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Genetic dissection of nitrogen induced changes in the shoot and root biomass of spinach
Efficient partitioning of above and below-ground biomass in response to nitrogen (N) is critical to the productivity of plants under sub-optimal conditions. It is particularly essential in vegetable crops like spinach with shallow root systems, a short growth cycle, and poor nitrogen use efficiency....
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9374745/ https://www.ncbi.nlm.nih.gov/pubmed/35962022 http://dx.doi.org/10.1038/s41598-022-18134-7 |
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author | Joshi, Vijay Shi, Ainong Mishra, Amit Kumar Gill, Haramrit DiPiazza, James |
author_facet | Joshi, Vijay Shi, Ainong Mishra, Amit Kumar Gill, Haramrit DiPiazza, James |
author_sort | Joshi, Vijay |
collection | PubMed |
description | Efficient partitioning of above and below-ground biomass in response to nitrogen (N) is critical to the productivity of plants under sub-optimal conditions. It is particularly essential in vegetable crops like spinach with shallow root systems, a short growth cycle, and poor nitrogen use efficiency. In this study, we conducted a genome-wide association study (GWAS) to explore N-induced changes using spinach accessions with diverse genetic backgrounds. We evaluated phenotypic variations as percent changes in the shoot and root biomass in response to N using 201 spinach accessions grown in randomized complete blocks design in a soilless media under a controlled environment. A GWAS was performed for the percent changes in the shoot and root biomass in response to N in the 201 spinach accessions using 60,940 whole-genome resequencing generated SNPs. Three SNP markers, chr4_28292655, chr6_1531056, and chr6_37966006 on chromosomes 4 and 6, were significantly associated with %change in root weight, and two SNP markers, chr2_18480277 and chr4_47598760 on chromosomes 2 and 4, were significantly associated with % change shoot weight. The outcome of this study established a foundation for genetic studies needed to improve the partitioning of total biomass and provided a resource to identify molecular markers to enhance N uptake via marker-assisted selection or genomic selection in spinach breeding programs. |
format | Online Article Text |
id | pubmed-9374745 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-93747452022-08-14 Genetic dissection of nitrogen induced changes in the shoot and root biomass of spinach Joshi, Vijay Shi, Ainong Mishra, Amit Kumar Gill, Haramrit DiPiazza, James Sci Rep Article Efficient partitioning of above and below-ground biomass in response to nitrogen (N) is critical to the productivity of plants under sub-optimal conditions. It is particularly essential in vegetable crops like spinach with shallow root systems, a short growth cycle, and poor nitrogen use efficiency. In this study, we conducted a genome-wide association study (GWAS) to explore N-induced changes using spinach accessions with diverse genetic backgrounds. We evaluated phenotypic variations as percent changes in the shoot and root biomass in response to N using 201 spinach accessions grown in randomized complete blocks design in a soilless media under a controlled environment. A GWAS was performed for the percent changes in the shoot and root biomass in response to N in the 201 spinach accessions using 60,940 whole-genome resequencing generated SNPs. Three SNP markers, chr4_28292655, chr6_1531056, and chr6_37966006 on chromosomes 4 and 6, were significantly associated with %change in root weight, and two SNP markers, chr2_18480277 and chr4_47598760 on chromosomes 2 and 4, were significantly associated with % change shoot weight. The outcome of this study established a foundation for genetic studies needed to improve the partitioning of total biomass and provided a resource to identify molecular markers to enhance N uptake via marker-assisted selection or genomic selection in spinach breeding programs. Nature Publishing Group UK 2022-08-12 /pmc/articles/PMC9374745/ /pubmed/35962022 http://dx.doi.org/10.1038/s41598-022-18134-7 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open Access This 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/) . |
spellingShingle | Article Joshi, Vijay Shi, Ainong Mishra, Amit Kumar Gill, Haramrit DiPiazza, James Genetic dissection of nitrogen induced changes in the shoot and root biomass of spinach |
title | Genetic dissection of nitrogen induced changes in the shoot and root biomass of spinach |
title_full | Genetic dissection of nitrogen induced changes in the shoot and root biomass of spinach |
title_fullStr | Genetic dissection of nitrogen induced changes in the shoot and root biomass of spinach |
title_full_unstemmed | Genetic dissection of nitrogen induced changes in the shoot and root biomass of spinach |
title_short | Genetic dissection of nitrogen induced changes in the shoot and root biomass of spinach |
title_sort | genetic dissection of nitrogen induced changes in the shoot and root biomass of spinach |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9374745/ https://www.ncbi.nlm.nih.gov/pubmed/35962022 http://dx.doi.org/10.1038/s41598-022-18134-7 |
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