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Contribution of rare whole-genome sequencing variants to plasma protein levels and the missing heritability

Despite the success of genome-wide association studies, much of the genetic contribution to complex traits remains unexplained. Here, we analyse high coverage whole-genome sequencing data, to evaluate the contribution of rare genetic variants to 414 plasma proteins. The frequency distribution of gen...

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Autores principales: Kierczak, Marcin, Rafati, Nima, Höglund, Julia, Gourlé, Hadrien, Lo Faro, Valeria, Schmitz, Daniel, Ek, Weronica E., Gyllensten, Ulf, Enroth, Stefan, Ekman, Diana, Nystedt, Björn, Karlsson, Torgny, Johansson, Åsa
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9085767/
https://www.ncbi.nlm.nih.gov/pubmed/35534486
http://dx.doi.org/10.1038/s41467-022-30208-8
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author Kierczak, Marcin
Rafati, Nima
Höglund, Julia
Gourlé, Hadrien
Lo Faro, Valeria
Schmitz, Daniel
Ek, Weronica E.
Gyllensten, Ulf
Enroth, Stefan
Ekman, Diana
Nystedt, Björn
Karlsson, Torgny
Johansson, Åsa
author_facet Kierczak, Marcin
Rafati, Nima
Höglund, Julia
Gourlé, Hadrien
Lo Faro, Valeria
Schmitz, Daniel
Ek, Weronica E.
Gyllensten, Ulf
Enroth, Stefan
Ekman, Diana
Nystedt, Björn
Karlsson, Torgny
Johansson, Åsa
author_sort Kierczak, Marcin
collection PubMed
description Despite the success of genome-wide association studies, much of the genetic contribution to complex traits remains unexplained. Here, we analyse high coverage whole-genome sequencing data, to evaluate the contribution of rare genetic variants to 414 plasma proteins. The frequency distribution of genetic variants is skewed towards the rare spectrum, and damaging variants are more often rare. We estimate that less than 4.3% of the narrow-sense heritability is expected to be explained by rare variants in our cohort. Using a gene-based approach, we identify Cis-associations for 237 of the proteins, which is slightly more compared to a GWAS (N = 213), and we identify 34 associated loci in Trans. Several associations are driven by rare variants, which have larger effects, on average. We therefore conclude that rare variants could be of importance for precision medicine applications, but have a more limited contribution to the missing heritability of complex diseases.
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spelling pubmed-90857672022-05-11 Contribution of rare whole-genome sequencing variants to plasma protein levels and the missing heritability Kierczak, Marcin Rafati, Nima Höglund, Julia Gourlé, Hadrien Lo Faro, Valeria Schmitz, Daniel Ek, Weronica E. Gyllensten, Ulf Enroth, Stefan Ekman, Diana Nystedt, Björn Karlsson, Torgny Johansson, Åsa Nat Commun Article Despite the success of genome-wide association studies, much of the genetic contribution to complex traits remains unexplained. Here, we analyse high coverage whole-genome sequencing data, to evaluate the contribution of rare genetic variants to 414 plasma proteins. The frequency distribution of genetic variants is skewed towards the rare spectrum, and damaging variants are more often rare. We estimate that less than 4.3% of the narrow-sense heritability is expected to be explained by rare variants in our cohort. Using a gene-based approach, we identify Cis-associations for 237 of the proteins, which is slightly more compared to a GWAS (N = 213), and we identify 34 associated loci in Trans. Several associations are driven by rare variants, which have larger effects, on average. We therefore conclude that rare variants could be of importance for precision medicine applications, but have a more limited contribution to the missing heritability of complex diseases. Nature Publishing Group UK 2022-05-09 /pmc/articles/PMC9085767/ /pubmed/35534486 http://dx.doi.org/10.1038/s41467-022-30208-8 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open Access This 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 license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license 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 license, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Kierczak, Marcin
Rafati, Nima
Höglund, Julia
Gourlé, Hadrien
Lo Faro, Valeria
Schmitz, Daniel
Ek, Weronica E.
Gyllensten, Ulf
Enroth, Stefan
Ekman, Diana
Nystedt, Björn
Karlsson, Torgny
Johansson, Åsa
Contribution of rare whole-genome sequencing variants to plasma protein levels and the missing heritability
title Contribution of rare whole-genome sequencing variants to plasma protein levels and the missing heritability
title_full Contribution of rare whole-genome sequencing variants to plasma protein levels and the missing heritability
title_fullStr Contribution of rare whole-genome sequencing variants to plasma protein levels and the missing heritability
title_full_unstemmed Contribution of rare whole-genome sequencing variants to plasma protein levels and the missing heritability
title_short Contribution of rare whole-genome sequencing variants to plasma protein levels and the missing heritability
title_sort contribution of rare whole-genome sequencing variants to plasma protein levels and the missing heritability
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9085767/
https://www.ncbi.nlm.nih.gov/pubmed/35534486
http://dx.doi.org/10.1038/s41467-022-30208-8
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