Genome wide association analyses to understand genetic basis of flowering and plant height under three levels of nitrogen application in Brassica juncea (L.) Czern & Coss

Abstract Timely transition to flowering, maturity and plant height are important for agronomic adaptation and productivity of Indian mustard (B. juncea), which is a major edible oilseed crop of low input ecologies in Indian subcontinent. Breeding manipulation for these traits is difficult because of...

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Main Authors: Javed Akhatar, Anna Goyal, Navneet Kaur, Chhaya Atri, Meenakshi Mittal, Mohini Prabha Singh, Rimaljeet Kaur, Indu Rialch, Surinder S. Banga
Format: Article
Language:English
Published: Nature Publishing Group 2021-02-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-021-83689-w
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spelling doaj-7155bcb8655d48f2827d27e6b3a3aeb82021-02-21T12:30:51ZengNature Publishing GroupScientific Reports2045-23222021-02-0111111410.1038/s41598-021-83689-wGenome wide association analyses to understand genetic basis of flowering and plant height under three levels of nitrogen application in Brassica juncea (L.) Czern & CossJaved Akhatar0Anna Goyal1Navneet Kaur2Chhaya Atri3Meenakshi Mittal4Mohini Prabha Singh5Rimaljeet Kaur6Indu Rialch7Surinder S. Banga8Department of Plant Breeding and Genetics, Punjab Agricultural UniversityDepartment of Plant Breeding and Genetics, Punjab Agricultural UniversityDepartment of Plant Breeding and Genetics, Punjab Agricultural UniversityDepartment of Plant Breeding and Genetics, Punjab Agricultural UniversityDepartment of Plant Breeding and Genetics, Punjab Agricultural UniversityDepartment of Plant Breeding and Genetics, Punjab Agricultural UniversityDepartment of Plant Breeding and Genetics, Punjab Agricultural UniversityDepartment of Plant Breeding and Genetics, Punjab Agricultural UniversityDepartment of Plant Breeding and Genetics, Punjab Agricultural UniversityAbstract Timely transition to flowering, maturity and plant height are important for agronomic adaptation and productivity of Indian mustard (B. juncea), which is a major edible oilseed crop of low input ecologies in Indian subcontinent. Breeding manipulation for these traits is difficult because of the involvement of multiple interacting genetic and environmental factors. Here, we report a genetic analysis of these traits using a population comprising 92 diverse genotypes of mustard. These genotypes were evaluated under deficient (N75), normal (N100) or excess (N125) conditions of nitrogen (N) application. Lower N availability induced early flowering and maturity in most genotypes, while high N conditions delayed both. A genotyping-by-sequencing approach helped to identify 406,888 SNP markers and undertake genome wide association studies (GWAS). 282 significant marker-trait associations (MTA's) were identified. We detected strong interactions between GWAS loci and nitrogen levels. Though some trait associated SNPs were detected repeatedly across fertility gradients, majority were identified under deficient or normal levels of N applications. Annotation of the genomic region (s) within ± 50 kb of the peak SNPs facilitated prediction of 30 candidate genes belonging to light perception, circadian, floral meristem identity, flowering regulation, gibberellic acid pathways and plant development. These included over one copy each of AGL24, AP1, FVE, FRI, GID1A and GNC. FLC and CO were predicted on chromosomes A02 and B08 respectively. CDF1, CO, FLC, AGL24, GNC and FAF2 appeared to influence the variation for plant height. Our findings may help in improving phenotypic plasticity of mustard across fertility gradients through marker-assisted breeding strategies.https://doi.org/10.1038/s41598-021-83689-w
collection DOAJ
language English
format Article
sources DOAJ
author Javed Akhatar
Anna Goyal
Navneet Kaur
Chhaya Atri
Meenakshi Mittal
Mohini Prabha Singh
Rimaljeet Kaur
Indu Rialch
Surinder S. Banga
spellingShingle Javed Akhatar
Anna Goyal
Navneet Kaur
Chhaya Atri
Meenakshi Mittal
Mohini Prabha Singh
Rimaljeet Kaur
Indu Rialch
Surinder S. Banga
Genome wide association analyses to understand genetic basis of flowering and plant height under three levels of nitrogen application in Brassica juncea (L.) Czern & Coss
Scientific Reports
author_facet Javed Akhatar
Anna Goyal
Navneet Kaur
Chhaya Atri
Meenakshi Mittal
Mohini Prabha Singh
Rimaljeet Kaur
Indu Rialch
Surinder S. Banga
author_sort Javed Akhatar
title Genome wide association analyses to understand genetic basis of flowering and plant height under three levels of nitrogen application in Brassica juncea (L.) Czern & Coss
title_short Genome wide association analyses to understand genetic basis of flowering and plant height under three levels of nitrogen application in Brassica juncea (L.) Czern & Coss
title_full Genome wide association analyses to understand genetic basis of flowering and plant height under three levels of nitrogen application in Brassica juncea (L.) Czern & Coss
title_fullStr Genome wide association analyses to understand genetic basis of flowering and plant height under three levels of nitrogen application in Brassica juncea (L.) Czern & Coss
title_full_unstemmed Genome wide association analyses to understand genetic basis of flowering and plant height under three levels of nitrogen application in Brassica juncea (L.) Czern & Coss
title_sort genome wide association analyses to understand genetic basis of flowering and plant height under three levels of nitrogen application in brassica juncea (l.) czern & coss
publisher Nature Publishing Group
series Scientific Reports
issn 2045-2322
publishDate 2021-02-01
description Abstract Timely transition to flowering, maturity and plant height are important for agronomic adaptation and productivity of Indian mustard (B. juncea), which is a major edible oilseed crop of low input ecologies in Indian subcontinent. Breeding manipulation for these traits is difficult because of the involvement of multiple interacting genetic and environmental factors. Here, we report a genetic analysis of these traits using a population comprising 92 diverse genotypes of mustard. These genotypes were evaluated under deficient (N75), normal (N100) or excess (N125) conditions of nitrogen (N) application. Lower N availability induced early flowering and maturity in most genotypes, while high N conditions delayed both. A genotyping-by-sequencing approach helped to identify 406,888 SNP markers and undertake genome wide association studies (GWAS). 282 significant marker-trait associations (MTA's) were identified. We detected strong interactions between GWAS loci and nitrogen levels. Though some trait associated SNPs were detected repeatedly across fertility gradients, majority were identified under deficient or normal levels of N applications. Annotation of the genomic region (s) within ± 50 kb of the peak SNPs facilitated prediction of 30 candidate genes belonging to light perception, circadian, floral meristem identity, flowering regulation, gibberellic acid pathways and plant development. These included over one copy each of AGL24, AP1, FVE, FRI, GID1A and GNC. FLC and CO were predicted on chromosomes A02 and B08 respectively. CDF1, CO, FLC, AGL24, GNC and FAF2 appeared to influence the variation for plant height. Our findings may help in improving phenotypic plasticity of mustard across fertility gradients through marker-assisted breeding strategies.
url https://doi.org/10.1038/s41598-021-83689-w
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