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Package: phaseless | ||
Title: Admixture and imputation for low coverage sequencing data in one goal | ||
Version: 0.3.0 | ||
Version: 0.4.0 | ||
Authors@R: | ||
person("Zilong", "Li", , "[email protected]", role = c("aut", "cre", "cph"), | ||
comment = c(ORCID = "0000-0001-5859-2078")) | ||
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#' @export | ||
admix.alignKStephens <- function(qlist){ | ||
require(label.switching) | ||
K <- unique(sapply(qlist, ncol)) | ||
if(length(K) > 1) stop("K in qlist should be the same") | ||
# if there is only 1 run, just return it | ||
if(length(qlist)==1) { | ||
qlist1 <- qlist | ||
} else { | ||
# if num of inds or K differ, throw error | ||
ninds <- unique(sapply(qlist, nrow)) | ||
if(length(ninds) > 1) stop("number of inds in qlist should be the same") | ||
# if all runs have K=1, just return it | ||
if(K==1){ | ||
qlist1 <- qlist | ||
} else { | ||
qmat <- lapply(qlist,as.matrix) | ||
p <- aperm(simplify2array(qmat), c(3,1,2)) | ||
perm <- label.switching::stephens(p) | ||
# reorder and rename columns | ||
qlist1 <- lapply(seq_len(dim(p)[1]), | ||
function(i) { | ||
q_perm <- qmat[[i]][, perm$permutations[i,,drop=FALSE],drop=FALSE] | ||
q_perm <- as.data.frame(q_perm) | ||
attributes(q_perm) <- attributes(qlist[[i]]) | ||
q_perm | ||
} | ||
) | ||
names(qlist1) <- names(qlist) | ||
} | ||
} | ||
return(qlist1) | ||
} | ||
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#' @export | ||
admix.plotQ <- function(qlist, pop, sortind = TRUE, cluster = 1, debug = FALSE, ...) { | ||
N <- length(qlist) | ||
K <- unique(sapply(qlist, ncol)) | ||
nind <- unique(sapply(qlist, nrow)) | ||
par(mfrow=c(N, 1)) | ||
sortQ <- function(Q, pop) { | ||
lapply(split(Q, pop), function(p) { | ||
ord <- order(p[,cluster]) | ||
p[ord,] | ||
}) | ||
} | ||
for(i in seq_along(qlist)){ | ||
Q <- qlist[[i]] | ||
if(sortind) { | ||
s <- sortQ(Q, pop) | ||
ordpop <- order(pop) | ||
namepop <- names(s) | ||
Q <- t(do.call(rbind, s)) | ||
} else { | ||
ordpop <- 1:length(pop) | ||
namepop <- unique(pop) | ||
Q <- t(Q) | ||
colnames(Q) <- pop | ||
} | ||
if(i == N && !debug) { | ||
med<- tapply(1:nind,pop[ordpop],median) | ||
ord <- match(names(med), namepop) | ||
groups <- rep(NA, ncol(Q)) | ||
groups[as.integer(med)] <- namepop[ord] | ||
colnames(Q) <- groups | ||
} else if (N!=1) { | ||
colnames(Q) <- NULL | ||
} | ||
par(mar=c(3.1,5.1,3.1,1.1)) | ||
h <- barplot(Q, col = 1:K, border = NA, space = 0, ylab = "Admixture proportion", main = names(qlist)[i], xaxs = "i", ...) | ||
abline(v=tapply(h,pop[order(pop)],max)+0.5,col="black",lwd=2,lty=2) | ||
} | ||
} | ||
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#' @export | ||
plot.admixQ <- function(qfiles, pop, ...) { | ||
qlist <- lapply(qfiles, read.table) | ||
names(qlist) <- names(qfiles) | ||
pop <- read.table(pop)[,1] | ||
a <- admix.alignKStephens(qlist) | ||
admix.plotQ(a, pop, cex.main = 3, cex.lab=3, cex.names = 3,...) | ||
} | ||
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#' @export | ||
plot.gamma <- function(gamma, sites = NULL, ...) { | ||
stopifnot(is.list(gamma)) | ||
N <- length(gamma) | ||
C <- nrow(gamma[[1]]) | ||
M <- ncol(gamma[[1]]) | ||
if(!is.null(sites) & is.vector(sites) & length(sites) < M) { | ||
M <- length(sites) | ||
} else { | ||
sites <- 1:M | ||
} | ||
plot(0, 0, col = "white", axes=FALSE, xlim = c(0, M), ylim = c(1, N + 1),...) | ||
d <- 1 | ||
xleft <- 1:M - d | ||
xright <- 1:M - d | ||
for (i in seq(N)) { | ||
ytop <- i + array(0, M) | ||
ybottom <- i + array(0, M) | ||
for(c in 1:C) { | ||
ytop <- ytop + gamma[[i]][c, sites] | ||
rect(xleft = xleft - d, xright = xright + d, ybottom = ybottom, ytop = ytop, col = c, lwd = 0, border = NA) | ||
ybottom <- ytop | ||
} | ||
} | ||
} | ||
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#' @export | ||
plot.hapfreq <- function(hapfreq, | ||
pos, | ||
recomb = NULL, | ||
colors = c("#999999", "#E69F00", "#56B4E9", "#009E73", "#F0E442", "#0072B2", "#D55E00", "#CC79A7"), | ||
...) { | ||
stopifnot(is.matrix(hapfreq), is.vector(pos)) | ||
nCols <- length(colors) | ||
nGrids <- length(pos) | ||
K <- nrow(hapfreq) | ||
sum <- array(0, nGrids) | ||
xlim <- range(pos) | ||
ylim <- c(0, 1) | ||
## OK so if there are grids, use the grid points | ||
plot(x = 0, y = 0, xlim = xlim, ylim = ylim, axes = FALSE, ...) | ||
x <- c(pos[1], pos, pos[length(pos):1]) | ||
m <- array(0, c(nGrids, K + 1)) | ||
for(i in 1:K) { | ||
m[, i + 1] <- m[, i] + hapfreq[i, ] | ||
} | ||
for(i in K:1) { | ||
polygon( | ||
x = x, y = c(m[1, i], m[, i + 1], m[nGrids:1, i]), | ||
xlim = xlim, ylim = ylim, col = colors[(i %% nCols) + 1] | ||
) | ||
} | ||
if(!is.null(recomb)) | ||
lines(pos[-1], recomb, type = "l", col = "red") | ||
} | ||
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table(dy <- as.matrix(read.table("~/Downloads/chr16.Mkomazi.males.Ychr.txt"))) | ||
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table(da <- as.matrix(read.table("~/Downloads/chr16.Mkomazi.males.Achr.txt"))) | ||
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image(da) | ||
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N <- 4 | ||
M <- 7570 | ||
d <- 1 | ||
xleft <- 1:M - d | ||
xright <- 1:M - d | ||
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samples <- c("NGrataE03715", "NGrataE03718", "NGrataE03717", "NGrataE03723") | ||
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f <- function(da){ | ||
for(i in 1:N){ | ||
ybottom <- i + array(0, M) | ||
ytop <- ybottom+1 | ||
rect(xleft = xleft - d, xright = xright + d, ybottom = ybottom, ytop = ytop, col = da[i,]+1, lwd = 3, border = NA) | ||
rect(xleft = xleft - d, xright = xright + d, ybottom = ytop-0.01, ytop = ytop, col = "gray", lwd = 3, border = NA) | ||
mtext(samples[i], side = 2, at = (ytop[1]+ybottom[1])/2, cex = 1.5) | ||
} | ||
} | ||
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##par(mfrow = c(2,1), cex.lab = 2, cex.main = 2) | ||
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op <- par(mfrow = c(2,1), | ||
oma = c(6,0,0,0) + 0.1, | ||
mar = c(0,4,2,1) + 0.1, | ||
cex.lab = 2, cex.main=2) | ||
plot(0, 0, col = "white", axes=FALSE, xlim = c(0, M), ylim = c(1, N + 1), main = "Y chromosome", xlab="",ylab="") | ||
f(dy) | ||
plot(0, 0, col = "white", axes=FALSE, xlim = c(0, M), ylim = c(1, N + 1), main = "A chromosome", xlab="SNP index", ylab="") | ||
f(da) | ||
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mycols <- c("gray", "black") | ||
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rect(xleft = xleft - d, xright = xright + d, ybottom = ybottom, ytop = ytop, col = mycols[da[i,]+1], lwd = 2, border = NA) | ||
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p <- read.table("~/Downloads/fypa.pyfa.pos") | ||
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dev.off() | ||
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plot.hapfreq(d,pos[1:ncol(d)], colors=1:2) | ||
plot.hapfreq(d, 1:ncol(d), colors=1:2) |
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