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Data from Leveraging Systematic Functional Analysis to Benchmark an In Silico Framework Distinguishes Driver from Passenger MEK Mutants in Cancer

Posted on 2023-03-31 - 03:44
Abstract

Despite significant advances in cancer precision medicine, a significant hurdle to its broader adoption remains the multitude of variants of unknown significance identified by clinical tumor sequencing and the lack of biologically validated methods to distinguish between functional and benign variants. Here we used functional data on MAP2K1 and MAP2K2 mutations generated in real-time within a co-clinical trial framework to benchmark the predictive value of a three-part in silico methodology. Our computational approach to variant classification incorporated hotspot analysis, three-dimensional molecular dynamics simulation, and sequence paralogy. In silico prediction accurately distinguished functional from benign MAP2K1 and MAP2K2 mutants, yet drug sensitivity varied widely among activating mutant alleles. These results suggest that multifaceted in silico modeling can inform patient accrual to MEK/ERK inhibitor clinical trials, but computational methods need to be paired with laboratory- and clinic-based efforts designed to unravel variabilities in drug response.

Significance:

Leveraging prospective functional characterization of MEK1/2 mutants, it was found that hotspot analysis, molecular dynamics simulation, and sequence paralogy are complementary tools that can robustly prioritize variants for biologic, therapeutic, and clinical validation.

See related commentary by Whitehead and Sebolt-Leopold, p. 4042

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American Cancer Society

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Cancer Research

AUTHORS (29)

  • Aphrothiti J. Hanrahan
    Brooke E. Sylvester
    Matthew T. Chang
    Arijh Elzein
    Jianjiong Gao
    Weiwei Han
    Ye Liu
    Dong Xu
    Sizhi P. Gao
    Alexander N. Gorelick
    Alexis M. Jones
    Amber J. Kiliti
    Moriah H. Nissan
    Clare A. Nimura
    Abigail N. Poteshman
    Zhan Yao
    Yijun Gao
    Wenhuo Hu
    Hannah C. Wise
    Elena I. Gavrila
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