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Heritability estimates from genomewide relatedness matrices in wild populations: Application to a passerine, using a small sample size
Genomic developments have empowered the investigation of heritability in wild populations directly from genomewide relatedness matrices (GRM). Such GRM‐based approaches can in particular be used to improve or substitute approaches based on social pedigree (PED‐social). However, measuring heritabilit...
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Published in: | Molecular ecology resources 2018-07, Vol.18 (4), p.838-853 |
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description | Genomic developments have empowered the investigation of heritability in wild populations directly from genomewide relatedness matrices (GRM). Such GRM‐based approaches can in particular be used to improve or substitute approaches based on social pedigree (PED‐social). However, measuring heritability from GRM in the wild has not been widely applied yet, especially using small samples and in nonmodel species. Here, we estimated heritability for four quantitative traits (tarsus length, wing length, bill length and body mass), using PED‐social, a pedigree corrected by genetic data (PED‐corrected) and a GRM from a small sample (n = 494) of blue tits from natural populations in Corsica genotyped at nearly 50,000 filtered SNPs derived from RAD‐seq. We also measured genetic correlations among traits, and we performed chromosome partitioning. Heritability estimates were slightly higher when using GRM compared to PED‐social, and PED‐corrected yielded intermediate values, suggesting a minor underestimation of heritability in PED‐social due to incorrect pedigree links, including extra‐pair paternity, and to lower information content than the GRM. Genetic correlations among traits were similar between PED‐social and GRM but credible intervals were very large in both cases, suggesting a lack of power for this small data set. Although a positive linear relationship was found between the number of genes per chromosome and the chromosome heritability for tarsus length, chromosome partitioning similarly showed a lack of power for the three other traits. We discuss the usefulness and limitations of the quantitative genetic inferences based on genomic data in small samples from wild populations. |
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Such GRM‐based approaches can in particular be used to improve or substitute approaches based on social pedigree (PED‐social). However, measuring heritability from GRM in the wild has not been widely applied yet, especially using small samples and in nonmodel species. Here, we estimated heritability for four quantitative traits (tarsus length, wing length, bill length and body mass), using PED‐social, a pedigree corrected by genetic data (PED‐corrected) and a GRM from a small sample (n = 494) of blue tits from natural populations in Corsica genotyped at nearly 50,000 filtered SNPs derived from RAD‐seq. We also measured genetic correlations among traits, and we performed chromosome partitioning. Heritability estimates were slightly higher when using GRM compared to PED‐social, and PED‐corrected yielded intermediate values, suggesting a minor underestimation of heritability in PED‐social due to incorrect pedigree links, including extra‐pair paternity, and to lower information content than the GRM. Genetic correlations among traits were similar between PED‐social and GRM but credible intervals were very large in both cases, suggesting a lack of power for this small data set. Although a positive linear relationship was found between the number of genes per chromosome and the chromosome heritability for tarsus length, chromosome partitioning similarly showed a lack of power for the three other traits. We discuss the usefulness and limitations of the quantitative genetic inferences based on genomic data in small samples from wild populations.</description><identifier>ISSN: 1755-098X</identifier><identifier>EISSN: 1755-0998</identifier><identifier>DOI: 10.1111/1755-0998.12886</identifier><language>eng</language><publisher>Oxford: Wiley Subscription Services, Inc</publisher><subject>Biodiversity ; blue tit ; Body mass ; Chromosomes ; Correlation analysis ; Cyanistes caeruleus ; Data processing ; Extra-pair paternity ; genetic correlation ; genomewide relatedness matrices ; Heritability ; Life Sciences ; Natural populations ; Partitioning ; Pedigree ; phenotype ; Populations ; Populations and Evolution ; Quantitative genetics ; RAD‐sequencing ; Single-nucleotide polymorphism ; SNP</subject><ispartof>Molecular ecology resources, 2018-07, Vol.18 (4), p.838-853</ispartof><rights>2018 John Wiley & Sons Ltd</rights><rights>Copyright © 2018 John Wiley & Sons Ltd</rights><rights>Distributed under a Creative Commons Attribution 4.0 International License</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c4236-73b34fb05a3089730cca3cf8c4e96aacd083b51562c868461560d2c21dc6974c3</citedby><cites>FETCH-LOGICAL-c4236-73b34fb05a3089730cca3cf8c4e96aacd083b51562c868461560d2c21dc6974c3</cites><orcidid>0000-0001-5820-9374 ; 0000-0002-0691-2647</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>230,314,780,784,885,27924,27925</link.rule.ids><backlink>$$Uhttps://hal.science/hal-02326729$$DView record in HAL$$Hfree_for_read</backlink></links><search><creatorcontrib>Perrier, C.</creatorcontrib><creatorcontrib>Delahaie, B.</creatorcontrib><creatorcontrib>Charmantier, A.</creatorcontrib><title>Heritability estimates from genomewide relatedness matrices in wild populations: Application to a passerine, using a small sample size</title><title>Molecular ecology resources</title><description>Genomic developments have empowered the investigation of heritability in wild populations directly from genomewide relatedness matrices (GRM). Such GRM‐based approaches can in particular be used to improve or substitute approaches based on social pedigree (PED‐social). However, measuring heritability from GRM in the wild has not been widely applied yet, especially using small samples and in nonmodel species. Here, we estimated heritability for four quantitative traits (tarsus length, wing length, bill length and body mass), using PED‐social, a pedigree corrected by genetic data (PED‐corrected) and a GRM from a small sample (n = 494) of blue tits from natural populations in Corsica genotyped at nearly 50,000 filtered SNPs derived from RAD‐seq. We also measured genetic correlations among traits, and we performed chromosome partitioning. Heritability estimates were slightly higher when using GRM compared to PED‐social, and PED‐corrected yielded intermediate values, suggesting a minor underestimation of heritability in PED‐social due to incorrect pedigree links, including extra‐pair paternity, and to lower information content than the GRM. Genetic correlations among traits were similar between PED‐social and GRM but credible intervals were very large in both cases, suggesting a lack of power for this small data set. Although a positive linear relationship was found between the number of genes per chromosome and the chromosome heritability for tarsus length, chromosome partitioning similarly showed a lack of power for the three other traits. We discuss the usefulness and limitations of the quantitative genetic inferences based on genomic data in small samples from wild populations.</description><subject>Biodiversity</subject><subject>blue tit</subject><subject>Body mass</subject><subject>Chromosomes</subject><subject>Correlation analysis</subject><subject>Cyanistes caeruleus</subject><subject>Data processing</subject><subject>Extra-pair paternity</subject><subject>genetic correlation</subject><subject>genomewide relatedness matrices</subject><subject>Heritability</subject><subject>Life Sciences</subject><subject>Natural populations</subject><subject>Partitioning</subject><subject>Pedigree</subject><subject>phenotype</subject><subject>Populations</subject><subject>Populations and Evolution</subject><subject>Quantitative genetics</subject><subject>RAD‐sequencing</subject><subject>Single-nucleotide polymorphism</subject><subject>SNP</subject><issn>1755-098X</issn><issn>1755-0998</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2018</creationdate><recordtype>article</recordtype><recordid>eNqFkU1P3DAQhiPUSqW0514t9dJKLPgjsR1uKwTdSgtcQOrN8joOGDlx8CSg5Qf0d3eWVHvopb54_PqZsWfeovjC6AnDdcpUVS1oXesTxrWWB8XhXnm3j_WvD8VHgEdKJa1VeVj8XvkcRrsJMYxb4mEMnR09kDanjtz7PnX-JTSeZB9Rb3oPQJDIwSEUevISYkOGNEx4HVIPZ2Q5DDG4txMZE7FksAD4SO-PyQShv0cJOhsjAdsN0RMIr_5T8b61Efznv_tRcXd5cXu-Wqxvfvw8X64XruRCLpTYiLLd0MoKqmslqHNWuFa70tfSWtdQLTYVqyR3WupSYkQb7jhrnMR2nTgqvs91H2w0Q8Zm89YkG8xquTY7jXLBpeL1M0P228wOOT1NOBrTBXA-Rtv7NIHhlCsqNVcC0a__oI9pyj12gpRkSqpScaROZ8rlBJB9u_8Bo2bnodm5ZHaOmTcPMaOaM3DMfvs_3FxdXM95fwBkjJ68</recordid><startdate>201807</startdate><enddate>201807</enddate><creator>Perrier, C.</creator><creator>Delahaie, B.</creator><creator>Charmantier, A.</creator><general>Wiley Subscription Services, Inc</general><general>Wiley/Blackwell</general><scope>AAYXX</scope><scope>CITATION</scope><scope>7SN</scope><scope>7SS</scope><scope>8FD</scope><scope>C1K</scope><scope>FR3</scope><scope>M7N</scope><scope>P64</scope><scope>RC3</scope><scope>7X8</scope><scope>1XC</scope><scope>VOOES</scope><orcidid>https://orcid.org/0000-0001-5820-9374</orcidid><orcidid>https://orcid.org/0000-0002-0691-2647</orcidid></search><sort><creationdate>201807</creationdate><title>Heritability estimates from genomewide relatedness matrices in wild populations: Application to a passerine, using a small sample size</title><author>Perrier, C. ; Delahaie, B. ; Charmantier, A.</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c4236-73b34fb05a3089730cca3cf8c4e96aacd083b51562c868461560d2c21dc6974c3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2018</creationdate><topic>Biodiversity</topic><topic>blue tit</topic><topic>Body mass</topic><topic>Chromosomes</topic><topic>Correlation analysis</topic><topic>Cyanistes caeruleus</topic><topic>Data processing</topic><topic>Extra-pair paternity</topic><topic>genetic correlation</topic><topic>genomewide relatedness matrices</topic><topic>Heritability</topic><topic>Life Sciences</topic><topic>Natural populations</topic><topic>Partitioning</topic><topic>Pedigree</topic><topic>phenotype</topic><topic>Populations</topic><topic>Populations and Evolution</topic><topic>Quantitative genetics</topic><topic>RAD‐sequencing</topic><topic>Single-nucleotide polymorphism</topic><topic>SNP</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Perrier, C.</creatorcontrib><creatorcontrib>Delahaie, B.</creatorcontrib><creatorcontrib>Charmantier, A.</creatorcontrib><collection>CrossRef</collection><collection>Ecology Abstracts</collection><collection>Entomology Abstracts (Full archive)</collection><collection>Technology Research Database</collection><collection>Environmental Sciences and Pollution Management</collection><collection>Engineering Research Database</collection><collection>Algology Mycology and Protozoology Abstracts (Microbiology C)</collection><collection>Biotechnology and BioEngineering Abstracts</collection><collection>Genetics Abstracts</collection><collection>MEDLINE - Academic</collection><collection>Hyper Article en Ligne (HAL)</collection><collection>Hyper Article en Ligne (HAL) (Open Access)</collection><jtitle>Molecular ecology resources</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Perrier, C.</au><au>Delahaie, B.</au><au>Charmantier, A.</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Heritability estimates from genomewide relatedness matrices in wild populations: Application to a passerine, using a small sample size</atitle><jtitle>Molecular ecology resources</jtitle><date>2018-07</date><risdate>2018</risdate><volume>18</volume><issue>4</issue><spage>838</spage><epage>853</epage><pages>838-853</pages><issn>1755-098X</issn><eissn>1755-0998</eissn><abstract>Genomic developments have empowered the investigation of heritability in wild populations directly from genomewide relatedness matrices (GRM). Such GRM‐based approaches can in particular be used to improve or substitute approaches based on social pedigree (PED‐social). However, measuring heritability from GRM in the wild has not been widely applied yet, especially using small samples and in nonmodel species. Here, we estimated heritability for four quantitative traits (tarsus length, wing length, bill length and body mass), using PED‐social, a pedigree corrected by genetic data (PED‐corrected) and a GRM from a small sample (n = 494) of blue tits from natural populations in Corsica genotyped at nearly 50,000 filtered SNPs derived from RAD‐seq. We also measured genetic correlations among traits, and we performed chromosome partitioning. Heritability estimates were slightly higher when using GRM compared to PED‐social, and PED‐corrected yielded intermediate values, suggesting a minor underestimation of heritability in PED‐social due to incorrect pedigree links, including extra‐pair paternity, and to lower information content than the GRM. Genetic correlations among traits were similar between PED‐social and GRM but credible intervals were very large in both cases, suggesting a lack of power for this small data set. Although a positive linear relationship was found between the number of genes per chromosome and the chromosome heritability for tarsus length, chromosome partitioning similarly showed a lack of power for the three other traits. 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subjects | Biodiversity blue tit Body mass Chromosomes Correlation analysis Cyanistes caeruleus Data processing Extra-pair paternity genetic correlation genomewide relatedness matrices Heritability Life Sciences Natural populations Partitioning Pedigree phenotype Populations Populations and Evolution Quantitative genetics RAD‐sequencing Single-nucleotide polymorphism SNP |
title | Heritability estimates from genomewide relatedness matrices in wild populations: Application to a passerine, using a small sample size |
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