Mercurial > repos > proteore > proteore_kegg_pathways_coverage
comparison kegg_identification.R @ 1:d600ce7f2484 draft
planemo upload commit bdd7e8a1f08c11db2a9f1b6db5535c6d32153b2b-dirty
| author | proteore |
|---|---|
| date | Tue, 18 Dec 2018 10:00:40 -0500 |
| parents | |
| children | f4e32dee3b28 |
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| 0:42d0805353b6 | 1:d600ce7f2484 |
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| 1 options(warn=-1) #TURN OFF WARNINGS !!!!!! | |
| 2 | |
| 3 suppressMessages(library(KEGGREST)) | |
| 4 | |
| 5 get_args <- function(){ | |
| 6 | |
| 7 ## Collect arguments | |
| 8 args <- commandArgs(TRUE) | |
| 9 | |
| 10 ## Default setting when no arguments passed | |
| 11 if(length(args) < 1) { | |
| 12 args <- c("--help") | |
| 13 } | |
| 14 | |
| 15 ## Help section | |
| 16 if("--help" %in% args) { | |
| 17 cat("Pathview R script | |
| 18 Arguments: | |
| 19 --help Print this test | |
| 20 --input tab file | |
| 21 --id_list id list ',' separated | |
| 22 --id_type type of input ids (kegg-id, uniprot_AC,geneID) | |
| 23 --id_column number og column containg ids of interest | |
| 24 --nb_pathways number of pathways to return | |
| 25 --header boolean | |
| 26 --output output path | |
| 27 --species species used to get specific pathways (hsa,mmu,rno) | |
| 28 | |
| 29 Example: | |
| 30 Rscript keggrest.R --input='P31946,P62258' --id_type='uniprot' --id_column 'c1' --header TRUE \n\n") | |
| 31 | |
| 32 q(save="no") | |
| 33 } | |
| 34 | |
| 35 parseArgs <- function(x) strsplit(sub("^--", "", x), "=") | |
| 36 argsDF <- as.data.frame(do.call("rbind", parseArgs(args))) | |
| 37 args <- as.list(as.character(argsDF$V2)) | |
| 38 names(args) <- argsDF$V1 | |
| 39 | |
| 40 return(args) | |
| 41 } | |
| 42 | |
| 43 str2bool <- function(x){ | |
| 44 if (any(is.element(c("t","true"),tolower(x)))){ | |
| 45 return (TRUE) | |
| 46 }else if (any(is.element(c("f","false"),tolower(x)))){ | |
| 47 return (FALSE) | |
| 48 }else{ | |
| 49 return(NULL) | |
| 50 } | |
| 51 } | |
| 52 | |
| 53 read_file <- function(path,header){ | |
| 54 file <- try(read.csv(path,header=header, sep="\t",stringsAsFactors = FALSE, quote="\"", check.names = F),silent=TRUE) | |
| 55 if (inherits(file,"try-error")){ | |
| 56 stop("File not found !") | |
| 57 }else{ | |
| 58 return(file) | |
| 59 } | |
| 60 } | |
| 61 | |
| 62 get_pathways_list <- function(species){ | |
| 63 ##all available pathways for the species | |
| 64 pathways <-keggLink("pathway", species) | |
| 65 tot_path<-unique(pathways) | |
| 66 | |
| 67 ##formating the dat into a list object | |
| 68 ##key= pathway ID, value = genes of the pathway in the kegg format | |
| 69 pathways_list <- sapply(tot_path, function(pathway) names(which(pathways==pathway))) | |
| 70 return (pathways_list) | |
| 71 } | |
| 72 | |
| 73 get_list_from_cp <-function(list){ | |
| 74 list = strsplit(list, "[ \t\n]+")[[1]] | |
| 75 list = gsub("[[:blank:]]|\u00A0|NA","",list) | |
| 76 list = list[which(!is.na(list[list != ""]))] #remove empty entry | |
| 77 list = unique(gsub("-.+", "", list)) #Remove isoform accession number (e.g. "-2") | |
| 78 return(list) | |
| 79 } | |
| 80 | |
| 81 geneID_to_kegg <- function(vector,species){ | |
| 82 vector <- sapply(vector, function(x) paste(species,x,sep=":"),USE.NAMES = F) | |
| 83 return (vector) | |
| 84 } | |
| 85 | |
| 86 to_keggID <- function(id_list,id_type){ | |
| 87 if (id_type == "ncbi-geneid") { | |
| 88 id_list <- unique(geneID_to_kegg(id_list,args$species)) | |
| 89 } else if (id_type=="uniprot"){ | |
| 90 id_list <- unique(sapply(id_list, function(x) paste(id_type,":",x,sep=""),USE.NAMES = F)) | |
| 91 if (length(id_list)>250){ | |
| 92 id_list <- split(id_list, ceiling(seq_along(id_list)/250)) | |
| 93 id_list <- sapply(id_list, function(x) keggConv("genes",x)) | |
| 94 id_list <- unique(unlist(id_list)) | |
| 95 } else { | |
| 96 id_list <- unique(keggConv("genes", id_list)) | |
| 97 } | |
| 98 } else if (id_type=="kegg-id") { | |
| 99 id_list <- unique(id_list) | |
| 100 } | |
| 101 return (id_list) | |
| 102 } | |
| 103 | |
| 104 #take data frame, return data frame | |
| 105 split_ids_per_line <- function(line,ncol){ | |
| 106 | |
| 107 #print (line) | |
| 108 header = colnames(line) | |
| 109 line[ncol] = gsub("[[:blank:]]|\u00A0","",line[ncol]) | |
| 110 | |
| 111 if (length(unlist(strsplit(as.character(line[ncol]),";")))>1) { | |
| 112 if (length(line)==1 ) { | |
| 113 lines = as.data.frame(unlist(strsplit(as.character(line[ncol]),";")),stringsAsFactors = F) | |
| 114 } else { | |
| 115 if (ncol==1) { #first column | |
| 116 lines = suppressWarnings(cbind(unlist(strsplit(as.character(line[ncol]),";")), line[2:length(line)])) | |
| 117 } else if (ncol==length(line)) { #last column | |
| 118 lines = suppressWarnings(cbind(line[1:ncol-1],unlist(strsplit(as.character(line[ncol]),";")))) | |
| 119 } else { | |
| 120 lines = suppressWarnings(cbind(line[1:ncol-1], unlist(strsplit(as.character(line[ncol]),";"),use.names = F), line[(ncol+1):length(line)])) | |
| 121 } | |
| 122 } | |
| 123 colnames(lines)=header | |
| 124 return(lines) | |
| 125 } else { | |
| 126 return(line) | |
| 127 } | |
| 128 } | |
| 129 | |
| 130 #create new lines if there's more than one id per cell in the columns in order to have only one id per line | |
| 131 one_id_one_line <-function(tab,ncol){ | |
| 132 | |
| 133 if (ncol(tab)>1){ | |
| 134 | |
| 135 tab[,ncol] = sapply(tab[,ncol],function(x) gsub("[[:blank:]]","",x)) | |
| 136 header=colnames(tab) | |
| 137 res=as.data.frame(matrix(ncol=ncol(tab),nrow=0)) | |
| 138 for (i in 1:nrow(tab) ) { | |
| 139 lines = split_ids_per_line(tab[i,],ncol) | |
| 140 res = rbind(res,lines) | |
| 141 } | |
| 142 }else { | |
| 143 res = unlist(sapply(tab[,1],function(x) strsplit(x,";")),use.names = F) | |
| 144 res = data.frame(res[which(!is.na(res[res!=""]))],stringsAsFactors = F) | |
| 145 colnames(res)=colnames(tab) | |
| 146 } | |
| 147 return(res) | |
| 148 } | |
| 149 | |
| 150 kegg_mapping<- function(kegg_id_list,id_type,ref_ids) { | |
| 151 | |
| 152 #mapping | |
| 153 map<-lapply(ref_ids, is.element, unique(kegg_id_list)) | |
| 154 names(map) <- sapply(names(map), function(x) gsub("path:","",x),USE.NAMES = FALSE) #remove the prefix "path:" | |
| 155 | |
| 156 in.path<-sapply(map, function(x) length(which(x==TRUE))) | |
| 157 tot.path<-sapply(map, length) | |
| 158 | |
| 159 ratio <- (as.numeric(in.path[which(in.path!=0)])) / (as.numeric(tot.path[which(in.path!=0)])) | |
| 160 ratio <- as.numeric(format(round(ratio*100, 2), nsmall = 2)) | |
| 161 | |
| 162 ##useful but LONG | |
| 163 ## to do before : in step 1 | |
| 164 path.names<-names(in.path[which(in.path!=0)]) | |
| 165 name <- sapply(path.names, function(x) keggGet(x)[[1]]$NAME,USE.NAMES = FALSE) | |
| 166 | |
| 167 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)])) | |
| 168 res <- res[order(as.numeric(res[,3]),decreasing = TRUE),] | |
| 169 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") | |
| 170 | |
| 171 return(res) | |
| 172 | |
| 173 } | |
| 174 | |
| 175 #get args from command line | |
| 176 args <- get_args() | |
| 177 | |
| 178 #save(args,file="/home/dchristiany/proteore_project/ProteoRE/tools/kegg_identification/args.Rda") | |
| 179 #load("/home/dchristiany/proteore_project/ProteoRE/tools/kegg_identification/args.Rda") | |
| 180 | |
| 181 ###setting variables | |
| 182 header = str2bool(args$header) | |
| 183 if (!is.null(args$id_list)) {id_list <- get_list_from_cp(args$id_list)} #get ids from copy/paste input | |
| 184 if (!is.null(args$input)) { #get ids from input file | |
| 185 csv <- read_file(args$input,header) | |
| 186 ncol <- as.numeric(gsub("c", "" ,args$id_column)) | |
| 187 csv <- one_id_one_line(csv,ncol) | |
| 188 id_list <- as.vector(csv[,ncol]) | |
| 189 id_list <- unique(id_list[which(!is.na(id_list[id_list!=""]))]) | |
| 190 } | |
| 191 | |
| 192 #convert to keggID if needed | |
| 193 id_list <- to_keggID(id_list,args$id_type) | |
| 194 | |
| 195 #get pathways of species with associated KEGG ID genes | |
| 196 pathways_list <- get_pathways_list(args$species) | |
| 197 | |
| 198 #mapping on pathways | |
| 199 res <- kegg_mapping(id_list,args$id_type,pathways_list) | |
| 200 if (nrow(res) > as.numeric(args$nb_pathways)) { res <- res[1:args$nb_pathways,] } | |
| 201 | |
| 202 write.table(res, file=args$output, quote=FALSE, sep='\t',row.names = FALSE, col.names = TRUE) | |
| 203 |
