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#' Adjust tumor vs. normal coverage log ratio for tumor purity and ploidy | ||
#' | ||
#' This function can be used to adjust the log ratio for tumor purity and | ||
#' ploidy for downstream tools that expect a log2 ratio (for example GISTIC). | ||
#' | ||
#' | ||
#' @param ratio Vector of log2 tumor vs normal coverage ratios. | ||
#' @param purity Purity of sample. | ||
#' @param ploidy Ploidy of sample. | ||
#' @param is.log2 \code{log.ratio} is \code{log2} transformed. | ||
#' @param min.ratio Minimum (non-log2-transformed) ratio. Set to approx -8 | ||
#' \code{log2} adjusted. | ||
#' @return \code{numeric(length(log.ratio))}, \code{log.ratio} adjusted | ||
#' for \code{purity} and \code{ploidy} | ||
#' @author Markus Riester | ||
#' @references | ||
# * Zack et al. (2012), Pan-cancer patterns of somatic copy number alteration | ||
#' Nature Biotechnology. | ||
#' * Toal (2018), https://github.com/lima1/PureCN/issues/40 | ||
#' | ||
#' @examples | ||
#' | ||
#' normal.coverage.file <- system.file("extdata", "example_normal.txt.gz", | ||
#' package = "PureCN") | ||
#' tumor.coverage.file <- system.file("extdata", "example_tumor.txt.gz", | ||
#' package = "PureCN") | ||
#' normal <- readCoverageFile(normal.coverage.file) | ||
#' tumor <- readCoverageFile(tumor.coverage.file) | ||
#' log.ratio <- calculateLogRatio(normal, tumor) | ||
#' log.ratio.adjusted <- adjustLogRatio(log.ratio, 0.65, 1.73) | ||
#' | ||
#' @export adjustLogRatio | ||
adjustLogRatio <- function(ratio, purity, ploidy, is.log2 = TRUE, min.ratio = 0.004) { | ||
if (is.log2) ratio <- 2^ratio | ||
adjusted <- (purity * ploidy * ratio + 2 * (1 - purity) * ratio - 2 * (1 - purity)) / (purity * ploidy) | ||
adjusted <- pmax(min.ratio, adjusted) | ||
if (is.log2) adjusted <- log2(adjusted) | ||
return(adjusted) | ||
} | ||
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context("adjustLogRatio") | ||
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test_that("Function returns expected values for example coverage", { | ||
data(purecn.example.output) | ||
log.ratio <- purecn.example.output$results[[1]]$seg$seg.mean | ||
purity <- purecn.example.output$results[[1]]$purity | ||
ploidy <- purecn.example.output$results[[1]]$ploidy | ||
log.ratio.adjusted <- adjustLogRatio(log.ratio, purity, ploidy) | ||
total.ploidy <- 1.73 | ||
p <- 1 | ||
opt.C <- (2^(log.ratio.adjusted + log.ratio.offset) * total.ploidy)/p - ((2 * (1 - p))/p) | ||
expect_lt(abs(min(log.ratio.adjusted, na.rm=TRUE) - log2(0.004)), 0.001) | ||
expect_lt(median(abs(opt.C - purecn.example.output$results[[1]]$seg$C)), 0.1) | ||
}) | ||
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