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] "2023/3"

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] 3417
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] 4658
NUM_XLS_ARTICLES = length(unique(sapply(strsplit(XLS," "),"[[",1)))
NUM_XLS_ARTICLES
## [1] 887
GENELISTS <- XLS[lapply(strsplit(XLS," "),length)>2]
#GENELISTS

NUM_GENELISTS <- length(unique(sapply(strsplit(GENELISTS," "),"[[",2)))
NUM_GENELISTS
## [1] 545
NUM_GENELIST_ARTICLES <- length(unique(sapply(strsplit(GENELISTS," "),"[[",1)))
NUM_GENELIST_ARTICLES
## [1] 293
ERROR_GENELISTS <- XLS[lapply(strsplit(XLS," "),length)>3]
#ERROR_GENELISTS

NUM_ERROR_GENELISTS = length(ERROR_GENELISTS)
NUM_ERROR_GENELISTS
## [1] 260
GENELIST_ERROR_ARTICLES <- unique(sapply(strsplit(ERROR_GENELISTS," "),"[[",1))
GENELIST_ERROR_ARTICLES
##  [1] "PMC10040137" "PMC10039465" "PMC10037080" "PMC10036921" "PMC10034058"
##  [6] "PMC10033906" "PMC10033451" "PMC10028295" "PMC10028223" "PMC10027475"
## [11] "PMC10022859" "PMC10022277" "PMC10022194" "PMC10017747" "PMC10016690"
## [16] "PMC10016662" "PMC10010668" "PMC10009272" "PMC10008571" "PMC10005326"
## [21] "PMC10005268" "PMC10002577" "PMC10000440" "PMC10000302" "PMC9997660" 
## [26] "PMC9984532"  "PMC9983314"  "PMC9981464"  "PMC9981200"  "PMC9980695" 
## [31] "PMC9980301"  "PMC9977441"  "PMC9977313"  "PMC9975319"  "PMC9972295" 
## [36] "PMC10045015" "PMC10043811" "PMC10041653" "PMC10035230" "PMC10033758"
## [41] "PMC10033677" "PMC10033585" "PMC10028083" "PMC10028036" "PMC10027880"
## [46] "PMC10025971" "PMC10025435" "PMC10025395" "PMC10022665" "PMC10020157"
## [51] "PMC10014956" "PMC10014730" "PMC10012531" "PMC10011742" "PMC10011429"
## [56] "PMC10011141" "PMC10011137" "PMC10011132" "PMC10010006" "PMC10008496"
## [61] "PMC10003012" "PMC10002421" "PMC9998611"  "PMC9998435"  "PMC9998083" 
## [66] "PMC9997923"  "PMC9996951"  "PMC9995926"  "PMC9995291"  "PMC9982299" 
## [71] "PMC9981717"  "PMC9981215"  "PMC9978639"  "PMC9978323"  "PMC9977725" 
## [76] "PMC9977003"  "PMC9975292"  "PMC9975158"  "PMC9972178"
NUM_ERROR_GENELIST_ARTICLES <- length(GENELIST_ERROR_ARTICLES) 
NUM_ERROR_GENELIST_ARTICLES
## [1] 79
ERROR_PROPORTION = NUM_ERROR_GENELIST_ARTICLES / NUM_GENELIST_ARTICLES
ERROR_PROPORTION
## [1] 0.2696246

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] "PMC10040137 PMC_DL/PMC10040137/supplementaryfiles/13148_2023_1442_MOESM2_ESM.xlsx Ggallus 33 44441 44441 44445 44441 44262 44442 44445 44258 44259 44261 44441 44448 44256 44263 44449 44263 44260 44454 44444 44443 44263 44442 44445 44450 44446 44258 44258 44443 44264 44531 44449 44443 44443"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            
##   [2] "PMC10040137 PMC_DL/PMC10040137/supplementaryfiles/13148_2023_1442_MOESM2_ESM.xlsx Hsapiens 3 44257 44258 44440"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                
##   [3] "PMC10039465 PMC_DL/PMC10039465/supplementaryfiles/NIHMS1877580-supplement-7.xlsx Hsapiens 4 7-Sep 3-Sep 2-Sep 11-Sep"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          
##   [4] "PMC10037080 zip/SourceData_figures.xlsx Athaliana 8 45171 45170 45017 45017 45017 45171 45170 45017"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           
##   [5] "PMC10037080 zip/SourceData_figures.xlsx Athaliana 4 44652 44806 44652 44652"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   
##   [6] "PMC10037080 zip/SourceData_figures.xlsx Athaliana 8 45017 45171 45170 45017 45017 45171 45170 45017"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           
##   [7] "PMC10037080 zip/SourceData_figures.xlsx Athaliana 8 45017 45171 45170 45017 45017 45017 45171 45170"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           
##   [8] "PMC10037080 zip/SourceData_figures.xlsx Athaliana 8 45017 45171 45170 45171 45170 45017 45017 45017"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           
##   [9] "PMC10036921 PMC_DL/PMC10036921/supplementaryfiles/Table_1.xlsx Hsapiens 1 44994"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               
##  [10] "PMC10036921 PMC_DL/PMC10036921/supplementaryfiles/Table_1.xlsx Hsapiens 1 45176"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               
##  [11] "PMC10034058 PMC_DL/PMC10034058/supplementaryfiles/Table4.XLSX Hsapiens 15 38200 37104 37834 40422 37500 40787 39692 39326 37469 41153 37135 38231 40057 38596 37865"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           
##  [12] "PMC10033906 PMC_DL/PMC10033906/supplementaryfiles/41467_2023_37266_MOESM14_ESM.xlsx Hsapiens 17 44813 44806 44626 44808 44811 44805 44810 44622 44814 44627 44815 44625 44621 44628 44818 44629 44631"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         
##  [13] "PMC10033906 PMC_DL/PMC10033906/supplementaryfiles/41467_2023_37266_MOESM3_ESM.xlsx Hsapiens 268 44622 44622 44622 44811 44622 44622 44812 44811 44806 44813 44813 44621 44626 44812 44811 44626 44813 44626 44815 44626 44626 44815 44626 44806 44813 44622 44806 44622 44625 44626 44806 44819 44808 44808 44808 44806 44806 44806 44806 44622 44813 44813 44806 44806 44806 44811 44806 44806 44806 44806 44806 44626 44626 44626 44896 44625 44806 44806 44806 44806 44806 44811 44813 44811 44813 44806 44622 44625 44813 44814 44811 44806 44813 44814 44815 44626 44811 44813 44622 44622 44813 44815 44622 44806 44813 44806 44813 44812 44806 44806 44806 44808 44806 44626 44813 44626 44813 44806 44813 44813 44813 44815 44806 44622 44622 44806 44806 44625 44813 44626 44810 44805 44622 44813 44808 44626 44626 44811 44811 44810 44810 44621 44805 44813 44813 44813 44621 44626 44628 44814 44811 44811 44806 44806 44806 44813 44814 44626 44818 44818 44626 44627 44805 44814 44813 44627 44813 44622 44626 44810 44808 44808 44629 44627 44626 44626 44625 44625 44625 44813 44625 44625 44625 44806 44805 44813 44813 44806 44806 44813 44806 44811 44813 44622 44813 44806 44806 44813 44808 44813 44813 44813 44813 44813 44627 44813 44627 44806 44815 44814 44814 44622 44813 44813 44813 44813 44806 44810 44810 44811 44806 44813 44814 44806 44626 44626 44811 44810 44626 44621 44626 44813 44806 44806 44806 44626 44806 44814 44814 44805 44621 44811 44622 44808 44806 44622 44626 44626 44813 44815 44813 44896 44815 44811 44813 44813 44813 44813 44813 44622 44806 44813 44813 44622 44814 44806 44814 44811 44811 44811 44813 44806 44813 44815 44813 44626 44811 44813 44813 44813 44622 44622 44622 44814 44814 44806 44815 44815"                                                                                                                                                                                                                       
##  [14] "PMC10033906 PMC_DL/PMC10033906/supplementaryfiles/41467_2023_37266_MOESM15_ESM.xlsx Hsapiens 19 44813 44806 44811 44626 44814 44815 44622 44810 44808 44627 44896 44621 44805 44621 44622 44819 44628 44623 44818"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             
##  [15] "PMC10033906 PMC_DL/PMC10033906/supplementaryfiles/41467_2023_37266_MOESM4_ESM.xlsx Hsapiens 47 44819 44810 44626 44813 44815 44815 44631 44631 44622 44628 44813 44813 44813 44813 44813 44813 44813 44813 44813 44813 44813 44627 44815 44623 44818 44896 44896 44896 44896 44896 44813 44813 44813 44819 44819 44815 44813 44813 44813 44622 44622 44622 44814 44814 44806 44815 44815"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      
##  [16] "PMC10033906 PMC_DL/PMC10033906/supplementaryfiles/41467_2023_37266_MOESM13_ESM.xlsx Hsapiens 13 44806 44813 44622 44811 44626 44808 44814 44815 44625 44896 44622 44812 44810"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 
##  [17] "PMC10033906 PMC_DL/PMC10033906/supplementaryfiles/41467_2023_37266_MOESM6_ESM.xlsx Hsapiens 1 44819"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           
##  [18] "PMC10033906 PMC_DL/PMC10033906/supplementaryfiles/41467_2023_37266_MOESM5_ESM.xlsx Hsapiens 5 44626 44626 44811 44621 44819"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   
##  [19] "PMC10033451 PMC_DL/PMC10033451/supplementaryfiles/41591_2023_2221_MOESM3_ESM.xlsx Hsapiens 19 44815 44812 44626 44627 44629 44805 44811 44628 44622 44806 44625 44814 44813 44810 44622 44809 44621 44623 44621"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               
##  [20] "PMC10033451 PMC_DL/PMC10033451/supplementaryfiles/41591_2023_2221_MOESM3_ESM.xlsx Hsapiens 19 44809 44622 44623 44621 44805 44815 44626 44810 44622 44621 44806 44628 44812 44811 44814 44629 44813 44625 44627"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               
##  [21] "PMC10028295 PMC_DL/PMC10028295/supplementaryfiles/Table_4.xlsx Hsapiens 24 44986 44994 44990 44993 44992 44988 44991 44987 44991 44992 44994 44988 44987 44990 44993 44986 44991 44986 44987 44993 44988 44992 44990 44994"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    
##  [22] "PMC10028295 PMC_DL/PMC10028295/supplementaryfiles/Table_4.xlsx Hsapiens 8 44992 44991 44988 44994 44990 44993 44986 44987"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
##  [23] "PMC10028295 PMC_DL/PMC10028295/supplementaryfiles/Table_4.xlsx Hsapiens 32 44992 44994 44991 44988 44986 44990 44987 44993 44991 44988 44992 44990 44993 44987 44986 44994 44994 44992 44990 44988 44991 44993 44986 44987 44994 44991 44992 44987 44986 44990 44993 44988"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    
##  [24] "PMC10028295 PMC_DL/PMC10028295/supplementaryfiles/Table_4.xlsx Hsapiens 24 44991 44994 44990 44987 44988 44992 44993 44986 44990 44988 44992 44994 44991 44993 44987 44986 44991 44992 44990 44993 44988 44994 44987 44986"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    
##  [25] "PMC10028295 PMC_DL/PMC10028295/supplementaryfiles/Table_4.xlsx Hsapiens 24 44991 44987 44990 44994 44988 44992 44993 44986 44990 44992 44988 44994 44993 44986 44991 44987 44991 44990 44992 44993 44987 44986 44988 44994"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    
##  [26] "PMC10028295 PMC_DL/PMC10028295/supplementaryfiles/Table_4.xlsx Hsapiens 24 44988 44987 44991 44994 44992 44990 44993 44986 44994 44987 44992 44993 44988 44990 44991 44986 44987 44994 44988 44993 44990 44992 44991 44986"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    
##  [27] "PMC10028295 PMC_DL/PMC10028295/supplementaryfiles/Table_4.xlsx Hsapiens 32 44994 44991 44992 44986 44987 44990 44988 44993 44991 44988 44992 44994 44990 44993 44987 44986 44994 44991 44990 44988 44992 44986 44987 44993 44991 44986 44994 44992 44988 44987 44993 44990"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    
##  [28] "PMC10028295 PMC_DL/PMC10028295/supplementaryfiles/Table_4.xlsx Hsapiens 8 44991 44990 44992 44987 44986 44994 44993 44988"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
##  [29] "PMC10028295 PMC_DL/PMC10028295/supplementaryfiles/Table_2.xlsx Hsapiens 1 44991"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               
##  [30] "PMC10028223 PMC_DL/PMC10028223/supplementaryfiles/Supplementary_Data3.xlsx Hsapiens 2 44621 44622"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             
##  [31] "PMC10028223 PMC_DL/PMC10028223/supplementaryfiles/Supplementary_Data4.xlsx Hsapiens 3 44621 44622 44896"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       
##  [32] "PMC10027475 PMC_DL/PMC10027475/supplementaryfiles/mmc2.xlsx Hsapiens 16 36951 39508 36951 39508 36951 36951 36951 36951 36951 36951 39508 36951 36951 36951 36951 39508"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       
##  [33] "PMC10022859 zip/Supplementary_Table_1_Akbar_et_al.xlsx Hsapiens 11 37681 39326 37500 37316 40422 39692 41883 36951 38961 38412 39142"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          
##  [34] "PMC10022277 PMC_DL/PMC10022277/supplementaryfiles/12943_2023_1734_MOESM7_ESM.xlsx Hsapiens 2 39326 41883"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      
##  [35] "PMC10022277 PMC_DL/PMC10022277/supplementaryfiles/12943_2023_1734_MOESM7_ESM.xlsx Hsapiens 1 40422"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            
##  [36] "PMC10022277 PMC_DL/PMC10022277/supplementaryfiles/12943_2023_1734_MOESM7_ESM.xlsx Hsapiens 6 40422 39692 38961 37135 38231 37865"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              
##  [37] "PMC10022277 PMC_DL/PMC10022277/supplementaryfiles/12943_2023_1734_MOESM7_ESM.xlsx Hsapiens 13 40422 40787 40057 39692 42248 37865 38596 37500 39326 38231 37135 38961 41883"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   
##  [38] "PMC10022194 PMC_DL/PMC10022194/supplementaryfiles/12957_2022_2836_MOESM1_ESM.xlsx Hsapiens 3 43900 44078 44080"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                
##  [39] "PMC10022194 PMC_DL/PMC10022194/supplementaryfiles/12957_2022_2836_MOESM1_ESM.xlsx Hsapiens 1 44077"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            
##  [40] "PMC10017747 PMC_DL/PMC10017747/supplementaryfiles/Table_1.xlsx Mmusculus 2 43166 43160"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        
##  [41] "PMC10017747 PMC_DL/PMC10017747/supplementaryfiles/Table_1.xlsx Mmusculus 4 44621 44622 44626 44628"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            
##  [42] "PMC10017747 PMC_DL/PMC10017747/supplementaryfiles/Table_1.xlsx Hsapiens 2 44621 44622"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         
##  [43] "PMC10017747 PMC_DL/PMC10017747/supplementaryfiles/Table_1.xlsx Hsapiens 5 44808 44807 44809 44623 44630"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       
##  [44] "PMC10016690 PMC_DL/PMC10016690/supplementaryfiles/Table_3.xlsx Hsapiens 3 44621 44809 44623"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   
##  [45] "PMC10016690 PMC_DL/PMC10016690/supplementaryfiles/Table_2.xlsx Hsapiens 3 44621 44622 44812"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   
##  [46] "PMC10016690 PMC_DL/PMC10016690/supplementaryfiles/Table_1.xlsx Hsapiens 3 44622 44621 44896"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   
##  [47] "PMC10016662 PMC_DL/PMC10016662/supplementaryfiles/ppat.1011232.s013.xlsx Hsapiens 24 43898 43900 44089 44166 43892 44081 43897 43894 44076 44080 44085 43896 44079 44088 43893 43901 44078 44084 44083 43895 44082 43899 44086 44077"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          
##  [48] "PMC10010668 PMC_DL/PMC10010668/supplementaryfiles/cir-147-881-s006.xlsx Mmusculus 67 44627 44627 44627 44627 44627 44627 44627 44627 44627 44627 44627 44627 44815 44815 44815 44815 44815 44815 44815 44805 44805 44811 44811 44811 44811 44811 44811 44812 44812 44812 44812 44812 44812 44808 44808 44813 44813 44813 44813 44813 44813 44813 44813 44813 44813 44813 44631 44626 44626 44626 44626 44622 44622 44623 44623 44623 44623 44623 44623 44623 44623 44623 44623 44810 44810 44810 44810"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        
##  [49] "PMC10009272 PMC_DL/PMC10009272/supplementaryfiles/Table5.XLSX Hsapiens 28 41699 41884 41885 41699 41888 41887 41704 41892 41706 41893 41701 41698 41703 41895 41889 41705 41883 41973 41707 41700 41882 41896 41708 41890 41886 41698 41891 41702"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             
##  [50] "PMC10009272 PMC_DL/PMC10009272/supplementaryfiles/Table1.XLSX Hsapiens 28 44813 44806 44811 44812 44815 44814 44627 44819 44626 44625 44624 44628 44810 44622 44629 44809 44622 44623 44621 44818 44808 44805 44807 44621 44896 44630 44816 44631"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             
##  [51] "PMC10009272 PMC_DL/PMC10009272/supplementaryfiles/Table6.XLSX Hsapiens 28 43892 44077 44078 43892 44081 44080 43897 44085 43899 44086 43894 43891 43896 44088 44082 43898 44076 44166 43900 43893 44075 44089 43901 44083 44079 43891 44084 43895"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             
##  [52] "PMC10009272 PMC_DL/PMC10009272/supplementaryfiles/Table7.XLSX Hsapiens 28 43894 44085 44084 43899 43892 44082 44075 43897 43895 44081 44089 44079 44088 43891 43892 44083 44080 44166 43893 44077 43900 43896 43898 44076 44078 43891 44086 43901"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             
##  [53] "PMC10008571 PMC_DL/PMC10008571/supplementaryfiles/41467_2023_36922_MOESM4_ESM.xls Hsapiens 6 44621 44630 44626 44627 44628 44810"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              
##  [54] "PMC10005326 zip/Supp_Table_S3.xlsx Athaliana 2 44777 44777"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    
##  [55] "PMC10005268 zip/nutrients-2184192-sup1/Table_S9.xlsx Mmusculus 1 11-Sep"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       
##  [56] "PMC10002577 zip/Supp_Table_S3._Total_number_of_Single_Nucleotide_Variants_of_hepatic_lysosomal_enzyme_activities_and_GSLs_identified_by_GWAS_analysis_02.xlsx Mmusculus 2 38200 37135"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         
##  [57] "PMC10002577 zip/Supp_Table_S3._Total_number_of_Single_Nucleotide_Variants_of_hepatic_lysosomal_enzyme_activities_and_GSLs_identified_by_GWAS_analysis_02.xlsx Mmusculus 1 40422"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               
##  [58] "PMC10000440 zip/Table_S3.xlsx Ggallus 1 44622"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 
##  [59] "PMC10000440 zip/Table_S3.xlsx Ggallus 1 44622"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 
##  [60] "PMC10000440 zip/Table_S3.xlsx Ggallus 2 44622 44622"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           
##  [61] "PMC10000440 zip/Table_S3.xlsx Ggallus 1 44621"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 
##  [62] "PMC10000440 zip/Table_S2.xlsx Ggallus 4 44622 44622 44622 44622"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               
##  [63] "PMC10000440 zip/Table_S2.xlsx Ggallus 1 44621"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 
##  [64] "PMC10000302 PMC_DL/PMC10000302/supplementaryfiles/peerj-11-14913-s001.xlsx Mmusculus 22 44813 44621 44805 44630 44814 44631 44815 44622 44806 44623 44807 44624 44808 44625 44809 44626 44810 44627 44811 44628 44812 44629"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   
##  [65] "PMC10000302 PMC_DL/PMC10000302/supplementaryfiles/peerj-11-14913-s003.xlsx Mmusculus 22 44808 44805 44630 44622 44631 44809 44627 44815 44812 44628 44811 44625 44810 44624 44629 44807 44626 44814 44621 44806 44623 44813"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   
##  [66] "PMC9997660 PMC_DL/PMC9997660/supplementaryfiles/JCB_202208159_DataS1.xlsx Hsapiens 35 43534 43718 43529 43535 43528 43719 43722 43526 43527 43711 43800 43533 43712 43717 43716 43710 43714 43720 43713 43532 43717 43714 43718 43715 43715 43711 43713 43710 43723 43712 43716 43530 43720 43719 43531"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       
##  [67] "PMC9997660 PMC_DL/PMC9997660/supplementaryfiles/JCB_202208159_DataS2.xls Hsapiens 27 2021/12/01 2021/03/01 2021/03/02 2021/03/01 2021/03/10 2021/03/11 2021/03/02 2021/03/03 2021/03/04 2021/03/05 2021/03/06 2021/03/07 2021/03/08 2021/03/09 2021/09/01 2021/09/10 2021/09/11 2021/09/12 2021/09/14 2021/09/02 2021/09/03 2021/09/04 2021/09/05 2021/09/06 2021/09/07 2021/09/08 2021/09/09"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 
##  [68] "PMC9984532 PMC_DL/PMC9984532/supplementaryfiles/41467_2023_36866_MOESM7_ESM.xlsx Scerevisiae 2 37165 45413"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    
##  [69] "PMC9984532 PMC_DL/PMC9984532/supplementaryfiles/41467_2023_36866_MOESM7_ESM.xlsx Scerevisiae 2 37165 45413"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    
##  [70] "PMC9984532 PMC_DL/PMC9984532/supplementaryfiles/41467_2023_36866_MOESM7_ESM.xlsx Scerevisiae 2 37165 45413"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    
##  [71] "PMC9983314 PMC_DL/PMC9983314/supplementaryfiles/JCMM-27-714-s001.xlsx Hsapiens 30 44896 44630 44630 44622 44622 44623 44623 44625 44626 44627 44628 44628 44819 44819 44805 44814 44815 44816 44806 44806 44806 44806 44808 44809 44809 44809 44811 44811 44813 44813"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         
##  [72] "PMC9981464 PMC_DL/PMC9981464/supplementaryfiles/41564_2023_1326_MOESM3_ESM.xlsx Mmusculus 28 44446 44446 44447 44443 44260 44260 44263 44263 44263 44263 44441 44441 44262 44262 44454 44261 44445 44445 44450 44450 44448 44444 44444 44444 44444 44257 44257 44257"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          
##  [73] "PMC9981464 PMC_DL/PMC9981464/supplementaryfiles/41564_2023_1326_MOESM3_ESM.xlsx Mmusculus 1 44260"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             
##  [74] "PMC9981200 PMC_DL/PMC9981200/supplementaryfiles/crc-22-0037-s05.xlsx Hsapiens 25 44260 44448 44257 44266 44265 44256 44447 44256 44443 44262 44258 44444 44450 44259 44440 44263 44257 44441 44264 44445 44261 44451 44442 44446 44449"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        
##  [75] "PMC9981200 PMC_DL/PMC9981200/supplementaryfiles/crc-22-0037-s06.xlsx Hsapiens 23 43164 43348 43160 43344 43168 43166 43354 43162 43345 43169 43351 43165 43163 43161 43352 43170 43353 43350 43346 43347 43349 43355 43167"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    
##  [76] "PMC9980695 zip/Supplementary/SM_table_S1.xlsx Mmusculus 4 42064 42248 42256 42262"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             
##  [77] "PMC9980301 PMC_DL/PMC9980301/supplementaryfiles/MOL2-17-499-s008.xlsx Hsapiens 5 44813 44813 44813 44813 44809"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                
##  [78] "PMC9980301 PMC_DL/PMC9980301/supplementaryfiles/MOL2-17-499-s008.xlsx Hsapiens 2 44621 44808"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  
##  [79] "PMC9980301 PMC_DL/PMC9980301/supplementaryfiles/MOL2-17-499-s014.xlsx Hsapiens 5 44813 44813 44813 44813 44809"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                
##  [80] "PMC9980301 PMC_DL/PMC9980301/supplementaryfiles/MOL2-17-499-s005.xlsx Hsapiens 2 44621 44808"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  
##  [81] "PMC9977441 PMC_DL/PMC9977441/supplementaryfiles/jciinsight-8-162409-s115.xlsx Hsapiens 3 38200 37104 37834"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    
##  [82] "PMC9977441 PMC_DL/PMC9977441/supplementaryfiles/jciinsight-8-162409-s115.xlsx Hsapiens 4 38200 37469 37104 37834"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              
##  [83] "PMC9977441 PMC_DL/PMC9977441/supplementaryfiles/jciinsight-8-162409-s115.xlsx Hsapiens 4 38200 37469 37104 37834"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              
##  [84] "PMC9977441 PMC_DL/PMC9977441/supplementaryfiles/jciinsight-8-162409-s115.xlsx Hsapiens 3 38200 37469 37104"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    
##  [85] "PMC9977441 PMC_DL/PMC9977441/supplementaryfiles/jciinsight-8-162409-s115.xlsx Hsapiens 4 37469 37834 37104 38200"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              
##  [86] "PMC9977441 PMC_DL/PMC9977441/supplementaryfiles/jciinsight-8-162409-s115.xlsx Hsapiens 4 37469 37834 37104 38200"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              
##  [87] "PMC9977441 PMC_DL/PMC9977441/supplementaryfiles/jciinsight-8-162409-s115.xlsx Hsapiens 4 37469 37834 37104 38200"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              
##  [88] "PMC9977313 PMC_DL/PMC9977313/supplementaryfiles/jciinsight-8-150368-s052.xlsx Hsapiens 1 37681"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                
##  [89] "PMC9977313 PMC_DL/PMC9977313/supplementaryfiles/jciinsight-8-150368-s053.xlsx Hsapiens 3 36951 36951 41883"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    
##  [90] "PMC9975319 PMC_DL/PMC9975319/supplementaryfiles/mmc4.xlsx Hsapiens 14 43892 43892 43897 43899 43894 43891 43896 43898 44166 43900 43893 43901 43891 43895"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
##  [91] "PMC9975319 PMC_DL/PMC9975319/supplementaryfiles/mmc4.xlsx Hsapiens 10 43892 43892 43897 43899 43891 43896 43898 43893 43891 43895"