Prioritizing genes for systematic variant effect mapping.


Journal

Bioinformatics (Oxford, England)
ISSN: 1367-4811
Titre abrégé: Bioinformatics
Pays: England
ID NLM: 9808944

Informations de publication

Date de publication:
01 04 2021
Historique:
received: 27 05 2020
revised: 17 11 2020
accepted: 20 11 2020
pubmed: 11 12 2020
medline: 27 4 2021
entrez: 10 12 2020
Statut: ppublish

Résumé

When rare missense variants are clinically interpreted as to their pathogenicity, most are classified as variants of uncertain significance (VUS). Although functional assays can provide strong evidence for variant classification, such results are generally unavailable. Multiplexed assays of variant effect can generate experimental 'variant effect maps' that score nearly all possible missense variants in selected protein targets for their impact on protein function. However, these efforts have not always prioritized proteins for which variant effect maps would have the greatest impact on clinical variant interpretation. Here, we mined databases of clinically interpreted variants and applied three strategies, each building on the previous, to prioritize genes for systematic functional testing of missense variation. The strategies ranked genes (i) by the number of unique missense VUS that had been reported to ClinVar; (ii) by movability- and reappearance-weighted impact scores, to give extra weight to reappearing, movable VUS and (iii) by difficulty-adjusted impact scores, to account for the more resource-intensive nature of generating variant effect maps for longer genes. Our results could be used to guide systematic functional testing of missense variation toward greater impact on clinical variant interpretation. Source code available at: https://github.com/rothlab/mave-gene-prioritization. Supplementary data are available at Bioinformatics online.

Identifiants

pubmed: 33300982
pii: 6029515
doi: 10.1093/bioinformatics/btaa1008
pmc: PMC8016487
doi:

Substances chimiques

Proteins 0

Types de publication

Journal Article Research Support, N.I.H., Extramural Research Support, Non-U.S. Gov't

Langues

eng

Sous-ensembles de citation

IM

Pagination

5448-5455

Subventions

Organisme : NHGRI NIH HHS
ID : P50 HG004233
Pays : United States
Organisme : NHGRI NIH HHS
ID : RM1 HG010461
Pays : United States

Informations de copyright

© The Author(s) 2020. Published by Oxford University Press.

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Auteurs

Da Kuang (D)

Donnelly Centre, University of Toronto, Toronto, ON M5S 3E1, Canada.
Department of Molecular Genetics, University of Toronto, Toronto, ON M5S 1A8, Canada.
Lunenfeld-Tanenbaum Research Institute, Sinai Health System, Toronto, ON M5G 1X5, Canada.
Department of Computer Science, University of Toronto, Toronto, ON M5T 3A1, Canada.

Rebecca Truty (R)

Invitae Corporation, San Francisco, CA 94103, USA.

Jochen Weile (J)

Donnelly Centre, University of Toronto, Toronto, ON M5S 3E1, Canada.
Department of Molecular Genetics, University of Toronto, Toronto, ON M5S 1A8, Canada.
Lunenfeld-Tanenbaum Research Institute, Sinai Health System, Toronto, ON M5G 1X5, Canada.
Department of Computer Science, University of Toronto, Toronto, ON M5T 3A1, Canada.

Britt Johnson (B)

Invitae Corporation, San Francisco, CA 94103, USA.

Keith Nykamp (K)

Invitae Corporation, San Francisco, CA 94103, USA.

Carlos Araya (C)

Invitae Corporation, San Francisco, CA 94103, USA.

Robert L Nussbaum (RL)

Invitae Corporation, San Francisco, CA 94103, USA.

Frederick P Roth (FP)

Donnelly Centre, University of Toronto, Toronto, ON M5S 3E1, Canada.
Department of Molecular Genetics, University of Toronto, Toronto, ON M5S 1A8, Canada.
Lunenfeld-Tanenbaum Research Institute, Sinai Health System, Toronto, ON M5G 1X5, Canada.
Department of Computer Science, University of Toronto, Toronto, ON M5T 3A1, Canada.

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