changeset 2:f3f230290ffe draft

Uploaded
author nicolas
date Fri, 21 Oct 2016 06:24:57 -0400
parents c8ba405ffd13
children 0f87be78e151
files encode.R
diffstat 1 files changed, 124 insertions(+), 0 deletions(-) [+]
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--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/encode.R	Fri Oct 21 06:24:57 2016 -0400
@@ -0,0 +1,124 @@
+########################################################
+#
+# creation date : 04/01/16
+# last modification : 17/09/16
+# author : Dr Nicolas Beaume
+# owner : IRRI
+#
+########################################################
+
+log <- file(paste(getwd(), "log_encode.txt", sep="/"), open = "wt")
+sink(file = log, type="message")
+
+############################ helper functions #######################
+
+# encode one position in one individual
+encodeGenotype.position <- function(x, major, code=c(0,1,2), sep=""){
+  res <- x
+  if(!is.na(x)) {
+    if(isHeterozygous(x, sep = sep)) {
+      # heterozygous
+      res <- code[2]
+    } else {
+      # determine whether it is the minor or major allele
+      x <- unlist(strsplit(x, sep))
+      # need to check only one element as we already know it is a homozygous
+      if(length(x) > 1) {
+        x <- x[1]
+      }
+      if(x==major) {
+        res <- code[3]
+      } else {
+        res <- code[1]
+      }
+    }
+  } else {
+    res <- NA
+  }
+  return(res)
+}
+
+# rewrite a marker to determine the major allele
+encodeGenotype.rewrite <- function(x, sep=""){
+  res <- x
+  if(!is.na(x)) {
+    if(length(unlist(strsplit(x,sep)))==1) {
+      # in case of homozygous, must be counted 2 times
+      res <- c(x,x)
+    } else {
+      res <- unlist(strsplit(x, split=sep))
+    }
+  } else {
+    res <- NA
+  }
+  return(res)
+}
+
+# encode one individual
+encodeGenotype.vec <- function(indiv, sep="", code=c(0,1,2)){
+  newIndiv <- unlist(lapply(as.character(indiv), encodeGenotype.rewrite, sep))
+  stat <- table(as.character(newIndiv))
+  major <- names(stat)[which.max(stat)]
+  indiv <- unlist(lapply(indiv, encodeGenotype.position, major, code, sep))
+  return(indiv)
+}
+
+
+isHeterozygous <- function(genotype, sep=""){
+  bool <- F
+  if(is.na(genotype)){
+    bool <- NA
+  } else {
+    x <- unlist(strsplit(genotype, sep))
+    if(length(x) > 1 & !(x[1] %in% x[2])) {
+      bool <- T
+    }
+    
+  }
+  return(bool)
+}
+
+checkEncoding <- function(encoded, code=c(0,1,2)) {
+  check <- NULL
+  for(i in 1:ncol(encoded)) {
+    major <- length(which(encoded[,i]==code[3]))
+    minor <- length(which(encoded[,i]==code[1]))
+    if(major >= minor) {
+      check <- c(check, T)
+    } else {
+      check <- c(check, F)
+    }
+  }
+  return(check)
+}
+
+################################## main function ###########################
+# encode all individuals
+# encode genotype into a {-1,0,1} scheme, where -1 = minor homozygous, 0 = heterozygous, 1 = major homozygous
+encodeGenotype <- function(raw, sep="", code=c(0,1,2), outPath){
+  encoded <- apply(raw, 2, encodeGenotype.vec, sep, code)
+  encoded[is.na(encoded)] <- -1
+  write.table(encoded, file=paste(outPath,".csv", sep=""), row.names = F, sep="\t")
+}
+
+############################ main #############################
+# running from terminal (supposing the OghmaGalaxy/bin directory is in your path) :
+# encode.sh -i path_to_raw_data -s separator -c code -o path_to_result_directory 
+## -i : path to the file that contains the genotypes to encode, must be a .rda file (as outputed by loadGenotype.R).
+# please note that the table must be called "genotype" when your datafile is saved into .rda (automatic if loadGenotype.R was used)
+
+## -s : in case of heterozygous both allele are encoded in the same "cell" of the table and separated by a character
+# (most often "" or "/"). This argument specify which character
+
+## -c : the encoding of minor allele/heterozygous/major allele. by default {-1,0,1}
+
+## -o : path to the file of encoded genotype. the .rda extension is automatically added
+
+cmd <- commandArgs(T)
+source(cmd[1])
+genotype <- read.table(genotype, sep="\t", stringsAsFactors = F, h=T)
+# deal with optional argument
+code <- strsplit(code, ",")
+code <- unlist(lapply(code, as.numeric), use.names = F)
+encodeGenotype(raw=genotype, sep=sep, code = code, outPath = out)
+cat(paste(out,".csv", "\n", sep=""))
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