Improved genetic prediction of complex traits from individual-level data or summary statistics

Existing genetic prediction tools typically assume that genetic variants contribute equally towards the phenotype. The authors develop eight prediction tools that allow the user to specify the heritability model, and show that these tools enable substantially improved prediction of complex traits.

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Autores principales: Qianqian Zhang, Florian Privé, Bjarni Vilhjálmsson, Doug Speed
Formato: article
Lenguaje:EN
Publicado: Nature Portfolio 2021
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Acceso en línea:https://doaj.org/article/e6a0de6c6c764b68a43c1149c37ff7d3
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spelling oai:doaj.org-article:e6a0de6c6c764b68a43c1149c37ff7d32021-12-02T15:23:10ZImproved genetic prediction of complex traits from individual-level data or summary statistics10.1038/s41467-021-24485-y2041-1723https://doaj.org/article/e6a0de6c6c764b68a43c1149c37ff7d32021-07-01T00:00:00Zhttps://doi.org/10.1038/s41467-021-24485-yhttps://doaj.org/toc/2041-1723Existing genetic prediction tools typically assume that genetic variants contribute equally towards the phenotype. The authors develop eight prediction tools that allow the user to specify the heritability model, and show that these tools enable substantially improved prediction of complex traits.Qianqian ZhangFlorian PrivéBjarni VilhjálmssonDoug SpeedNature PortfolioarticleScienceQENNature Communications, Vol 12, Iss 1, Pp 1-9 (2021)
institution DOAJ
collection DOAJ
language EN
topic Science
Q
spellingShingle Science
Q
Qianqian Zhang
Florian Privé
Bjarni Vilhjálmsson
Doug Speed
Improved genetic prediction of complex traits from individual-level data or summary statistics
description Existing genetic prediction tools typically assume that genetic variants contribute equally towards the phenotype. The authors develop eight prediction tools that allow the user to specify the heritability model, and show that these tools enable substantially improved prediction of complex traits.
format article
author Qianqian Zhang
Florian Privé
Bjarni Vilhjálmsson
Doug Speed
author_facet Qianqian Zhang
Florian Privé
Bjarni Vilhjálmsson
Doug Speed
author_sort Qianqian Zhang
title Improved genetic prediction of complex traits from individual-level data or summary statistics
title_short Improved genetic prediction of complex traits from individual-level data or summary statistics
title_full Improved genetic prediction of complex traits from individual-level data or summary statistics
title_fullStr Improved genetic prediction of complex traits from individual-level data or summary statistics
title_full_unstemmed Improved genetic prediction of complex traits from individual-level data or summary statistics
title_sort improved genetic prediction of complex traits from individual-level data or summary statistics
publisher Nature Portfolio
publishDate 2021
url https://doaj.org/article/e6a0de6c6c764b68a43c1149c37ff7d3
work_keys_str_mv AT qianqianzhang improvedgeneticpredictionofcomplextraitsfromindividualleveldataorsummarystatistics
AT florianprive improvedgeneticpredictionofcomplextraitsfromindividualleveldataorsummarystatistics
AT bjarnivilhjalmsson improvedgeneticpredictionofcomplextraitsfromindividualleveldataorsummarystatistics
AT dougspeed improvedgeneticpredictionofcomplextraitsfromindividualleveldataorsummarystatistics
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