# == title
# Customized Gviz plot for a gene model
#
# == param
# -cr correlated regions
# -gi gene id
# -expr expression matrix
# -txdb txDb object
# -gene_start start of gene
# -gene_end end of the gene
# -tx_list a list of tx
# -species species
# -gf_list a list of gf
# -hm_list a list of hm
# -symbol gene symbol
#
cr_gviz = function(cr, gi, expr, txdb, gene_start = NULL, gene_end = NULL, tx_list = NULL,
species = "hg19", gf_list = NULL, hm_list = NULL, symbol = NULL) {
sample_id = attr(cr, "sample_id")
extend = attr(cr, "extend")
window_size = attr(cr, "window_size")
cor_method = attr(cr, "cor_method")
factor = attr(cr, "factor")
cov_filter = attr(cr, "cov_filter")
raw_meth = attr(cr, "raw_meth")
cov_cutoff = attr(cr, "cov_cutoff")
min_dp = attr(cr, "min_dp")
if(is.null(raw_meth)) raw_meth = FALSE
if(is.null(cov_cutoff)) cov_cutoff = 0
if(is.null(min_dp)) min_dp = 5
if(!raw_meth) cov_cutoff = 0
if(!gi %in% cr$gene_id) {
stop(paste0("cannot find ", gi, "in cr.\n"))
}
chr = as.vector(seqnames(cr[cr$gene_id == gi]))[1]
cr = cr[cr$gene_id == gi]
if(is.null(methylation_hooks$obj)) methylation_hooks$set(chr)
if(attr(methylation_hooks$obj, "chr") != chr) methylation_hooks$set(chr)
e = expr[gi, sample_id]
if(is.null(gene_start) || is.null(gene_end)) {
gene = genes(txdb)
gene_start = start(gene[gi])
gene_end = end(gene[gi])
}
gene_start = gene_start - extend
gene_end = gene_end + extend
site = methylation_hooks$site()
gm_site_index = extract_sites(gene_start, gene_end, site, index = TRUE)
gm_site = site[gm_site_index]
gm_meth = methylation_hooks$meth(row_index = gm_site_index, col_index = sample_id)
gm_cov = methylation_hooks$coverage(row_index = gm_site_index, col_index = sample_id)
if(!is.null(cov_filter)) {
l = apply(gm_cov, 1, cov_filter)
gm_site = gm_site[l]
gm_meth = gm_meth[l, , drop = FALSE]
gm_cov = gm_cov[l, , drop = FALSE]
}
qqcat("rescan on @{gi} to calculate corr in @{window_size} bp cpg window...\n")
gr = correlated_regions_per_gene(gm_site, gm_meth, gm_cov, e, chr = chr,
factor = factor, cor_method = cor_method, window_size = window_size,
cov_cutoff = cov_cutoff, min_dp = min_dp)
qqcat("add transcripts to givz tracks...\n")
options(Gviz.ucscUrl="http://genome-euro.ucsc.edu/cgi-bin/")
trackList = list()
trackList = pushTrackList(trackList, GenomeAxisTrack())
trackList = pushTrackList(trackList, IdeogramTrack(genome = species, chromosome = chr))
grtrack = GeneRegionTrack(txdb, chromosome = chr, start = gene_start, end = gene_end, name="Gene\nmodel", showId = TRUE, rotate.title = TRUE)
if(!is.null(tx_list)) {
sg = symbol(grtrack)
sg[sg %in% tx_list] = paste0("[", sg[sg %in% tx_list], "]")
symbol(grtrack) = sg
}
trackList = pushTrackList(trackList, grtrack)
## correlation track
qqcat("add correlation line to givz tracks...\n")
trackList = pushTrackList(trackList, DataTrack(name = qq("Correlation\nCpG window = @{window_size}"),
range = gr,
genome = species,
data = gr$corr,
type = c("l", "g"),
ylim = c(-1, 1)))
qqcat("add cr to givz tracks...\n")
pos_cr = cr[cr$corr > 0]
if(length(pos_cr))
trackList = pushTrackList(trackList, constructAnnotationTrack(reduce(pos_cr), chr, name = "POS_CR", fill = "red", col = NA, rotate.title = TRUE, start = gene_start, end = gene_end))
neg_cr = cr[cr$corr < 0]
if(length(neg_cr))
trackList = pushTrackList(trackList, constructAnnotationTrack(reduce(neg_cr), chr, name = "NEG_CR", fill = "green", col = NA, rotate.title = TRUE, start = gene_start, end = gene_end))
qqcat("add methylation to givz tracks...\n")
meth_mat = as.matrix(mcols(gr)[, paste0("mean_meth_", sample_id)])
colnames(meth_mat) = NULL
for(t in unique(factor)) {
mat = meth_mat[, factor == t]
trackList = pushTrackList(trackList, DataTrack(name = t,
start = start(gr),
end = end(gr),
chromosome = seqnames(gr),
genome = species,
data = t(mat),
type = "heatmap",
showSampleNames = FALSE,
gradient = c("blue", "white", "red"),
size = 3,
col = NA))
}
### CpG density per 1000bp
qqcat("add cpg density to givz tracks...\n")
segment = seq(gm_site[1], gm_site[length(gm_site)], by = 500)
start = segment[-length(segment)]
end = segment[-1]-1
num = sapply(seq_along(start), function(i) sum(gm_site >= start[i] & gm_site <= end[i]))
trackList = pushTrackList(trackList, DataTrack(name = "#CpG\nper 500bp",
start = start,
end = end,
chromosome = rep(chr, length(start)),
genome = species,
data = num,
col = "black",
type = "l",
rotate.title = TRUE,
size = 2))
qqcat("add other genomic features to givz tracks...\n")
gf_name = names(gf_list)
for(i in seq_along(gf_list)) {
trackList = pushTrackList(trackList, constructAnnotationTrack(gf_list[[i]], chr, name = gf_name[i], rotate.title = TRUE, start = gene_start, end = gene_end))
}
if(!is.null(hm_list)) {
hm_list2 = lapply(hm_list, function(gr) {
gr = gr[seqnames(gr) == chr]
l = start(gr) > gene_start & end(gr) < gene_end
gr[l]
})
hm_merged = GRanges()
seqinfo(hm_merged) = seqinfo(hm_list[[1]])
for(i in seq_along(hm_list2)) {
if(length(hm_list2[[i]])) hm_merged = c(hm_merged, hm_list2[[i]])
}
if(length(hm_merged) > 0) {
segments = as(coverage(hm_merged), "GRanges")
# covert to matrix
hm_mat = matrix(0, nrow = length(hm_list), ncol = length(segments))
rownames(hm_mat) = names(hm_list)
for(i in seq_along(hm_list2)) {
mtch = as.matrix(findOverlaps(segments, hm_list2[[i]]))
hm_mat[i, mtch[, 1]] = hm_list2[[i]][mtch[, 2]]$density
}
segments = c(segments, GRanges(chr, ranges = IRanges(gene_end - 100, gene_end), score = 0))
for(t in unique(factor)) {
mat = hm_mat[rownames(hm_mat) %in% sample_id[factor == t], , drop = FALSE]
mat = cbind(mat, rep(0, nrow(mat)))
mat[1, ncol(mat)] = max(hm_mat)
trackList = pushTrackList(trackList, DataTrack(name = t,
start = start(segments),
end = end(segments),
chromosome = seqnames(segments),
genome = species,
data = mat,
type = "heatmap",
showSampleNames = TRUE,
gradient = c("white", "purple"),
size = 2,
col = NA))
}
}
}
qqcat("draw gviz plot...\n")
plotTracks(trackList, from = gene_start, to = gene_end, chromosome = chr, main = paste(gi, symbol))
#grid.text(paste(gf_name, collapse = "\n"), x = unit(4, "mm"), y = unit(4, "mm"), just = c("left", "bottom"), gp = gpar(fontsize = 8))
rm(list = ls())
gc()
return(invisible(NULL))
}
pushTrackList = function(trackList, track) {
if(!is.null(track)) {
trackList[[length(trackList) + 1]] = track
}
return(trackList)
}
constructAnnotationTrack = function(gr, chr, name = NULL, genome = "hg19", start = 0, end = Inf, ...) {
gr2 = gr[seqnames(gr) == chr]
gr2 = gr2[end(gr2) > start & start(gr2) < end]
if(length(gr2)) {
AnnotationTrack(name = name,
start = start(gr2),
end = end(gr2),
chromosome = seqnames(gr2),
genome = genome,
stacking = "dense",
showTitle = TRUE,
height = unit(5, "mm"),
...)
} else {
NULL
}
}
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