Last active
March 7, 2017 04:59
-
-
Save JakeConway/aaff4da603881149aeeb2611d7bd800d to your computer and use it in GitHub Desktop.
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
binData <- function(nBins, data, cohort, binSize) { | |
counts <- c() | |
for(i in seq(nBins)) { | |
start <- (i-1)*binSize | |
end <- i*binSize | |
count <- c(which(data$start > start & data$start < end)) | |
count <- c(count, which(data$end > start & data$end < end)) | |
count <- c(count, which(data$start < start & data$end > end)) | |
count <- c(count, which(data$start > start & data$end < end)) | |
count <- length(unique(count)) | |
counts[i] <- count | |
} | |
fractions <- counts/nrow(data) | |
return(data.frame(bin=seq(nBins), count=counts, fraction=fractions, cohort=rep(cohort, length(counts)))) | |
} | |
makePeakPlot <- function(dd, scz, controls, binSize, chr, chrLength) { | |
chrSizes <- c(249250621, 243199373, 198022430, 191154276, 180915260, 171115067, 159138663, | |
146364022, 141213431, 135534747, 135006516, 133851895, 115169878, 107349540, | |
102531392, 90354753, 81195210, 78077248, 59128983, 63025520, 48129895, 51304566) | |
chrLength <- chrSizes[chr] | |
chrDD <- dd[which(dd$chr == chr),] | |
chrSCZ <- scz[which(scz$chr == chr),] | |
chrControls <- controls[which(controls$chr == chr),] | |
nBins <- round(chrLength / binSize) | |
binnedDD <- binData(nBins, chrDD, "DD", binSize) | |
binnedSCZ <- binData(nBins, chrSCZ, "SCZ", binSize) | |
binnedControls <- binData(nBins, chrControls, "Controls", binSize) | |
allChr <- rbind(binnedDD, binnedSCZ, binnedControls) | |
plot <- ggplot(allChr) + geom_line(aes(x=bin, y=fraction, group=cohort, colour=cohort)) | |
print(plot) | |
} | |
# set directory to where bed files are | |
setwd("/Users/jakeconway/Desktop/Beta Test") | |
require(ggplot2) | |
# read in case and control files | |
controls <- read.table("CTRL.CNV.GRCh37.bed") | |
scz <- read.table("SCZ.CNV.GRCh37.bed") | |
dd <- read.table("DD.CNV.GRCh37.bed") | |
# add column names to data.frames to make data manipulation easier | |
column_names <-c("chr", "start", "end", "VID", "CNV", "Pheno", "Source_PMID") | |
names(controls) <- column_names | |
names(scz) <- column_names | |
names(dd) <- column_names | |
makePeakPlot(dd, scz, controls, 1000000, 1) |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment