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Genome-wide association study reveals novel loci for litter size and its variability in a Large White pig population
BACKGROUND: In many traits, not only individual trait levels are under genetic control, but also the variation around that level. In other words, genotypes do not only differ in mean, but also in (residual) variation around the genotypic mean. New statistical methods facilitate gaining knowledge on...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4674943/ https://www.ncbi.nlm.nih.gov/pubmed/26652161 http://dx.doi.org/10.1186/s12864-015-2273-y |
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author | Sell-Kubiak, E. Duijvesteijn, N. Lopes, M. S. Janss, L. L. G. Knol, E. F. Bijma, P. Mulder, H. A. |
author_facet | Sell-Kubiak, E. Duijvesteijn, N. Lopes, M. S. Janss, L. L. G. Knol, E. F. Bijma, P. Mulder, H. A. |
author_sort | Sell-Kubiak, E. |
collection | PubMed |
description | BACKGROUND: In many traits, not only individual trait levels are under genetic control, but also the variation around that level. In other words, genotypes do not only differ in mean, but also in (residual) variation around the genotypic mean. New statistical methods facilitate gaining knowledge on the genetic architecture of complex traits such as phenotypic variability. Here we study litter size (total number born) and its variation in a Large White pig population using a Double Hierarchical Generalized Linear model, and perform a genome-wide association study using a Bayesian method. RESULTS: In total, 10 significant single nucleotide polymorphisms (SNPs) were detected for total number born (TNB) and 9 SNPs for variability of TNB (varTNB). Those SNPs explained 0.83 % of genetic variance in TNB and 1.44 % in varTNB. The most significant SNP for TNB was detected on Sus scrofa chromosome (SSC) 11. A possible candidate gene for TNB is ENOX1, which is involved in cell growth and survival. On SSC7, two possible candidate genes for varTNB are located. The first gene is coding a swine heat shock protein 90 (HSPCB = Hsp90), which is a well-studied gene stabilizing morphological traits in Drosophila and Arabidopsis. The second gene is VEGFA, which is activated in angiogenesis and vasculogenesis in the fetus. Furthermore, the genetic correlation between additive genetic effects on TNB and on its variation was 0.49. This indicates that the current selection to increase TNB will also increase the varTNB. CONCLUSIONS: To the best of our knowledge, this is the first study reporting SNPs associated with variation of a trait in pigs. Detected genomic regions associated with varTNB can be used in genomic selection to decrease varTNB, which is highly desirable to avoid very small or very large litters in pigs. However, the percentage of variance explained by those regions was small. The SNPs detected in this study can be used as indication for regions in the Sus scrofa genome involved in maintaining low variability of litter size, but further studies are needed to identify the causative loci. |
format | Online Article Text |
id | pubmed-4674943 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-46749432015-12-11 Genome-wide association study reveals novel loci for litter size and its variability in a Large White pig population Sell-Kubiak, E. Duijvesteijn, N. Lopes, M. S. Janss, L. L. G. Knol, E. F. Bijma, P. Mulder, H. A. BMC Genomics Research Article BACKGROUND: In many traits, not only individual trait levels are under genetic control, but also the variation around that level. In other words, genotypes do not only differ in mean, but also in (residual) variation around the genotypic mean. New statistical methods facilitate gaining knowledge on the genetic architecture of complex traits such as phenotypic variability. Here we study litter size (total number born) and its variation in a Large White pig population using a Double Hierarchical Generalized Linear model, and perform a genome-wide association study using a Bayesian method. RESULTS: In total, 10 significant single nucleotide polymorphisms (SNPs) were detected for total number born (TNB) and 9 SNPs for variability of TNB (varTNB). Those SNPs explained 0.83 % of genetic variance in TNB and 1.44 % in varTNB. The most significant SNP for TNB was detected on Sus scrofa chromosome (SSC) 11. A possible candidate gene for TNB is ENOX1, which is involved in cell growth and survival. On SSC7, two possible candidate genes for varTNB are located. The first gene is coding a swine heat shock protein 90 (HSPCB = Hsp90), which is a well-studied gene stabilizing morphological traits in Drosophila and Arabidopsis. The second gene is VEGFA, which is activated in angiogenesis and vasculogenesis in the fetus. Furthermore, the genetic correlation between additive genetic effects on TNB and on its variation was 0.49. This indicates that the current selection to increase TNB will also increase the varTNB. CONCLUSIONS: To the best of our knowledge, this is the first study reporting SNPs associated with variation of a trait in pigs. Detected genomic regions associated with varTNB can be used in genomic selection to decrease varTNB, which is highly desirable to avoid very small or very large litters in pigs. However, the percentage of variance explained by those regions was small. The SNPs detected in this study can be used as indication for regions in the Sus scrofa genome involved in maintaining low variability of litter size, but further studies are needed to identify the causative loci. BioMed Central 2015-12-09 /pmc/articles/PMC4674943/ /pubmed/26652161 http://dx.doi.org/10.1186/s12864-015-2273-y Text en © Sell-Kubiak et al. 2015 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 Sell-Kubiak, E. Duijvesteijn, N. Lopes, M. S. Janss, L. L. G. Knol, E. F. Bijma, P. Mulder, H. A. Genome-wide association study reveals novel loci for litter size and its variability in a Large White pig population |
title | Genome-wide association study reveals novel loci for litter size and its variability in a Large White pig population |
title_full | Genome-wide association study reveals novel loci for litter size and its variability in a Large White pig population |
title_fullStr | Genome-wide association study reveals novel loci for litter size and its variability in a Large White pig population |
title_full_unstemmed | Genome-wide association study reveals novel loci for litter size and its variability in a Large White pig population |
title_short | Genome-wide association study reveals novel loci for litter size and its variability in a Large White pig population |
title_sort | genome-wide association study reveals novel loci for litter size and its variability in a large white pig population |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4674943/ https://www.ncbi.nlm.nih.gov/pubmed/26652161 http://dx.doi.org/10.1186/s12864-015-2273-y |
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