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NIH Research Festival

September 12 – 14, 2018

Nucleotide and codon background mutability shape cancer mutational spectrum and advance driver mutation identification

Friday, September 14, 2018 – Poster Session V
12:00 – 1:30 p.m.

FAES Terrace

NLM

COMPBIO-2

Authors

  • AL Brown
  • M Li
  • A Goncearenco
  • AR Panchenko

Abstract

Most mutations in cancer are neutral, with few mutations acting as drivers of cancer progression. To distinguish between mutations which reoccur due to high background mutation probability and mutations under selection in cancer progression, we developed probabilistic models to estimate DNA context-dependent background mutability per nucleotide and codon substitution as a result of different exogenous and endogenous mutagenic processes. We showed that observed frequency of cancer mutations follows expected mutability, especially for tumor suppressor genes. In oncogenes, highly recurring mutations were characterized by a lower mutability, showing a U-shape trend. Mutations not occurring in tumors were shown to have lower mutability than observed mutations, indicating that DNA mutability could be a limiting step in mutation occurrence. To check whether mutability helps to discriminate driver mutations from passengers, we compiled a set of missense mutations with experimentally validated functional and transforming impacts. Accounting for background mutability significantly improved performance of classification into cancer driver and passenger mutations compared to mutation recurrence alone, performing similar to state-of-the-art machine-learning methods, even though no training was involved.

Scientific Focus Area: Computational Biology

This page was last updated on Friday, March 26, 2021

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2018 program

Download the 2018 Research Festival Schedule Overview (6 pages)

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Current Research Festival

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    • NIH Early–Career Investigator Lectures
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  • 2021
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    • General Schedule of Events
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    • Data Blitz
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    • Special Exhibits on Resources for Intramural Research
    • Technical Sales Association (TSA) Research Festival Exhibit Tent Show
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  • 2018
    • General Schedule of Events
    • Plenary Sessions
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    • Special Exhibits on Resources for Intramural Research
    • Technical Sales Association (TSA) Research Festival Exhibit Tent Show
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