Created
August 10, 2021 15:47
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guess genotypes from allele dosages
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# guess genotypes from allele dosages | |
# | |
# alleleprob = n_ind x n_alleles matrix of allele dosages (rows sum to 1) | |
# epsilon = tolerance value | |
guess_geno_from_alleleprob <- | |
function(alleleprob, epsilon=0.01) | |
{ | |
stopifnot(is.matrix(alleleprob)) # expect ind x allele matrix | |
stopifnot(is.numeric(epsilon), length(epsilon)==1, epsilon >= 0, epsilon <= 1) | |
# allele codes | |
alleles <- colnames(alleleprob) | |
if(is.null(alleles)) alleles <- LETTERS[seq_len(ncol(alleleprob))] | |
top2pr <- t(apply(alleleprob, 1, function(a) sort(a, decreasing=TRUE)[1:2])) | |
top2alle <- t(apply(alleleprob, 1, function(a) order(a, decreasing=TRUE)[1:2])) | |
guess <- setNames(rep(NA, nrow(alleleprob)), rownames(alleleprob)) | |
hom <- top2pr[,1] > 1-epsilon | |
if(any(hom)) { | |
a <- alleles[top2alle[hom,1]] | |
guess[hom] <- paste0(a, a) | |
} | |
het <- top2pr[,2] > (1-epsilon)/2 | |
if(any(het)) { | |
ahet <- cbind(top2alle[het,1], top2alle[het,2]) | |
ahet <- t(apply(ahet, 1, sort)) | |
a <- alleles[ahet[,1]] | |
b <- alleles[ahet[,2]] | |
guess[het] <- paste0(a, b) | |
} | |
guess | |
} | |
### Example | |
# | |
# library(qtl2) | |
# | |
# tmpfile <- tempfile() | |
# file <- paste0("https://raw.githubusercontent.com/rqtl/", | |
# "qtl2data/master/DOex/DOex_alleleprobs.rds") | |
# download.file(file, tmpfile) | |
# apr <- readRDS(tmpfile) | |
# | |
# p <- pull_genoprobpos(apr, marker="UNC020114284") | |
# g <- guess_geno_from_alleleprob(p) | |
# mean(is.na(g)) # 49% missing | |
# table(g) |
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