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Nitrogen Use Efficiency Phenotype and Associated Genes: Roles of Germination, Flowering, Root/Shoot Length and Biomass
Crop improvement for Nitrogen Use Efficiency (NUE) requires a well-defined phenotype and genotype, especially for different N-forms. As N-supply enhances growth, we comprehensively evaluated 25 commonly measured phenotypic parameters for N response using 4 N treatments in six indica rice genotypes....
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7855041/ https://www.ncbi.nlm.nih.gov/pubmed/33552094 http://dx.doi.org/10.3389/fpls.2020.587464 |
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author | Sharma, Narendra Sinha, Vimlendu Bhushan Prem Kumar, N. Arun Subrahmanyam, Desiraju Neeraja, C. N. Kuchi, Surekha Jha, Ashwani Parsad, Rajender Sitaramam, Vetury Raghuram, Nandula |
author_facet | Sharma, Narendra Sinha, Vimlendu Bhushan Prem Kumar, N. Arun Subrahmanyam, Desiraju Neeraja, C. N. Kuchi, Surekha Jha, Ashwani Parsad, Rajender Sitaramam, Vetury Raghuram, Nandula |
author_sort | Sharma, Narendra |
collection | PubMed |
description | Crop improvement for Nitrogen Use Efficiency (NUE) requires a well-defined phenotype and genotype, especially for different N-forms. As N-supply enhances growth, we comprehensively evaluated 25 commonly measured phenotypic parameters for N response using 4 N treatments in six indica rice genotypes. For this, 32 replicate potted plants were grown in the green-house on nutrient-depleted sand. They were fertilized to saturation with media containing either nitrate or urea as the sole N source at normal (15 mM N) or low level (1.5 mM N). The variation in N-response among genotypes differed by N form/dose and increased developmentally from vegetative to reproductive parameters. This indicates survival adaptation by reinforcing variation in every generation. Principal component analysis segregated vegetative parameters from reproduction and germination. Analysis of variance revealed that relative to low level, normal N facilitated germination, flowering and vegetative growth but limited yield and NUE. Network analysis for the most connected parameters, their correlation with yield and NUE, ranking by Feature selection and validation by Partial least square discriminant analysis enabled shortlisting of eight parameters for NUE phenotype. It constitutes germination and flowering, shoot/root length and biomass parameters, six of which were common to nitrate and urea. Field-validation confirmed the NUE differences between two genotypes chosen phenotypically. The correspondence between multiple approaches in shortlisting parameters for NUE makes it a novel and robust phenotyping methodology of relevance to other plants, nutrients or other complex traits. Thirty-Four N-responsive genes associated with the phenotype have also been identified for genotypic characterization of NUE. |
format | Online Article Text |
id | pubmed-7855041 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-78550412021-02-04 Nitrogen Use Efficiency Phenotype and Associated Genes: Roles of Germination, Flowering, Root/Shoot Length and Biomass Sharma, Narendra Sinha, Vimlendu Bhushan Prem Kumar, N. Arun Subrahmanyam, Desiraju Neeraja, C. N. Kuchi, Surekha Jha, Ashwani Parsad, Rajender Sitaramam, Vetury Raghuram, Nandula Front Plant Sci Plant Science Crop improvement for Nitrogen Use Efficiency (NUE) requires a well-defined phenotype and genotype, especially for different N-forms. As N-supply enhances growth, we comprehensively evaluated 25 commonly measured phenotypic parameters for N response using 4 N treatments in six indica rice genotypes. For this, 32 replicate potted plants were grown in the green-house on nutrient-depleted sand. They were fertilized to saturation with media containing either nitrate or urea as the sole N source at normal (15 mM N) or low level (1.5 mM N). The variation in N-response among genotypes differed by N form/dose and increased developmentally from vegetative to reproductive parameters. This indicates survival adaptation by reinforcing variation in every generation. Principal component analysis segregated vegetative parameters from reproduction and germination. Analysis of variance revealed that relative to low level, normal N facilitated germination, flowering and vegetative growth but limited yield and NUE. Network analysis for the most connected parameters, their correlation with yield and NUE, ranking by Feature selection and validation by Partial least square discriminant analysis enabled shortlisting of eight parameters for NUE phenotype. It constitutes germination and flowering, shoot/root length and biomass parameters, six of which were common to nitrate and urea. Field-validation confirmed the NUE differences between two genotypes chosen phenotypically. The correspondence between multiple approaches in shortlisting parameters for NUE makes it a novel and robust phenotyping methodology of relevance to other plants, nutrients or other complex traits. Thirty-Four N-responsive genes associated with the phenotype have also been identified for genotypic characterization of NUE. Frontiers Media S.A. 2021-01-20 /pmc/articles/PMC7855041/ /pubmed/33552094 http://dx.doi.org/10.3389/fpls.2020.587464 Text en Copyright © 2021 Sharma, Sinha, Prem Kumar, Subrahmanyam, Neeraja, Kuchi, Jha, Parsad, Sitaramam and Raghuram. http://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 Sharma, Narendra Sinha, Vimlendu Bhushan Prem Kumar, N. Arun Subrahmanyam, Desiraju Neeraja, C. N. Kuchi, Surekha Jha, Ashwani Parsad, Rajender Sitaramam, Vetury Raghuram, Nandula Nitrogen Use Efficiency Phenotype and Associated Genes: Roles of Germination, Flowering, Root/Shoot Length and Biomass |
title | Nitrogen Use Efficiency Phenotype and Associated Genes: Roles of Germination, Flowering, Root/Shoot Length and Biomass |
title_full | Nitrogen Use Efficiency Phenotype and Associated Genes: Roles of Germination, Flowering, Root/Shoot Length and Biomass |
title_fullStr | Nitrogen Use Efficiency Phenotype and Associated Genes: Roles of Germination, Flowering, Root/Shoot Length and Biomass |
title_full_unstemmed | Nitrogen Use Efficiency Phenotype and Associated Genes: Roles of Germination, Flowering, Root/Shoot Length and Biomass |
title_short | Nitrogen Use Efficiency Phenotype and Associated Genes: Roles of Germination, Flowering, Root/Shoot Length and Biomass |
title_sort | nitrogen use efficiency phenotype and associated genes: roles of germination, flowering, root/shoot length and biomass |
topic | Plant Science |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7855041/ https://www.ncbi.nlm.nih.gov/pubmed/33552094 http://dx.doi.org/10.3389/fpls.2020.587464 |
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