README.md

KataegisPortal

KataegisPortal is an R package that provides utilities to detect and visualize the Kataegis events from single nucleotide variants (SNVs).

Installation

library(devtools)
install_github("MeichunCai/KataegisPortal")

How to use

# Load packages
library(KataegisPortal)
library(BSgenome)
library(BSgenome.Hsapiens.UCSC.hg19)

# Read in snv data
mutData <- system.file("examples", "mutData.txt", package="KataegisPortal")
mutData <- read.table(mutData, header = TRUE,sep = "\t",as.is = TRUE)
head(mutData)

# Covert to KataegisPortal input
mutSNP = mutSNP.input(mut.data = mutData,
            chr = "chr",
            pos = "pos",
            ref = "ref",
            alt = "alt",
            build = "hg19")

# Identify potential kataegis events
katPoint(mutSNP)

alt text - weight.C>X: proportion of C>X mutations - confidence: confidence degree of potential kataegis events (range: 0 to 3, 0 - a hypermutation with weight.C>X < 0.8; 1 - one hypermutation with weight.C>X >= 0.8 in a chromosome; 2 - two hypermutations with weight.C>X >= 0.8 in a chromosome; 3 - high confidence with three or more hypermutations with weight.C>X >= 0.8 in a chromosome)

# Identify potential kataegis events with annonation
library(ChIPseeker)
library(TxDb.Hsapiens.UCSC.hg19.knownGene)
katPoint(mutSNP,txdb = TxDb.Hsapiens.UCSC.hg19.knownGene)

alt text

# Plot intermutation distance to display kataegis or hyper mutated genomic regions
mutDis.plot(plot.data = mutSNP, sample="Test")

alt text

mutDis.plot(plot.data = mutSNP, sample="Test", chr = "chr2")

alt text

# Plot of flanking sequence of all C>X mutations or C>X mutations within a chromosome/chromosome arm
baseSpe.plot(plot.data = mutSNP, sample="Test")

alt text

baseSpe.plot(plot.data = mutSNP, sample="Test", chr = "chr2",arm="q")

alt text

Citation



MeichunCai/KataegisPortal documentation built on July 16, 2020, 8:59 p.m.