Analysis and Interpretation of the Impact of Missense Variants in Cancer

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...

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Main Authors: Maria Petrosino, Leonore Novak, Alessandra Pasquo, Roberta Chiaraluce, Paola Turina, Emidio Capriotti, Valerio Consalvi
Format: Article
Language:English
Published: MDPI AG 2021-05-01
Series:International Journal of Molecular Sciences
Subjects:
Online Access:https://www.mdpi.com/1422-0067/22/11/5416
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spelling doaj-5a0b3dd509aa49b68568b223c8072a6f2021-06-01T00:39:54ZengMDPI AGInternational Journal of Molecular Sciences1661-65961422-00672021-05-01225416541610.3390/ijms22115416Analysis and Interpretation of the Impact of Missense Variants in CancerMaria Petrosino0Leonore Novak1Alessandra Pasquo2Roberta Chiaraluce3Paola Turina4Emidio Capriotti5Valerio Consalvi6Dipartimento Scienze Biochimiche “A. Rossi Fanelli”, Sapienza University of Rome, 00185 Roma, ItalyDipartimento Scienze Biochimiche “A. Rossi Fanelli”, Sapienza University of Rome, 00185 Roma, ItalyENEA CR Frascati, Diagnostics and Metrology Laboratory FSN-TECFIS-DIM, 00044 Frascati, ItalyDipartimento Scienze Biochimiche “A. Rossi Fanelli”, Sapienza University of Rome, 00185 Roma, ItalyDipartimento di Farmacia e Biotecnologie (FaBiT), University of Bologna, 40126 Bologna, ItalyDipartimento di Farmacia e Biotecnologie (FaBiT), University of Bologna, 40126 Bologna, ItalyDipartimento Scienze Biochimiche “A. Rossi Fanelli”, Sapienza University of Rome, 00185 Roma, ItalyLarge 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.https://www.mdpi.com/1422-0067/22/11/5416protein structureprotein stabilityprotein functionsingle amino acid variantputative cancer driving variantfree-energy change
collection DOAJ
language English
format Article
sources DOAJ
author Maria Petrosino
Leonore Novak
Alessandra Pasquo
Roberta Chiaraluce
Paola Turina
Emidio Capriotti
Valerio Consalvi
spellingShingle Maria Petrosino
Leonore Novak
Alessandra Pasquo
Roberta Chiaraluce
Paola Turina
Emidio Capriotti
Valerio Consalvi
Analysis and Interpretation of the Impact of Missense Variants in Cancer
International Journal of Molecular Sciences
protein structure
protein stability
protein function
single amino acid variant
putative cancer driving variant
free-energy change
author_facet Maria Petrosino
Leonore Novak
Alessandra Pasquo
Roberta Chiaraluce
Paola Turina
Emidio Capriotti
Valerio Consalvi
author_sort Maria Petrosino
title Analysis and Interpretation of the Impact of Missense Variants in Cancer
title_short Analysis and Interpretation of the Impact of Missense Variants in Cancer
title_full Analysis and Interpretation of the Impact of Missense Variants in Cancer
title_fullStr Analysis and Interpretation of the Impact of Missense Variants in Cancer
title_full_unstemmed Analysis and Interpretation of the Impact of Missense Variants in Cancer
title_sort analysis and interpretation of the impact of missense variants in cancer
publisher MDPI AG
series International Journal of Molecular Sciences
issn 1661-6596
1422-0067
publishDate 2021-05-01
description 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.
topic protein structure
protein stability
protein function
single amino acid variant
putative cancer driving variant
free-energy change
url https://www.mdpi.com/1422-0067/22/11/5416
work_keys_str_mv AT mariapetrosino analysisandinterpretationoftheimpactofmissensevariantsincancer
AT leonorenovak analysisandinterpretationoftheimpactofmissensevariantsincancer
AT alessandrapasquo analysisandinterpretationoftheimpactofmissensevariantsincancer
AT robertachiaraluce analysisandinterpretationoftheimpactofmissensevariantsincancer
AT paolaturina analysisandinterpretationoftheimpactofmissensevariantsincancer
AT emidiocapriotti analysisandinterpretationoftheimpactofmissensevariantsincancer
AT valerioconsalvi analysisandinterpretationoftheimpactofmissensevariantsincancer
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