SomatiCA: Identifying, Characterizing and Quantifying Somatic Copy Number Aberrations from Cancer Genome Sequencing Data

被引:20
作者
Chen, Mengjie [1 ]
Gunel, Murat [2 ,3 ]
Zhao, Hongyu [2 ,4 ]
机构
[1] Yale Univ, Program Computat Biol & Bioinformat, New Haven, CT USA
[2] Yale Univ, Dept Genet, New Haven, CT 06520 USA
[3] Yale Univ, Dept Neurosurg, New Haven, CT USA
[4] Yale Univ, Dept Biostat, New Haven, CT USA
关键词
VARIANTS; IDENTIFICATION;
D O I
10.1371/journal.pone.0078143
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
070301 [无机化学]; 070403 [天体物理学]; 070507 [自然资源与国土空间规划学]; 090105 [作物生产系统与生态工程];
摘要
Whole genome sequencing of matched tumor-normal sample pairs is becoming routine in cancer research. However, analysis of somatic copy-number changes from sequencing data is still challenging because of insufficient sequencing coverage, unknown tumor sample purity and subclonal heterogeneity. Here we describe a computational framework, named SomatiCA, which explicitly accounts for tumor purity and subclonality in the analysis of somatic copy-number profiles. Taking read depths (RD) and lesser allele frequencies (LAF) as input, SomatiCA will output 1) admixture rate for each tumor sample, 2) somatic allelic copy-number for each genomic segment, 3) fraction of tumor cells with subclonal change in each somatic copy number aberration (SCNA), and 4) a list of substantial genomic aberration events including gain, loss and LOH. SomatiCA is available as a Bioconductor R package at http://www.bioconductor.org/packages/2.13/bioc/html/SomatiCA.html.
引用
收藏
页数:10
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