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PWAS: proteome-wide association study—linking genes and phenotypes by functional variation in proteins

We introduce Proteome-Wide Association Study (PWAS), a new method for detecting gene-phenotype associations mediated by protein function alterations. PWAS aggregates the signal of all variants jointly affecting a protein-coding gene and assesses their overall impact on the protein’s function using m...

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Detalles Bibliográficos
Autores principales: Brandes, Nadav, Linial, Nathan, Linial, Michal
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7386203/
https://www.ncbi.nlm.nih.gov/pubmed/32665031
http://dx.doi.org/10.1186/s13059-020-02089-x
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author Brandes, Nadav
Linial, Nathan
Linial, Michal
author_facet Brandes, Nadav
Linial, Nathan
Linial, Michal
author_sort Brandes, Nadav
collection PubMed
description We introduce Proteome-Wide Association Study (PWAS), a new method for detecting gene-phenotype associations mediated by protein function alterations. PWAS aggregates the signal of all variants jointly affecting a protein-coding gene and assesses their overall impact on the protein’s function using machine learning and probabilistic models. Subsequently, it tests whether the gene exhibits functional variability between individuals that correlates with the phenotype of interest. PWAS can capture complex modes of heritability, including recessive inheritance. A comparison with GWAS and other existing methods proves its capacity to recover causal protein-coding genes and highlight new associations. PWAS is available as a command-line tool.
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spelling pubmed-73862032020-07-29 PWAS: proteome-wide association study—linking genes and phenotypes by functional variation in proteins Brandes, Nadav Linial, Nathan Linial, Michal Genome Biol Method We introduce Proteome-Wide Association Study (PWAS), a new method for detecting gene-phenotype associations mediated by protein function alterations. PWAS aggregates the signal of all variants jointly affecting a protein-coding gene and assesses their overall impact on the protein’s function using machine learning and probabilistic models. Subsequently, it tests whether the gene exhibits functional variability between individuals that correlates with the phenotype of interest. PWAS can capture complex modes of heritability, including recessive inheritance. A comparison with GWAS and other existing methods proves its capacity to recover causal protein-coding genes and highlight new associations. PWAS is available as a command-line tool. BioMed Central 2020-07-27 /pmc/articles/PMC7386203/ /pubmed/32665031 http://dx.doi.org/10.1186/s13059-020-02089-x Text en © The Author(s) 2020 Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated in a credit line to the data.
spellingShingle Method
Brandes, Nadav
Linial, Nathan
Linial, Michal
PWAS: proteome-wide association study—linking genes and phenotypes by functional variation in proteins
title PWAS: proteome-wide association study—linking genes and phenotypes by functional variation in proteins
title_full PWAS: proteome-wide association study—linking genes and phenotypes by functional variation in proteins
title_fullStr PWAS: proteome-wide association study—linking genes and phenotypes by functional variation in proteins
title_full_unstemmed PWAS: proteome-wide association study—linking genes and phenotypes by functional variation in proteins
title_short PWAS: proteome-wide association study—linking genes and phenotypes by functional variation in proteins
title_sort pwas: proteome-wide association study—linking genes and phenotypes by functional variation in proteins
topic Method
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7386203/
https://www.ncbi.nlm.nih.gov/pubmed/32665031
http://dx.doi.org/10.1186/s13059-020-02089-x
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