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Dr. Volkan OBAN
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Reference: http://girke.bioinformatics.ucr.edu/GEN242/mydoc/mydoc_Rgraphics_7.html ggbio
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Genomic Graphics
1.
Reference: http://girke.bioinformatics.ucr.edu/GEN242/mydoc/mydoc_Rgraphics_7.html Prepared by
VolkanOBAN Genome Graphics Ggbio package and GenomicFeatures package,…. library(ggbio) df1 <- data.frame(time = 1:100, score = sin((1:100)/20)*10) p1 <- qplot(data = df1, x = time, y = score, geom = "line") df2 <- data.frame(time = 30:120, score = sin((30:120)/20)*10, value = rnorm(120-30 +1)) p2 <- ggplot(data = df2, aes(x = time, y = score)) + geom_line() + geom_point(size = 2, aes(color = value)) tracks(time1 = p1, time2 = p2) + xlim(1, 40) + theme_tracks_sunset()
2.
Plotting genomic ranges library(GenomicRanges) set.seed(1);
N <- 100; gr <- GRanges(seqnames = sample(c("chr1", "chr2", "chr3"), size = N, replace = TRUE), IRanges(start = sample(1:300, size = N, replace = TRUE) , width = sample(70:75, size = N,replace = TRUE)), strand = sample(c("+", "-"), si ze = N, replace = TRUE), value = rnorm(N, 10, 3), score = rnorm(N, 100, 30), sampl e = sample(c("Normal", "Tumor"), size = N, replace = TRUE), pair = sample(letters, size = N, replace = TRUE)) autoplot(gr, aes(color = strand, fill = strand), facets = strand ~ seqnames)
3.
autoplot(gr, aes(color =
strand, fill = strand), facets = strand ~ seqnames, stat = "coverage")
4.
library(ggplot2) pos <- sapply(coverage(gr[strand(gr)=="+"]),
as.numeric) pos <- data.frame(Chr=rep(names(pos), sapply(pos, length)), Strand=rep("+", length (unlist(pos))), Position=unlist(sapply(pos, function(x) 1:length(x))), Coverage=as .numeric(unlist(pos))) neg <- sapply(coverage(gr[strand(gr)=="-"]), as.numeric) neg <- data.frame(Chr=rep(names(neg), sapply(neg, length)), Strand=rep("-", length (unlist(neg))), Position=unlist(sapply(neg, function(x) 1:length(x))), Coverage=-a s.numeric(unlist(neg))) covdf <- rbind(pos, neg) p <- ggplot(covdf, aes(Position, Coverage, fill=Strand)) +
5.
geom_bar(stat="identity", position="identity") +
facet_wrap(~Chr) p Circular genome plots ggplot(gr) + layout_circle(aes(fill = seqnames), geom = "rect")
6.
More complex circular
example seqlengths(gr) <- c(400, 500, 700) values(gr)$to.gr <- gr[sample(1:length(gr), size = length(gr))] idx <- sample(1:length(gr), size = 50) gr <- gr[idx] ggplot() + layout_circle(gr, geom = "ideo", fill = "gray70", radius = 7, trackWidt h = 3) + layout_circle(gr, geom = "bar", radius = 10, trackWidth = 4, aes(fill = score, y = score)) + layout_circle(gr, geom = "point", color = "red", radius = 14,
7.
trackWidth = 3,
grid = TRUE, aes(y = score)) + layout_circle(gr, geom = "link", linked.to = "to.gr", radius = 6, trackWidth = 1 )
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