International Journal of Molecular Sciences (May 2021)

Analysis and Interpretation of the Impact of Missense Variants in Cancer

  • Maria Petrosino,
  • Leonore Novak,
  • Alessandra Pasquo,
  • Roberta Chiaraluce,
  • Paola Turina,
  • Emidio Capriotti,
  • Valerio Consalvi

DOI
https://doi.org/10.3390/ijms22115416
Journal volume & issue
Vol. 22, no. 11
p. 5416

Abstract

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Large scale genome sequencing allowed the identification of a massive number of genetic variations, whose impact on human health is still unknown. In this review we analyze, by an in silico-based strategy, the impact of missense variants on cancer-related genes, whose effect on protein stability and function was experimentally determined. We collected a set of 164 variants from 11 proteins to analyze the impact of missense mutations at structural and functional levels, and to assess the performance of state-of-the-art methods (FoldX and Meta-SNP) for predicting protein stability change and pathogenicity. The result of our analysis shows that a combination of experimental data on protein stability and in silico pathogenicity predictions allowed the identification of a subset of variants with a high probability of having a deleterious phenotypic effect, as confirmed by the significant enrichment of the subset in variants annotated in the COSMIC database as putative cancer-driving variants. Our analysis suggests that the integration of experimental and computational approaches may contribute to evaluate the risk for complex disorders and develop more effective treatment strategies.

Keywords