Maftools: efficient and comprehensive analysis of somatic variants in cancer

被引:3530
作者
Mayakonda, Anand [1 ,2 ]
Lin, De-Chen [3 ]
Assenov, Yassen [2 ,4 ]
Plass, Christoph [2 ,4 ]
Koeffler, H. Phillip [1 ,3 ,5 ]
机构
[1] Natl Univ Singapore, Canc Sci Inst Singapore, Singapore 117599, Singapore
[2] German Canc Res Ctr, Epigen & Canc Risk Factors, D-69120 Heidelberg, Germany
[3] Cedars Sinai Med Ctr, Dept Med, Los Angeles, CA 90048 USA
[4] German Ctr Cardiovasc Res DZHK, Partner Site Heidelberg Mannheim, D-69120 Heidelberg, Germany
[5] Natl Univ Singapore Hosp, Natl Univ Canc Inst, Singapore 119074, Singapore
基金
新加坡国家研究基金会;
关键词
SQUAMOUS-CELL CARCINOMA; MUTATIONAL PROCESSES; MOLECULAR CHARACTERIZATION; ION CHANNELS; GENOME; SIGNATURES; DISCOVERY; PATTERNS; HETEROGENEITY; EVOLUTION;
D O I
10.1101/gr.239244.118
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
070307 [化学生物学]; 071010 [生物化学与分子生物学];
摘要
Numerous large-scale genomic studies of matched tumor-normal samples have established the somatic landscapes of most cancer types. However, the downstream analysis of data from somatic mutations entails a number of computational and statistical approaches, requiring usage of independent software and numerous tools. Here, we describe an R Bioconductor package, Maftools, which offers a multitude of analysis and visualization modules that are commonly used in cancer genomic studies, including driver gene identification, pathway, signature, enrichment, and association analyses. Maftools only requires somatic variants in Mutation Annotation Format (MAF) and is independent of larger alignment files. With the implementation of well-established statistical and computational methods, Maftools facilitates data-driven research and comparative analysis to discover novel results from publicly available data sets. In the present study, using three of the well-annotated cohorts from The Cancer Genome Atlas (TCGA), we describe the application of Maftools to reproduce known results. More importantly, we show that Maftools can also be used to uncover novel findings through integrative analysis.
引用
收藏
页码:1747 / 1756
页数:10
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