Mercurial > repos > proteore > proteore_kegg_pathways_coverage
diff compute_kegg_pathways.R @ 0:8883a7173cba draft
planemo upload commit 63302cb49d4f0f4dbc9ae141d20704822588f54e-dirty
| author | proteore |
|---|---|
| date | Mon, 12 Nov 2018 10:59:49 -0500 |
| parents | |
| children | 7004924a3686 |
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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/compute_kegg_pathways.R Mon Nov 12 10:59:49 2018 -0500 @@ -0,0 +1,152 @@ +options(warn=-1) #TURN OFF WARNINGS !!!!!! + +suppressMessages(library(KEGGREST)) + +get_args <- function(){ + + ## Collect arguments + args <- commandArgs(TRUE) + + ## Default setting when no arguments passed + if(length(args) < 1) { + args <- c("--help") + } + + ## Help section + if("--help" %in% args) { + cat("Pathview R script + Arguments: + --help Print this test + --input tab file + --id_list id list ',' separated + --id_type type of input ids (kegg-id, uniprot_AC,geneID) + --id_column number og column containg ids of interest + --nb_pathways number of pathways to return + --header boolean + --output output path + --species species used to get specific pathways (hsa,mmu,rno) + + Example: + Rscript keggrest.R --input='P31946,P62258' --id_type='uniprot' --id_column 'c1' --header TRUE \n\n") + + q(save="no") + } + + parseArgs <- function(x) strsplit(sub("^--", "", x), "=") + argsDF <- as.data.frame(do.call("rbind", parseArgs(args))) + args <- as.list(as.character(argsDF$V2)) + names(args) <- argsDF$V1 + + return(args) +} + +str2bool <- function(x){ + if (any(is.element(c("t","true"),tolower(x)))){ + return (TRUE) + }else if (any(is.element(c("f","false"),tolower(x)))){ + return (FALSE) + }else{ + return(NULL) + } +} + +read_file <- function(path,header){ + file <- try(read.csv(path,header=header, sep="\t",stringsAsFactors = FALSE, quote="\"", check.names = F),silent=TRUE) + if (inherits(file,"try-error")){ + stop("File not found !") + }else{ + return(file) + } +} + +get_pathways_list <- function(species){ + ##all available pathways for the species + pathways <-keggLink("pathway", species) + tot_path<-unique(pathways) + + ##formating the dat into a list object + ##key= pathway ID, value = genes of the pathway in the kegg format + pathways_list <- sapply(tot_path, function(pathway) names(which(pathways==pathway))) + return (pathways_list) +} + +get_list_from_cp <-function(list){ + list = strsplit(list, "[ \t\n]+")[[1]] + list = list[list != ""] #remove empty entry + list = gsub("-.+", "", list) #Remove isoform accession number (e.g. "-2") + return(list) +} + +geneID_to_kegg <- function(vector,species){ + vector <- sapply(vector, function(x) paste(species,x,sep=":"),USE.NAMES = F) + return (vector) +} + +kegg_mapping<- function(kegg_id_list,id_type,ref_ids) { + + #convert to KEGG ID + #if (id_type!="kegg-id"){ + # id_list <- unique(sapply(id_list, function(x) paste(id_type,":",x,sep=""),USE.NAMES = F)) + # if (length(id_list)>250){ + # id_list <- split(id_list, ceiling(seq_along(id_list)/250)) + # id_list <- sapply(id_list, function(x) keggConv("genes",x)) + # kegg_id_list <- unique(unlist(id_list)) + # } else { + # kegg_id_list <- unique(keggConv("genes", id_list)) + # } + #} else { + # kegg_id_list <- unique(id_list) + #} + + #mapping + map<-lapply(ref_ids, is.element, unique(kegg_id_list)) + names(map) <- sapply(names(map), function(x) gsub("path:","",x),USE.NAMES = FALSE) #remove the prefix "path:" + + in.path<-sapply(map, function(x) length(which(x==TRUE))) + tot.path<-sapply(map, length) + + ratio <- (as.numeric(in.path[which(in.path!=0)])) / (as.numeric(tot.path[which(in.path!=0)])) + ratio <- as.numeric(format(round(ratio*100, 2), nsmall = 2)) + + ##useful but LONG + ## to do before : in step 1 + path.names<-names(in.path[which(in.path!=0)]) + name <- sapply(path.names, function(x) keggGet(x)[[1]]$NAME,USE.NAMES = FALSE) + + res<-data.frame(I(names(in.path[which(in.path!=0)])), I(name), ratio, as.numeric(in.path[which(in.path!=0)]), as.numeric(tot.path[which(in.path!=0)])) + res <- res[order(as.numeric(res[,3]),decreasing = TRUE),] + colnames(res)<-c("pathway_ID", "Description" , "Ratio IDs mapped/total IDs (%)" ,"nb KEGG genes IDs mapped in the pathway", "nb total of KEGG genes IDs present in the pathway") + + return(res) + +} + +#get args from command line +args <- get_args() + +#save(args,file="/home/dchristiany/proteore_project/ProteoRE/tools/kegg_pathways_identification/args.Rda") +#load("/home/dchristiany/proteore_project/ProteoRE/tools/kegg_pathways_identification/args.Rda") + +###setting variables +header = str2bool(args$header) +if (!is.null(args$id_list)) {id_list <- get_list_from_cp(args$id_list)} +if (!is.null(args$input)) { + csv <- read_file(args$input,header) + ncol <- as.numeric(gsub("c", "" ,args$id_column)) + id_list <- as.vector(csv[,ncol]) + id_list <- id_list[which(!is.na(id_list))] +} +if (args$id_type == "ncbi-geneid") { + id_list <- geneID_to_kegg(id_list,args$species) +} + + +#get pathways of species with associated KEGG ID genes +pathways_list <- get_pathways_list(args$species) + +#mapping on pathways +res <- kegg_mapping(id_list,args$id_type,pathways_list) +if (nrow(res) > as.numeric(args$nb_pathways)) { res <- res[1:args$nb_pathways,] } + +write.table(res, file=args$output, quote=FALSE, sep='\t',row.names = FALSE, col.names = TRUE) +
