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@kbroman
Created August 10, 2021 15:47
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guess genotypes from allele dosages
# 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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