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
Hauptverfasser: 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
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container_issue 3
container_start_page 1075
container_title Genetics (Austin)
container_volume 211
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
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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. 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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. 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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 &amp; 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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>
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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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