.xlsx Ggallus 1 44450"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      
##  [77] "PMC8929108 zip/Supplementary_Table_S3.xlsx Hsapiens 1 44443"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
##  [78] "PMC9161486 PMC_DL/PMC9161486/supplementaryfiles/13046_2022_2380_MOESM2_ESM.xlsx Hsapiens 7 39692 42248 40057 37500 40787 39326 40422"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            
##  [79] "PMC9161486 PMC_DL/PMC9161486/supplementaryfiles/13046_2022_2380_MOESM2_ESM.xlsx Hsapiens 8 39692 40422 42248 39326 40057 37500 40787 38961"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      
##  [80] "PMC9161486 PMC_DL/PMC9161486/supplementaryfiles/13046_2022_2380_MOESM2_ESM.xlsx Hsapiens 6 39692 37500 40057 39326 40422 40787"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  
##  [81] "PMC9161486 PMC_DL/PMC9161486/supplementaryfiles/13046_2022_2380_MOESM2_ESM.xlsx Hsapiens 7 39692 42248 40057 37500 40787 39326 40422"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            
##  [82] "PMC9161486 PMC_DL/PMC9161486/supplementaryfiles/13046_2022_2380_MOESM2_ESM.xlsx Hsapiens 8 39692 40422 42248 39326 40057 37500 40787 38961"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      
##  [83] "PMC9161486 PMC_DL/PMC9161486/supplementaryfiles/13046_2022_2380_MOESM2_ESM.xlsx Hsapiens 6 39692 37500 40057 39326 40422 40787"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  
##  [84] "PMC9161486 PMC_DL/PMC9161486/supplementaryfiles/13046_2022_2380_MOESM2_ESM.xlsx Hsapiens 6 40422 37500 40787 39692 37865 40057"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  
##  [85] "PMC9160332 PMC_DL/PMC9160332/supplementaryfiles/Data_Sheet_5.XLS Hsapiens 10 2011/09/01 2005/03/01 2006/03/01 2001/09/01 2005/03/01 2001/12/01 2007/09/01 2006/03/01 2003/09/01 2002/03/01"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      
##  [86] "PMC9160332 PMC_DL/PMC9160332/supplementaryfiles/Data_Sheet_4.XLS Hsapiens 5 2011/09/01 2007/09/01 2006/03/01 2008/09/01 2002/09/01"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              
##  [87] "PMC9152293 PMC_DL/PMC9152293/supplementaryfiles/Table_4.xlsx Drerio 1 8-mar"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
##  [88] "PMC9152293 PMC_DL/PMC9152293/supplementaryfiles/Table_6.xlsx Drerio 2 43898 44079"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               
##  [89] "PMC9152293 PMC_DL/PMC9152293/supplementaryfiles/Table_8.xlsx Drerio 3 44263 44263 44263"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         
##  [90] "PMC9241257 PMC_DL/PMC9241257/supplementaryfiles/13287_2022_2970_MOESM2_ESM.xlsx Hsapiens 2 44259 44258"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          
##  [91] "PMC9226526 zip/Supplementary_Table_S8.xlsx Mmusculus 1 44260"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    
##  [92] "PMC9226526 zip/Supplementary_Table_S8.xlsx Mmusculus 1 44260"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    
##  [93] "PMC9226526 zip/Supplementary_Table_S4.xlsx Mmusculus 1 44263"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    
##  [94] "PMC9226526 zip/Supplementary_Table_S4.xlsx Hsapiens 1 44257"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
##  [95] "PMC9226526 zip/Supplementary_Table_S4.xlsx Mmusculus 7 44257 44263 44260 44260 44257 44263 44257"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                
##  [96] "PMC9226526 zip/Supplementary_Table_S4.xlsx Mmusculus 3 44260 44257 44260"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        
##  [97] "PMC9226523 zip/Table_S1.xlsx Celegans 7 36982 36982 37681 37681 37135 37135 37165"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               
##  [98] "PMC9208075 PMC_DL/PMC9208075/supplementaryfiles/MOL2-16-2432-s003.xlsx Hsapiens 1 40603"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         
##  [99] "PMC9233711 PMC_DL/PMC9233711/supplementaryfiles/41467_2022_31220_MOESM6_ESM.xlsx Hsapiens 8 44444 44257 44443 44256 44442 44265 44260 44449"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
## [100] "PMC9233711 PMC_DL/PMC9233711/supplementaryfiles/41467_2022_31220_MOESM6_ESM.xlsx Hsapiens 7 44442 44444 44257 44443 44265 44257 44440"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           
## [101] "PMC9223334 PMC_DL/PMC9223334/supplementaryfiles/ppat.1010089.s003.xlsx Scerevisiae 1 37864"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      
## [102] "PMC9223334 PMC_DL/PMC9223334/supplementaryfiles/ppat.1010089.s009.xlsx Scerevisiae 2 39326 36982"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                
## [103] "PMC9223334 PMC_DL/PMC9223334/supplementaryfiles/ppat.1010089.s010.xlsx Scerevisiae 2 39326 36982"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                
## [104] "PMC9217776 PMC_DL/PMC9217776/supplementaryfiles/401_2022_2431_MOESM2_ESM.xlsx Hsapiens 4 44261 44257 44450 44447"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                
## [105] "PMC9213774 PMC_DL/PMC9213774/supplementaryfiles/mmc3.xlsx Mmusculus 14 39326 38596 40787 40057 37865 37316 39692 38961 38231 37500 40422 38412 42248 39326"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      
## [106] "PMC9213508 PMC_DL/PMC9213508/supplementaryfiles/42003_2022_3564_MOESM2_ESM.xlsx Hsapiens 76 44819 44819 44819 44622 44621 44622 44621 44622 44621 44814 44814 44814 44814 44814 44627 44627 44627 44624 44624 44806 44806 44806 44806 44806 44806 44806 44806 44806 44815 44621 44626 44626 44626 44626 44626 44626 44623 44623 44812 44812 44812 44812 44811 44896 44896 44628 44628 44628 44628 44628 44628 44628 44625 44625 44625 44625 44629 44816 44816 44816 44816 44805 44805 44805 44813 44813 44813 44622 44622 44622 44622 44622 44622 44622 44622 44807"                                                                                                                                                                                                                                                                                                                                                                                                                                                             
## [107] "PMC9211071 zip/supplementary/Supplementary_Table_5-1-.xlsx Hsapiens 26 44257 44442 44443 44257 44446 44445 44262 44450 44264 44259 44256 44261 44453 44447 44263 44441 44531 44265 44258 44440 44266 44448 44444 44256 44449 44260"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              
## [108] "PMC9211071 zip/supplementary/Supplementary_Table_5.xlsx Hsapiens 26 44257 44442 44443 44257 44446 44445 44262 44450 44264 44259 44256 44261 44453 44447 44263 44441 44531 44265 44258 44440 44266 44448 44444 44256 44449 44260"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 
## [109] "PMC9211071 zip/supplementary/Supplementary_Table_1.xlsx Hsapiens 2 44081 44085"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  
## [110] "PMC9211071 zip/supplementary/Supplementary_Table_3.xlsx Hsapiens 2 44264 44450"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  
## [111] "PMC9207414 PMC_DL/PMC9207414/supplementaryfiles/DataSheet2.XLSX Hsapiens 13 44805 44630 44626 44815 44624 44810 44622 44631 44627 44816 44818 44806 44812"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       
## [112] "PMC9205910 PMC_DL/PMC9205910/supplementaryfiles/41467_2022_31197_MOESM8_ESM.xlsx Hsapiens 12 44447 44259 44448 44257 44264 44256 44441 44446 44261 44262 44450 44263"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            
## [113] "PMC9205776 PMC_DL/PMC9205776/supplementaryfiles/41594_2022_773_MOESM3_ESM.xlsx Hsapiens 2 36951 37316"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           
## [114] "PMC9203529 PMC_DL/PMC9203529/supplementaryfiles/41598_2022_13693_MOESM1_ESM.xlsx Drerio 4 44348 44349 44350 44351"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               
## [115] "PMC9203013 PMC_DL/PMC9203013/supplementaryfiles/pgen.1009995.s010.xlsx Dmelanogaster 1 37135"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    
## [116] "PMC9203013 PMC_DL/PMC9203013/supplementaryfiles/pgen.1009995.s010.xlsx Dmelanogaster 1 37135"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    
## [117] "PMC9203013 PMC_DL/PMC9203013/supplementaryfiles/pgen.1009995.s011.xlsx Dmelanogaster 1 37135"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    
## [118] "PMC9203013 PMC_DL/PMC9203013/supplementaryfiles/pgen.1009995.s011.xlsx Dmelanogaster 1 37135"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    
## [119] "PMC9203013 PMC_DL/PMC9203013/supplementaryfiles/pgen.1009995.s005.xlsx Dmelanogaster 2 37135 37226"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              
## [120] "PMC9201760 PMC_DL/PMC9201760/supplementaryfiles/Table1.xlsx Hsapiens 2 44812 44815"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              
## [121] "PMC9200849 PMC_DL/PMC9200849/supplementaryfiles/41467_2022_31086_MOESM4_ESM.xlsx Hsapiens 1 37135"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               
## [122] "PMC9200849 PMC_DL/PMC9200849/supplementaryfiles/41467_2022_31086_MOESM4_ESM.xlsx Hsapiens 1 37135"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               
## [123] "PMC9200849 PMC_DL/PMC9200849/supplementaryfiles/41467_2022_31086_MOESM4_ESM.xlsx Hsapiens 2 37135 37135"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         
## [124] "PMC9200849 PMC_DL/PMC9200849/supplementaryfiles/41467_2022_31086_MOESM4_ESM.xlsx Hsapiens 2 37135 37135"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         
## [125] "PMC9200849 PMC_DL/PMC9200849/supplementaryfiles/41467_2022_31086_MOESM4_ESM.xlsx Hsapiens 1 37226"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               
## [126] "PMC9200740 PMC_DL/PMC9200740/supplementaryfiles/41467_2022_30961_MOESM5_ESM.xlsx Mmusculus 1 44258"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              
## [127] "PMC9200740 PMC_DL/PMC9200740/supplementaryfiles/41467_2022_30961_MOESM6_ESM.xlsx Mmusculus 2 44448 44442"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        
## [128] "PMC9200740 PMC_DL/PMC9200740/supplementaryfiles/41467_2022_30961_MOESM6_ESM.xlsx Mmusculus 1 44446"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              
## [129] "PMC9186391 PMC_DL/PMC9186391/supplementaryfiles/supp_gad.349456.122_Supplemental_Table_S1.xlsx Hsapiens 26 43530 43720 43528 43719 43526 43525 43723 43715 43722 43527 43534 43535 43717 43714 43531 43529 43800 43532 43709 43718 43716 43711 43713 43710 43712 43533"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          
## [130] "PMC9186391 PMC_DL/PMC9186391/supplementaryfiles/supp_gad.349456.122_Supplemental_Table_S3.xlsx Hsapiens 15 44083 43892 44082 44080 43896 44077 43892 43895 43899 44076 43898 44085 43897 44084 44081"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            
## [131] "PMC9198558 PMC_DL/PMC9198558/supplementaryfiles/Table1.xlsx Hsapiens 7 44257 44258 44260 44261 44262 44263 44531"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                
## [132] "PMC9194831 PMC_DL/PMC9194831/supplementaryfiles/Table4.xls Hsapiens 2 2022/03/11 2022/03/04"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
## [133] "PMC9194831 PMC_DL/PMC9194831/supplementaryfiles/Table3.xls Hsapiens 1 2022/03/10"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                
## [134] "PMC9117153 PMC_DL/PMC9117153/supplementaryfiles/mmc2.xlsx Hsapiens 95 39692 39692 37865 38231 40787 36951 38412 38777 40787 38231 42248 42248 38412 42248 38047 40787 39508 39508 37681 42248 42248 36951 42248 39508 39508 40422 42248 40422 37865 40787 36951 37500 37500 36951 39508 37500 37316 39508 38231 41153 37316 41153 38231 37500 37500 37316 40787 38777 38412 41153 39508 41153 40422 36951 37500 41153 39508 37500 40787 36951 42248 41153 37500 38777 36951 37500 39508 37500 41153 39508 37500 36951 37316 37500 37500 39142 37500 37500 41153 37316 39508 39508 40787 42248 42248 41153 41153 41153 37500 42248 41153 37500 41153 41153 41153"                                                                                                                                                                                                                                                                                                                                                                 
## [135] "PMC9117153 PMC_DL/PMC9117153/supplementaryfiles/mmc2.xlsx Hsapiens 97 37865 39692 39692 38231 38231 42248 42248 42248 42248 42248 36951 40787 42248 36951 40422 40787 36951 36951 42248 39142 42248 40238 39508 41153 37500 40422 41153 37500 37500 39508 41153 38777 39508 37500 37500 38412 41153 41153 40787 41153 36951 37500 41153 38777 37500 37500 37500 40422 41153 41153 42248 40787 37500 41153 38412 40787 38231 41153 40787 42248 40422 37316 41153 37316 38231 39508 36951 37316 37500 38047 37500 41153 37500 41153 41153 37500 36951 39508 40787 39508 37865 36951 39508 39508 39508 42248 37500 37500 39508 38412 37681 39508 39508 37316 38777 37500 37316"                                                                                                                                                                                                                                                                                                                                                     
## [136] "PMC9117153 PMC_DL/PMC9117153/supplementaryfiles/mmc2.xlsx Hsapiens 27 39692 40603 40057 37226 40787 37681 40238 37865 38596 38231 42248 37500 38412 39326 39508 41153 37316 40422 36951 37135 38777 39873 36951 39142 41883 38047 37316"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         
## [137] "PMC9117153 PMC_DL/PMC9117153/supplementaryfiles/mmc2.xlsx Hsapiens 27 40057 39692 42248 38596 38231 37226 40787 36951 40238 36951 41153 38412 37681 37865 38777 40603 39873 41883 39326 37500 38047 37316 39142 37316 40422 37135 39508"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         
## [138] "PMC9098121 PMC_DL/PMC9098121/supplementaryfiles/mmc4.xlsx Hsapiens 12 42248 38777 39692 38961 40422 40787 37500 39326 37316 39142 38412 40057"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   
## [139] "PMC9098121 PMC_DL/PMC9098121/supplementaryfiles/mmc2.xlsx Hsapiens 6 36951 39508 38412 36951 40422 40057"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        
## [140] "PMC9098121 PMC_DL/PMC9098121/supplementaryfiles/mmc3.xlsx Hsapiens 1 37316"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      
## [141] "PMC9190170 PMC_DL/PMC9190170/supplementaryfiles/12916_2022_2399_MOESM1_ESM.xlsx Hsapiens 6 39508 39508 39508 39508 39508 39508"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  
## [142] "PMC9190170 PMC_DL/PMC9190170/supplementaryfiles/12916_2022_2399_MOESM1_ESM.xlsx Hsapiens 22 39508 39508 39508 39508 39508 39508 39508 39508 39508 39508 39508 39508 39508 39508 39508 39508 39508 39508 39508 39508 39508 39508"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 
## [143] "PMC9190170 PMC_DL/PMC9190170/supplementaryfiles/12916_2022_2399_MOESM1_ESM.xlsx Hsapiens 6 39508 39508 39508 39508 39508 39508"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  
## [144] "PMC9190170 PMC_DL/PMC9190170/supplementaryfiles/12916_2022_2399_MOESM1_ESM.xlsx Hsapiens 22 39508 39508 39508 39508 39508 39508 39508 39508 39508 39508 39508 39508 39508 39508 39508 39508 39508 39508 39508 39508 39508 39508"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 
## [145] "PMC9190170 PMC_DL/PMC9190170/supplementaryfiles/12916_2022_2399_MOESM1_ESM.xlsx Hsapiens 1 39692"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                
## [146] "PMC9190170 PMC_DL/PMC9190170/supplementaryfiles/12916_2022_2399_MOESM1_ESM.xlsx Hsapiens 1 39692"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                
## [147] "PMC9190170 PMC_DL/PMC9190170/supplementaryfiles/12916_2022_2399_MOESM1_ESM.xlsx Hsapiens 1 39692"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                
## [148] "PMC9190170 PMC_DL/PMC9190170/supplementaryfiles/12916_2022_2399_MOESM1_ESM.xlsx Hsapiens 1 39692"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                
## [149] "PMC9190170 PMC_DL/PMC9190170/supplementaryfiles/12916_2022_2399_MOESM1_ESM.xlsx Hsapiens 1 39508"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                
## [150] "PMC9190170 PMC_DL/PMC9190170/supplementaryfiles/12916_2022_2399_MOESM1_ESM.xlsx Hsapiens 1 39508"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                
## [151] "PMC9190170 PMC_DL/PMC9190170/supplementaryfiles/12916_2022_2399_MOESM1_ESM.xlsx Hsapiens 1 39508"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                
## [152] "PMC9190170 PMC_DL/PMC9190170/supplementaryfiles/12916_2022_2399_MOESM1_ESM.xlsx Hsapiens 1 39508"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                
## [153] "PMC9174882 PMC_DL/PMC9174882/supplementaryfiles/EMMM-14-e15816-s001.xlsx Mmusculus 12 38231 37865 39508 37681 36951 38047 39873 38961 40787 40057 40238 37316"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   
## [154] "PMC9174882 PMC_DL/PMC9174882/supplementaryfiles/EMMM-14-e15816-s001.xlsx Mmusculus 11 40787 38961 37500 40422 39692 37681 40238 36951 38231 38596 39508"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         
## [155] "PMC9174882 PMC_DL/PMC9174882/supplementaryfiles/EMMM-14-e15816-s004.xlsx Hsapiens 1 38231"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       
## [156] "PMC9174882 PMC_DL/PMC9174882/supplementaryfiles/EMMM-14-e15816-s008.xlsx Mmusculus 135 36951 37681 38961 40787 39508 37500 41883 37135 36951 38777 41153 39326 40422 37316 42248 40057 38047 37316 39692 37865 39142 38596 39873 40238 38231 40603 38412 36951 40787 39508 37681 38961 37500 41883 37135 36951 41153 39326 40422 37316 42248 38777 39142 38047 40057 37316 37865 39692 38231 40603 38596 39873 40238 38412 38777 40422 39326 41153 42248 37316 38047 40057 37865 39692 37316 39142 40238 39873 38596 38231 40603 38412 36951 37681 38961 40787 39508 37500 41883 37135 36951 38412 40238 39873 38596 40603 38231 37865 39692 37316 38047 40057 39142 38777 42248 37316 40422 39326 41153 36951 37135 41883 37500 38961 37681 39508 40787 36951 38777 37316 42248 39326 41153 40422 37316 37865 39692 38047 40057 39142 38596 40238 39873 40603 38231 38412 36951 38961 37681 39508 40787 41883 37500 36951 37135"                                                                                                
## [157] "PMC9174882 PMC_DL/PMC9174882/supplementaryfiles/EMMM-14-e15816-s002.xlsx Hsapiens 1 39142"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       
## [158] "PMC9174882 PMC_DL/PMC9174882/supplementaryfiles/EMMM-14-e15816-s005.xlsx Mmusculus 135 38777 37135 37135 37135 37135 37135 38596 43528 43526 43526 43526 43526 43526 43526 43526 43526 43526 43526 43526 43531 43531 43531 43531 43531 43531 43531 43719 43719 43719 43722 43722 43532 43532 43532 Ccdc61-Nova2 43709 43709 43709 43709 43709 43709 43709 43709 43709 43525 43525 43525 43525 43525 43525 43525 43525 43525 43718 43716 43716 43716 43716 43716 43716 43716 43712 43712 43712 43712 43712 43712 43712 43712 43712 43712 43712 43712 43712 43712 43534 43534 43534 43534 43534 43534 43534 43717 43717 43717 43535 43535 43535 43530 43711 43711 43711 43711 43711 43711 43720 43720 43720 43713 43713 43526 43526 43526 43526 43526 43526 43526 43526 43526 43526 43527 43527 43527 43527 43527 43527 43529 43529 43529 43529 43714 43714 43714 43714 43714 43714 43714 43714 43714 43714 43714 43714 43714 43714 43714"                                                                                         
## [159] "PMC9187083 PMC_DL/PMC9187083/supplementaryfiles/pntd.0010435.s002.xlsx Mmusculus 76 44442 44263 44258 44264 44451 44257 44260 44262 44260 44265 44265 44443 44441 44266 44442 44442 44266 44262 44454 44440 44257 44258 44444 44256 44449 44264 44263 44256 44265 44256 44446 44259 44443 44449 44448 44258 44261 44450 44447 44444 44445 44257 44257 44260 44454 44266 44257 44258 44257 44449 44450 44446 44257 44261 44440 44258 44445 44446 44262 44450 44453 44450 44453 44442 44445 44450 44450 44447 44447 44441 44263 44260 44450 44446 44441 44257"                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
## [160] "PMC9181722 zip/Table_S3.xlsx Hsapiens 1 40057"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   
## [161] "PMC9181722 zip/Table_S3.xlsx Hsapiens 2 38200 37469"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             
## [162] "PMC9181722 zip/Table_S3.xlsx Hsapiens 3 39326 37469 37135"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       
## [163] "PMC9181722 zip/Table_S3.xlsx Hsapiens 1 37469"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   
## [164] "PMC9181722 zip/Table_S3.xlsx Hsapiens 2 37469 38231"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             
## [165] "PMC9181722 zip/Table_S3.xlsx Hsapiens 1 39692"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   
## [166] "PMC9181722 zip/Table_S3.xlsx Hsapiens 1 37469"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   
## [167] "PMC9181722 zip/Table_S3.xlsx Hsapiens 1 38961"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   
## [168] "PMC9181722 zip/Table_S4.xlsx Hsapiens 1 38961"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   
## [169] "PMC9177989 zip/Supplementary_Tables.xlsx Hsapiens 4 44256 44446 44446 44256"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
## [170] "PMC9177989 zip/Supplementary_Tables.xlsx Mmusculus 11 44443 44450 44444 44446 44257 44446 44443 44443 44450 44258 44444"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         
## [171] "PMC9177989 zip/Supplementary_Tables.xlsx Hsapiens 8 44446 44440 44440 44440 44256 44440 44257 44446"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             
## [172] "PMC9177860 PMC_DL/PMC9177860/supplementaryfiles/42003_2022_3496_MOESM3_ESM.xlsx Mmusculus 7 44807 44624 44631 44808 44622 44809 44815"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           
## [173] "PMC9177428 PMC_DL/PMC9177428/supplementaryfiles/41586_2022_4786_MOESM11_ESM.xlsx Hsapiens 9 39692 40603 39326 36951 36951 40603 38777 41883 40238"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               
## [174] "PMC9174980 zip/Supplemental_Materials_tables.xlsx Hsapiens 1 44257"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              
## [175] "PMC9170766 PMC_DL/PMC9170766/supplementaryfiles/mmc27.xlsx Hsapiens 29 43632 43525 43714 43714 43714 43712 43713 43714 43723 43718 43529 43711 43710 43715 43532 43739 43526 43525 43717 43719 43714 43534 43712 43720 43716 43722 43713 43709 43530"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            
## [176] "PMC9170766 PMC_DL/PMC9170766/supplementaryfiles/mmc29.xlsx Hsapiens 2 43167 43161"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               
## [177] "PMC9170766 PMC_DL/PMC9170766/supplementaryfiles/mmc20.xlsx Hsapiens 5 44260 44261 44263 44258 44264"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             
## [178] "PMC9169118 PMC_DL/PMC9169118/supplementaryfiles/pnas.2115083119.sd03.xlsx Hsapiens 24 3-Sep 8-Mar 10-Sep 15-Sep 2-Mar 6-Sep 5-Mar 4-Sep 12-Sep 9-Mar 5-Sep 14-Sep 7-Sep 4-Mar 11-Sep 1-Dec 8-Sep 7-Mar 2-Sep 9-Sep 6-Mar 10-Mar 3-Mar 11-Mar"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    
## [179] "PMC9169118 PMC_DL/PMC9169118/supplementaryfiles/pnas.2115083119.sd04.xlsx Hsapiens 144 44531 44257 44257 44265 44266 44266 44266 44258 44258 44259 44260 44260 44261 44261 44261 44262 44263 44263 44264 44264 44454 44454 44454 44454 44454 44450 44451 44441 44442 44442 44443 44443 44444 44445 44446 44446 44446 44447 44447 44448 44448 44531 44257 44257 44265 44266 44258 44258 44258 44259 44260 44260 44260 44261 44262 44262 44263 44263 44263 44264 44264 44454 44454 44449 44449 44449 44450 44450 44451 44453 44453 44441 44442 44442 44442 44443 44443 44444 44446 44446 44446 44447 44447 44447 44448 44448 44265 44260 44262 44454 44449 44449 44450 44441 44443 44447 44448 44265 44266 44259 44261 44453 44441 44444 44445 44445 44265 44264 44261 44441 44451 44444 44444 44531 44531 44262 44450 44266 44445 44265 44451 44259 44445 44449 44454 44442 44263 44258 44448 44531 44451 44531 44257 44441 44450 44264 44451 44259 44259 44262 44443 44445 44257 44444"                                          
## [180] "PMC9169118 PMC_DL/PMC9169118/supplementaryfiles/pnas.2115083119.sd02.xlsx Hsapiens 144 1-Dec 1-Dec 1-Dec 2-Mar 10-Mar 11-Mar 11-Mar 11-Mar 3-Mar 4-Mar 5-Mar 6-Mar 6-Mar 6-Mar 7-Mar 7-Mar 8-Mar 9-Mar 9-Mar 15-Sep 15-Sep 15-Sep 10-Sep 11-Sep 11-Sep 12-Sep 2-Sep 2-Sep 4-Sep 4-Sep 4-Sep 5-Sep 6-Sep 6-Sep 7-Sep 8-Sep 8-Sep 9-Sep 9-Sep 2-Mar 10-Mar 10-Mar 10-Mar 11-Mar 3-Mar 3-Mar 3-Mar 5-Mar 5-Mar 5-Mar 6-Mar 6-Mar 6-Mar 7-Mar 7-Mar 8-Mar 9-Mar 9-Mar 9-Mar 15-Sep 10-Sep 10-Sep 11-Sep 11-Sep 12-Sep 14-Sep 2-Sep 2-Sep 3-Sep 4-Sep 4-Sep 5-Sep 5-Sep 5-Sep 6-Sep 6-Sep 7-Sep 7-Sep 7-Sep 8-Sep 8-Sep 9-Sep 9-Sep 9-Sep 2-Mar 10-Mar 10-Mar 3-Mar 3-Mar 4-Mar 8-Mar 9-Mar 15-Sep 15-Sep 15-Sep 10-Sep 10-Sep 12-Sep 2-Sep 3-Sep 3-Sep 3-Sep 5-Sep 5-Sep 6-Sep 7-Sep 9-Sep 1-Dec 2-Mar 11-Mar 11-Mar 4-Mar 4-Mar 7-Mar 8-Mar 15-Sep 12-Sep 14-Sep 14-Sep 8-Sep 4-Mar 5-Mar 7-Mar 8-Mar 11-Sep 12-Sep 8-Sep 1-Dec 2-Mar 4-Mar 2-Sep 7-Sep 4-Sep 1-Dec 5-Mar 3-Sep 11-Sep 12-Sep 6-Sep 2-Mar 15-Sep 10-Sep 8-Mar 3-Sep"
## [181] "PMC9169118 PMC_DL/PMC9169118/supplementaryfiles/pnas.2115083119.sd05.xlsx Hsapiens 24 43894 43892 44166 44086 44078 43897 44080 43899 44083 44089 44076 44079 44085 43893 43898 44084 44077 43900 43901 44088 43896 44081 44082 43895"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           
## [182] "PMC9168273 zip/Supplementary_materials-revision/Table_S3-revision.xlsx Hsapiens 1 43897"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         
## [183] "PMC9168240 PMC_DL/PMC9168240/supplementaryfiles/Table_1.xls Hsapiens 1 2022/09/09"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               
## [184] "PMC9168240 PMC_DL/PMC9168240/supplementaryfiles/Table_1.xls Hsapiens 1 2021/03/03"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               
## [185] "PMC9165556 PMC_DL/PMC9165556/supplementaryfiles/izab318_suppl_supplementary_data_2.xlsx Hsapiens 3 37226 36951 37316"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            
## [186] "PMC9165502 PMC_DL/PMC9165502/supplementaryfiles/ADVS-9-2104979-s001.xlsx Hsapiens 3 44445 44444 44264"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           
## [187] "PMC9165502 PMC_DL/PMC9165502/supplementaryfiles/ADVS-9-2104979-s005.xlsx Hsapiens 3 44445 44444 9-Mar"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           
## [188] "PMC9164415 zip/Table_S1a-Frameshift_Similarities-ClustalW-MSA.xlsx Drerio 11 44077 43895 43898 44084 43892 43894 43892 44089 44080 43897 43898"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  
## [189] "PMC9164415 zip/Table_S1a-Frameshift_Similarities-ClustalW-MSA.xlsx Dmelanogaster 17 44166 44166 44166 44078 44078 44078 44075 44078 44078 44078 44078 44076 44079 44079 44166 44166 44166"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       
## [190] "PMC9164415 zip/Table_S1a-Frameshift_Similarities-ClustalW-MSA.xlsx Celegans 18 43893 43892 43894 44105 44105 43896 43891 43983 43983 43983 43922 43922 43983 43983 44106 44106 44075 43895"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      
## [191] "PMC9164415 zip/Table_S1a-Frameshift_Similarities-ClustalW-MSA.xlsx Scerevisiae 1 44105"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          
## [192] "PMC9164415 zip/Table_S1a-Frameshift_Similarities-ClustalW-MSA.xlsx Hsapiens 21 43891 43898 44086 44075 43899 43901 43900 43894 44082 43898 44085 44078 43896 44077 43891 43893 43897 44076 44079 44088 43895"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    
## [193] "PMC9164415 zip/Table_S1a-Frameshift_Similarities-ClustalW-MSA.xlsx Mmusculus 49 43891 43894 43892 44076 44076 44076 43899 44084 44078 44083 44078 43900 44082 44083 43900 44082 44083 44083 44078 44078 44077 43901 43896 43901 44079 44086 43892 43892 43893 43895 43895 43897 44089 44085 44085 44088 44085 43898 43898 43898 44075 43891 43891 43891 43891 44081 44080 44080 44080"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           
## [194] "PMC9164415 zip/Table_S1a-Frameshift_Similarities-ClustalW-MSA.xlsx Drerio 12 43893 44129 43899 44086 43895 44084 44076 43892 43898 44082 44079 44085"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            
## [195] "PMC9164415 zip/Table_S1b-Frameshift_Similarities-FrameAlign.xlsx Dmelanogaster 17 44531 44531 44531 44443 44443 44443 44440 44443 44443 44443 44443 44441 44444 44444 44531 44531 44531"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         
## [196] "PMC9164415 zip/Table_S1b-Frameshift_Similarities-FrameAlign.xlsx Celegans 18 44258 44257 44259 44470 44470 44261 44256 44348 44348 44348 44287 44287 44348 44348 44471 44471 44440 44260"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        
## [197] "PMC9164415 zip/Table_S1b-Frameshift_Similarities-FrameAlign.xlsx Scerevisiae 1 44470"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            
## [198] "PMC9164415 zip/Table_S1b-Frameshift_Similarities-FrameAlign.xlsx Hsapiens 21 44256 44263 44451 44440 44264 44266 44265 44259 44447 44263 44450 44443 44261 44442 44256 44258 44262 44441 44444 44453 44260"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      
## [199] "PMC9164415 zip/Table_S1b-Frameshift_Similarities-FrameAlign.xlsx Mmusculus 49 44256 44259 44257 44441 44441 44441 44264 44449 44443 44448 44443 44265 44447 44448 44265 44447 44448 44448 44443 44443 44442 44266 44261 44266 44444 44451 44257 44257 44258 44260 44260 44262 44454 44450 44450 44453 44450 44263 44263 44263 44440 44256 44256 44256 44256 44446 44445 44445 44445"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             
## [200] "PMC9164415 zip/Table_S1b-Frameshift_Similarities-FrameAlign.xlsx Drerio 12 44258 44494 44264 44451 44260 44449 44441 44257 44263 44447 44444 44450"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              
## [201] "PMC9164415 zip/Table_S1b-Frameshift_Similarities-FrameAlign.xlsx Drerio 11 44442 44260 44263 44449 44257 44259 44257 44454 44445 44262 44263"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    
## [202] "PMC9164052 zip/Suppl_Table_S1.xls Hsapiens 1 44089"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              
## [203] "PMC9163145 PMC_DL/PMC9163145/supplementaryfiles/mmc2.xlsx Hsapiens 3 44626 44621 44813"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          
## [204] "PMC9163145 PMC_DL/PMC9163145/supplementaryfiles/mmc2.xlsx Hsapiens 1 44808"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      
## [205] "PMC9163145 PMC_DL/PMC9163145/supplementaryfiles/mmc2.xlsx Hsapiens 1 44627"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      
## [206] "PMC9163145 PMC_DL/PMC9163145/supplementaryfiles/mmc2.xlsx Hsapiens 1 44621"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      
## [207] "PMC9163145 PMC_DL/PMC9163145/supplementaryfiles/mmc2.xlsx Hsapiens 1 44626"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      
## [208] "PMC9131284 PMC_DL/PMC9131284/supplementaryfiles/thnov12p3946s1.xlsx Hsapiens 1 44256"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            
## [209] "PMC9131284 PMC_DL/PMC9131284/supplementaryfiles/thnov12p3946s1.xlsx Hsapiens 1 44256"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            
## [210] "PMC9131284 PMC_DL/PMC9131284/supplementaryfiles/thnov12p3946s1.xlsx Hsapiens 2 44256 44443"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      
## [211] "PMC9131284 PMC_DL/PMC9131284/supplementaryfiles/thnov12p3946s1.xlsx Hsapiens 4 44256 44443 44440 44445"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          
## [212] "PMC8928958 zip/cimb-1492332-supplementary/Supplementary_Material_1-Gene_Set_1-Microarray_Results-.xlsx Hsapiens 1 44454"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         
## [213] "PMC8928958 zip/cimb-1492332-supplementary/Supplementary_Material_1-Gene_Set_1-Microarray_Results-.xlsx Hsapiens 1 44454"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         
## [214] "PMC9159952 PMC_DL/PMC9159952/supplementaryfiles/41586_2022_4686_MOESM11_ESM.xlsx Mmusculus 6 44260 44442 44262 44259 44258 44450"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                
## [215] "PMC9159952 PMC_DL/PMC9159952/supplementaryfiles/41586_2022_4686_MOESM11_ESM.xlsx Mmusculus 3 44450 44440 44256"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  
## [216] "PMC9159952 PMC_DL/PMC9159952/supplementaryfiles/41586_2022_4686_MOESM11_ESM.xlsx Mmusculus 5 44256 44442 44261 44447 44258"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      
## [217] "PMC9159952 PMC_DL/PMC9159952/supplementaryfiles/41586_2022_4686_MOESM11_ESM.xlsx Mmusculus 3 44258 44441 44450"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  
## [218] "PMC9159952 PMC_DL/PMC9159952/supplementaryfiles/41586_2022_4686_MOESM11_ESM.xlsx Mmusculus 4 44258 44449 44264 44256"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            
## [219] "PMC9159952 PMC_DL/PMC9159952/supplementaryfiles/41586_2022_4686_MOESM11_ESM.xlsx Mmusculus 7 44263 44447 44449 44259 44258 44445 44446"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          
## [220] "PMC9159952 PMC_DL/PMC9159952/supplementaryfiles/41586_2022_4686_MOESM11_ESM.xlsx Mmusculus 6 44445 44446 44262 44261 44266 44257"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                
## [221] "PMC9159952 PMC_DL/PMC9159952/supplementaryfiles/41586_2022_4686_MOESM11_ESM.xlsx Mmusculus 6 44440 44256 44260 44257 44258 44442"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                
## [222] "PMC9159952 PMC_DL/PMC9159952/supplementaryfiles/41586_2022_4686_MOESM11_ESM.xlsx Mmusculus 9 44260 44441 44442 44450 44258 44261 44266 44257 44440"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              
## [223] "PMC9159952 PMC_DL/PMC9159952/supplementaryfiles/41586_2022_4686_MOESM11_ESM.xlsx Mmusculus 3 44259 44258 44450"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  
## [224] "PMC9159952 PMC_DL/PMC9159952/supplementaryfiles/41586_2022_4686_MOESM11_ESM.xlsx Mmusculus 4 44256 44446 44440 44258"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            
## [225] "PMC9159952 PMC_DL/PMC9159952/supplementaryfiles/41586_2022_4686_MOESM11_ESM.xlsx Mmusculus 4 44446 44440 44256 44450"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            
## [226] "PMC9159952 PMC_DL/PMC9159952/supplementaryfiles/41586_2022_4686_MOESM11_ESM.xlsx Mmusculus 6 44266 44440 44257 44445 44256 44447"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                
## [227] "PMC9159952 PMC_DL/PMC9159952/supplementaryfiles/41586_2022_4686_MOESM11_ESM.xlsx Mmusculus 1 44266"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              
## [228] "PMC9159952 PMC_DL/PMC9159952/supplementaryfiles/41586_2022_4686_MOESM11_ESM.xlsx Mmusculus 4 44264 44442 44263 44259"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            
## [229] "PMC9159952 PMC_DL/PMC9159952/supplementaryfiles/41586_2022_4686_MOESM11_ESM.xlsx Mmusculus 7 44258 44445 44256 44259 44257 44257 44449"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          
## [230] "PMC9159952 PMC_DL/PMC9159952/supplementaryfiles/41586_2022_4686_MOESM11_ESM.xlsx Mmusculus 7 44256 44262 44258 44446 44442 44260 44449"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          
## [231] "PMC9159952 PMC_DL/PMC9159952/supplementaryfiles/41586_2022_4686_MOESM11_ESM.xlsx Mmusculus 12 44447 44256 44440 44441 44258 44442 44444 44445 44259 44263 44450 44257"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           
## [232] "PMC9159952 PMC_DL/PMC9159952/supplementaryfiles/41586_2022_4686_MOESM11_ESM.xlsx Mmusculus 11 44447 44449 44442 44264 44259 44260 44263 44266 44446 44440 44256"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 
## [233] "PMC9159952 PMC_DL/PMC9159952/supplementaryfiles/41586_2022_4686_MOESM11_ESM.xlsx Mmusculus 1 44266"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              
## [234] "PMC9159952 PMC_DL/PMC9159952/supplementaryfiles/41586_2022_4686_MOESM11_ESM.xlsx Mmusculus 5 44266 44445 44440 44261 44263"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      
## [235] "PMC9159952 PMC_DL/PMC9159952/supplementaryfiles/41586_2022_4686_MOESM11_ESM.xlsx Mmusculus 2 44258 44256"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        
## [236] "PMC9159952 PMC_DL/PMC9159952/supplementaryfiles/41586_2022_4686_MOESM11_ESM.xlsx Mmusculus 1 44256"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              
## [237] "PMC9159952 PMC_DL/PMC9159952/supplementaryfiles/41586_2022_4686_MOESM11_ESM.xlsx Mmusculus 7 44445 44259 44448 44261 44446 44447 44440"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          
## [238] "PMC9159952 PMC_DL/PMC9159952/supplementaryfiles/41586_2022_4686_MOESM13_ESM.xlsx Mmusculus 1 44256"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              
## [239] "PMC9159952 PMC_DL/PMC9159952/supplementaryfiles/41586_2022_4686_MOESM13_ESM.xlsx Mmusculus 1 44446"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              
## [240] "PMC9159952 PMC_DL/PMC9159952/supplementaryfiles/41586_2022_4686_MOESM13_ESM.xlsx Mmusculus 1 44258"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              
## [241] "PMC9159952 PMC_DL/PMC9159952/supplementaryfiles/41586_2022_4686_MOESM13_ESM.xlsx Mmusculus 2 44256 44259"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        
## [242] "PMC9159952 PMC_DL/PMC9159952/supplementaryfiles/41586_2022_4686_MOESM13_ESM.xlsx Mmusculus 2 44442 44259"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        
## [243] "PMC9159952 PMC_DL/PMC9159952/supplementaryfiles/41586_2022_4686_MOESM13_ESM.xlsx Mmusculus 6 44448 44257 44258 44446 44262 44450"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                
## [244] "PMC9159952 PMC_DL/PMC9159952/supplementaryfiles/41586_2022_4686_MOESM13_ESM.xlsx Mmusculus 2 44257 44258"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        
## [245] "PMC9159952 PMC_DL/PMC9159952/supplementaryfiles/41586_2022_4686_MOESM13_ESM.xlsx Mmusculus 1 44447"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              
## [246] "PMC9159952 PMC_DL/PMC9159952/supplementaryfiles/41586_2022_4686_MOESM13_ESM.xlsx Mmusculus 1 44257"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              
## [247] "PMC9159952 PMC_DL/PMC9159952/supplementaryfiles/41586_2022_4686_MOESM13_ESM.xlsx Mmusculus 1 44266"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              
## [248] "PMC9159952 PMC_DL/PMC9159952/supplementaryfiles/41586_2022_4686_MOESM13_ESM.xlsx Mmusculus 2 44263 44266"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        
## [249] "PMC9159952 PMC_DL/PMC9159952/supplementaryfiles/41586_2022_4686_MOESM13_ESM.xlsx Mmusculus 4 44257 44263 44266 44446"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            
## [250] "PMC9159952 PMC_DL/PMC9159952/supplementaryfiles/41586_2022_4686_MOESM13_ESM.xlsx Mmusculus 8 44450 44257 44447 44442 44259 44266 44256 44445"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    
## [251] "PMC9159952 PMC_DL/PMC9159952/supplementaryfiles/41586_2022_4686_MOESM13_ESM.xlsx Mmusculus 3 44442 44447 44258"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  
## [252] "PMC9159952 PMC_DL/PMC9159952/supplementaryfiles/41586_2022_4686_MOESM13_ESM.xlsx Mmusculus 2 44256 44442"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        
## [253] "PMC9159952 PMC_DL/PMC9159952/supplementaryfiles/41586_2022_4686_MOESM4_ESM.xlsx Mmusculus 21 44441 44445 44257 44264 44258 44454 44256 44444 44450 44449 44257 44262 44443 44447 44263 44259 44260 44446 44442 44261 44448"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      
## [254] "PMC9159589 PMC_DL/PMC9159589/supplementaryfiles/pgen.1010207.s019.xlsx Drerio 26 41153 42248 41153 40422 38777 38777 41153 41153 42248 38961 37500 38777 38777 38961 42248 41153 38961 38777 40422 41153 42248 40422 41153 38777 38961 40422"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    
## [255] "PMC9158132 PMC_DL/PMC9158132/supplementaryfiles/Table_2.xlsx Ggallus 3 44441 44446 44448"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        
## [256] "PMC9158132 PMC_DL/PMC9158132/supplementaryfiles/Table_2.xlsx Hsapiens 9 44450 44444 44445 44445 44446 44446 44447 44448 44448"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   
## [257] "PMC9158132 PMC_DL/PMC9158132/supplementaryfiles/Table_2.xlsx Ggallus 2 44446 44448"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              
## [258] "PMC9157503 PMC_DL/PMC9157503/supplementaryfiles/Table3.XLSX Hsapiens 9 44806 44806 44806 44627 44627 44810 44812 44811 44625"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    
## [259] "PMC9157503 PMC_DL/PMC9157503/supplementaryfiles/Table3.XLSX Ggallus 7 44622 44622 44813 44813 44809 44811 44812"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 
## [260] "PMC9154123 PMC_DL/PMC9154123/supplementaryfiles/ppat.1010003.s014.xlsx Hsapiens 26 43901 44082 43891 43897 44075 44088 43900 43896 43894 44080 44086 43893 44077 44089 43892 43898 44079 43899 44085 44166 44076 44084 44083 44078 44081 43895"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  
## [261] "PMC9154123 PMC_DL/PMC9154123/supplementaryfiles/ppat.1010003.s014.xlsx Hsapiens 26 44440 44453 44266 44262 44447 44454 44264 44265 44257 44441 44448 44450 44258 44263 44446 44444 44449 44451 44259 44445 44442 44531 44256 44443 44261 44260"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  
## [262] "PMC9154123 PMC_DL/PMC9154123/supplementaryfiles/ppat.1010003.s014.xlsx Hsapiens 26 44266 44259 44447 44261 44256 44451 44440 44444 44445 44442 44443 44454 44264 44262 44453 44258 44448 44265 44263 44441 44446 44531 44257 44260 44449 44450"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  
## [263] "PMC9154123 PMC_DL/PMC9154123/supplementaryfiles/ppat.1010003.s014.xlsx Hsapiens 26 44264 44531 44260 44445 44257 44262 44256 44447 44449 44454 44446 44441 44448 44453 44442 44443 44450 44444 44451 44259 44261 44258 44263 44265 44266 44440"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  
## [264] "PMC9154123 PMC_DL/PMC9154123/supplementaryfiles/ppat.1010003.s015.xlsx Hsapiens 2 44621 44621"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   
## [265] "PMC9153011 PMC_DL/PMC9153011/supplementaryfiles/advancesADV2021005360-suppl3.xlsx Hsapiens 3 37316 37681 39508"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  
## [266] "PMC9153011 PMC_DL/PMC9153011/supplementaryfiles/advancesADV2021005360-suppl3.xlsx Hsapiens 1 38596"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              
## [267] "PMC9153011 PMC_DL/PMC9153011/supplementaryfiles/advancesADV2021005360-suppl3.xlsx Hsapiens 1 38596"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              
## [268] "PMC9153011 PMC_DL/PMC9153011/supplementaryfiles/advancesADV2021005360-suppl1.xlsx Hsapiens 12 39508 37316 37681 39692 40787 38777 36951 38596 37500 39142 38412 37865"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           
## [269] "PMC9153011 PMC_DL/PMC9153011/supplementaryfiles/advancesADV2021005360-suppl1.xlsx Hsapiens 9 38961 38231 37135 36951 39873 40422 40057 39326 41883"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              
## [270] "PMC9153011 PMC_DL/PMC9153011/supplementaryfiles/advancesADV2021005360-suppl1.xlsx Hsapiens 3 39508 37316 37681"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  
## [271] "PMC9153011 PMC_DL/PMC9153011/supplementaryfiles/advancesADV2021005360-suppl1.xlsx Hsapiens 3 39508 37316 37681"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  
## [272] "PMC9153011 PMC_DL/PMC9153011/supplementaryfiles/advancesADV2021005360-suppl1.xlsx Hsapiens 7 39692 40787 37135 37500 36951 39326 36951"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          
## [273] "PMC9153011 PMC_DL/PMC9153011/supplementaryfiles/advancesADV2021005360-suppl1.xlsx Hsapiens 12 38596 38961 39508 37316 37681 40422 38412 39142 40057 37316 39873 38777"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           
## [274] "PMC9153011 PMC_DL/PMC9153011/supplementaryfiles/advancesADV2021005360-suppl1.xlsx Hsapiens 1 38596"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              
## [275] "PMC9153011 PMC_DL/PMC9153011/supplementaryfiles/advancesADV2021005360-suppl1.xlsx Hsapiens 1 38596"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              
## [276] "PMC9153011 PMC_DL/PMC9153011/supplementaryfiles/advancesADV2021005360-suppl1.xlsx Hsapiens 12 39142 37316 38412 36951 37681 39326 36951 39508 37500 41883 39692 38777"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           
## [277] "PMC9153011 PMC_DL/PMC9153011/supplementaryfiles/advancesADV2021005360-suppl1.xlsx Hsapiens 7 38596 38961 40057 37135 40787 40422 39873"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          
## [278] "PMC9153011 PMC_DL/PMC9153011/supplementaryfiles/advancesADV2021005360-suppl1.xlsx Hsapiens 12 39508 37316 37681 38777 39692 39326 37500 39873 39142 38412 37135 40787"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           
## [279] "PMC9153011 PMC_DL/PMC9153011/supplementaryfiles/advancesADV2021005360-suppl1.xlsx Hsapiens 7 38596 40057 40422 36951 36951 37316 38961"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          
## [280] "PMC9153011 PMC_DL/PMC9153011/supplementaryfiles/advancesADV2021005360-suppl1.xlsx Hsapiens 3 39508 37316 37681"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  
## [281] "PMC9153011 PMC_DL/PMC9153011/supplementaryfiles/advancesADV2021005360-suppl1.xlsx Hsapiens 3 39508 37316 37681"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  
## [282] "PMC9153011 PMC_DL/PMC9153011/supplementaryfiles/advancesADV2021005360-suppl1.xlsx Hsapiens 10 37135 37316 37500 37681 38596 38777 39508 39692 39873 40787"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       
## [283] "PMC9153011 PMC_DL/PMC9153011/supplementaryfiles/advancesADV2021005360-suppl1.xlsx Hsapiens 6 38412 38961 39142 39326 40057 40422"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                
## [284] "PMC9153011 PMC_DL/PMC9153011/supplementaryfiles/advancesADV2021005360-suppl1.xlsx Hsapiens 2 37316 37681"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        
## [285] "PMC9153011 PMC_DL/PMC9153011/supplementaryfiles/advancesADV2021005360-suppl1.xlsx Hsapiens 2 37316 37681"

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
##      Celegans Dmelanogaster        Drerio       Ggallus      Hsapiens 
##             3             7            11             4           193 
##     Mmusculus   Scerevisiae 
##            61             6
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
## 
## PMC8928958 PMC8929108 PMC8982554 PMC9098121 PMC9117153 PMC9131284 PMC9152293 
##          2          2          5          3          4          4          3 
## PMC9153011 PMC9154123 PMC9155246 PMC9157503 PMC9158132 PMC9159589 PMC9159952 
##         21          5          1          2          3          1