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Genome-wide associations and epistatic interactions for internode number, plant height, seed weight and seed yield in soybean
BACKGROUND: Breeding programs benefit from information about marker-trait associations for many traits, whether the goal is to place those traits under active selection or to maintain them through background selection. Association studies are also important for identifying accessions bearing potenti...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6595607/ https://www.ncbi.nlm.nih.gov/pubmed/31242867 http://dx.doi.org/10.1186/s12864-019-5907-7 |
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author | Assefa, Teshale Otyama, Paul I. Brown, Anne V. Kalberer, Scott R. Kulkarni, Roshan S. Cannon, Steven B. |
author_facet | Assefa, Teshale Otyama, Paul I. Brown, Anne V. Kalberer, Scott R. Kulkarni, Roshan S. Cannon, Steven B. |
author_sort | Assefa, Teshale |
collection | PubMed |
description | BACKGROUND: Breeding programs benefit from information about marker-trait associations for many traits, whether the goal is to place those traits under active selection or to maintain them through background selection. Association studies are also important for identifying accessions bearing potentially useful alleles by characterizing marker-trait associations and allelic states across germplasm collections. This study reports the results of a genome-wide association study and evaluation of epistatic interactions for four agronomic and seed-related traits in soybean. RESULTS: Using 419 diverse soybean accessions, together with genotyping data from the SoySNP50K Illumina Infinium BeadChip, we identified marker-trait associations for internode number (IN), plant height (PH), seed weight (SW), and seed yield per plant (SYP). We conducted a genome-wide epistatic study (GWES), identifying candidate genes that show evidence of SNP-SNP interactions. Although these candidate genes will require further experimental validation, several appear to be involved in developmental processes related to the respective traits. For IN and PH, these include the Dt1 determinacy locus (a soybean meristematic transcription factor), as well as a pectinesterase gene and a squamosa promoter binding gene that in other plants are involved in cell elongation and the vegetative-to-reproductive transition, respectively. For SW, candidate genes include an ortholog of the AP2 gene, which in other species is involved in maintaining seed size, embryo size, seed weight and seed yield. Another SW candidate gene is a histidine phosphotransfer protein - orthologs of which are involved in cytokinin-mediated seed weight regulating pathways. The SYP association loci overlap with regions reported in previous QTL studies to be involved in seed yield. CONCLUSIONS: This study further confirms the utility of GWAS and GWES approaches for identifying marker-trait associations and interactions within a diverse germplasm collection. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s12864-019-5907-7) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-6595607 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-65956072019-08-07 Genome-wide associations and epistatic interactions for internode number, plant height, seed weight and seed yield in soybean Assefa, Teshale Otyama, Paul I. Brown, Anne V. Kalberer, Scott R. Kulkarni, Roshan S. Cannon, Steven B. BMC Genomics Research Article BACKGROUND: Breeding programs benefit from information about marker-trait associations for many traits, whether the goal is to place those traits under active selection or to maintain them through background selection. Association studies are also important for identifying accessions bearing potentially useful alleles by characterizing marker-trait associations and allelic states across germplasm collections. This study reports the results of a genome-wide association study and evaluation of epistatic interactions for four agronomic and seed-related traits in soybean. RESULTS: Using 419 diverse soybean accessions, together with genotyping data from the SoySNP50K Illumina Infinium BeadChip, we identified marker-trait associations for internode number (IN), plant height (PH), seed weight (SW), and seed yield per plant (SYP). We conducted a genome-wide epistatic study (GWES), identifying candidate genes that show evidence of SNP-SNP interactions. Although these candidate genes will require further experimental validation, several appear to be involved in developmental processes related to the respective traits. For IN and PH, these include the Dt1 determinacy locus (a soybean meristematic transcription factor), as well as a pectinesterase gene and a squamosa promoter binding gene that in other plants are involved in cell elongation and the vegetative-to-reproductive transition, respectively. For SW, candidate genes include an ortholog of the AP2 gene, which in other species is involved in maintaining seed size, embryo size, seed weight and seed yield. Another SW candidate gene is a histidine phosphotransfer protein - orthologs of which are involved in cytokinin-mediated seed weight regulating pathways. The SYP association loci overlap with regions reported in previous QTL studies to be involved in seed yield. CONCLUSIONS: This study further confirms the utility of GWAS and GWES approaches for identifying marker-trait associations and interactions within a diverse germplasm collection. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s12864-019-5907-7) contains supplementary material, which is available to authorized users. BioMed Central 2019-06-26 /pmc/articles/PMC6595607/ /pubmed/31242867 http://dx.doi.org/10.1186/s12864-019-5907-7 Text en © The Author(s). 2019 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 Assefa, Teshale Otyama, Paul I. Brown, Anne V. Kalberer, Scott R. Kulkarni, Roshan S. Cannon, Steven B. Genome-wide associations and epistatic interactions for internode number, plant height, seed weight and seed yield in soybean |
title | Genome-wide associations and epistatic interactions for internode number, plant height, seed weight and seed yield in soybean |
title_full | Genome-wide associations and epistatic interactions for internode number, plant height, seed weight and seed yield in soybean |
title_fullStr | Genome-wide associations and epistatic interactions for internode number, plant height, seed weight and seed yield in soybean |
title_full_unstemmed | Genome-wide associations and epistatic interactions for internode number, plant height, seed weight and seed yield in soybean |
title_short | Genome-wide associations and epistatic interactions for internode number, plant height, seed weight and seed yield in soybean |
title_sort | genome-wide associations and epistatic interactions for internode number, plant height, seed weight and seed yield in soybean |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6595607/ https://www.ncbi.nlm.nih.gov/pubmed/31242867 http://dx.doi.org/10.1186/s12864-019-5907-7 |
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