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Estimating Genetic Similarity Matrices Using Phylogenies

Genetic similarity is a measure of the genetic relatedness among individuals. The standard method for computing these matrices involves the inner product of observed genetic variants. Such an approach is inaccurate or impossible if genotypes are not available, or not densely sampled, or of poor qual...

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Autores principales: Wang, Shijia, Ge, Shufei, Colijn, Caroline, Biller, Priscila, Wang, Liangliang, Elliott, Lloyd T.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Mary Ann Liebert, Inc., publishers 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8219189/
https://www.ncbi.nlm.nih.gov/pubmed/33926225
http://dx.doi.org/10.1089/cmb.2020.0375
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author Wang, Shijia
Ge, Shufei
Colijn, Caroline
Biller, Priscila
Wang, Liangliang
Elliott, Lloyd T.
author_facet Wang, Shijia
Ge, Shufei
Colijn, Caroline
Biller, Priscila
Wang, Liangliang
Elliott, Lloyd T.
author_sort Wang, Shijia
collection PubMed
description Genetic similarity is a measure of the genetic relatedness among individuals. The standard method for computing these matrices involves the inner product of observed genetic variants. Such an approach is inaccurate or impossible if genotypes are not available, or not densely sampled, or of poor quality (e.g., genetic analysis of extinct species). We provide a new method for computing genetic similarities among individuals using phylogenetic trees. Our method can supplement (or stand in for) computations based on genotypes. We provide simulations suggesting that the genetic similarity matrices computed from trees are consistent with those computed from genotypes. With our methods, quantitative analysis on genetic traits and analysis of heritability and coheritability can be conducted directly using genetic similarity matrices and so in the absence of genotype data, or under uncertainty in the phylogenetic tree. We use simulation studies to demonstrate the advantages of our method, and we provide applications to data.
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spelling pubmed-82191892021-06-23 Estimating Genetic Similarity Matrices Using Phylogenies Wang, Shijia Ge, Shufei Colijn, Caroline Biller, Priscila Wang, Liangliang Elliott, Lloyd T. J Comput Biol Research Articles Genetic similarity is a measure of the genetic relatedness among individuals. The standard method for computing these matrices involves the inner product of observed genetic variants. Such an approach is inaccurate or impossible if genotypes are not available, or not densely sampled, or of poor quality (e.g., genetic analysis of extinct species). We provide a new method for computing genetic similarities among individuals using phylogenetic trees. Our method can supplement (or stand in for) computations based on genotypes. We provide simulations suggesting that the genetic similarity matrices computed from trees are consistent with those computed from genotypes. With our methods, quantitative analysis on genetic traits and analysis of heritability and coheritability can be conducted directly using genetic similarity matrices and so in the absence of genotype data, or under uncertainty in the phylogenetic tree. We use simulation studies to demonstrate the advantages of our method, and we provide applications to data. Mary Ann Liebert, Inc., publishers 2021-06-01 2021-06-14 /pmc/articles/PMC8219189/ /pubmed/33926225 http://dx.doi.org/10.1089/cmb.2020.0375 Text en © Shijia Wang et al., 2021; Published by Mary Ann Liebert, Inc. https://creativecommons.org/licenses/by/4.0/This Open Access article is distributed under the terms of the Creative Commons License [CC-BY] (http://creativecommons.org/licenses/by/4.0 (https://creativecommons.org/licenses/by/4.0/) ), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Articles
Wang, Shijia
Ge, Shufei
Colijn, Caroline
Biller, Priscila
Wang, Liangliang
Elliott, Lloyd T.
Estimating Genetic Similarity Matrices Using Phylogenies
title Estimating Genetic Similarity Matrices Using Phylogenies
title_full Estimating Genetic Similarity Matrices Using Phylogenies
title_fullStr Estimating Genetic Similarity Matrices Using Phylogenies
title_full_unstemmed Estimating Genetic Similarity Matrices Using Phylogenies
title_short Estimating Genetic Similarity Matrices Using Phylogenies
title_sort estimating genetic similarity matrices using phylogenies
topic Research Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8219189/
https://www.ncbi.nlm.nih.gov/pubmed/33926225
http://dx.doi.org/10.1089/cmb.2020.0375
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