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DNA and RNA-sequence based GWAS highlights membrane-transport genes as key modulators of milk lactose content
BACKGROUND: Lactose provides an easily-digested energy source for neonates, and is the primary carbohydrate in milk in most species. Bovine lactose is also a key component of many human food products. However, compared to analyses of other milk components, the genetic control of lactose has been lit...
Autores principales: | , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5731188/ https://www.ncbi.nlm.nih.gov/pubmed/29246110 http://dx.doi.org/10.1186/s12864-017-4320-3 |
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author | Lopdell, Thomas J. Tiplady, Kathryn Struchalin, Maksim Johnson, Thomas J. J. Keehan, Michael Sherlock, Ric Couldrey, Christine Davis, Stephen R. Snell, Russell G. Spelman, Richard J. Littlejohn, Mathew D. |
author_facet | Lopdell, Thomas J. Tiplady, Kathryn Struchalin, Maksim Johnson, Thomas J. J. Keehan, Michael Sherlock, Ric Couldrey, Christine Davis, Stephen R. Snell, Russell G. Spelman, Richard J. Littlejohn, Mathew D. |
author_sort | Lopdell, Thomas J. |
collection | PubMed |
description | BACKGROUND: Lactose provides an easily-digested energy source for neonates, and is the primary carbohydrate in milk in most species. Bovine lactose is also a key component of many human food products. However, compared to analyses of other milk components, the genetic control of lactose has been little studied. Here we present the first GWAS focussed on analysis of milk lactose traits. RESULTS: Using a discovery population of 12,000 taurine dairy cattle, we detail 27 QTL for lactose concentration and yield, and subsequently validate the effects of 26 of these loci in a distinct population of 18,000 cows. We next present data implicating causative genes and variants for these QTL. Fine mapping of these regions using imputed, whole genome sequence-resolution genotypes reveals protein-coding candidate causative variants affecting the ABCG2, DGAT1, STAT5B, KCNH4, NPFFR2 and RNF214 genes. Eleven of the remaining QTL appear to be driven by regulatory effects, suggested by the presence of co-locating, co-segregating eQTL discovered using mammary RNA sequence data from a population of 357 lactating cows. Pathway analysis of genes representing all lactose-associated loci shows significant enrichment of genes located in the endoplasmic reticulum, with functions related to ion channel activity mediated through the LRRC8C, P2RX4, KCNJ2 and ANKH genes. A number of the validated QTL are also found to be associated with additional milk volume, fat and protein phenotypes. CONCLUSIONS: Overall, these findings highlight novel candidate genes and variants involved in milk lactose regulation, whose impacts on membrane transport mechanisms reinforce the key osmo-regulatory roles of lactose in milk. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12864-017-4320-3) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-5731188 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-57311882017-12-19 DNA and RNA-sequence based GWAS highlights membrane-transport genes as key modulators of milk lactose content Lopdell, Thomas J. Tiplady, Kathryn Struchalin, Maksim Johnson, Thomas J. J. Keehan, Michael Sherlock, Ric Couldrey, Christine Davis, Stephen R. Snell, Russell G. Spelman, Richard J. Littlejohn, Mathew D. BMC Genomics Research Article BACKGROUND: Lactose provides an easily-digested energy source for neonates, and is the primary carbohydrate in milk in most species. Bovine lactose is also a key component of many human food products. However, compared to analyses of other milk components, the genetic control of lactose has been little studied. Here we present the first GWAS focussed on analysis of milk lactose traits. RESULTS: Using a discovery population of 12,000 taurine dairy cattle, we detail 27 QTL for lactose concentration and yield, and subsequently validate the effects of 26 of these loci in a distinct population of 18,000 cows. We next present data implicating causative genes and variants for these QTL. Fine mapping of these regions using imputed, whole genome sequence-resolution genotypes reveals protein-coding candidate causative variants affecting the ABCG2, DGAT1, STAT5B, KCNH4, NPFFR2 and RNF214 genes. Eleven of the remaining QTL appear to be driven by regulatory effects, suggested by the presence of co-locating, co-segregating eQTL discovered using mammary RNA sequence data from a population of 357 lactating cows. Pathway analysis of genes representing all lactose-associated loci shows significant enrichment of genes located in the endoplasmic reticulum, with functions related to ion channel activity mediated through the LRRC8C, P2RX4, KCNJ2 and ANKH genes. A number of the validated QTL are also found to be associated with additional milk volume, fat and protein phenotypes. CONCLUSIONS: Overall, these findings highlight novel candidate genes and variants involved in milk lactose regulation, whose impacts on membrane transport mechanisms reinforce the key osmo-regulatory roles of lactose in milk. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12864-017-4320-3) contains supplementary material, which is available to authorized users. BioMed Central 2017-12-15 /pmc/articles/PMC5731188/ /pubmed/29246110 http://dx.doi.org/10.1186/s12864-017-4320-3 Text en © The Author(s) 2017 Open Access This 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 Lopdell, Thomas J. Tiplady, Kathryn Struchalin, Maksim Johnson, Thomas J. J. Keehan, Michael Sherlock, Ric Couldrey, Christine Davis, Stephen R. Snell, Russell G. Spelman, Richard J. Littlejohn, Mathew D. DNA and RNA-sequence based GWAS highlights membrane-transport genes as key modulators of milk lactose content |
title | DNA and RNA-sequence based GWAS highlights membrane-transport genes as key modulators of milk lactose content |
title_full | DNA and RNA-sequence based GWAS highlights membrane-transport genes as key modulators of milk lactose content |
title_fullStr | DNA and RNA-sequence based GWAS highlights membrane-transport genes as key modulators of milk lactose content |
title_full_unstemmed | DNA and RNA-sequence based GWAS highlights membrane-transport genes as key modulators of milk lactose content |
title_short | DNA and RNA-sequence based GWAS highlights membrane-transport genes as key modulators of milk lactose content |
title_sort | dna and rna-sequence based gwas highlights membrane-transport genes as key modulators of milk lactose content |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5731188/ https://www.ncbi.nlm.nih.gov/pubmed/29246110 http://dx.doi.org/10.1186/s12864-017-4320-3 |
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