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A Method to Prioritize Quantitative Traits and Individuals for Sequencing in Family-Based Studies

Owing to recent advances in DNA sequencing, it is now technically feasible to evaluate the contribution of rare variation to complex traits and diseases. However, it is still cost prohibitive to sequence the whole genome (or exome) of all individuals in each study. For quantitative traits, one strat...

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Autores principales: Shah, Kaanan P., Douglas, Julie A.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2013
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3633859/
https://www.ncbi.nlm.nih.gov/pubmed/23626830
http://dx.doi.org/10.1371/journal.pone.0062545
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author Shah, Kaanan P.
Douglas, Julie A.
author_facet Shah, Kaanan P.
Douglas, Julie A.
author_sort Shah, Kaanan P.
collection PubMed
description Owing to recent advances in DNA sequencing, it is now technically feasible to evaluate the contribution of rare variation to complex traits and diseases. However, it is still cost prohibitive to sequence the whole genome (or exome) of all individuals in each study. For quantitative traits, one strategy to reduce cost is to sequence individuals in the tails of the trait distribution. However, the next challenge becomes how to prioritize traits and individuals for sequencing since individuals are often characterized for dozens of medically relevant traits. In this article, we describe a new method, the Rare Variant Kinship Test (RVKT), which leverages relationship information in family-based studies to identify quantitative traits that are likely influenced by rare variants. Conditional on nuclear families and extended pedigrees, we evaluate the power of the RVKT via simulation. Not unexpectedly, the power of our method depends strongly on effect size, and to a lesser extent, on the frequency of the rare variant and the number and type of relationships in the sample. As an illustration, we also apply our method to data from two genetic studies in the Old Order Amish, a founder population with extensive genealogical records. Remarkably, we implicate the presence of a rare variant that lowers fasting triglyceride levels in the Heredity and Phenotype Intervention (HAPI) Heart study (p = 0.044), consistent with the presence of a previously identified null mutation in the APOC3 gene that lowers fasting triglyceride levels in HAPI Heart study participants.
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spelling pubmed-36338592013-04-26 A Method to Prioritize Quantitative Traits and Individuals for Sequencing in Family-Based Studies Shah, Kaanan P. Douglas, Julie A. PLoS One Research Article Owing to recent advances in DNA sequencing, it is now technically feasible to evaluate the contribution of rare variation to complex traits and diseases. However, it is still cost prohibitive to sequence the whole genome (or exome) of all individuals in each study. For quantitative traits, one strategy to reduce cost is to sequence individuals in the tails of the trait distribution. However, the next challenge becomes how to prioritize traits and individuals for sequencing since individuals are often characterized for dozens of medically relevant traits. In this article, we describe a new method, the Rare Variant Kinship Test (RVKT), which leverages relationship information in family-based studies to identify quantitative traits that are likely influenced by rare variants. Conditional on nuclear families and extended pedigrees, we evaluate the power of the RVKT via simulation. Not unexpectedly, the power of our method depends strongly on effect size, and to a lesser extent, on the frequency of the rare variant and the number and type of relationships in the sample. As an illustration, we also apply our method to data from two genetic studies in the Old Order Amish, a founder population with extensive genealogical records. Remarkably, we implicate the presence of a rare variant that lowers fasting triglyceride levels in the Heredity and Phenotype Intervention (HAPI) Heart study (p = 0.044), consistent with the presence of a previously identified null mutation in the APOC3 gene that lowers fasting triglyceride levels in HAPI Heart study participants. Public Library of Science 2013-04-23 /pmc/articles/PMC3633859/ /pubmed/23626830 http://dx.doi.org/10.1371/journal.pone.0062545 Text en © 2013 Shah, Douglas http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Shah, Kaanan P.
Douglas, Julie A.
A Method to Prioritize Quantitative Traits and Individuals for Sequencing in Family-Based Studies
title A Method to Prioritize Quantitative Traits and Individuals for Sequencing in Family-Based Studies
title_full A Method to Prioritize Quantitative Traits and Individuals for Sequencing in Family-Based Studies
title_fullStr A Method to Prioritize Quantitative Traits and Individuals for Sequencing in Family-Based Studies
title_full_unstemmed A Method to Prioritize Quantitative Traits and Individuals for Sequencing in Family-Based Studies
title_short A Method to Prioritize Quantitative Traits and Individuals for Sequencing in Family-Based Studies
title_sort method to prioritize quantitative traits and individuals for sequencing in family-based studies
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3633859/
https://www.ncbi.nlm.nih.gov/pubmed/23626830
http://dx.doi.org/10.1371/journal.pone.0062545
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