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Maftools: efficient and comprehensive analysis of somatic variants in cancer

Anand Mayakonda1Cancer Science Institute of Singapore, National University of Singapore, 117599, SingaporeDe‐Chen LinDepartment of Medicine, Cedars-Sinai Medical Center, Los Angeles, California 90048, USAYassen AssenovEpigenomics and Cancer Risk Factors, German Cancer Research Center (DKFZ), 69120 Heidelberg, GermanyChristoph PlassEpigenomics and Cancer Risk Factors, German Cancer Research Center (DKFZ), 69120 Heidelberg, GermanyH. Phillip KoefflerCancer Science Institute of Singapore, National University of Singapore, 117599, Singapore
2018en
ABI

Аннотация

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.

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