Mercurial > repos > nicolas > oghma
view encode.R @ 67:99e8e055ddd6 draft
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author | nicolas |
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date | Wed, 26 Oct 2016 19:15:52 -0400 |
parents | 89175737f16b |
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######################################################## # # creation date : 04/01/16 # last modification : 17/09/16 # author : Dr Nicolas Beaume # owner : IRRI # ######################################################## ############################ 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 { # keep NA as NA res <- NA } return(res) } # rewrite a marker to make an exact count of the allele for the current marker 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 so the caracter is written 2 times res <- c(x,x) } else { # heterozygous res <- unlist(strsplit(x, split=sep)) } } else { res <- NA } return(res) } # encode one individual encodeGenotype.vec <- function(indiv, sep="", code=c(0,1,2)){ # rewrite genotype to make sure everything is written as a double caracter value newIndiv <- unlist(lapply(as.character(indiv), encodeGenotype.rewrite, sep)) # compute the occurcence of each genotype to determine major an minor allele stat <- table(as.character(newIndiv)) major <- names(stat)[which.max(stat)] # Encode using the appropriate code indiv <- unlist(lapply(indiv, encodeGenotype.position, major, code, sep)) return(indiv) } # determine if the genotype is an homozygous or heterozygous one # genotype must be written with two characters, even homozygous # (see encodeGenotype.rewrite() function ) isHeterozygous <- function(genotype, sep=""){ bool <- F # case of NA, can't be determined if(is.na(genotype)){ bool <- NA } else { # check whether both element of the genotype are the same or not x <- unlist(strsplit(genotype, sep)) if(length(x) > 1 & !(x[1] %in% x[2])) { bool <- T } } return(bool) } # check if encoding has been made properly. return a boolean vector # which has the same length that the number of columns of the input matrix # at marker i, check[i] is true if code[3] is larger than code[1], false otherwise # please note that this function is not used in the current tool and let # by convinience for being used outside of galaxy checkEncoding <- function(encoded, code=c(0,1,2)) { check <- NULL for(i in 1:ncol(encoded)) { # find major an minor allele major <- length(which(encoded[,i]==code[3])) minor <- length(which(encoded[,i]==code[1])) # comaprison if(major >= minor) { check <- c(check, T) } else { check <- c(check, F) } } return(check) } ################################## main function ########################### # encode all individuals encodeGenotype <- function(raw, sep="", code=c(0,1,2), outPath){ # encode genotype encoded <- apply(raw, 2, encodeGenotype.vec, sep, code) # set all NA to -1 (thus encoding schems with -1 are not allowed) encoded[is.na(encoded)] <- -1 write.table(encoded, file=paste(outPath,".csv", sep=""), row.names = F, sep="\t") } ############################ main ############################# # load argument from xml file cmd <- commandArgs(T) source(cmd[1]) # load genotype genotype <- read.table(genotype, sep="\t", stringsAsFactors = F, h=T) code <- c(0,1,2) encodeGenotype(raw=genotype, sep=sep, code = code, outPath = out) cat(paste(out,".csv", "\n", sep=""))