Cargando…

Genome-wide association mapping of nutritional traits for designing superior chickpea varieties

Micronutrient malnutrition is a serious concern in many parts of the world; therefore, enhancing crop nutrient content is an important challenge. Chickpea (Cicer arietinum L.), a major food legume crop worldwide, is a vital source of protein and minerals in the vegetarian diet. This study evaluated...

Descripción completa

Detalles Bibliográficos
Autores principales: Roorkiwal, Manish, Bhandari, Aditi, Barmukh, Rutwik, Bajaj, Prasad, Valluri, Vinod Kumar, Chitikineni, Annapurna, Pandey, Sarita, Chellapilla, Bharadwaj, Siddique, Kadambot H. M., Varshney, Rajeev K.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9445663/
https://www.ncbi.nlm.nih.gov/pubmed/36082300
http://dx.doi.org/10.3389/fpls.2022.843911
_version_ 1784783470931738624
author Roorkiwal, Manish
Bhandari, Aditi
Barmukh, Rutwik
Bajaj, Prasad
Valluri, Vinod Kumar
Chitikineni, Annapurna
Pandey, Sarita
Chellapilla, Bharadwaj
Siddique, Kadambot H. M.
Varshney, Rajeev K.
author_facet Roorkiwal, Manish
Bhandari, Aditi
Barmukh, Rutwik
Bajaj, Prasad
Valluri, Vinod Kumar
Chitikineni, Annapurna
Pandey, Sarita
Chellapilla, Bharadwaj
Siddique, Kadambot H. M.
Varshney, Rajeev K.
author_sort Roorkiwal, Manish
collection PubMed
description Micronutrient malnutrition is a serious concern in many parts of the world; therefore, enhancing crop nutrient content is an important challenge. Chickpea (Cicer arietinum L.), a major food legume crop worldwide, is a vital source of protein and minerals in the vegetarian diet. This study evaluated a diverse set of 258 chickpea germplasm accessions for 12 key nutritional traits. A significant variation was observed for several nutritional traits, including crude protein (16.56–24.64/100 g), β-Carotene (0.003–0.104 mg/100 g), calcium (60.69–176.55 mg/100 g), and folate (0.413–6.537 mg/kg). These data, combined with the available whole-genome sequencing data for 318,644 SNPs, were used in genome-wide association studies comprising single-locus and multi-locus models. We also explored the effect of varying the minor allele frequency (MAF) levels and heterozygosity. We identified 62 significant marker-trait associations (MTAs) explaining up to 28.63% of the phenotypic variance (PV), of which nine were localized within genes regulating G protein-coupled receptor signaling pathway, proteasome assembly, intracellular signal transduction, and oxidation–reduction process, among others. The significant effect MTAs were located primarily on Ca1, Ca3, Ca4, and Ca6. Importantly, varying the level of heterozygosity was found to significantly affect the detection of associations contributing to traits of interest. We further identified seven promising accessions (ICC10399, ICC1392, ICC1710, ICC2263, ICC1431, ICC4182, and ICC16915) with superior agronomic performance and high nutritional content as potential donors for developing nutrient-rich, high-yielding chickpea varieties. Validation of the significant MTAs with higher PV could identify factors controlling the nutrient acquisition and facilitate the design of biofortified chickpeas for the future.
format Online
Article
Text
id pubmed-9445663
institution National Center for Biotechnology Information
language English
publishDate 2022
publisher Frontiers Media S.A.
record_format MEDLINE/PubMed
spelling pubmed-94456632022-09-07 Genome-wide association mapping of nutritional traits for designing superior chickpea varieties Roorkiwal, Manish Bhandari, Aditi Barmukh, Rutwik Bajaj, Prasad Valluri, Vinod Kumar Chitikineni, Annapurna Pandey, Sarita Chellapilla, Bharadwaj Siddique, Kadambot H. M. Varshney, Rajeev K. Front Plant Sci Plant Science Micronutrient malnutrition is a serious concern in many parts of the world; therefore, enhancing crop nutrient content is an important challenge. Chickpea (Cicer arietinum L.), a major food legume crop worldwide, is a vital source of protein and minerals in the vegetarian diet. This study evaluated a diverse set of 258 chickpea germplasm accessions for 12 key nutritional traits. A significant variation was observed for several nutritional traits, including crude protein (16.56–24.64/100 g), β-Carotene (0.003–0.104 mg/100 g), calcium (60.69–176.55 mg/100 g), and folate (0.413–6.537 mg/kg). These data, combined with the available whole-genome sequencing data for 318,644 SNPs, were used in genome-wide association studies comprising single-locus and multi-locus models. We also explored the effect of varying the minor allele frequency (MAF) levels and heterozygosity. We identified 62 significant marker-trait associations (MTAs) explaining up to 28.63% of the phenotypic variance (PV), of which nine were localized within genes regulating G protein-coupled receptor signaling pathway, proteasome assembly, intracellular signal transduction, and oxidation–reduction process, among others. The significant effect MTAs were located primarily on Ca1, Ca3, Ca4, and Ca6. Importantly, varying the level of heterozygosity was found to significantly affect the detection of associations contributing to traits of interest. We further identified seven promising accessions (ICC10399, ICC1392, ICC1710, ICC2263, ICC1431, ICC4182, and ICC16915) with superior agronomic performance and high nutritional content as potential donors for developing nutrient-rich, high-yielding chickpea varieties. Validation of the significant MTAs with higher PV could identify factors controlling the nutrient acquisition and facilitate the design of biofortified chickpeas for the future. Frontiers Media S.A. 2022-08-23 /pmc/articles/PMC9445663/ /pubmed/36082300 http://dx.doi.org/10.3389/fpls.2022.843911 Text en Copyright © 2022 Roorkiwal, Bhandari, Barmukh, Bajaj, Valluri, Chitikineni, Pandey, Chellapilla, Siddique and Varshney. 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
Roorkiwal, Manish
Bhandari, Aditi
Barmukh, Rutwik
Bajaj, Prasad
Valluri, Vinod Kumar
Chitikineni, Annapurna
Pandey, Sarita
Chellapilla, Bharadwaj
Siddique, Kadambot H. M.
Varshney, Rajeev K.
Genome-wide association mapping of nutritional traits for designing superior chickpea varieties
title Genome-wide association mapping of nutritional traits for designing superior chickpea varieties
title_full Genome-wide association mapping of nutritional traits for designing superior chickpea varieties
title_fullStr Genome-wide association mapping of nutritional traits for designing superior chickpea varieties
title_full_unstemmed Genome-wide association mapping of nutritional traits for designing superior chickpea varieties
title_short Genome-wide association mapping of nutritional traits for designing superior chickpea varieties
title_sort genome-wide association mapping of nutritional traits for designing superior chickpea varieties
topic Plant Science
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9445663/
https://www.ncbi.nlm.nih.gov/pubmed/36082300
http://dx.doi.org/10.3389/fpls.2022.843911
work_keys_str_mv AT roorkiwalmanish genomewideassociationmappingofnutritionaltraitsfordesigningsuperiorchickpeavarieties
AT bhandariaditi genomewideassociationmappingofnutritionaltraitsfordesigningsuperiorchickpeavarieties
AT barmukhrutwik genomewideassociationmappingofnutritionaltraitsfordesigningsuperiorchickpeavarieties
AT bajajprasad genomewideassociationmappingofnutritionaltraitsfordesigningsuperiorchickpeavarieties
AT vallurivinodkumar genomewideassociationmappingofnutritionaltraitsfordesigningsuperiorchickpeavarieties
AT chitikineniannapurna genomewideassociationmappingofnutritionaltraitsfordesigningsuperiorchickpeavarieties
AT pandeysarita genomewideassociationmappingofnutritionaltraitsfordesigningsuperiorchickpeavarieties
AT chellapillabharadwaj genomewideassociationmappingofnutritionaltraitsfordesigningsuperiorchickpeavarieties
AT siddiquekadambothm genomewideassociationmappingofnutritionaltraitsfordesigningsuperiorchickpeavarieties
AT varshneyrajeevk genomewideassociationmappingofnutritionaltraitsfordesigningsuperiorchickpeavarieties