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

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

Intro

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

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

Get PMC IDs

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

Start with figuring out the date to search PubMed Central.

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

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

DATE=paste(PREV_YEAR,"/",PREV_MONTH,sep="")
DATE
## [1] "2023/2"

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

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

ESEARCH_RES <- esearch(term=QUERY, db = "pmc", rettype = "uilist", retmode = "xml", retstart = 0, 
  retmax = 5000000, usehistory = TRUE, webenv = NULL, querykey = NULL, sort = NULL, field = NULL, 
  datetype = NULL, reldate = NULL, 
  mindate = paste(DATE,"/1",sep="") , maxdate = paste(DATE,"/31",sep=""))

pmc <- efetch(ESEARCH_RES,retmode="text",rettype="uilist",outfile="pmcids.txt")
## Retrieving UIDs 1 to 500
## Retrieving UIDs 501 to 1000
## Retrieving UIDs 1001 to 1500
## Retrieving UIDs 1501 to 2000
## Retrieving UIDs 2001 to 2500
## Retrieving UIDs 2501 to 3000
## Retrieving UIDs 3001 to 3500
pmc <- read.table(pmc)
pmc <- paste("PMC",pmc$V1,sep="")
NUM_ARTICLES=length(pmc)
NUM_ARTICLES
## [1] 3476
writeLines(pmc,con="pmc.txt")

Run the screen

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

Here are some definitions:

  • NUM_XLS = Number of supplementary Excel files in this set of PMC articles.

  • NUM_XLS_ARTICLES = Number of articles matching the PubMed Central search which have supplementary Excel files.

  • GENELISTS = The gene lists found in the Excel files. Each Excel file is counted once even it has multiple gene lists.

  • NUM_GENELISTS = The number of Excel files with gene lists.

  • NUM_GENELIST_ARTICLES = The number of PMC articles with supplementary Excel gene lists.

  • ERROR_GENELISTS = Files suspected to contain gene name errors. The dates and five-digit numbers indicate transmogrified gene names.

  • NUM_ERROR_GENELISTS = Number of Excel gene lists with errors.

  • NUM_ERROR_GENELIST_ARTICLES = Number of articles with supplementary Excel gene name errors.

  • ERROR_PROPORTION = This is the proportion of articles with Excel gene lists that have errors.

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] 6229
NUM_XLS_ARTICLES = length(unique(sapply(strsplit(XLS," "),"[[",1)))
NUM_XLS_ARTICLES
## [1] 1316
GENELISTS <- XLS[lapply(strsplit(XLS," "),length)>2]
#GENELISTS

NUM_GENELISTS <- length(unique(sapply(strsplit(GENELISTS," "),"[[",2)))
NUM_GENELISTS
## [1] 654
NUM_GENELIST_ARTICLES <- length(unique(sapply(strsplit(GENELISTS," "),"[[",1)))
NUM_GENELIST_ARTICLES
## [1] 346
ERROR_GENELISTS <- XLS[lapply(strsplit(XLS," "),length)>3]
#ERROR_GENELISTS

NUM_ERROR_GENELISTS = length(ERROR_GENELISTS)
NUM_ERROR_GENELISTS
## [1] 245
GENELIST_ERROR_ARTICLES <- unique(sapply(strsplit(ERROR_GENELISTS," "),"[[",1))
GENELIST_ERROR_ARTICLES
##  [1] "PMC9968710" "PMC9958381" "PMC9957872" "PMC9957247" "PMC9956962"
##  [6] "PMC9954656" "PMC9954001" "PMC9953877" "PMC9953556" "PMC9951815"
## [11] "PMC9951354" "PMC9949586" "PMC9948016" "PMC9947504" "PMC9947029"
## [16] "PMC9946837" "PMC9942122" "PMC9938127" "PMC9935838" "PMC9935506"
## [21] "PMC7614190" "PMC9929516" "PMC9928584" "PMC9928580" "PMC9928424"
## [26] "PMC9924891" "PMC9924296" "PMC9922290" "PMC9921068" "PMC9918054"
## [31] "PMC9917645" "PMC9917435" "PMC9916342" "PMC9912572" "PMC9910644"
## [36] "PMC9899606" "PMC9897672" "PMC9882984" "PMC9902559" "PMC9892829"
## [41] "PMC9870088" "PMC9886953" "PMC9968929" "PMC9965082" "PMC9961725"
## [46] "PMC9958104" "PMC9950624" "PMC9950457" "PMC9947337" "PMC9945660"
## [51] "PMC9943656" "PMC9936996" "PMC9939431" "PMC9936472" "PMC9935668"
## [56] "PMC9935575" "PMC9932166" "PMC9932081" "PMC9931374" "PMC9912024"
## [61] "PMC9928207" "PMC9926862" "PMC9926786" "PMC9922817" "PMC9916187"
## [66] "PMC9917439" "PMC9916484" "PMC9916442" "PMC9913674" "PMC9910260"
## [71] "PMC9903843" "PMC9903828" "PMC9903716" "PMC9909915" "PMC9907855"
## [76] "PMC9906884" "PMC9899247" "PMC9894539" "PMC9892568" "PMC9892530"
## [81] "PMC9890215" "PMC9890070" "PMC9889090" "PMC9889089" "PMC9888242"
## [86] "PMC9887306" "PMC9887000" "PMC9883539"
NUM_ERROR_GENELIST_ARTICLES <- length(GENELIST_ERROR_ARTICLES) 
NUM_ERROR_GENELIST_ARTICLES
## [1] 88
ERROR_PROPORTION = NUM_ERROR_GENELIST_ARTICLES / NUM_GENELIST_ARTICLES
ERROR_PROPORTION
## [1] 0.2543353

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] "PMC9968710 PMC_DL/PMC9968710/supplementaryfiles/41398_2023_2370_MOESM3_ESM.xlsx Hsapiens 25 44818 44817 44621 44813 44624 44625 44817 44805 44627 44817 44626 44622 44815 44626 44624 44625 44809 44896 44623 44815 44817 44815 44809 44621 44626"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        
##   [2] "PMC9968710 PMC_DL/PMC9968710/supplementaryfiles/41398_2023_2370_MOESM3_ESM.xlsx Hsapiens 13 44817 44815 44622 44627 44817 44627 44817 44815 44896 44624 44621 44805 44809"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                
##   [3] "PMC9968710 PMC_DL/PMC9968710/supplementaryfiles/41398_2023_2370_MOESM3_ESM.xlsx Hsapiens 5 44817 44622 44815 44805 44815"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 
##   [4] "PMC9968710 PMC_DL/PMC9968710/supplementaryfiles/41398_2023_2370_MOESM3_ESM.xlsx Hsapiens 7 44624 44805 44625 44622 44817 44815 44815"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
##   [5] "PMC9968710 PMC_DL/PMC9968710/supplementaryfiles/41398_2023_2370_MOESM3_ESM.xlsx Hsapiens 7 44815 44627 44622 44817 44809 44817 44621"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
##   [6] "PMC9968710 PMC_DL/PMC9968710/supplementaryfiles/41398_2023_2370_MOESM3_ESM.xlsx Hsapiens 4 44817 44815 44624 44805"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       
##   [7] "PMC9958381 PMC_DL/PMC9958381/supplementaryfiles/mmc10.xlsx Hsapiens 1 44627"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              
##   [8] "PMC9957872 PMC_DL/PMC9957872/supplementaryfiles/NIHMS1859677-supplement-MMC10.xlsx Mmusculus 9 44448 44449 44441 44446 44447 44443 44444 44442 44450"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
##   [9] "PMC9957247 zip/Table_S6.xlsx Hsapiens 1 44808"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            
##  [10] "PMC9956962 zip/Table_S3_CircRNAs_Information_detected_in_sequence_data_of_hypothalamic_transcriptome_of_Leizhou_Goat.xlsx Hsapiens 13 3-Mar 10-Mar 43532 11-Mar 1-Mar 5-Mar 7-Mar 43714 43526 43713 4-Mar 6-Mar 9-Mar"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    
##  [11] "PMC9954656 zip/Additional_file_S3.xlsx Mmusculus 2 44624 44621"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           
##  [12] "PMC9954656 zip/Additional_file_S3.xlsx Mmusculus 1 44624"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 
##  [13] "PMC9954656 zip/Additional_file_S3.xlsx Mmusculus 1 44986"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 
##  [14] "PMC9954656 zip/Additional_file_S3.xlsx Mmusculus 1 44989"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 
##  [15] "PMC9954001 zip/Table_S5.xlsx Hsapiens 1 44442"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            
##  [16] "PMC9954001 zip/Table_S5.xlsx Hsapiens 1 44442"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            
##  [17] "PMC9953877 zip/cancers-2130992-supplementary/Suppl_material_cancers-2130992_version2/Suppl_Tables_1-3_BC_HGSOC_Cuello_M_Cancers_new.xls Hsapiens 26 44896 44631 44818 44819 44630 44624 44810 44627 44811 44807 44816 44625 44813 44806 44622 44809 44629 44808 44814 44812 44623 44621 44815 44628 44805 44626"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          
##  [18] "PMC9953556 zip/biomolecules-2146911-table_S1.xlsx Hsapiens 1 38961"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       
##  [19] "PMC9951815 PMC_DL/PMC9951815/supplementaryfiles/Table_2.xlsx Hsapiens 1 44531"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            
##  [20] "PMC9951815 PMC_DL/PMC9951815/supplementaryfiles/Table_1.xlsx Hsapiens 27 44257 44442 44443 44257 44446 44445 44262 44450 44264 44451 44259 44256 44261 44453 44447 44263 44441 44531 44265 44258 44440 44266 44448 44444 44256 44449 44260"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               
##  [21] "PMC9951354 zip/ECE3_9854_SupplementaryTablesS1-S20_RevisedVersion.xlsx Hsapiens 2 44079 44089"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            
##  [22] "PMC9951354 zip/ECE3_9854_SupplementaryTablesS1-S20_RevisedVersion.xlsx Hsapiens 4 44262 44262 44445 44449"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                
##  [23] "PMC9951354 zip/ECE3_9854_SupplementaryTablesS1-S20_RevisedVersion.xlsx Hsapiens 9 44446 44442 44450 44454 44447 44445 44257 44449 44441"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  
##  [24] "PMC9951354 zip/ECE3_9854_SupplementaryTablesS1-S20_RevisedVersion.xlsx Ggallus 13 44446 44262 44442 44450 44257 44447 44445 44263 44262 44257 44449 44263 44441"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          
##  [25] "PMC9951354 zip/ECE3_9854_SupplementaryTablesS1-S20_RevisedVersion.xlsx Hsapiens 13 44446 44262 44447 44262 44262 44451 44446 44445 44261 44263 44448 44257 44258"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         
##  [26] "PMC9951354 zip/ECE3_9854_SupplementaryTablesS1-S20_RevisedVersion.xlsx Ggallus 1 44447"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   
##  [27] "PMC9951354 zip/ECE3_9854_SupplementaryTablesS1-S20_RevisedVersion.xlsx Hsapiens 3 44447 44256 44256"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      
##  [28] "PMC9951354 zip/ECE3_9854_SupplementaryTablesS1-S20_RevisedVersion.xlsx Hsapiens 3 44447 44448 44442"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      
##  [29] "PMC9951354 zip/ECE3_9854_SupplementaryTablesS1-S20_RevisedVersion.xlsx Hsapiens 7 44447 44256 44448 44263 44265 44442 44256"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              
##  [30] "PMC9951354 zip/ECE3_9854_SupplementaryTablesS1-S20_RevisedVersion.xlsx Hsapiens 10 44450 44265 44447 44446 44448 44263 44445 44262 44449 44262"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           
##  [31] "PMC9951354 zip/ECE3_9854_SupplementaryTablesS1-S20_RevisedVersion.xlsx Hsapiens 2 44262 44447"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            
##  [32] "PMC9951354 zip/ECE3_9854_SupplementaryTablesS1-S20_RevisedVersion.xlsx Hsapiens 1 44447"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  
##  [33] "PMC9951354 zip/ECE3_9854_SupplementaryTablesS1-S20_RevisedVersion.xlsx Hsapiens 1 44447"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  
##  [34] "PMC9951354 zip/ECE3_9854_SupplementaryTablesS1-S20_RevisedVersion.xlsx Hsapiens 10 44447 44256 44256 44265 44257 44446 44446 44451 44263 44441"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           
##  [35] "PMC9951354 zip/ECE3_9854_SupplementaryTablesS1-S20_RevisedVersion.xlsx Hsapiens 4 44265 44447 44257 44262"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                
##  [36] "PMC9951354 zip/ECE3_9854_SupplementaryTablesS1-S20_RevisedVersion.xlsx Hsapiens 2 44447 44446"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            
##  [37] "PMC9951354 zip/ECE3_9854_SupplementaryTablesS1-S20_RevisedVersion.xlsx Hsapiens 5 44447 44256 44262 44256 44446"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          
##  [38] "PMC9949586 zip/djac160_Supplementary_Data/JNCI-21-1799R2_Jones_Supp_Tables_4-5_081622.xlsx Hsapiens 18 44088 44088 44088 44088 44083 44088 44083 44084 44088 44166 43891 43891 43891 43898 44166 43892 43892 43898"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       
##  [39] "PMC9949586 zip/djac160_Supplementary_Data/JNCI-21-1799R2_Jones_Supp_Tables_4-5_081622.xlsx Hsapiens 17 14-Sep 14-Sep 14-Sep 14-Sep 9-Sep 1-Dec 8-Mar 9-Sep 1-Dec 10-Sep 1-Mar 8-Mar 1-Mar 2-Mar 4-Mar 2-Mar 4-Mar"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        
##  [40] "PMC9948016 PMC_DL/PMC9948016/supplementaryfiles/DataSheet_2.xlsx Hsapiens 3 45178 45178 45178"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            
##  [41] "PMC9947504 PMC_DL/PMC9947504/supplementaryfiles/Table_1.xlsx Hsapiens 26 44806 44813 44628 44819 44627 44815 44809 44621 44625 44811 44626 44624 44816 44807 44818 44805 44896 44630 44808 44631 44810 44629 44814 44812 44622 44623"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
##  [42] "PMC9947029 PMC_DL/PMC9947029/supplementaryfiles/125_2022_5856_MOESM2_ESM.xlsx Hsapiens 3 37865 39326 42248"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               
##  [43] "PMC9946837 PMC_DL/PMC9946837/supplementaryfiles/41586_2023_5711_MOESM6_ESM.xlsx Mmusculus 1 44448"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        
##  [44] "PMC9946837 PMC_DL/PMC9946837/supplementaryfiles/41586_2023_5711_MOESM6_ESM.xlsx Mmusculus 1 44258"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        
##  [45] "PMC9946837 PMC_DL/PMC9946837/supplementaryfiles/41586_2023_5711_MOESM4_ESM.xlsx Hsapiens 5 43353 43349 43344 43348 43351"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 
##  [46] "PMC9946837 PMC_DL/PMC9946837/supplementaryfiles/41586_2023_5711_MOESM4_ESM.xlsx Hsapiens 2 42985 42987"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   
##  [47] "PMC9946837 PMC_DL/PMC9946837/supplementaryfiles/41586_2023_5711_MOESM4_ESM.xlsx Hsapiens 1 43345"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         
##  [48] "PMC9946837 PMC_DL/PMC9946837/supplementaryfiles/41586_2023_5711_MOESM4_ESM.xlsx Mmusculus 4 43715 43714 43713 43719"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      
##  [49] "PMC9942122 PMC_DL/PMC9942122/supplementaryfiles/mmc5.xlsx Hsapiens 22 43530 43712 43718 43533 43532 43716 43710 43526 43526 43719 43714 43715 43525 43525 43525 43722 43714 43709 43712 43526 43526 43711"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                
##  [50] "PMC9942122 PMC_DL/PMC9942122/supplementaryfiles/mmc5.xlsx Hsapiens 1 44085"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               
##  [51] "PMC9942122 PMC_DL/PMC9942122/supplementaryfiles/mmc5.xlsx Hsapiens 10 43533 43525 43711 43714 43722 43711 43527 43525 43709 43719"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        
##  [52] "PMC9942122 PMC_DL/PMC9942122/supplementaryfiles/mmc5.xlsx Hsapiens 30 43526 43533 43528 43530 43800 43529 43525 43532 43527 43531 43532 43525 43533 43528 43530 43529 43526 43527 43531 43800 43528 43530 43800 43531 43532 43526 43525 43529 43527 43533"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                
##  [53] "PMC9942122 PMC_DL/PMC9942122/supplementaryfiles/mmc5.xlsx Hsapiens 69 43711 43713 43713 43530 43709 43711 43530 43527 43530 43527 43530 43714 43714 43715 43714 43715 43715 43529 43710 43525 43525 43526 43526 43718 43531 43525 43716 43712 43532 43529 43527 43719 43533 43710 43717 43711 43718 43717 43718 43716 43525 43527 43711 43533 43712 43528 43711 43716 43530 43717 43525 43526 43718 43722 43714 43531 43525 43528 43717 43710 43530 43533 43718 43711 43531 43526 43712 43715 43716"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      
##  [54] "PMC9942122 PMC_DL/PMC9942122/supplementaryfiles/mmc6.xlsx Hsapiens 4 43711 43530 43718 43712"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             
##  [55] "PMC9942122 PMC_DL/PMC9942122/supplementaryfiles/mmc4.xlsx Hsapiens 2 44261 44261"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         
##  [56] "PMC9942122 PMC_DL/PMC9942122/supplementaryfiles/mmc7.xlsx Hsapiens 14 44259 44261 44447 44446 44262 44256 44259 44262 44261 44444 44257 44256 44260 44447"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                
##  [57] "PMC9938127 PMC_DL/PMC9938127/supplementaryfiles/41467_2023_36535_MOESM9_ESM.xlsx Hsapiens 105 44819 44819 44622 44622 44622 44621 44621 44621 44628 44628 44628 44625 44625 44625 44625 44629 44816 44816 44805 44805 44805 44808 44808 44630 44630 44630 44630 44630 44813 44813 44813 44813 44813 44813 44813 44813 44813 44813 44813 44813 44813 44813 44813 44813 44813 44813 44622 44622 44622 44814 44814 44627 44627 44627 44627 44627 44624 44806 44806 44806 44806 44809 44809 44807 44807 44815 44815 44815 44815 44815 44815 44815 44815 44815 44621 44621 44621 44621 44621 44626 44626 44626 44626 44626 44626 44626 44631 44623 44623 44623 44623 44812 44812 44812 44812 44811 44811 44811 44811 44811 44818 44896 44896 44810 44810"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      
##  [58] "PMC9938127 PMC_DL/PMC9938127/supplementaryfiles/41467_2023_36535_MOESM9_ESM.xlsx Hsapiens 218 44819 44819 44819 44819 44819 44622 44622 44622 44622 44622 44622 44622 44621 44621 44621 44621 44621 44628 44628 44628 44628 44625 44625 44625 44625 44625 44629 44629 44629 44816 44816 44816 44816 44816 44805 44805 44805 44805 44805 44805 44805 44805 44805 44805 44805 44805 44808 44808 44808 44808 44808 44808 44808 44808 44808 44630 44630 44630 44630 44630 44630 44630 44813 44813 44813 44813 44813 44813 44813 44813 44813 44813 44813 44813 44813 44813 44813 44813 44813 44813 44813 44813 44813 44813 44813 44813 44813 44813 44813 44813 44813 44813 44813 44622 44622 44622 44622 44814 44814 44814 44814 44814 44627 44627 44627 44627 44627 44627 44627 44627 44627 44624 44806 44806 44806 44806 44806 44806 44806 44806 44806 44806 44806 44806 44809 44809 44809 44809 44809 44809 44809 44809 44809 44809 44809 44807 44807 44807 44815 44815 44815 44815 44815 44815 44815 44815 44815 44815 44815 44815 44815 44815 44815 44815 44815 44621 44621 44621 44621 44621 44621 44621 44626 44626 44626 44626 44626 44626 44626 44626 44626 44626 44626 44626 44626 44626 44626 44631 44631 44631 44623 44623 44623 44623 44623 44623 44623 44812 44812 44812 44812 44812 44812 44812 44812 44812 44812 44812 44811 44811 44811 44811 44811 44811 44811 44811 44811 44811 44811 44811 44811 44818 44896 44896 44810 44810 44810 44810"
##  [59] "PMC9935838 PMC_DL/PMC9935838/supplementaryfiles/Table_2.XLSX Hsapiens 1 44812"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            
##  [60] "PMC9935506 PMC_DL/PMC9935506/supplementaryfiles/41419_2023_5671_MOESM9_ESM.xlsx Mmusculus 1 44449"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        
##  [61] "PMC9935506 PMC_DL/PMC9935506/supplementaryfiles/41419_2023_5671_MOESM9_ESM.xlsx Mmusculus 2 44260 44262"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  
##  [62] "PMC9935506 PMC_DL/PMC9935506/supplementaryfiles/41419_2023_5671_MOESM9_ESM.xlsx Mmusculus 2 44447 44442"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  
##  [63] "PMC9935506 PMC_DL/PMC9935506/supplementaryfiles/41419_2023_5671_MOESM9_ESM.xlsx Mmusculus 2 44441 44257"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  
##  [64] "PMC9935506 PMC_DL/PMC9935506/supplementaryfiles/41419_2023_5671_MOESM10_ESM.xlsx Mmusculus 2 44264 44261"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 
##  [65] "PMC7614190 PMC_DL/PMC7614190/supplementaryfiles/EMS157168-supplement-Supplementary_Tables_1_7.xlsx Hsapiens 1 37316"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      
##  [66] "PMC9929516 PMC_DL/PMC9929516/supplementaryfiles/can-22-2245_table_s2_suppst2.xlsx Hsapiens 25 44624 44622 44815 44806 44814 44621 44623 44626 44811 44805 44627 44812 44810 44625 44622 44628 44807 44808 44621 44630 44813 44629 44896 44818 44816"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      
##  [67] "PMC9929516 PMC_DL/PMC9929516/supplementaryfiles/can-22-2245_table_s2_suppst2.xlsx Hsapiens 23 44807 44621 44629 44630 44813 44812 44628 44627 44625 44806 44810 44623 44805 44626 44815 44814 44811 44622 44624 44622 44621 44896 44808"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  
##  [68] "PMC9928584 PMC_DL/PMC9928584/supplementaryfiles/41556_2022_1059_MOESM3_ESM.xlsx Hsapiens 26 44627 44622 44625 44631 44812 44628 44805 44818 44624 44621 44626 44629 44623 44621 44622 44813 44807 44809 44808 44630 44814 44816 44810 44806 44896 44815"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  
##  [69] "PMC9928584 PMC_DL/PMC9928584/supplementaryfiles/41556_2022_1059_MOESM3_ESM.xlsx Hsapiens 1 44449"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         
##  [70] "PMC9928584 PMC_DL/PMC9928584/supplementaryfiles/41556_2022_1059_MOESM3_ESM.xlsx Hsapiens 26 44621 44813 44621 44622 44631 44627 44629 44815 44630 44808 44805 44809 44623 44806 44624 44625 44896 44807 44814 44622 44816 44810 44818 44812 44626 44628"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  
##  [71] "PMC9928584 PMC_DL/PMC9928584/supplementaryfiles/41556_2022_1059_MOESM3_ESM.xlsx Hsapiens 26 44628 44623 44622 44624 44630 44816 44896 44818 44621 44806 44805 44631 44625 44809 44812 44810 44627 44815 44621 44626 44814 44622 44808 44813 44807 44629"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  
##  [72] "PMC9928584 PMC_DL/PMC9928584/supplementaryfiles/41556_2022_1059_MOESM3_ESM.xlsx Hsapiens 1 44531"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         
##  [73] "PMC9928580 PMC_DL/PMC9928580/supplementaryfiles/Table_1.xlsx Mmusculus 1 44622"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           
##  [74] "PMC9928580 PMC_DL/PMC9928580/supplementaryfiles/Table_1.xlsx Mmusculus 1 44814"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           
##  [75] "PMC9928424 PMC_DL/PMC9928424/supplementaryfiles/elife-80317-supp3.xlsx Mmusculus 16 37865 38231 37135 39326 40057 40787 38596 40422 38961 39692 37500 42248 37012 38108 41883 41153"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      
##  [76] "PMC9928424 PMC_DL/PMC9928424/supplementaryfiles/elife-80317-supp7.xlsx Mmusculus 14 39692 38596 40057 37865 38231 37135 40422 40787 38961 37500 39326 37012 38108 41883"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  
##  [77] "PMC9928424 PMC_DL/PMC9928424/supplementaryfiles/elife-80317-supp2.xlsx Mmusculus 11 37865 39326 37500 38231 40787 37135 40057 38596 39692 38961 40422"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    
##  [78] "PMC9928424 PMC_DL/PMC9928424/supplementaryfiles/elife-80317-supp4.xlsx Mmusculus 11 37865 39326 37500 38231 40787 37135 40057 38596 39692 38961 40422"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    
##  [79] "PMC9928424 PMC_DL/PMC9928424/supplementaryfiles/elife-80317-supp6.xlsx Mmusculus 16 37865 37500 39326 38231 38961 40422 40787 40057 37135 38596 39692 42248 37012 38108 41883 41153"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      
##  [80] "PMC9928424 PMC_DL/PMC9928424/supplementaryfiles/elife-80317-supp5.xlsx Mmusculus 11 37865 39326 37500 38231 40787 37135 40057 38596 39692 38961 40422"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    
##  [81] "PMC9924891 PMC_DL/PMC9924891/supplementaryfiles/12094_2023_3108_MOESM1_ESM.xlsx Hsapiens 4 44622 44621 44805 44810"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       
##  [82] "PMC9924891 PMC_DL/PMC9924891/supplementaryfiles/12094_2023_3108_MOESM1_ESM.xlsx Hsapiens 1 44621"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         
##  [83] "PMC9924296 PMC_DL/PMC9924296/supplementaryfiles/bcd-21-0050_supp.table_1_suppst1.xlsx Hsapiens 2 43898 43897"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             
##  [84] "PMC9924296 PMC_DL/PMC9924296/supplementaryfiles/bcd-21-0050_supp.table_1_suppst1.xlsx Hsapiens 2 43898 43897"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             
##  [85] "PMC9924296 PMC_DL/PMC9924296/supplementaryfiles/bcd-21-0050_supp.table_1_suppst1.xlsx Hsapiens 4 43897 43898 44166 44166"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 
##  [86] "PMC9924296 PMC_DL/PMC9924296/supplementaryfiles/bcd-21-0050_supp.table_1_suppst1.xlsx Hsapiens 1 43898"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   
##  [87] "PMC9924296 PMC_DL/PMC9924296/supplementaryfiles/bcd-21-0050_supp.table_1_suppst1.xlsx Hsapiens 1 43898"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   
##  [88] "PMC9924296 PMC_DL/PMC9924296/supplementaryfiles/bcd-21-0050_supp.table_6_suppst6.xlsx Hsapiens 15 44075 43893 44080 43896 44079 43897 44083 43892 43891 43898 44081 43895 44076 44082 44085"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              
##  [89] "PMC9924296 PMC_DL/PMC9924296/supplementaryfiles/bcd-21-0050_supp.table_6_suppst6.xlsx Hsapiens 1 44080"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   
##  [90] "PMC9924296 PMC_DL/PMC9924296/supplementaryfiles/bcd-21-0050_supp.table_6_suppst6.xlsx Hsapiens 17 44085 44080 43895 43896 44076 43893 43892 43892 44082 44081 43899 43898 43897 43891 43891 44075 44083"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  
##  [91] "PMC9924296 PMC_DL/PMC9924296/supplementaryfiles/bcd-21-0050_supp.table_6_suppst6.xlsx Hsapiens 15 44080 43891 44081 43893 44075 44085 44076 44083 43898 43895 43896 44082 43892 43899 43897"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              
##  [92] "PMC9924296 PMC_DL/PMC9924296/supplementaryfiles/bcd-21-0050_supp.table_6_suppst6.xlsx Hsapiens 4 44085 44075 43898 43891"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 
##  [93] "PMC9924296 PMC_DL/PMC9924296/supplementaryfiles/bcd-21-0050_supp.table_6_suppst6.xlsx Hsapiens 17 44080 44083 44075 44081 43895 44076 44084 44085 43891 43898 44079 43893 44082 43896 43899 43897 43892"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  
##  [94] "PMC9924296 PMC_DL/PMC9924296/supplementaryfiles/bcd-21-0050_supp.table_6_suppst6.xlsx Hsapiens 186 44445 44262 44450 44260 44440 44256 44450 44448 44445 44256 44440 44257 44258 44256 44258 44446 44450 44445 44260 44440 44262 44448 44261 44441 44264 44257 44445 44448 44264 44446 44256 44262 44260 44440 44441 44450 44261 44448 44264 44440 44447 44445 44256 44448 44256 44441 44445 44261 44258 44263 44262 44440 44440 44448 44256 44450 44262 44260 44446 44261 44264 44257 44258 44440 44448 44256 44450 44260 44262 44261 44445 44258 44450 44261 44264 44448 44256 44447 44260 44445 44257 44440 44256 44260 44257 44440 44446 44258 44261 44450 44447 44256 44440 44448 44262 44446 44258 44441 44447 44263 44264 44256 44440 44262 44450 44261 44445 44448 44258 44257 44264 44450 44256 44448 44258 44440 44441 44260 44445 44257 44262 44447 44448 44256 44445 44258 44257 44450 44264 44263 44441 44440 44256 44448 44447 44257 44262 44263 44440 44448 44256 44450 44441 44261 44260 44445 44263 44264 44446 44257 44262 44447 44448 44440 44450 44260 44256 44258 44263 44448 44264 44445 44256 44261 44262 44441 44450 44446 44446 44263 44447 44450 44445 44448 44262 44264 44261 44440 44256 44257 44440 44448 44262 44441 44264 44256"                                                                                                                                                                                           
##  [95] "PMC9924296 PMC_DL/PMC9924296/supplementaryfiles/bcd-21-0050_supp.table_6_suppst6.xlsx Hsapiens 7 44258 44445 44260 44450 44448 44440 44256"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               
##  [96] "PMC9924296 PMC_DL/PMC9924296/supplementaryfiles/bcd-21-0050_supp.table_6_suppst6.xlsx Hsapiens 67 44080 44075 44083 44083 44075 44083 44080 44083 44075 44081 44080 44075 44085 44083 43893 44081 43891 44085 44075 44080 44083 43893 44075 44083 44085 44080 43893 44075 44080 44083 44085 43893 44081 44075 44083 44075 44085 44083 44080 44075 44083 44085 43893 44080 43891 44085 44081 43893 44083 44075 43893 44080 44075 43891 44075 44085 43891 44075 44083 44080 44085 44076 43892 44080 44083 43893 43897"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      
##  [97] "PMC9924296 PMC_DL/PMC9924296/supplementaryfiles/bcd-21-0050_supp.table_6_suppst6.xlsx Hsapiens 10 44445 44440 44260 44258 44262 44446 44441 44447 44257 44256"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            
##  [98] "PMC9924296 PMC_DL/PMC9924296/supplementaryfiles/bcd-21-0050_supp.table_6_suppst6.xlsx Hsapiens 11 44256 44447 44264 44441 44446 44262 44260 44258 44440 44448 44445"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      
##  [99] "PMC9924296 PMC_DL/PMC9924296/supplementaryfiles/bcd-21-0050_supp.table_6_suppst6.xlsx Hsapiens 5 44446 44445 44448 44258 44440"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           
## [100] "PMC9924296 PMC_DL/PMC9924296/supplementaryfiles/bcd-21-0050_supp.table_6_suppst6.xlsx Hsapiens 4 44256 44260 44448 44445"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 
## [101] "PMC9924296 PMC_DL/PMC9924296/supplementaryfiles/bcd-21-0050_supp.table_6_suppst6.xlsx Hsapiens 15 44445 44260 44262 44450 44440 44256 44448 44446 44263 44258 44441 44261 44447 44264 44257"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              
## [102] "PMC9924296 PMC_DL/PMC9924296/supplementaryfiles/bcd-21-0050_supp.table_6_suppst6.xlsx Hsapiens 17 44083 44085 43891 44080 43896 43892 43891 44079 44075 43893 43899 43895 43898 44082 44076 44081 43897"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  
## [103] "PMC9924296 PMC_DL/PMC9924296/supplementaryfiles/bcd-21-0050_supp.table_6_suppst6.xlsx Hsapiens 3 44080 44083 43891"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       
## [104] "PMC9924296 PMC_DL/PMC9924296/supplementaryfiles/bcd-21-0050_supp.table_6_suppst6.xlsx Hsapiens 18 43891 44083 44080 43891 44085 43896 43892 43895 44076 43898 44084 44075 44081 44082 43897 43899 43893 43892"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            
## [105] "PMC9924296 PMC_DL/PMC9924296/supplementaryfiles/bcd-21-0050_supp.table_6_suppst6.xlsx Hsapiens 1 43891"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   
## [106] "PMC9924296 PMC_DL/PMC9924296/supplementaryfiles/bcd-21-0050_supp.table_6_suppst6.xlsx Hsapiens 1 44080"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   
## [107] "PMC9924296 PMC_DL/PMC9924296/supplementaryfiles/bcd-21-0050_supp.table_3_suppst3.xlsx Hsapiens 1 43898"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   
## [108] "PMC9922290 PMC_DL/PMC9922290/supplementaryfiles/41467_2023_36462_MOESM16_ESM.xlsx Hsapiens 17 44813 44812 44811 44810 44809 44808 44807 44806 44815 44814 44805 44819 44628 44626 44625 44622 44621"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      
## [109] "PMC9921068 PMC_DL/PMC9921068/supplementaryfiles/13148_2023_1438_MOESM2_ESM.xlsx Hsapiens 10 37681 40057 40057 37316 37500 38047 40057 36951 38047 40057"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  
## [110] "PMC9921068 PMC_DL/PMC9921068/supplementaryfiles/13148_2023_1438_MOESM2_ESM.xlsx Hsapiens 3 40787 40057 40057"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             
## [111] "PMC9921068 PMC_DL/PMC9921068/supplementaryfiles/13148_2023_1438_MOESM2_ESM.xlsx Hsapiens 12 40057 37681 40057 37316 37500 38047 40057 36951 38047 40057 40057 40787"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      
## [112] "PMC9918054 zip/Table_S1_immune_genes.xlsx Hsapiens 1 44811"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               
## [113] "PMC9917645 zip/Supplementary_Tables_01_19_2023.xlsx Hsapiens 1 44810"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
## [114] "PMC9917645 zip/Supplementary_Tables_01_19_2023.xlsx Hsapiens 1 44815"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
## [115] "PMC9917435 PMC_DL/PMC9917435/supplementaryfiles/elife-71235-supp1.xlsx Hsapiens 1 44262"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  
## [116] "PMC9916342 zip/Source_data_Figure_1.xlsx Hsapiens 3 44628 44627 44629"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    
## [117] "PMC9912572 PMC_DL/PMC9912572/supplementaryfiles/12885_2022_10491_MOESM3_ESM.xlsx Hsapiens 3 44810 44814 44625"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            
## [118] "PMC9912572 PMC_DL/PMC9912572/supplementaryfiles/12885_2022_10491_MOESM3_ESM.xlsx Hsapiens 16 44805 44810 44809 44807 44623 44621 44626 44815 44629 44627 44818 44812 44631 44816 44814 44806"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             
## [119] "PMC9912572 PMC_DL/PMC9912572/supplementaryfiles/12885_2022_10491_MOESM3_ESM.xlsx Hsapiens 3 44623 44808 44815"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            
## [120] "PMC9912572 PMC_DL/PMC9912572/supplementaryfiles/12885_2022_10491_MOESM3_ESM.xlsx Hsapiens 10 44805 44810 44621 44626 44630 44622 44625 44815 44631 44816"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 
## [121] "PMC9912572 PMC_DL/PMC9912572/supplementaryfiles/12885_2022_10491_MOESM3_ESM.xlsx Hsapiens 11 44814 44815 44805 44622 44621 44630 44806 44808 44812 44623 44627"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           
## [122] "PMC9912572 PMC_DL/PMC9912572/supplementaryfiles/12885_2022_10491_MOESM3_ESM.xlsx Hsapiens 12 44813 44807 44622 44805 44814 44629 44808 44809 44626 44628 44625 44811"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
## [123] "PMC9912572 PMC_DL/PMC9912572/supplementaryfiles/12885_2022_10491_MOESM3_ESM.xlsx Hsapiens 17 44807 44813 44809 44631 44628 44805 44625 44626 44624 44808 44812 44622 44819 44623 44815 44627 44818"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       
## [124] "PMC9912572 PMC_DL/PMC9912572/supplementaryfiles/12885_2022_10491_MOESM3_ESM.xlsx Hsapiens 10 44805 44621 44625 44812 44813 44819 44623 44818 44814 44624"