Cargando…
Genetic architecture of quantitative traits in beef cattle revealed by genome wide association studies of imputed whole genome sequence variants: I: feed efficiency and component traits
BACKGROUND: Genome wide association studies (GWAS) on residual feed intake (RFI) and its component traits including daily dry matter intake (DMI), average daily gain (ADG), and metabolic body weight (MWT) were conducted in a population of 7573 animals from multiple beef cattle breeds based on 7,853,...
Autores principales: | , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2020
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6956504/ https://www.ncbi.nlm.nih.gov/pubmed/31931702 http://dx.doi.org/10.1186/s12864-019-6362-1 |
_version_ | 1783487168306479104 |
---|---|
author | Zhang, Feng Wang, Yining Mukiibi, Robert Chen, Liuhong Vinsky, Michael Plastow, Graham Basarab, John Stothard, Paul Li, Changxi |
author_facet | Zhang, Feng Wang, Yining Mukiibi, Robert Chen, Liuhong Vinsky, Michael Plastow, Graham Basarab, John Stothard, Paul Li, Changxi |
author_sort | Zhang, Feng |
collection | PubMed |
description | BACKGROUND: Genome wide association studies (GWAS) on residual feed intake (RFI) and its component traits including daily dry matter intake (DMI), average daily gain (ADG), and metabolic body weight (MWT) were conducted in a population of 7573 animals from multiple beef cattle breeds based on 7,853,211 imputed whole genome sequence variants. The GWAS results were used to elucidate genetic architectures of the feed efficiency related traits in beef cattle. RESULTS: The DNA variant allele substitution effects approximated a bell-shaped distribution for all the traits while the distribution of additive genetic variances explained by single DNA variants followed a scaled inverse chi-squared distribution to a greater extent. With a threshold of P-value < 1.00E-05, 16, 72, 88, and 116 lead DNA variants on multiple chromosomes were significantly associated with RFI, DMI, ADG, and MWT, respectively. In addition, lead DNA variants with potentially large pleiotropic effects on DMI, ADG, and MWT were found on chromosomes 6, 14 and 20. On average, missense, 3’UTR, 5’UTR, and other regulatory region variants exhibited larger allele substitution effects in comparison to other functional classes. Intergenic and intron variants captured smaller proportions of additive genetic variance per DNA variant. Instead 3’UTR and synonymous variants explained a greater amount of genetic variance per DNA variant for all the traits examined while missense, 5’UTR and other regulatory region variants accounted for relatively more additive genetic variance per sequence variant for RFI and ADG, respectively. In total, 25 to 27 enriched cellular and molecular functions were identified with lipid metabolism and carbohydrate metabolism being the most significant for the feed efficiency traits. CONCLUSIONS: RFI is controlled by many DNA variants with relatively small effects whereas DMI, ADG, and MWT are influenced by a few DNA variants with large effects and many DNA variants with small effects. Nucleotide polymorphisms in regulatory region and synonymous functional classes play a more important role per sequence variant in determining variation of the feed efficiency traits. The genetic architecture as revealed by the GWAS of the imputed 7,853,211 DNA variants will improve our understanding on the genetic control of feed efficiency traits in beef cattle. |
format | Online Article Text |
id | pubmed-6956504 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-69565042020-01-17 Genetic architecture of quantitative traits in beef cattle revealed by genome wide association studies of imputed whole genome sequence variants: I: feed efficiency and component traits Zhang, Feng Wang, Yining Mukiibi, Robert Chen, Liuhong Vinsky, Michael Plastow, Graham Basarab, John Stothard, Paul Li, Changxi BMC Genomics Research Article BACKGROUND: Genome wide association studies (GWAS) on residual feed intake (RFI) and its component traits including daily dry matter intake (DMI), average daily gain (ADG), and metabolic body weight (MWT) were conducted in a population of 7573 animals from multiple beef cattle breeds based on 7,853,211 imputed whole genome sequence variants. The GWAS results were used to elucidate genetic architectures of the feed efficiency related traits in beef cattle. RESULTS: The DNA variant allele substitution effects approximated a bell-shaped distribution for all the traits while the distribution of additive genetic variances explained by single DNA variants followed a scaled inverse chi-squared distribution to a greater extent. With a threshold of P-value < 1.00E-05, 16, 72, 88, and 116 lead DNA variants on multiple chromosomes were significantly associated with RFI, DMI, ADG, and MWT, respectively. In addition, lead DNA variants with potentially large pleiotropic effects on DMI, ADG, and MWT were found on chromosomes 6, 14 and 20. On average, missense, 3’UTR, 5’UTR, and other regulatory region variants exhibited larger allele substitution effects in comparison to other functional classes. Intergenic and intron variants captured smaller proportions of additive genetic variance per DNA variant. Instead 3’UTR and synonymous variants explained a greater amount of genetic variance per DNA variant for all the traits examined while missense, 5’UTR and other regulatory region variants accounted for relatively more additive genetic variance per sequence variant for RFI and ADG, respectively. In total, 25 to 27 enriched cellular and molecular functions were identified with lipid metabolism and carbohydrate metabolism being the most significant for the feed efficiency traits. CONCLUSIONS: RFI is controlled by many DNA variants with relatively small effects whereas DMI, ADG, and MWT are influenced by a few DNA variants with large effects and many DNA variants with small effects. Nucleotide polymorphisms in regulatory region and synonymous functional classes play a more important role per sequence variant in determining variation of the feed efficiency traits. The genetic architecture as revealed by the GWAS of the imputed 7,853,211 DNA variants will improve our understanding on the genetic control of feed efficiency traits in beef cattle. BioMed Central 2020-01-13 /pmc/articles/PMC6956504/ /pubmed/31931702 http://dx.doi.org/10.1186/s12864-019-6362-1 Text en © Her Majesty the Queen in Right of Canada 2020 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. |
spellingShingle | Research Article Zhang, Feng Wang, Yining Mukiibi, Robert Chen, Liuhong Vinsky, Michael Plastow, Graham Basarab, John Stothard, Paul Li, Changxi Genetic architecture of quantitative traits in beef cattle revealed by genome wide association studies of imputed whole genome sequence variants: I: feed efficiency and component traits |
title | Genetic architecture of quantitative traits in beef cattle revealed by genome wide association studies of imputed whole genome sequence variants: I: feed efficiency and component traits |
title_full | Genetic architecture of quantitative traits in beef cattle revealed by genome wide association studies of imputed whole genome sequence variants: I: feed efficiency and component traits |
title_fullStr | Genetic architecture of quantitative traits in beef cattle revealed by genome wide association studies of imputed whole genome sequence variants: I: feed efficiency and component traits |
title_full_unstemmed | Genetic architecture of quantitative traits in beef cattle revealed by genome wide association studies of imputed whole genome sequence variants: I: feed efficiency and component traits |
title_short | Genetic architecture of quantitative traits in beef cattle revealed by genome wide association studies of imputed whole genome sequence variants: I: feed efficiency and component traits |
title_sort | genetic architecture of quantitative traits in beef cattle revealed by genome wide association studies of imputed whole genome sequence variants: i: feed efficiency and component traits |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6956504/ https://www.ncbi.nlm.nih.gov/pubmed/31931702 http://dx.doi.org/10.1186/s12864-019-6362-1 |
work_keys_str_mv | AT zhangfeng geneticarchitectureofquantitativetraitsinbeefcattlerevealedbygenomewideassociationstudiesofimputedwholegenomesequencevariantsifeedefficiencyandcomponenttraits AT wangyining geneticarchitectureofquantitativetraitsinbeefcattlerevealedbygenomewideassociationstudiesofimputedwholegenomesequencevariantsifeedefficiencyandcomponenttraits AT mukiibirobert geneticarchitectureofquantitativetraitsinbeefcattlerevealedbygenomewideassociationstudiesofimputedwholegenomesequencevariantsifeedefficiencyandcomponenttraits AT chenliuhong geneticarchitectureofquantitativetraitsinbeefcattlerevealedbygenomewideassociationstudiesofimputedwholegenomesequencevariantsifeedefficiencyandcomponenttraits AT vinskymichael geneticarchitectureofquantitativetraitsinbeefcattlerevealedbygenomewideassociationstudiesofimputedwholegenomesequencevariantsifeedefficiencyandcomponenttraits AT plastowgraham geneticarchitectureofquantitativetraitsinbeefcattlerevealedbygenomewideassociationstudiesofimputedwholegenomesequencevariantsifeedefficiencyandcomponenttraits AT basarabjohn geneticarchitectureofquantitativetraitsinbeefcattlerevealedbygenomewideassociationstudiesofimputedwholegenomesequencevariantsifeedefficiencyandcomponenttraits AT stothardpaul geneticarchitectureofquantitativetraitsinbeefcattlerevealedbygenomewideassociationstudiesofimputedwholegenomesequencevariantsifeedefficiencyandcomponenttraits AT lichangxi geneticarchitectureofquantitativetraitsinbeefcattlerevealedbygenomewideassociationstudiesofimputedwholegenomesequencevariantsifeedefficiencyandcomponenttraits |