Dec 24, 2014

A Comprehensive Assessment of Somatic Mutation Calling in Cancer Genomes

BioRxiv : the Preprint Server for Biology
Tyler S AliotoIvo G Gut

Abstract

The emergence of next generation DNA sequencing technology is enabling high-resolution cancer genome analysis. Large-scale projects like the International Cancer Genome Consortium (ICGC) are systematically scanning cancer genomes to identify recurrent somatic mutations. Second generation DNA sequencing, however, is still an evolving technology and procedures, both experimental and analytical, are constantly changing. Thus the research community is still defining a set of best practices for cancer genome data analysis, with no single protocol emerging to fulfil this role. Here we describe an extensive benchmark exercise to identify and resolve issues of somatic mutation calling. Whole genome sequence datasets comprising tumor-normal pairs from two different types of cancer, chronic lymphocytic leukaemia and medulloblastoma, were shared within the ICGC and submissions of somatic mutation calls were compared to verified mutations and to each other. Varying strategies to call mutations, incomplete awareness of sources of artefacts, and even lack of agreement on what constitutes an artefact or real mutation manifested in widely varying mutation call rates and somewhat low concordance among submissions. We conclude that somatic mutat...Continue Reading

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Mentioned in this Paper

Gene Polymorphism
Study
Positioning Attribute
Research
Decision Making
Genome
Somatic Mutation
Awareness
Bone Marrow
Neoplasms

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