Genetic characterization of spring wheat germplasm for macro-, microelements and trace metals

Wheat as a staple food crop is the main source of micro- and macronutrients for most people of the world and is recognized as an attractive crop for biofortification. This study presents a comprehensive investigation of genomic regions governing grain micro- and macroelements concentrations in a pan...

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Autores principales: Morgounov, Alexey I., Huihui Li, Shepelev, Sergey S., Ali, Mohsin, Flis, Paulina, Koksel, Hamit, Savin, Timur, Shamanin, Vladimir
Formato: Journal Article
Lenguaje:Inglés
Publicado: MDPI 2022
Materias:
Acceso en línea:https://hdl.handle.net/10568/128241
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author Morgounov, Alexey I.
Huihui Li
Shepelev, Sergey S.
Ali, Mohsin
Flis, Paulina
Koksel, Hamit
Savin, Timur
Shamanin, Vladimir
author_browse Ali, Mohsin
Flis, Paulina
Huihui Li
Koksel, Hamit
Morgounov, Alexey I.
Savin, Timur
Shamanin, Vladimir
Shepelev, Sergey S.
author_facet Morgounov, Alexey I.
Huihui Li
Shepelev, Sergey S.
Ali, Mohsin
Flis, Paulina
Koksel, Hamit
Savin, Timur
Shamanin, Vladimir
author_sort Morgounov, Alexey I.
collection Repository of Agricultural Research Outputs (CGSpace)
description Wheat as a staple food crop is the main source of micro- and macronutrients for most people of the world and is recognized as an attractive crop for biofortification. This study presents a comprehensive investigation of genomic regions governing grain micro- and macroelements concentrations in a panel of 135 diverse wheat accessions through a genome-wide association study. The genetic diversity panel was genotyped using the genotyping-by-sequencing (GBS) method and phenotyped in two environments during 2017–2018. Wide ranges of variation in nutrient element concentrations in grain were detected among the accessions. Based on 33,808 high-quality single nucleotide polymorphisms (SNPs), 2997 marker-element associations (MEAs) with −log10(p-value) > 3.5 were identified, representing all three subgenomes of wheat for 15-grain concentration elements. The highest numbers of MEAs were identified for Mg (499), followed by S (399), P (394), Ni (381), Cd (243), Ca (229), Mn (224), Zn (212), Sr (212), Cu (111), Rb (78), Fe (63), Mo (43), K (32) and Co (19). Further, MEAs associated with multiple elements and referred to as pleiotropic SNPs were identified for Mg, P, Cd, Mn, and Zn on chromosomes 1B, 2B, and 6B. Fifty MEAs were subjected to validation using KASIB multilocational trial at six sites in two years using 39 genotypes. Gene annotation of MEAs identified putative candidate genes that potentially encode different types of proteins related to disease, metal transportation, and metabolism. The MEAs identified in the present study could be potential targets for further validation and may be used in marker-assisted breeding to improve nutrient element concentrations in wheat grain.
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spelling CGSpace1282412025-12-08T10:29:22Z Genetic characterization of spring wheat germplasm for macro-, microelements and trace metals Morgounov, Alexey I. Huihui Li Shepelev, Sergey S. Ali, Mohsin Flis, Paulina Koksel, Hamit Savin, Timur Shamanin, Vladimir spring wheat trace elements single nucleotide polymorphism marker-assisted selection Wheat as a staple food crop is the main source of micro- and macronutrients for most people of the world and is recognized as an attractive crop for biofortification. This study presents a comprehensive investigation of genomic regions governing grain micro- and macroelements concentrations in a panel of 135 diverse wheat accessions through a genome-wide association study. The genetic diversity panel was genotyped using the genotyping-by-sequencing (GBS) method and phenotyped in two environments during 2017–2018. Wide ranges of variation in nutrient element concentrations in grain were detected among the accessions. Based on 33,808 high-quality single nucleotide polymorphisms (SNPs), 2997 marker-element associations (MEAs) with −log10(p-value) > 3.5 were identified, representing all three subgenomes of wheat for 15-grain concentration elements. The highest numbers of MEAs were identified for Mg (499), followed by S (399), P (394), Ni (381), Cd (243), Ca (229), Mn (224), Zn (212), Sr (212), Cu (111), Rb (78), Fe (63), Mo (43), K (32) and Co (19). Further, MEAs associated with multiple elements and referred to as pleiotropic SNPs were identified for Mg, P, Cd, Mn, and Zn on chromosomes 1B, 2B, and 6B. Fifty MEAs were subjected to validation using KASIB multilocational trial at six sites in two years using 39 genotypes. Gene annotation of MEAs identified putative candidate genes that potentially encode different types of proteins related to disease, metal transportation, and metabolism. The MEAs identified in the present study could be potential targets for further validation and may be used in marker-assisted breeding to improve nutrient element concentrations in wheat grain. 2022-08-21 2023-01-25T20:09:02Z 2023-01-25T20:09:02Z Journal Article https://hdl.handle.net/10568/128241 en Open Access application/pdf MDPI Morgounov, A., Li, H., Shepelev, S., Ali, M., Flis, P., Koksel, H., Savin, T., & Shamanin, V. (2022). Genetic Characterization of Spring Wheat Germplasm for Macro-, Microelements and Trace Metals. Plants, 11(16), 2173. https://doi.org/10.3390/plants11162173
spellingShingle spring wheat
trace elements
single nucleotide polymorphism
marker-assisted selection
Morgounov, Alexey I.
Huihui Li
Shepelev, Sergey S.
Ali, Mohsin
Flis, Paulina
Koksel, Hamit
Savin, Timur
Shamanin, Vladimir
Genetic characterization of spring wheat germplasm for macro-, microelements and trace metals
title Genetic characterization of spring wheat germplasm for macro-, microelements and trace metals
title_full Genetic characterization of spring wheat germplasm for macro-, microelements and trace metals
title_fullStr Genetic characterization of spring wheat germplasm for macro-, microelements and trace metals
title_full_unstemmed Genetic characterization of spring wheat germplasm for macro-, microelements and trace metals
title_short Genetic characterization of spring wheat germplasm for macro-, microelements and trace metals
title_sort genetic characterization of spring wheat germplasm for macro microelements and trace metals
topic spring wheat
trace elements
single nucleotide polymorphism
marker-assisted selection
url https://hdl.handle.net/10568/128241
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