extraction
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library(GEOquery)
# This function use regex expresion to include all multi-baglines
GetBaseBagline <- function( meta ){
meta <- sub( "[.].*", "", meta )
meta <- sub( "_ch.*", "", meta )
meta <- sub( "_[0-9].*", "", meta )
meta <- sub( ":ch[0-9].*", "", meta )
#print(meta)
return( meta )
}
# This function make a list each content of multi-bagline
ResizeDF <- function( M, baglines, outfile ){
splitBagline <- function(x){
baglineList <- data.frame( data = unlist( M[x] ) )
baglineList$meta <- paste( x, 1:nrow( baglineList ), sep='.' )
# Saving meta gsm baglines broken down in list
write.table(
file = outfile, baglineList,
sep = "\t",
eol = "\n",
append = TRUE,
row.names = FALSE,
col.names = FALSE,
quote = TRUE)
}
sapply( baglines, splitBagline)
}
# This function download soft file on individual folder
DownloadGEO <- function( geoid, ddir ){
# Work directory
wdir <- file.path( ddir, geoid, fsep = "/" )
# Create individual folder
if ( !dir.exists( wdir ) ) {
dir.create( wdir )
}
# Removing downloaded files for geo ID
file.remove( list.files( wdir, pattern = geoid, full.names = TRUE ) )
# Download GSE without neither expression values nor platform info
GEO <- getGEO(
GEO = geoid,
destdir = wdir,
AnnotGPL = FALSE,
getGPL = FALSE,
GSEMatrix = FALSE)
#return(GEO)
return("successful download")
}
# This function load GEOobject once softfile has downloaded
ReadGEO <- function( geoid, ddir ){
GEOfile <- file.path(ddir,geoid,paste(geoid,"soft","gz",sep = "."))
if (!file.exists(GEOfile)){return(FALSE)}
RGEO <- getGEO(filename = GEOfile)
return(RGEO)
}
# This function
AccessMefields <- function(subs, GEO, odir, baglinesB){
# PMID available
PMID <- tryCatch(
GEO@header$pubmed_id,
error = function( e ) print( FALSE ) )
gpl <- tryCatch(
paste( GEO@header$platform_id, collapse = "-"),
error = function( e ) print( FALSE ) )
# Download report
print(data.frame( GSE=geoid, PMID=PMID, NGSM=length(subs)))
# Sava Metafields
for ( gsm in subs ) {
# Accesing metadata. It should be read it as soft (access options )
MetaDF <- tryCatch(
GEO@gsms[[gsm]]@header,
error = function( e ) print( FALSE ) )
# check available baglies
if(is.logical(MetaDF)){
print(gsm)
return('unavailable gsm')
} else{
# output filename
geoName <- paste(geoid, gsm, gpl, PMID, sep='-')
outfile <- file.path( odir, "/" , geoName, ".tsv", fsep = "" )
print(outfile)
# Avoid append problems
if ( file.exists( outfile ) ) { file.remove(outfile) }
# Map baglines to download id
baglines <- sapply( baglinesB, function(x){ grep( x, names(MetaDF), value=TRUE ) } )
baglines <- as.vector( unlist( baglines ) )
# filter and separate multi balines content. Resize GSM output
ResizeDF(MetaDF, baglines, outfile)
print( data.frame(GSM=gsm, ExtractedBaglines=length(baglines)) )
}}
}
# This function
ExtractMetafields <- function( geoid, subs, ddir, odir, baglinesB ){
print("GSE identifier:")
print(geoid)
# output directory
odir <- file.path( odir, geoid, fsep = "/" )
# Create individual folder
if ( !dir.exists( odir ) ) {
dir.create( odir )
}
print("saving outputs:")
print(odir)
# load GSE object
GEO <- tryCatch( ReadGEO( geoid, ddir ), error=function( e ) print( FALSE ) )
if(is.logical(GEO)){
print('unreadable GSE softfile')
return("Unexpected end")
}
# get gsms names
gsmsList <- names( GEO@gsms )
if( is.logical( gsmsList ) ){
print( 'unavailable gsms' )
return("Unexpected end")
}
AccessMefields(subs, GEO, odir, baglinesB)
}
#######################################################################################
#-----------------------------------------MAIN-----------------------------------------
#######################################################################################
## Input files and output directories
odir <- "/home/egaytan/automatic-extraction-growth-conditions/Extraction/outputs"
#odir <- "/home/egaytan/Documentos/EGAYTAN-GROWTH-CONDITIONS/GEO/outputs"
# Download dir
ddir <- "/home/egaytan/automatic-extraction-growth-conditions/Extraction/download"
#ddir <- "/home/egaytan/Documentos/EGAYTAN-GROWTH-CONDITIONS/GEO/download"
# Baglines list file
bglsfile <- "/home/egaytan/automatic-extraction-growth-conditions/Extraction/input/listMetaCampo.txt"
#bglsfile <- "/home/egaytan/Documentos/EGAYTAN-GROWTH-CONDITIONS/GEO/input/listMetaCampo.txt"
# GSE information file
infofile <- "/home/egaytan/automatic-extraction-growth-conditions/Extraction/input/gsm-gse-count_v4.txt"
#infofile <- "/home/egaytan/Documentos/EGAYTAN-GROWTH-CONDITIONS/extraccion/gsm-gse-count_v4.txt"
## Load main variables
# Baglines
bglslist <- read.table( bglsfile, header = F, sep = "\t" )
bglsBase <- sapply( bglslist, GetBaseBagline )
# GSE-GSM
gseInfo <- read.table( infofile,header = T, sep = "," )
gseInfo <- gseInfo[complete.cases(gseInfo),]
# Single platform
#geoid <- "GSE55199"
# Multuplatform
#geoid <- "GSE74932"
# Super serie
geoid <- "GSE65642"
# Test
geoid <- "GSE55365"
## Single Extraction
# Download
GEO <- tryCatch( DownloadGEO( geoid, ddir ), error=function( e ) print( FALSE ) )
# Show all available GSMs
subs <- as.vector(gseInfo$gsm[which(geoid == gseInfo$gse)])
## Filter GSMs
subs <- subs[1]
ExtractMetafields( geoid, subs, ddir, odir, bglsBase)
## Download GSE-list
sink("download_report", append = FALSE, split = FALSE)
for (geoid in unique(gseInfo$gse)) {
print(geoid)
#report <- tryCatch(
# DownloadGEO( geoid, ddir ),
# error = function( e ) print( "download failed" ) )
#print(report)
}