Cargando…
A conditional multi-trait sequence GWAS discovers pleiotropic candidate genes and variants for sheep wool, skin wrinkle and breech cover traits
BACKGROUND: Imputation to whole-genome sequence is now possible in large sheep populations. It is therefore of interest to use this data in genome-wide association studies (GWAS) to investigate putative causal variants and genes that underpin economically important traits. Merino wool is globally so...
Autores principales: | , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2021
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8268212/ https://www.ncbi.nlm.nih.gov/pubmed/34238208 http://dx.doi.org/10.1186/s12711-021-00651-0 |
_version_ | 1783720308336754688 |
---|---|
author | Bolormaa, Sunduimijid Swan, Andrew A. Stothard, Paul Khansefid, Majid Moghaddar, Nasir Duijvesteijn, Naomi van der Werf, Julius H. J. Daetwyler, Hans D. MacLeod, Iona M. |
author_facet | Bolormaa, Sunduimijid Swan, Andrew A. Stothard, Paul Khansefid, Majid Moghaddar, Nasir Duijvesteijn, Naomi van der Werf, Julius H. J. Daetwyler, Hans D. MacLeod, Iona M. |
author_sort | Bolormaa, Sunduimijid |
collection | PubMed |
description | BACKGROUND: Imputation to whole-genome sequence is now possible in large sheep populations. It is therefore of interest to use this data in genome-wide association studies (GWAS) to investigate putative causal variants and genes that underpin economically important traits. Merino wool is globally sought after for luxury fabrics, but some key wool quality attributes are unfavourably correlated with the characteristic skin wrinkle of Merinos. In turn, skin wrinkle is strongly linked to susceptibility to “fly strike” (Cutaneous myiasis), which is a major welfare issue. Here, we use whole-genome sequence data in a multi-trait GWAS to identify pleiotropic putative causal variants and genes associated with changes in key wool traits and skin wrinkle. RESULTS: A stepwise conditional multi-trait GWAS (CM-GWAS) identified putative causal variants and related genes from 178 independent quantitative trait loci (QTL) of 16 wool and skin wrinkle traits, measured on up to 7218 Merino sheep with 31 million imputed whole-genome sequence (WGS) genotypes. Novel candidate gene findings included the MAT1A gene that encodes an enzyme involved in the sulphur metabolism pathway critical to production of wool proteins, and the ESRP1 gene. We also discovered a significant wrinkle variant upstream of the HAS2 gene, which in dogs is associated with the exaggerated skin folds in the Shar-Pei breed. CONCLUSIONS: The wool and skin wrinkle traits studied here appear to be highly polygenic with many putative candidate variants showing considerable pleiotropy. Our CM-GWAS identified many highly plausible candidate genes for wool traits as well as breech wrinkle and breech area wool cover. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12711-021-00651-0. |
format | Online Article Text |
id | pubmed-8268212 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-82682122021-07-09 A conditional multi-trait sequence GWAS discovers pleiotropic candidate genes and variants for sheep wool, skin wrinkle and breech cover traits Bolormaa, Sunduimijid Swan, Andrew A. Stothard, Paul Khansefid, Majid Moghaddar, Nasir Duijvesteijn, Naomi van der Werf, Julius H. J. Daetwyler, Hans D. MacLeod, Iona M. Genet Sel Evol Research Article BACKGROUND: Imputation to whole-genome sequence is now possible in large sheep populations. It is therefore of interest to use this data in genome-wide association studies (GWAS) to investigate putative causal variants and genes that underpin economically important traits. Merino wool is globally sought after for luxury fabrics, but some key wool quality attributes are unfavourably correlated with the characteristic skin wrinkle of Merinos. In turn, skin wrinkle is strongly linked to susceptibility to “fly strike” (Cutaneous myiasis), which is a major welfare issue. Here, we use whole-genome sequence data in a multi-trait GWAS to identify pleiotropic putative causal variants and genes associated with changes in key wool traits and skin wrinkle. RESULTS: A stepwise conditional multi-trait GWAS (CM-GWAS) identified putative causal variants and related genes from 178 independent quantitative trait loci (QTL) of 16 wool and skin wrinkle traits, measured on up to 7218 Merino sheep with 31 million imputed whole-genome sequence (WGS) genotypes. Novel candidate gene findings included the MAT1A gene that encodes an enzyme involved in the sulphur metabolism pathway critical to production of wool proteins, and the ESRP1 gene. We also discovered a significant wrinkle variant upstream of the HAS2 gene, which in dogs is associated with the exaggerated skin folds in the Shar-Pei breed. CONCLUSIONS: The wool and skin wrinkle traits studied here appear to be highly polygenic with many putative candidate variants showing considerable pleiotropy. Our CM-GWAS identified many highly plausible candidate genes for wool traits as well as breech wrinkle and breech area wool cover. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12711-021-00651-0. BioMed Central 2021-07-08 /pmc/articles/PMC8268212/ /pubmed/34238208 http://dx.doi.org/10.1186/s12711-021-00651-0 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Research Article Bolormaa, Sunduimijid Swan, Andrew A. Stothard, Paul Khansefid, Majid Moghaddar, Nasir Duijvesteijn, Naomi van der Werf, Julius H. J. Daetwyler, Hans D. MacLeod, Iona M. A conditional multi-trait sequence GWAS discovers pleiotropic candidate genes and variants for sheep wool, skin wrinkle and breech cover traits |
title | A conditional multi-trait sequence GWAS discovers pleiotropic candidate genes and variants for sheep wool, skin wrinkle and breech cover traits |
title_full | A conditional multi-trait sequence GWAS discovers pleiotropic candidate genes and variants for sheep wool, skin wrinkle and breech cover traits |
title_fullStr | A conditional multi-trait sequence GWAS discovers pleiotropic candidate genes and variants for sheep wool, skin wrinkle and breech cover traits |
title_full_unstemmed | A conditional multi-trait sequence GWAS discovers pleiotropic candidate genes and variants for sheep wool, skin wrinkle and breech cover traits |
title_short | A conditional multi-trait sequence GWAS discovers pleiotropic candidate genes and variants for sheep wool, skin wrinkle and breech cover traits |
title_sort | conditional multi-trait sequence gwas discovers pleiotropic candidate genes and variants for sheep wool, skin wrinkle and breech cover traits |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8268212/ https://www.ncbi.nlm.nih.gov/pubmed/34238208 http://dx.doi.org/10.1186/s12711-021-00651-0 |
work_keys_str_mv | AT bolormaasunduimijid aconditionalmultitraitsequencegwasdiscoverspleiotropiccandidategenesandvariantsforsheepwoolskinwrinkleandbreechcovertraits AT swanandrewa aconditionalmultitraitsequencegwasdiscoverspleiotropiccandidategenesandvariantsforsheepwoolskinwrinkleandbreechcovertraits AT stothardpaul aconditionalmultitraitsequencegwasdiscoverspleiotropiccandidategenesandvariantsforsheepwoolskinwrinkleandbreechcovertraits AT khansefidmajid aconditionalmultitraitsequencegwasdiscoverspleiotropiccandidategenesandvariantsforsheepwoolskinwrinkleandbreechcovertraits AT moghaddarnasir aconditionalmultitraitsequencegwasdiscoverspleiotropiccandidategenesandvariantsforsheepwoolskinwrinkleandbreechcovertraits AT duijvesteijnnaomi aconditionalmultitraitsequencegwasdiscoverspleiotropiccandidategenesandvariantsforsheepwoolskinwrinkleandbreechcovertraits AT vanderwerfjuliushj aconditionalmultitraitsequencegwasdiscoverspleiotropiccandidategenesandvariantsforsheepwoolskinwrinkleandbreechcovertraits AT daetwylerhansd aconditionalmultitraitsequencegwasdiscoverspleiotropiccandidategenesandvariantsforsheepwoolskinwrinkleandbreechcovertraits AT macleodionam aconditionalmultitraitsequencegwasdiscoverspleiotropiccandidategenesandvariantsforsheepwoolskinwrinkleandbreechcovertraits AT bolormaasunduimijid conditionalmultitraitsequencegwasdiscoverspleiotropiccandidategenesandvariantsforsheepwoolskinwrinkleandbreechcovertraits AT swanandrewa conditionalmultitraitsequencegwasdiscoverspleiotropiccandidategenesandvariantsforsheepwoolskinwrinkleandbreechcovertraits AT stothardpaul conditionalmultitraitsequencegwasdiscoverspleiotropiccandidategenesandvariantsforsheepwoolskinwrinkleandbreechcovertraits AT khansefidmajid conditionalmultitraitsequencegwasdiscoverspleiotropiccandidategenesandvariantsforsheepwoolskinwrinkleandbreechcovertraits AT moghaddarnasir conditionalmultitraitsequencegwasdiscoverspleiotropiccandidategenesandvariantsforsheepwoolskinwrinkleandbreechcovertraits AT duijvesteijnnaomi conditionalmultitraitsequencegwasdiscoverspleiotropiccandidategenesandvariantsforsheepwoolskinwrinkleandbreechcovertraits AT vanderwerfjuliushj conditionalmultitraitsequencegwasdiscoverspleiotropiccandidategenesandvariantsforsheepwoolskinwrinkleandbreechcovertraits AT daetwylerhansd conditionalmultitraitsequencegwasdiscoverspleiotropiccandidategenesandvariantsforsheepwoolskinwrinkleandbreechcovertraits AT macleodionam conditionalmultitraitsequencegwasdiscoverspleiotropiccandidategenesandvariantsforsheepwoolskinwrinkleandbreechcovertraits |