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Genome-wide analysis of cold imbibition stress in soybean, Glycine max
In Canada, the length of the frost-free season necessitates planting crops as early as possible to ensure that the plants have enough time to reach full maturity before they are harvested. Early planting carries inherent risks of cold water imbibition (specifically less than 4°C) affecting seed germ...
Autores principales: | , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Frontiers Media S.A.
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10476531/ https://www.ncbi.nlm.nih.gov/pubmed/37670866 http://dx.doi.org/10.3389/fpls.2023.1221644 |
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author | Haidar, Siwar Lackey, Simon Charette, Martin Yoosefzadeh-Najafabadi, Mohsen Gahagan, A. Claire Hotte, Thomas Belzile, Francois Rajcan, Istvan Golshani, Ashkan Morrison, Malcolm J. Cober, Elroy R. Samanfar, Bahram |
author_facet | Haidar, Siwar Lackey, Simon Charette, Martin Yoosefzadeh-Najafabadi, Mohsen Gahagan, A. Claire Hotte, Thomas Belzile, Francois Rajcan, Istvan Golshani, Ashkan Morrison, Malcolm J. Cober, Elroy R. Samanfar, Bahram |
author_sort | Haidar, Siwar |
collection | PubMed |
description | In Canada, the length of the frost-free season necessitates planting crops as early as possible to ensure that the plants have enough time to reach full maturity before they are harvested. Early planting carries inherent risks of cold water imbibition (specifically less than 4°C) affecting seed germination. A marker dataset developed for a previously identified Canadian soybean GWAS panel was leveraged to investigate the effect of cold water imbibition on germination. Seed from a panel of 137 soybean elite cultivars, grown in the field at Ottawa, ON, over three years, were placed on filter paper in petri dishes and allowed to imbibe water for 16 hours at either 4°C or 20°C prior to being transferred to a constant 20°C. Observations on seed germination, defined as the presence of a 1 cm radicle, were done from day two to seven. A three-parameter exponential rise to a maximum equation (3PERM) was fitted to estimate germination, time to the one-half maximum germination, and germination uniformity for each cultivar. Genotype-by-sequencing was used to identify SNPs in 137 soybean lines, and using genome-wide association studies (GWAS - rMVP R package, with GLM, MLM, and FarmCPU as methods), haplotype block analysis, and assumed linkage blocks of ±100 kbp, a threshold for significance was established using the qvalue package in R, and five significant SNPs were identified on chromosomes 1, 3, 4, 6, and 13 for maximum germination after cold water imbibition. Percent of phenotypic variance explained (PVE) and allele substitution effect (ASE) eliminated two of the five candidate SNPs, leaving three QTL regions on chromosomes 3, 6, and 13 (Chr3-3419152, Chr6-5098454, and Chr13-29649544). Based on the gene ontology (GO) enrichment analysis, 14 candidate genes whose function is predicted to include germination and cold tolerance related pathways were identified as candidate genes. The identified QTLs can be used to select future soybean cultivars tolerant to cold water imbibition and mitigate risks associated with early soybean planting. |
format | Online Article Text |
id | pubmed-10476531 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-104765312023-09-05 Genome-wide analysis of cold imbibition stress in soybean, Glycine max Haidar, Siwar Lackey, Simon Charette, Martin Yoosefzadeh-Najafabadi, Mohsen Gahagan, A. Claire Hotte, Thomas Belzile, Francois Rajcan, Istvan Golshani, Ashkan Morrison, Malcolm J. Cober, Elroy R. Samanfar, Bahram Front Plant Sci Plant Science In Canada, the length of the frost-free season necessitates planting crops as early as possible to ensure that the plants have enough time to reach full maturity before they are harvested. Early planting carries inherent risks of cold water imbibition (specifically less than 4°C) affecting seed germination. A marker dataset developed for a previously identified Canadian soybean GWAS panel was leveraged to investigate the effect of cold water imbibition on germination. Seed from a panel of 137 soybean elite cultivars, grown in the field at Ottawa, ON, over three years, were placed on filter paper in petri dishes and allowed to imbibe water for 16 hours at either 4°C or 20°C prior to being transferred to a constant 20°C. Observations on seed germination, defined as the presence of a 1 cm radicle, were done from day two to seven. A three-parameter exponential rise to a maximum equation (3PERM) was fitted to estimate germination, time to the one-half maximum germination, and germination uniformity for each cultivar. Genotype-by-sequencing was used to identify SNPs in 137 soybean lines, and using genome-wide association studies (GWAS - rMVP R package, with GLM, MLM, and FarmCPU as methods), haplotype block analysis, and assumed linkage blocks of ±100 kbp, a threshold for significance was established using the qvalue package in R, and five significant SNPs were identified on chromosomes 1, 3, 4, 6, and 13 for maximum germination after cold water imbibition. Percent of phenotypic variance explained (PVE) and allele substitution effect (ASE) eliminated two of the five candidate SNPs, leaving three QTL regions on chromosomes 3, 6, and 13 (Chr3-3419152, Chr6-5098454, and Chr13-29649544). Based on the gene ontology (GO) enrichment analysis, 14 candidate genes whose function is predicted to include germination and cold tolerance related pathways were identified as candidate genes. The identified QTLs can be used to select future soybean cultivars tolerant to cold water imbibition and mitigate risks associated with early soybean planting. Frontiers Media S.A. 2023-08-21 /pmc/articles/PMC10476531/ /pubmed/37670866 http://dx.doi.org/10.3389/fpls.2023.1221644 Text en Copyright © 2023 Mohsen Yoosefzadeh-Najafabadi, Francois Belzile, Istvan Rajcan, Ashkan Golshani, and His Majesty the King in Right of Canada, as represented by the Minister of Agriculture and Agri-Food Canada for the contribution of Siwar Haidar, Simon Lackey, Martin Charette, A. Claire Cahagan, Thomas Hotte, Malcolm J. Morrison, Elroy R. Cober, and Samanfar Bahram 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 Haidar, Siwar Lackey, Simon Charette, Martin Yoosefzadeh-Najafabadi, Mohsen Gahagan, A. Claire Hotte, Thomas Belzile, Francois Rajcan, Istvan Golshani, Ashkan Morrison, Malcolm J. Cober, Elroy R. Samanfar, Bahram Genome-wide analysis of cold imbibition stress in soybean, Glycine max |
title | Genome-wide analysis of cold imbibition stress in soybean, Glycine max
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title_full | Genome-wide analysis of cold imbibition stress in soybean, Glycine max
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title_fullStr | Genome-wide analysis of cold imbibition stress in soybean, Glycine max
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title_full_unstemmed | Genome-wide analysis of cold imbibition stress in soybean, Glycine max
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title_short | Genome-wide analysis of cold imbibition stress in soybean, Glycine max
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title_sort | genome-wide analysis of cold imbibition stress in soybean, glycine max |
topic | Plant Science |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10476531/ https://www.ncbi.nlm.nih.gov/pubmed/37670866 http://dx.doi.org/10.3389/fpls.2023.1221644 |
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