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Outlier analyses and genome-wide association study identify glgC and ERD6-like 4 as candidate genes for foliar water-soluble carbohydrate accumulation in Trifolium repens
Increasing water-soluble carbohydrate (WSC) content in white clover is important for improving nutritional quality and reducing environmental impacts from pastoral agriculture. Elucidation of genes responsible for foliar WSC variation would enhance genetic improvement by enabling molecular breeding...
Autores principales: | , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9868827/ https://www.ncbi.nlm.nih.gov/pubmed/36699852 http://dx.doi.org/10.3389/fpls.2022.1095359 |
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author | Pearson, Sofie M. Griffiths, Andrew G. Maclean, Paul Larking, Anna C. Hong, S. Won Jauregui, Ruy Miller, Poppy McKenzie, Catherine M. Lockhart, Peter J. Tate, Jennifer A. Ford, John L. Faville, Marty J. |
author_facet | Pearson, Sofie M. Griffiths, Andrew G. Maclean, Paul Larking, Anna C. Hong, S. Won Jauregui, Ruy Miller, Poppy McKenzie, Catherine M. Lockhart, Peter J. Tate, Jennifer A. Ford, John L. Faville, Marty J. |
author_sort | Pearson, Sofie M. |
collection | PubMed |
description | Increasing water-soluble carbohydrate (WSC) content in white clover is important for improving nutritional quality and reducing environmental impacts from pastoral agriculture. Elucidation of genes responsible for foliar WSC variation would enhance genetic improvement by enabling molecular breeding approaches. The aim of the present study was to identify single nucleotide polymorphisms (SNPs) associated with variation in foliar WSC in white clover. A set of 935 white clover individuals, randomly sampled from five breeding pools selectively bred for divergent (low or high) WSC content, were assessed with 14,743 genotyping-by-sequencing SNPs, using three outlier detection methods: PCAdapt, BayeScan and KGD-F(ST). These analyses identified 33 SNPs as discriminating between high and low WSC populations and putatively under selection. One SNP was located in the intron of ERD6-like 4, a gene coding for a sugar transporter located on the vacuole membrane. A genome-wide association study using a subset of 605 white clover individuals and 5,757 SNPs, identified a further 12 SNPs, one of which was associated with a starch biosynthesis gene, glucose-1-phosphate adenylyltransferase, glgC. Our results provide insight into genomic regions underlying WSC accumulation in white clover, identify candidate genomic regions for further functional validation studies, and reveal valuable information for marker-assisted or genomic selection in white clover. |
format | Online Article Text |
id | pubmed-9868827 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-98688272023-01-24 Outlier analyses and genome-wide association study identify glgC and ERD6-like 4 as candidate genes for foliar water-soluble carbohydrate accumulation in Trifolium repens Pearson, Sofie M. Griffiths, Andrew G. Maclean, Paul Larking, Anna C. Hong, S. Won Jauregui, Ruy Miller, Poppy McKenzie, Catherine M. Lockhart, Peter J. Tate, Jennifer A. Ford, John L. Faville, Marty J. Front Plant Sci Plant Science Increasing water-soluble carbohydrate (WSC) content in white clover is important for improving nutritional quality and reducing environmental impacts from pastoral agriculture. Elucidation of genes responsible for foliar WSC variation would enhance genetic improvement by enabling molecular breeding approaches. The aim of the present study was to identify single nucleotide polymorphisms (SNPs) associated with variation in foliar WSC in white clover. A set of 935 white clover individuals, randomly sampled from five breeding pools selectively bred for divergent (low or high) WSC content, were assessed with 14,743 genotyping-by-sequencing SNPs, using three outlier detection methods: PCAdapt, BayeScan and KGD-F(ST). These analyses identified 33 SNPs as discriminating between high and low WSC populations and putatively under selection. One SNP was located in the intron of ERD6-like 4, a gene coding for a sugar transporter located on the vacuole membrane. A genome-wide association study using a subset of 605 white clover individuals and 5,757 SNPs, identified a further 12 SNPs, one of which was associated with a starch biosynthesis gene, glucose-1-phosphate adenylyltransferase, glgC. Our results provide insight into genomic regions underlying WSC accumulation in white clover, identify candidate genomic regions for further functional validation studies, and reveal valuable information for marker-assisted or genomic selection in white clover. Frontiers Media S.A. 2023-01-09 /pmc/articles/PMC9868827/ /pubmed/36699852 http://dx.doi.org/10.3389/fpls.2022.1095359 Text en Copyright © 2023 Pearson, Griffiths, Maclean, Larking, Hong, Jauregui, Miller, McKenzie, Lockhart, Tate, Ford and Faville https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Plant Science Pearson, Sofie M. Griffiths, Andrew G. Maclean, Paul Larking, Anna C. Hong, S. Won Jauregui, Ruy Miller, Poppy McKenzie, Catherine M. Lockhart, Peter J. Tate, Jennifer A. Ford, John L. Faville, Marty J. Outlier analyses and genome-wide association study identify glgC and ERD6-like 4 as candidate genes for foliar water-soluble carbohydrate accumulation in Trifolium repens |
title | Outlier analyses and genome-wide association study identify glgC and ERD6-like 4 as candidate genes for foliar water-soluble carbohydrate accumulation in Trifolium repens
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title_full | Outlier analyses and genome-wide association study identify glgC and ERD6-like 4 as candidate genes for foliar water-soluble carbohydrate accumulation in Trifolium repens
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title_fullStr | Outlier analyses and genome-wide association study identify glgC and ERD6-like 4 as candidate genes for foliar water-soluble carbohydrate accumulation in Trifolium repens
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title_full_unstemmed | Outlier analyses and genome-wide association study identify glgC and ERD6-like 4 as candidate genes for foliar water-soluble carbohydrate accumulation in Trifolium repens
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title_short | Outlier analyses and genome-wide association study identify glgC and ERD6-like 4 as candidate genes for foliar water-soluble carbohydrate accumulation in Trifolium repens
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title_sort | outlier analyses and genome-wide association study identify glgc and erd6-like 4 as candidate genes for foliar water-soluble carbohydrate accumulation in trifolium repens |
topic | Plant Science |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9868827/ https://www.ncbi.nlm.nih.gov/pubmed/36699852 http://dx.doi.org/10.3389/fpls.2022.1095359 |
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