Identifying Candidate Genes for Enhancing Grain Zn Concentration in Wheat

Wheat (Triticum aestivum L.) is one of the major staple food crops worldwide. Despite efforts in improving wheat quality, micronutrient levels are still below the optimal range for human nutrition. In particular, zinc (Zn) deficiency is a widespread problem in human nutrition in countries relying ma...

Full description

Bibliographic Details
Main Authors: Dalia Z. Alomari, Kai Eggert, Nicolaus von Wirén, Ahmad M. Alqudah, Andreas Polley, Jörg Plieske, Martin W. Ganal, Klaus Pillen, Marion S. Röder
Format: Article
Language:English
Published: Frontiers Media S.A. 2018-09-01
Series:Frontiers in Plant Science
Subjects:
Online Access:https://www.frontiersin.org/article/10.3389/fpls.2018.01313/full
_version_ 1819178648730599424
author Dalia Z. Alomari
Kai Eggert
Nicolaus von Wirén
Ahmad M. Alqudah
Andreas Polley
Jörg Plieske
Martin W. Ganal
Klaus Pillen
Marion S. Röder
author_facet Dalia Z. Alomari
Kai Eggert
Nicolaus von Wirén
Ahmad M. Alqudah
Andreas Polley
Jörg Plieske
Martin W. Ganal
Klaus Pillen
Marion S. Röder
author_sort Dalia Z. Alomari
collection DOAJ
description Wheat (Triticum aestivum L.) is one of the major staple food crops worldwide. Despite efforts in improving wheat quality, micronutrient levels are still below the optimal range for human nutrition. In particular, zinc (Zn) deficiency is a widespread problem in human nutrition in countries relying mainly on a cereal diet; hence improving Zn accumulation in grains is an imperative need. This study was designed to understand the genetic architecture of Zn grain concentrations in wheat grains. We performed a genome-wide association study (GWAS) for grain Zn concentrations in 369 European wheat genotypes, using field data from 3 years. The complete wheat panel was genotyped by high-density arrays of single nucleotide polymorphic (SNP) markers (90k iSELECT Infinium and 35k Affymetrix arrays) resulting in 15,523 polymorphic markers. Additionally, a subpanel of 183 genotypes was analyzed with a novel 135k Affymetrix marker array resulting in 28,710 polymorphic SNPs for high-resolution mapping of the potential genomic regions. The mean grain Zn concentration of the genotypes ranged from 25.05–52.67 μg g-1 dry weight across years with a moderate heritability value. Notably, 40 marker-trait associations (MTAs) were detected in the complete panel of varieties on chromosomes 2A, 3A, 3B, 4A, 4D, 5A, 5B, 5D, 6D, 7A, 7B, and 7D. The number of MTAs in the subpanel was increased to 161 MTAs whereas the most significant and consistent associations were located on chromosomes 3B (723,504,241–723,611,488 bp) and 5A (462,763,758–466,582,184 bp) having major effects. These genomic regions include newly identified putative candidate genes, which are related to Zn uptake and transport or represent bZIP and mitogen-activated protein kinase genes. These findings provide the basis for understanding the genetic background of Zn concentration in wheat grains that in turn may help breeders to select high Zn-containing genotypes to improve human health and grain quality.
first_indexed 2024-12-22T21:45:54Z
format Article
id doaj.art-4694d9eb77fc476dad32eca336b99c6e
institution Directory Open Access Journal
issn 1664-462X
language English
last_indexed 2024-12-22T21:45:54Z
publishDate 2018-09-01
publisher Frontiers Media S.A.
record_format Article
series Frontiers in Plant Science
spelling doaj.art-4694d9eb77fc476dad32eca336b99c6e2022-12-21T18:11:30ZengFrontiers Media S.A.Frontiers in Plant Science1664-462X2018-09-01910.3389/fpls.2018.01313408064Identifying Candidate Genes for Enhancing Grain Zn Concentration in WheatDalia Z. Alomari0Kai Eggert1Nicolaus von Wirén2Ahmad M. Alqudah3Andreas Polley4Jörg Plieske5Martin W. Ganal6Klaus Pillen7Marion S. Röder8Leibniz Institute of Plant Genetics and Crop Plant Research (IPK), Gatersleben, GermanyLeibniz Institute of Plant Genetics and Crop Plant Research (IPK), Gatersleben, GermanyLeibniz Institute of Plant Genetics and Crop Plant Research (IPK), Gatersleben, GermanyLeibniz Institute of Plant Genetics and Crop Plant Research (IPK), Gatersleben, GermanySGS TraitGenetics GmbH, Gatersleben, GermanySGS TraitGenetics GmbH, Gatersleben, GermanySGS TraitGenetics GmbH, Gatersleben, GermanyInstitute of Agricultural and Nutritional Sciences, Martin-Luther-University Halle-Wittenberg, Halle, GermanyLeibniz Institute of Plant Genetics and Crop Plant Research (IPK), Gatersleben, GermanyWheat (Triticum aestivum L.) is one of the major staple food crops worldwide. Despite efforts in improving wheat quality, micronutrient levels are still below the optimal range for human nutrition. In particular, zinc (Zn) deficiency is a widespread problem in human nutrition in countries relying mainly on a cereal diet; hence improving Zn accumulation in grains is an imperative need. This study was designed to understand the genetic architecture of Zn grain concentrations in wheat grains. We performed a genome-wide association study (GWAS) for grain Zn concentrations in 369 European wheat genotypes, using field data from 3 years. The complete wheat panel was genotyped by high-density arrays of single nucleotide polymorphic (SNP) markers (90k iSELECT Infinium and 35k Affymetrix arrays) resulting in 15,523 polymorphic markers. Additionally, a subpanel of 183 genotypes was analyzed with a novel 135k Affymetrix marker array resulting in 28,710 polymorphic SNPs for high-resolution mapping of the potential genomic regions. The mean grain Zn concentration of the genotypes ranged from 25.05–52.67 μg g-1 dry weight across years with a moderate heritability value. Notably, 40 marker-trait associations (MTAs) were detected in the complete panel of varieties on chromosomes 2A, 3A, 3B, 4A, 4D, 5A, 5B, 5D, 6D, 7A, 7B, and 7D. The number of MTAs in the subpanel was increased to 161 MTAs whereas the most significant and consistent associations were located on chromosomes 3B (723,504,241–723,611,488 bp) and 5A (462,763,758–466,582,184 bp) having major effects. These genomic regions include newly identified putative candidate genes, which are related to Zn uptake and transport or represent bZIP and mitogen-activated protein kinase genes. These findings provide the basis for understanding the genetic background of Zn concentration in wheat grains that in turn may help breeders to select high Zn-containing genotypes to improve human health and grain quality.https://www.frontiersin.org/article/10.3389/fpls.2018.01313/fullZincTriticum aestivumwheat qualitymicronutrientGWAS
spellingShingle Dalia Z. Alomari
Kai Eggert
Nicolaus von Wirén
Ahmad M. Alqudah
Andreas Polley
Jörg Plieske
Martin W. Ganal
Klaus Pillen
Marion S. Röder
Identifying Candidate Genes for Enhancing Grain Zn Concentration in Wheat
Frontiers in Plant Science
Zinc
Triticum aestivum
wheat quality
micronutrient
GWAS
title Identifying Candidate Genes for Enhancing Grain Zn Concentration in Wheat
title_full Identifying Candidate Genes for Enhancing Grain Zn Concentration in Wheat
title_fullStr Identifying Candidate Genes for Enhancing Grain Zn Concentration in Wheat
title_full_unstemmed Identifying Candidate Genes for Enhancing Grain Zn Concentration in Wheat
title_short Identifying Candidate Genes for Enhancing Grain Zn Concentration in Wheat
title_sort identifying candidate genes for enhancing grain zn concentration in wheat
topic Zinc
Triticum aestivum
wheat quality
micronutrient
GWAS
url https://www.frontiersin.org/article/10.3389/fpls.2018.01313/full
work_keys_str_mv AT daliazalomari identifyingcandidategenesforenhancinggrainznconcentrationinwheat
AT kaieggert identifyingcandidategenesforenhancinggrainznconcentrationinwheat
AT nicolausvonwiren identifyingcandidategenesforenhancinggrainznconcentrationinwheat
AT ahmadmalqudah identifyingcandidategenesforenhancinggrainznconcentrationinwheat
AT andreaspolley identifyingcandidategenesforenhancinggrainznconcentrationinwheat
AT jorgplieske identifyingcandidategenesforenhancinggrainznconcentrationinwheat
AT martinwganal identifyingcandidategenesforenhancinggrainznconcentrationinwheat
AT klauspillen identifyingcandidategenesforenhancinggrainznconcentrationinwheat
AT marionsroder identifyingcandidategenesforenhancinggrainznconcentrationinwheat