Deleterious Mutation Burden and Its Association with Complex Traits in Sorghum ( Sorghum bicolor )
Sorghum ( L.) is a major food cereal for millions of people worldwide. The sorghum genome, like other species, accumulates deleterious mutations, likely impacting its fitness. The lack of recombination, drift, and the coupling with favorable loci impede the removal of deleterious mutations from the...
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Veröffentlicht in: | Genetics (Austin) 2019-03, Vol.211 (3), p.1075-1087 |
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creator | Valluru, Ravi Gazave, Elodie E Fernandes, Samuel B Ferguson, John N Lozano, Roberto Hirannaiah, Pradeep Zuo, Tao Brown, Patrick J Leakey, Andrew D B Gore, Michael A Buckler, Edward S Bandillo, Nonoy |
description | Sorghum (
L.) is a major food cereal for millions of people worldwide. The sorghum genome, like other species, accumulates deleterious mutations, likely impacting its fitness. The lack of recombination, drift, and the coupling with favorable loci impede the removal of deleterious mutations from the genome by selection. To study how deleterious variants impact phenotypes, we identified putative deleterious mutations among ∼5.5 M segregating variants of 229 diverse biomass sorghum lines. We provide the whole-genome estimate of the deleterious burden in sorghum, showing that ∼33% of nonsynonymous substitutions are putatively deleterious. The pattern of mutation burden varies appreciably among racial groups. Across racial groups, the mutation burden correlated negatively with biomass, plant height, specific leaf area (SLA), and tissue starch content (TSC), suggesting that deleterious burden decreases trait fitness. Putatively deleterious variants explain roughly one-half of the genetic variance. However, there is only moderate improvement in total heritable variance explained for biomass (7.6%) and plant height (average of 3.1% across all stages). There is no advantage in total heritable variance for SLA and TSC. The contribution of putatively deleterious variants to phenotypic diversity therefore appears to be dependent on the genetic architecture of traits. Overall, these results suggest that incorporating putatively deleterious variants into genomic models slightly improves prediction accuracy because of extensive linkage. Knowledge of deleterious variants could be leveraged for sorghum breeding through either genome editing and/or conventional breeding that focuses on the selection of progeny with fewer deleterious alleles. |
doi_str_mv | 10.1534/genetics.118.301742 |
format | Article |
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L.) is a major food cereal for millions of people worldwide. The sorghum genome, like other species, accumulates deleterious mutations, likely impacting its fitness. The lack of recombination, drift, and the coupling with favorable loci impede the removal of deleterious mutations from the genome by selection. To study how deleterious variants impact phenotypes, we identified putative deleterious mutations among ∼5.5 M segregating variants of 229 diverse biomass sorghum lines. We provide the whole-genome estimate of the deleterious burden in sorghum, showing that ∼33% of nonsynonymous substitutions are putatively deleterious. The pattern of mutation burden varies appreciably among racial groups. Across racial groups, the mutation burden correlated negatively with biomass, plant height, specific leaf area (SLA), and tissue starch content (TSC), suggesting that deleterious burden decreases trait fitness. Putatively deleterious variants explain roughly one-half of the genetic variance. However, there is only moderate improvement in total heritable variance explained for biomass (7.6%) and plant height (average of 3.1% across all stages). There is no advantage in total heritable variance for SLA and TSC. The contribution of putatively deleterious variants to phenotypic diversity therefore appears to be dependent on the genetic architecture of traits. Overall, these results suggest that incorporating putatively deleterious variants into genomic models slightly improves prediction accuracy because of extensive linkage. Knowledge of deleterious variants could be leveraged for sorghum breeding through either genome editing and/or conventional breeding that focuses on the selection of progeny with fewer deleterious alleles.</description><identifier>ISSN: 1943-2631</identifier><identifier>ISSN: 0016-6731</identifier><identifier>EISSN: 1943-2631</identifier><identifier>DOI: 10.1534/genetics.118.301742</identifier><identifier>PMID: 30622134</identifier><language>eng</language><publisher>United States: Genetics Society of America</publisher><subject>Accuracy ; BASIC BIOLOGICAL SCIENCES ; Biomass ; Corn ; deleterious mutations ; Domestication ; Fitness ; Gene expression ; Gene Frequency ; Genetic diversity ; Genetic Fitness ; genetic load ; Genetic variance ; Genetics ; Genome editing ; genome-wide predictions ; Genomes ; Investigations ; Leaf area ; Loss of Function Mutation ; Model accuracy ; Models, Genetic ; Mutation ; Mutation Accumulation ; mutation burden ; Phenotypes ; Plant breeding ; Progeny ; Quantitative Trait, Heritable ; Recombination ; Reproductive fitness ; Sorghum ; Sorghum - genetics ; Sorghum - growth & development ; Sorghum - metabolism ; Sorghum bicolor ; Starch ; Starch - genetics</subject><ispartof>Genetics (Austin), 2019-03, Vol.211 (3), p.1075-1087</ispartof><rights>Copyright © 2019 by the Genetics Society of America.</rights><rights>Copyright Genetics Society of America Mar 2019</rights><rights>Copyright © 2019 by the Genetics Society of America 2019</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c510t-a7c78ff150ac707336f94f7b6e61c1ce54d761768c890a82830ab2ad5d2bc2d53</citedby><cites>FETCH-LOGICAL-c510t-a7c78ff150ac707336f94f7b6e61c1ce54d761768c890a82830ab2ad5d2bc2d53</cites><orcidid>0000-0003-1332-711X ; 0000-0001-6251-024X ; 0000-0002-3100-371X ; 0000-0001-5725-5766 ; 0000-0001-8269-535X ; 0000-0001-9654-4253 ; 0000-0003-3603-9997 ; 0000-0002-6581-1192 ; 0000-0001-6896-8024 ; 0000-0003-0760-4977 ; 0000-0002-5941-9047 ; 0000000157255766 ; 0000000336039997 ; 0000000265811192 ; 000000016251024X ; 0000000259419047 ; 0000000196544253 ; 000000023100371X ; 0000000168968024 ; 000000031332711X ; 000000018269535X ; 0000000307604977</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>230,314,780,784,885,27922,27923</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/30622134$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink><backlink>$$Uhttps://www.osti.gov/servlets/purl/1510283$$D View this record in Osti.gov$$Hfree_for_read</backlink></links><search><creatorcontrib>Valluru, Ravi</creatorcontrib><creatorcontrib>Gazave, Elodie E</creatorcontrib><creatorcontrib>Fernandes, Samuel B</creatorcontrib><creatorcontrib>Ferguson, John N</creatorcontrib><creatorcontrib>Lozano, Roberto</creatorcontrib><creatorcontrib>Hirannaiah, Pradeep</creatorcontrib><creatorcontrib>Zuo, Tao</creatorcontrib><creatorcontrib>Brown, Patrick J</creatorcontrib><creatorcontrib>Leakey, Andrew D B</creatorcontrib><creatorcontrib>Gore, Michael A</creatorcontrib><creatorcontrib>Buckler, Edward S</creatorcontrib><creatorcontrib>Bandillo, Nonoy</creatorcontrib><creatorcontrib>Univ. of Illinois at Urbana-Champaign, IL (United States)</creatorcontrib><title>Deleterious Mutation Burden and Its Association with Complex Traits in Sorghum ( Sorghum bicolor )</title><title>Genetics (Austin)</title><addtitle>Genetics</addtitle><description>Sorghum (
L.) is a major food cereal for millions of people worldwide. The sorghum genome, like other species, accumulates deleterious mutations, likely impacting its fitness. The lack of recombination, drift, and the coupling with favorable loci impede the removal of deleterious mutations from the genome by selection. To study how deleterious variants impact phenotypes, we identified putative deleterious mutations among ∼5.5 M segregating variants of 229 diverse biomass sorghum lines. We provide the whole-genome estimate of the deleterious burden in sorghum, showing that ∼33% of nonsynonymous substitutions are putatively deleterious. The pattern of mutation burden varies appreciably among racial groups. Across racial groups, the mutation burden correlated negatively with biomass, plant height, specific leaf area (SLA), and tissue starch content (TSC), suggesting that deleterious burden decreases trait fitness. Putatively deleterious variants explain roughly one-half of the genetic variance. However, there is only moderate improvement in total heritable variance explained for biomass (7.6%) and plant height (average of 3.1% across all stages). There is no advantage in total heritable variance for SLA and TSC. The contribution of putatively deleterious variants to phenotypic diversity therefore appears to be dependent on the genetic architecture of traits. Overall, these results suggest that incorporating putatively deleterious variants into genomic models slightly improves prediction accuracy because of extensive linkage. Knowledge of deleterious variants could be leveraged for sorghum breeding through either genome editing and/or conventional breeding that focuses on the selection of progeny with fewer deleterious alleles.</description><subject>Accuracy</subject><subject>BASIC BIOLOGICAL SCIENCES</subject><subject>Biomass</subject><subject>Corn</subject><subject>deleterious mutations</subject><subject>Domestication</subject><subject>Fitness</subject><subject>Gene expression</subject><subject>Gene Frequency</subject><subject>Genetic diversity</subject><subject>Genetic Fitness</subject><subject>genetic load</subject><subject>Genetic variance</subject><subject>Genetics</subject><subject>Genome editing</subject><subject>genome-wide predictions</subject><subject>Genomes</subject><subject>Investigations</subject><subject>Leaf area</subject><subject>Loss of Function Mutation</subject><subject>Model accuracy</subject><subject>Models, Genetic</subject><subject>Mutation</subject><subject>Mutation Accumulation</subject><subject>mutation burden</subject><subject>Phenotypes</subject><subject>Plant breeding</subject><subject>Progeny</subject><subject>Quantitative Trait, Heritable</subject><subject>Recombination</subject><subject>Reproductive fitness</subject><subject>Sorghum</subject><subject>Sorghum - genetics</subject><subject>Sorghum - growth & development</subject><subject>Sorghum - metabolism</subject><subject>Sorghum bicolor</subject><subject>Starch</subject><subject>Starch - 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Mutation Burden and Its Association with Complex Traits in Sorghum ( Sorghum bicolor )</title><author>Valluru, Ravi ; Gazave, Elodie E ; Fernandes, Samuel B ; Ferguson, John N ; Lozano, Roberto ; Hirannaiah, Pradeep ; Zuo, Tao ; Brown, Patrick J ; Leakey, Andrew D B ; Gore, Michael A ; Buckler, Edward S ; Bandillo, Nonoy</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c510t-a7c78ff150ac707336f94f7b6e61c1ce54d761768c890a82830ab2ad5d2bc2d53</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2019</creationdate><topic>Accuracy</topic><topic>BASIC BIOLOGICAL SCIENCES</topic><topic>Biomass</topic><topic>Corn</topic><topic>deleterious mutations</topic><topic>Domestication</topic><topic>Fitness</topic><topic>Gene expression</topic><topic>Gene Frequency</topic><topic>Genetic diversity</topic><topic>Genetic Fitness</topic><topic>genetic load</topic><topic>Genetic variance</topic><topic>Genetics</topic><topic>Genome editing</topic><topic>genome-wide predictions</topic><topic>Genomes</topic><topic>Investigations</topic><topic>Leaf area</topic><topic>Loss of Function Mutation</topic><topic>Model accuracy</topic><topic>Models, Genetic</topic><topic>Mutation</topic><topic>Mutation Accumulation</topic><topic>mutation burden</topic><topic>Phenotypes</topic><topic>Plant breeding</topic><topic>Progeny</topic><topic>Quantitative Trait, Heritable</topic><topic>Recombination</topic><topic>Reproductive fitness</topic><topic>Sorghum</topic><topic>Sorghum - genetics</topic><topic>Sorghum - growth & development</topic><topic>Sorghum - metabolism</topic><topic>Sorghum bicolor</topic><topic>Starch</topic><topic>Starch - genetics</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Valluru, Ravi</creatorcontrib><creatorcontrib>Gazave, Elodie E</creatorcontrib><creatorcontrib>Fernandes, Samuel 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Academic</collection><collection>OSTI.GOV - Hybrid</collection><collection>OSTI.GOV</collection><collection>PubMed Central (Full Participant titles)</collection><jtitle>Genetics (Austin)</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Valluru, Ravi</au><au>Gazave, Elodie E</au><au>Fernandes, Samuel B</au><au>Ferguson, John N</au><au>Lozano, Roberto</au><au>Hirannaiah, Pradeep</au><au>Zuo, Tao</au><au>Brown, Patrick J</au><au>Leakey, Andrew D B</au><au>Gore, Michael A</au><au>Buckler, Edward S</au><au>Bandillo, Nonoy</au><aucorp>Univ. of Illinois at Urbana-Champaign, IL (United States)</aucorp><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Deleterious Mutation Burden and Its Association with Complex Traits in Sorghum ( Sorghum bicolor )</atitle><jtitle>Genetics (Austin)</jtitle><addtitle>Genetics</addtitle><date>2019-03-01</date><risdate>2019</risdate><volume>211</volume><issue>3</issue><spage>1075</spage><epage>1087</epage><pages>1075-1087</pages><issn>1943-2631</issn><issn>0016-6731</issn><eissn>1943-2631</eissn><abstract>Sorghum (
L.) is a major food cereal for millions of people worldwide. The sorghum genome, like other species, accumulates deleterious mutations, likely impacting its fitness. The lack of recombination, drift, and the coupling with favorable loci impede the removal of deleterious mutations from the genome by selection. To study how deleterious variants impact phenotypes, we identified putative deleterious mutations among ∼5.5 M segregating variants of 229 diverse biomass sorghum lines. We provide the whole-genome estimate of the deleterious burden in sorghum, showing that ∼33% of nonsynonymous substitutions are putatively deleterious. The pattern of mutation burden varies appreciably among racial groups. Across racial groups, the mutation burden correlated negatively with biomass, plant height, specific leaf area (SLA), and tissue starch content (TSC), suggesting that deleterious burden decreases trait fitness. Putatively deleterious variants explain roughly one-half of the genetic variance. However, there is only moderate improvement in total heritable variance explained for biomass (7.6%) and plant height (average of 3.1% across all stages). There is no advantage in total heritable variance for SLA and TSC. The contribution of putatively deleterious variants to phenotypic diversity therefore appears to be dependent on the genetic architecture of traits. Overall, these results suggest that incorporating putatively deleterious variants into genomic models slightly improves prediction accuracy because of extensive linkage. Knowledge of deleterious variants could be leveraged for sorghum breeding through either genome editing and/or conventional breeding that focuses on the selection of progeny with fewer deleterious alleles.</abstract><cop>United States</cop><pub>Genetics Society of America</pub><pmid>30622134</pmid><doi>10.1534/genetics.118.301742</doi><tpages>13</tpages><orcidid>https://orcid.org/0000-0003-1332-711X</orcidid><orcidid>https://orcid.org/0000-0001-6251-024X</orcidid><orcidid>https://orcid.org/0000-0002-3100-371X</orcidid><orcidid>https://orcid.org/0000-0001-5725-5766</orcidid><orcidid>https://orcid.org/0000-0001-8269-535X</orcidid><orcidid>https://orcid.org/0000-0001-9654-4253</orcidid><orcidid>https://orcid.org/0000-0003-3603-9997</orcidid><orcidid>https://orcid.org/0000-0002-6581-1192</orcidid><orcidid>https://orcid.org/0000-0001-6896-8024</orcidid><orcidid>https://orcid.org/0000-0003-0760-4977</orcidid><orcidid>https://orcid.org/0000-0002-5941-9047</orcidid><orcidid>https://orcid.org/0000000157255766</orcidid><orcidid>https://orcid.org/0000000336039997</orcidid><orcidid>https://orcid.org/0000000265811192</orcidid><orcidid>https://orcid.org/000000016251024X</orcidid><orcidid>https://orcid.org/0000000259419047</orcidid><orcidid>https://orcid.org/0000000196544253</orcidid><orcidid>https://orcid.org/000000023100371X</orcidid><orcidid>https://orcid.org/0000000168968024</orcidid><orcidid>https://orcid.org/000000031332711X</orcidid><orcidid>https://orcid.org/000000018269535X</orcidid><orcidid>https://orcid.org/0000000307604977</orcidid><oa>free_for_read</oa></addata></record> |
fulltext | fulltext |
identifier | ISSN: 1943-2631 |
ispartof | Genetics (Austin), 2019-03, Vol.211 (3), p.1075-1087 |
issn | 1943-2631 0016-6731 1943-2631 |
language | eng |
recordid | cdi_pubmedcentral_primary_oai_pubmedcentral_nih_gov_6404259 |
source | MEDLINE; Oxford University Press Journals All Titles (1996-Current); EZB-FREE-00999 freely available EZB journals; Alma/SFX Local Collection |
subjects | Accuracy BASIC BIOLOGICAL SCIENCES Biomass Corn deleterious mutations Domestication Fitness Gene expression Gene Frequency Genetic diversity Genetic Fitness genetic load Genetic variance Genetics Genome editing genome-wide predictions Genomes Investigations Leaf area Loss of Function Mutation Model accuracy Models, Genetic Mutation Mutation Accumulation mutation burden Phenotypes Plant breeding Progeny Quantitative Trait, Heritable Recombination Reproductive fitness Sorghum Sorghum - genetics Sorghum - growth & development Sorghum - metabolism Sorghum bicolor Starch Starch - genetics |
title | Deleterious Mutation Burden and Its Association with Complex Traits in Sorghum ( Sorghum bicolor ) |
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