R/mCSEAPlot.R

Defines functions mCSEAPlot

Documented in mCSEAPlot

#' Plot mCSEA results
#'
#' Generate a graphic with the genomic context of the selected DMR, showing
#' methylation status at each CpG site of different samples groups
#'
#' @param mCSEAResults The object generated by mCSEATest function
#' @param regionType The region type to be represented. Must be one of
#' "promoters", "genes", "CGI" or "custom"
#' @param dmrName The DMR of interest to be represented (e.g. gene name, CGI
#' name...)
#' @param extend The number of base pairs to extend the plot around the DMR
#' of interest (default = 1000 bp)
#' @param chromosome If TRUE, represent the chromosome and genome axis
#' @param leadingEdge If TRUE, represent the bars indicating if each CpG belongs
#'  to the mCSEA leading edge (green) or not (red)
#' @param CGI If TRUE, represent the annotated CpG islands
#' @param genes If TRUE, represent the annotated genes
#' @param transcriptAnnotation Labels showed at the genes track. Must be one of
#' "transcript" (default), "symbol", "gene", "exon" or "feature"
#' @param makePDF If TRUE, save the plot in pdf format in the working
#' directory. Otherwise, draw the plot in the active graphics window
#' @param col Vector with colors to plot methylation in different groups
#'
#' @return 'NULL'
#'
#' @author Jordi Martorell Marugán, \email{jordi.martorell@@genyo.es}
#'
#' @seealso \code{\link{rankProbes}}, \code{\link{mCSEATest}},
#' \code{\link{mCSEAPlotGSEA}}
#'
#' @examples
#' library(mCSEAdata)
#' data(mcseadata)
#' \dontrun{
#' myRank <- rankProbes(betaTest, phenoTest, refGroup = "Control")
#' set.seed(123)
#' myResults <- mCSEATest(myRank, betaTest, phenoTest,
#' regionsTypes = "promoters", platform = "EPIC")
#' }
#' data(precomputedmCSEA)
#' mCSEAPlot(myResults, "promoters", "CLIC6",
#' transcriptAnnotation = "symbol", makePDF = FALSE)
#' @export


mCSEAPlot <- function(mCSEAResults, regionType, dmrName,
                        extend = 1000,
                        chromosome = TRUE, leadingEdge = TRUE, CGI = FALSE,
                        genes = TRUE, transcriptAnnotation = "transcript",
                        makePDF = TRUE, 
                        col = c("blue", "magenta", "green", "red", "black")){

    progress <- utils::txtProgressBar(min=0, max=10, style=3)

    # Check input objects

    if (any(class(mCSEAResults) != "list" | length(mCSEAResults) < 5)){
        stop("mCSEAResults must be the object generated
                by mCSEATest function")
    }

    if (class(dmrName) != "character"){
        stop("dmrName must be a character object")
    }

    if (any(class(extend) != "numeric" | extend < 0)){
        stop("extend must be a positive number")
    }

    if (class(transcriptAnnotation) != "character"){
        stop("transcriptAnnotation must be a character object")
    }

    if (class(chromosome) != "logical"){
        stop("chromosome must be a logical object (TRUE/FALSE)")
    }

    if (class(leadingEdge) != "logical"){
        stop("leadingEdge must be a logical object (TRUE/FALSE)")
    }

    if (class(CGI) != "logical"){
        stop("CGI must be a logical object (TRUE/FALSE)")
    }

    if (class(genes) != "logical"){
        stop("genes must be a logical object (TRUE/FALSE)")
    }

    if (class(makePDF) != "logical"){
        stop("makePDF must be a logical object (TRUE/FALSE)")
    }
    if (!is.vector(col)){
        stop("col must be a character or numeric vector")
    }

    transcriptAnnotation <- match.arg(transcriptAnnotation,
                                        choices=c("transcript", "symbol",
                                                "gene", "exon", "feature"))

    pheno <- mCSEAResults[["pheno"]]
    methData <- mCSEAResults[["methData"]]
    platform <- mCSEAResults[["platform"]]



    # Get the appropiate association

    regionType <- match.arg(regionType, choices=c("promoters", "genes", "CGI",
                                                    "custom"))

    assoc <- mCSEAResults[[paste(regionType, "association", sep="_")]]

    leadingCpGs <- strsplit(mCSEAResults[[regionType]]
                            [dmrName, "leadingEdge"],", ")[[1]]

    cgs.plot <- assoc[[dmrName]]

    CpGs <- methData[cgs.plot,]

    utils::setTxtProgressBar(progress, 1)

    if (platform == "450k") {
        utils::setTxtProgressBar(progress, 2)
        annot <- mCSEAdata::annot450K
    }
    else {
        utils::setTxtProgressBar(progress, 2)
        annot <- mCSEAdata::annotEPIC
    }

    utils::setTxtProgressBar(progress, 3)

    positions <- IRanges::start(IRanges::ranges(annot[c(cgs.plot),]))
    Chromosome <- as.character(GenomicRanges::seqnames(annot[c(cgs.plot[1])]))
    From <- min(positions) - extend
    To <- max(positions) + extend

    #Check for annotation
    annotSubset <- annot[names(annot) %in% cgs.plot,]
    probes <- names(annotSubset)

    Phenotype <- factor(as.character(pheno[,1]))


    # Subset data
    dataSubset <- methData[na.omit(match(probes, rownames(methData))),]

    utils::setTxtProgressBar(progress, 4)

    if (chromosome) {
        #Ideogram
        itrack <- Gviz::IdeogramTrack(genome="hg19", chromosome=Chromosome,
                                    bands=mCSEAdata::bandTable)

        #Genome axis
        gtrack <- Gviz::GenomeAxisTrack()
    }
    utils::setTxtProgressBar(progress, 5)


    if (genes){
        #Genes track from UCSC
        bm <- biomaRt::useMart(host="grch37.ensembl.org", 
                                biomart="ENSEMBL_MART_ENSEMBL", 
                                dataset="hsapiens_gene_ensembl")
        biomTrack <- Gviz::BiomartGeneRegionTrack(genome="hg19",
                                                chromosome=Chromosome,
                                                start=From, end=To ,
                                                name="ENSEMBL annotation",
                                                stacking="squish",
                                                just.group="above",
                                                transcriptAnnotation=
                                                    transcriptAnnotation,
                                                biomart=bm)
    }
    utils::setTxtProgressBar(progress, 6)


    #CpG islands
    if(CGI) {
        cpgIslands <- Gviz::UcscTrack(genome="hg19", chromosome=Chromosome,
                                    track="cpgIslandExt", from=From,
                                    to=To,
                                    trackType="AnnotationTrack",
                                    start="chromStart", end="chromEnd",
                                    showId=FALSE, shape="box",
                                    fill="#006400", name="CpG Islands")
    }
    utils::setTxtProgressBar(progress, 7)

    #Data track
    annotSubset <- annotSubset[match(rownames(dataSubset),
                                    names(annotSubset)),]

    #Reorder columns
    dataSubsetOrdered <- dataSubset[,order(Phenotype)]
    phenotypeOrdered <- Phenotype[order(Phenotype)]

    nSamples <- nrow(dataSubsetOrdered)

    #Place data
    dataValues <- data.frame(c(data.frame(annotSubset)[,c("start","start",
                                                        "seqnames")]),
                            as.data.frame(dataSubsetOrdered))
    rownames(dataValues) <- rownames(dataSubsetOrdered)
    colnames(dataValues)[1] <- "start"
    colnames(dataValues)[2] <- "end"
    colnames(dataValues)[3] <- "chromosome"
    dataValues[2] <- dataValues[2] + 1

    if (length(col) < nlevels(phenotypeOrdered)){
        stop("You specified less colors than phenotype classes")
    }

    dtrack <- Gviz::DataTrack(dataValues, genome="hg19",
                            type=c("g","p","a"),
                            name="DNA Methylation",
                            groups=phenotypeOrdered,
                            col = col)
    utils::setTxtProgressBar(progress, 8)


    if (leadingEdge){

        leadingValues <- data.frame(c(dataValues[,seq_len(3)]), -1,
                                    row.names=rownames(dataValues))

        for (site in rownames(leadingValues)) {
            if (site %in% leadingCpGs){
                leadingValues[site,4] <- 1
            }
        }

        if (sum(leadingValues[,4]) == nrow(leadingValues)) {
            dtrack2 <- Gviz::DataTrack(leadingValues, genome="hg19",
                                    type="heatmap",
                                    name="KS leading edge",
                                    ncolor=2, gradient=c("green", "red"),
                                    showAxis=FALSE)
        }

        else {
            dtrack2 <- Gviz::DataTrack(leadingValues, genome="hg19",
                                    type="heatmap",
                                    name="KS leading edge",
                                    ncolor=2, gradient=c("red", "green"),
                                    showAxis=FALSE)
        }
    }
    utils::setTxtProgressBar(progress, 9)



    #Scale PDF

    if (genes){
        lengthGenes <- length(unique(GenomicRanges::restrict(attr(
            biomTrack, "range"), From, To)$transcript))
        heightPdf <- sum(chromosome, CGI, leadingEdge) + 0.5*lengthGenes + 1
        heightGeneTrack <- 2 + 0.5*lengthGenes
    }

    else {
        heightPdf <- sum(chromosome, CGI, leadingEdge, genes) + 2
    }

    if (makePDF){
        pdf(paste0(dmrName,".pdf"), height=heightPdf)
    }

    # Plot tracks

    if (chromosome) {
        if (leadingEdge & CGI & genes){
            Gviz::plotTracks(list(itrack, gtrack, dtrack, dtrack2, cpgIslands,
                                biomTrack),
                            from=From, to=To,
                            background.panel="#FFFFFF",
                            background.title="darkblue", lwd=1,
                            legend=TRUE,
                            sizes=c(0.5,1,3,1,2,heightGeneTrack),
                            background.panel="white",
                            background.title="#2e2e2e")
        }
        else if (CGI & genes){
            Gviz::plotTracks(list(itrack, gtrack, dtrack,
                                cpgIslands, biomTrack),
                            from=From, to=To, background.panel="#FFFFFF",
                            background.title="darkblue", lwd=1,
                            legend=TRUE,
                            sizes=c(0.5,1,3,2,heightGeneTrack),
                            background.panel="white",
                            background.title="#2e2e2e")
        }
        else if (leadingEdge & genes){
            Gviz::plotTracks(list(itrack, gtrack, dtrack, dtrack2, biomTrack),
                            from=From, to=To, background.panel="#FFFFFF",
                            background.title="darkblue", lwd=1,
                            legend=TRUE,
                            sizes=c(0.5,1,3,1,heightGeneTrack),
                            background.panel="white",
                            background.title="#2e2e2e")
        }
        else if (leadingEdge & CGI){
            Gviz::plotTracks(list(itrack, gtrack, dtrack, dtrack2, cpgIslands),
                            from=From, to=To, background.panel="#FFFFFF",
                            background.title="darkblue", lwd=1,
                            legend=TRUE,
                            sizes=c(0.5,1,3,1,2), background.panel="white",
                            background.title="#2e2e2e")
        }
        else if (leadingEdge){
            Gviz::plotTracks(list(itrack, gtrack, dtrack, dtrack2), from=From,
                            to=To, background.panel="#FFFFFF",
                            background.title="darkblue", lwd=1,
                            legend=TRUE,
                            sizes=c(0.5,1,3,1), background.panel="white",
                            background.title="#2e2e2e")
        }
        else if (CGI){
            Gviz::plotTracks(list(itrack, gtrack, dtrack, cpgIslands),
                            from=From,
                            to=To, background.panel="#FFFFFF",
                            background.title="darkblue", lwd=1,
                            legend=TRUE,
                            sizes=c(0.5,1,3,2), background.panel="white",
                            background.title="#2e2e2e")
        }
        else if (genes){
            Gviz::plotTracks(list(itrack, gtrack, dtrack, biomTrack),
                            from=From,
                            to=To, background.panel="#FFFFFF",
                            background.title="darkblue", lwd=1,
                            legend=TRUE,
                            sizes=c(0.5,1,3,heightGeneTrack),
                            background.panel="white",
                            background.title="#2e2e2e")
        }
        else {
            Gviz::plotTracks(list(itrack, gtrack, dtrack), from=From, to=To,
                            background.panel="#FFFFFF",
                            background.title="darkblue", lwd=1,
                            legend=TRUE,
                            sizes=c(0.5,1,3), background.panel="white",
                            background.title="#2e2e2e")
        }
    }

    else if (leadingEdge) {
        if (CGI & genes){
            Gviz::plotTracks(list(dtrack, dtrack2, cpgIslands, biomTrack),
                            from=From, to=To, background.panel="#FFFFFF",
                            background.title="darkblue", lwd=1,
                            legend=TRUE,
                            sizes=c(3,1,2,heightGeneTrack),
                            background.panel="white",
                            background.title="#2e2e2e")
        }
        else if (genes){
            Gviz::plotTracks(list(dtrack, dtrack2, biomTrack), from=From,
                            to=To,
                            background.panel="#FFFFFF",
                            background.title="darkblue", lwd=1,
                            legend=TRUE,
                            sizes=c(3,1,heightGeneTrack),
                            background.panel="white",
                            background.title="#2e2e2e")
        }
        else if (CGI){
            Gviz::plotTracks(list(dtrack, dtrack2, cpgIslands), from=From,
                            to=To,
                            background.panel="#FFFFFF",
                            background.title="darkblue", lwd=1,
                            legend=TRUE,
                            sizes=c(3,1,2), background.panel="white",
                            background.title="#2e2e2e")
        }
        else {
            Gviz::plotTracks(list(dtrack, dtrack2), from=From, to=To,
                            background.panel="#FFFFFF",
                            background.title="darkblue", lwd=1,
                            legend=TRUE,
                            sizes=c(3,1), background.panel="white",
                            background.title="#2e2e2e")
        }
    }

    else if (CGI) {
        if (genes){
            Gviz::plotTracks(list(dtrack, cpgIslands, biomTrack), from=From,
                            to=To, background.panel="#FFFFFF",
                            background.title="darkblue", lwd=1,
                            legend=TRUE,
                            sizes=c(3,2,heightGeneTrack),
                            background.panel="white",
                            background.title="#2e2e2e")
        }
        else {
            Gviz::plotTracks(list(dtrack, cpgIslands), from=From, to=To,
                            background.panel="#FFFFFF",
                            background.title="darkblue", lwd=1,
                            legend=TRUE,
                            sizes=c(3,2), background.panel="white",
                            background.title="#2e2e2e")
        }
    }

    else if (genes) {
        Gviz::plotTracks(list(dtrack, biomTrack), from=From, to=To,
                        background.panel="#FFFFFF",
                        background.title="darkblue", lwd=1, legend=TRUE,
                        sizes=c(3,heightGeneTrack),
                        background.panel="white",
                        background.title="#2e2e2e")
    }

    else {
        Gviz::plotTracks(list(dtrack), from=From, to=To,
                        background.panel="#FFFFFF",
                        background.title="darkblue", lwd=1, legend=TRUE,
                        sizes=c(3), background.panel="white",
                        background.title="#2e2e2e")
    }

    if (makePDF){
        dev.off()
    }

    utils::setTxtProgressBar(progress, 10)

}

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mCSEA documentation built on Nov. 8, 2020, 5:37 p.m.