## ----eval=FALSE--------------------------------------------------------------- # if (!require("BiocManager", quietly = TRUE)) # install.packages("BiocManager") # # # The following initializes usage of Bioc devel # BiocManager::install(version='devel') # # BiocManager::install("CaMutQC") ## ----eval=FALSE--------------------------------------------------------------- # if (!requireNamespace("devtools", quietly = TRUE)) { # install.packages("devtools") # } # devtools::install_github("likelet/CaMutQC") ## ----message=FALSE, warning=FALSE--------------------------------------------- library(CaMutQC) MAFdat <- vcfToMAF(system.file("extdata", "WES_EA_T_1_mutect2.vep.vcf", package="CaMutQC")) MAFdat[1:5, 1:13] ## ----message=FALSE------------------------------------------------------------ vcfPath <- system.file("extdata/Multi-caller", package="CaMutQC") multiVCFs <- vcfToMAF(vcfPath, multiVCF=TRUE) unique(multiVCFs$Tumor_Sample_Barcode) ## ----message=FALSE------------------------------------------------------------ MAF_qual <- mutFilterQual(MAFdat, panel="Customized", VAF=0.01, VAFratio=4) table(MAF_qual$CaTag) ## ----message=FALSE------------------------------------------------------------ MAF_sb <- mutFilterSB(MAFdat, SBscore=2) table(MAF_sb$CaTag) ## ----message=FALSE------------------------------------------------------------ MAF_adj <- mutFilterAdj(MAFdat, maxIndelLen=40, minInterval=15) table(MAF_adj$CaTag) ## ----message=FALSE------------------------------------------------------------ MAF_normaldp <- mutFilterNormalDP(MAFdat, dbsnpCutoff=19, nonCutoff=8) table(MAF_normaldp$CaTag) ## ----message=FALSE------------------------------------------------------------ MAF_pon <- mutFilterPON(MAFdat, PONfile=system.file("extdata", "PON_test.txt", package="CaMutQC"), PONformat="txt") table(MAF_pon$CaTag) ## ----message=FALSE------------------------------------------------------------ # labels can be added MAF_db <- mutFilterDB(MAFdat, dbSNP=TRUE, dbVAF=0.01) table(MAF_db$CaTag) ## ----message=FALSE------------------------------------------------------------ MAF_type <- mutFilterType(MAFdat, keepType='nonsynonymous') table(MAF_type$CaTag) table(MAF_type$Variant_Classification[which(MAF_type$CaTag == '0')]) ## ----message=FALSE------------------------------------------------------------ MAF_reg <- mutFilterReg(MAFdat, bedFile=system.file("extdata/bed/panel_hg19", "FlCDx-hg19.rds", package="CaMutQC")) table(MAF_reg$CaTag) ## ----message=FALSE------------------------------------------------------------ MAF_tech <- mutFilterTech(MAFdat, panel="Customized", tumorDP=8, minInterval=9, tagFILTER=NULL, progressbar=FALSE, PONfile=system.file("extdata", "PON_test.txt", package="CaMutQC"), PONformat="txt") table(MAF_tech$CaTag) ## ----message=FALSE------------------------------------------------------------ MAF_selec <- mutSelection(MAFdat, dbVAF=0.02, keepType='nonsynonymous', progressbar=FALSE) table(MAF_selec$CaTag) ## ----message=FALSE------------------------------------------------------------ MAFCom <- mutFilterCom(MAFdat, panel="WES", report=FALSE, TMB=FALSE, progressbar=FALSE, PONfile=system.file("extdata", "PON_test.txt", package="CaMutQC"), PONformat="txt") table(MAFCom$CaTag) ## ----------------------------------------------------------------------------- MAFCom_tmb <- mutFilterCom(MAFdat, panel="WES", assay="Customized", report=FALSE, TMB=TRUE, bedFile=system.file("extdata/bed/panel_hg38", "Pan-cancer-hg38.rds", package="CaMutQC"), PONfile=system.file("extdata", "PON_test.txt", package="CaMutQC"), PONformat="txt", progressbar=TRUE, verbose=FALSE) ## ----message=FALSE------------------------------------------------------------ MAFCan <- mutFilterCan(MAFdat, cancerType='LAML', report=FALSE, TMB=FALSE, progressbar=FALSE, PONfile=system.file("extdata", "PON_test.txt", package="CaMutQC"), PONformat="txt") table(MAFCan$CaTag) ## ----message=FALSE------------------------------------------------------------ MAFRef <- mutFilterRef(MAFdat, reference="Zhu_et_al-Nat_Commun-2020-KIRP", report=FALSE, TMB=FALSE, progressbar=FALSE, PONfile=system.file("extdata", "PON_test.txt", package="CaMutQC"), PONformat="txt") table(MAFRef$CaTag) ## ----message=FALSE------------------------------------------------------------ tmb_value <- calTMB(MAFdat, assay='Customized', bedFile=system.file("extdata/bed/panel_hg38","Pan-cancer-hg38.rds", package="CaMutQC")) tmb_value ## ----message=FALSE------------------------------------------------------------ maf_MuSE <- vcfToMAF(system.file("extdata/Multi-caller", "WES_EA_T_1.MuSE.vep.vcf", package="CaMutQC")) maf_MuSE_f <- mutFilterCom(maf_MuSE, report=FALSE, TMB=FALSE, PONfile=system.file("extdata", "PON_test.txt", package="CaMutQC"), PONformat = "txt", progressbar=FALSE) maf_VarScan2 <- vcfToMAF(system.file("extdata/Multi-caller", "WES_EA_T_1_varscan_filter_snp.vep.vcf", package="CaMutQC")) maf_VarScan2_f <- mutFilterCom(maf_VarScan2, report=FALSE, TMB=FALSE, PONfile=system.file("extdata", "PON_test.txt", package="CaMutQC"), PONformat="txt", progressbar=FALSE) MAFdat_f <- mutFilterCom(MAFdat, report=FALSE, TMB=FALSE, PONfile=system.file("extdata", "PON_test.txt", package= "CaMutQC"), PONformat="txt", progressbar=FALSE) mafs <- list(maf_MuSE_f, maf_VarScan2_f, MAFdat_f) maf_union <- processMut(mafs, processMethod = "union") maf_union ## ----------------------------------------------------------------------------- sessionInfo()