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1.
Theor Appl Genet ; 135(3): 865-882, 2022 Mar.
Article in English | MEDLINE | ID: mdl-34993553

ABSTRACT

KEY MESSAGE: New genomic regions for high accumulation of 10 minerals were identified. The 1B:1R and 2NS translocations enhanced concentrations of four and two minerals, respectively, in addition to disease resistance. Puccinia species, the causal agents of rust diseases of wheat, have the potential to cause total crop failures due their high evolutionary ability to acquire virulence for resistance genes deployed in commercial cultivars. Hence, the discovery of genetically diverse sources of rust resistance is essential. On the other hand, biofortification of wheat for essential nutrients, such as zinc (Zn) and iron (Fe), is also an objective in wheat improvement programs to tackle micronutrient deficiency. The development of rust-resistant and nutrient-concentrated wheat cultivars would be important for sustainable production and the fight against malnutrition. The HarvestPlus association mapping panel (HPAMP) that included nutrient-dense sources from diverse genetic backgrounds was genotyped using a 90 K Infinium SNP array and 13 markers linked with rust resistance genes. The HPAMP was used for genome-wide association mapping to identify genomic regions underpinning rust resistance and mineral accumulation. Twelve QTL for rust resistance and 53 for concentrations of 10 minerals were identified. Comparison of results from this study with the published QTL information revealed the detection of already known and some putatively new genes/QTL underpinning stripe rust and leaf rust resistance in this panel. Thirty-six new QTL for mineral concentration were identified on 17 chromosomes. Accessions carrying the 1B:1R translocation accumulated higher concentrations of Zn, Fe, Copper (Cu) and sulphur (S). The 2NS segment showed enhanced accumulation of grain Fe and Cu. Fifteen rust-resistant and biofortified accessions were identified for use as donor sources in breeding programs.


Subject(s)
Basidiomycota , Triticum , Disease Resistance/genetics , Genome-Wide Association Study , Genomics , Minerals , Plant Breeding , Plant Diseases/genetics , Polymorphism, Single Nucleotide , Triticum/genetics
2.
Sci Rep ; 11(1): 19230, 2021 09 28.
Article in English | MEDLINE | ID: mdl-34584121

ABSTRACT

This study presents a comprehensive study of the genetic bases controlling variation in the rice ionome employing genome-wide association studies (GWAS) with a diverse panel of indica accessions, each genotyped with 5.2 million markers. GWAS was performed for twelve elements including B, Ca, Co, Cu, Fe, K, Mg, Mn, Mo, Na, P, and Zn and four agronomic traits including days to 50% flowering, grain yield, plant height and thousand grain weight. GWAS identified 128 loci associated with the grain elements and 57 associated with the agronomic traits. There were sixteen co-localization regions containing QTL for two or more traits. Fourteen grain element quantitative trait loci were stable across growing environments, which can be strong candidates to be used in marker-assisted selection to improve the concentrations of nutritive elements in rice grain. Potential candidate genes were revealed including OsNAS3 linked to the locus that controls the variation of Zn and Co concentrations. The effects of starch synthesis and grain filling on multiple grain elements were elucidated through the likely involvement of OsSUS1 and OsGSSB1 genes. Overall, our study provides crucial insights into the genetic basis of ionomic variations in rice and will facilitate improvement in breeding for trace mineral content.


Subject(s)
Ions/metabolism , Micronutrients/metabolism , Oryza/genetics , Plant Proteins/genetics , Quantitative Trait Loci , Genetic Markers , Genome-Wide Association Study , Oryza/chemistry , Oryza/metabolism , Plant Breeding , Plant Proteins/metabolism
3.
Theor Appl Genet ; 134(10): 3339-3350, 2021 Oct.
Article in English | MEDLINE | ID: mdl-34254178

ABSTRACT

KEY MESSAGE: Genomic selection enabled accurate prediction for the concentration of 13 nutritional element traits in wheat. Wheat biofortification is one of the most sustainable strategies to alleviate mineral deficiency in human diets. Here, we investigated the potential of genomic selection using BayesR and Bayesian ridge regression (BRR) models to predict grain yield (YLD) and the concentration of 13 nutritional elements in grains (B, Ca, Co, Cu, Fe, K, Mg, Mn, Mo, Na, Ni, P and Zn) using a population of 1470 spring wheat lines. The lines were grown in replicated field trials with two times of sowing (TOS) at 3 locations (Narrabri-NSW, all lines; Merredin-WA and Horsham-VIC, 200 core lines). Narrow-sense heritability across environments (locations/TOS) ranged from 0.09 to 0.45. Co, K, Na and Ca showed low to negative genetic correlations with other traits including YLD, while the remaining traits were negatively correlated with YLD. When all environments were included in the reference population, medium to high prediction accuracy was observed for the different traits across environments. BayesR had higher average prediction accuracy for mineral concentrations (r = 0.55) compared to BRR (r = 0.48) across all traits and environments but both methods had comparable accuracies for YLD. We also investigated the utility of one or two locations (reference locations) to predict the remaining location(s), as well as the ability of one TOS to predict the other. Under these scenarios, BayesR and BRR showed comparable performance but with lower prediction accuracy compared to the scenario of predicting reference environments for new lines. Our study demonstrates the potential of genomic selection for enriching wheat grain with nutritional elements in biofortification breeding.


Subject(s)
Biofortification/methods , Chromosomes, Plant/genetics , Genome, Plant , Plant Breeding , Selection, Genetic , Triticum/growth & development , Triticum/genetics , Chromosome Mapping/methods , Quantitative Trait Loci
4.
G3 (Bethesda) ; 11(4)2021 04 15.
Article in English | MEDLINE | ID: mdl-33677522

ABSTRACT

Despite its importance to plant function and human health, the genetics underpinning element levels in maize grain remain largely unknown. Through a genome-wide association study in the maize Ames panel of nearly 2,000 inbred lines that was imputed with ∼7.7 million SNP markers, we investigated the genetic basis of natural variation for the concentration of 11 elements in grain. Novel associations were detected for the metal transporter genes rte2 (rotten ear2) and irt1 (iron-regulated transporter1) with boron and nickel, respectively. We also further resolved loci that were previously found to be associated with one or more of five elements (copper, iron, manganese, molybdenum, and/or zinc), with two metal chelator and five metal transporter candidate causal genes identified. The nas5 (nicotianamine synthase5) gene involved in the synthesis of nicotianamine, a metal chelator, was found associated with both zinc and iron and suggests a common genetic basis controlling the accumulation of these two metals in the grain. Furthermore, moderate predictive abilities were obtained for the 11 elemental grain phenotypes with two whole-genome prediction models: Bayesian Ridge Regression (0.33-0.51) and BayesB (0.33-0.53). Of the two models, BayesB, with its greater emphasis on large-effect loci, showed ∼4-10% higher predictive abilities for nickel, molybdenum, and copper. Altogether, our findings contribute to an improved genotype-phenotype map for grain element accumulation in maize.


Subject(s)
Genome-Wide Association Study , Zea mays , Bayes Theorem , Chelating Agents , Edible Grain/genetics , Humans , Phenotype , Polymorphism, Single Nucleotide , Quantitative Trait Loci , Zea mays/genetics
5.
Plant Sci ; 291: 110338, 2020 Feb.
Article in English | MEDLINE | ID: mdl-31928667

ABSTRACT

The development of high-yielding wheat genotypes containing micronutrient-dense grains are the main priorities of biofortification programs. At the International Maize and Wheat Improvement Center, breeders have successfully crossed high zinc progenitors including synthetic hexaploid wheat, T. dicoccum, T. spelta and landraces to generate high-zinc varieties. In this study, we report a genome-wide association using a wheat diversity panel to dissect the genetics controlling zinc, iron, copper, manganese and phosphorus concentrations in the grain and rachis during grain development and at physiological maturity. Significant marker-trait associations (MTAs) were identified for each nutrient using multi-locus mixed model methodologies. For mature grain, markers that showed significant pleiotropic effects were found on chromosomes 1A, 3B and 5B, of which those on chromosome 5B at ∼95.5 cM were consistent over two growing seasons. Co-located MTAs were identified for the nutrient concentrations in developing grain, rachis and mature grain on multiple chromosomes. The identified genomic regions included putative candidate genes involved in metal uptake and transport and storage protein processing. These findings add to our understanding of the genetics of the five important nutrients in wheat grain and provide information on genetic markers for selecting high micronutrient genotypes.


Subject(s)
Edible Grain/chemistry , Genome-Wide Association Study , Micronutrients/metabolism , Plant Stems/chemistry , Triticum/genetics , Edible Grain/metabolism , Plant Stems/metabolism , Triticum/chemistry , Triticum/growth & development
6.
Theor Appl Genet ; 130(5): 1053-1063, 2017 May.
Article in English | MEDLINE | ID: mdl-28239779

ABSTRACT

KEY MESSAGE: Novel barley (1 â†’ 3, 1 â†’ 4)-ß-glucan endohydrolases with increased thermostability. Rapid and reliable degradation of (1 â†’ 3, 1 â†’ 4)-ß-glucan to produce low viscosity wort is an essential requirement for malting barley. The (1 â†’ 3, 1 â†’ 4)-ß-glucan endohyrolases are responsible for the primary hydrolysis of cell wall ß-glucan. The variation in ß-glucanase genes HvGlb1 and HvGlb2 that encode EI and EII, respectively, were examined in elite and exotic germplasm. Six EI and 14 EII allozymes were identified, and significant variation was found in ß-glucanase from Hordeum vulgare ssp. spontaneum (wild barley), the progenitor of modern cultivated barley. Allozymes were examined using prediction methods; the change in Gibbs free energy of the identified amino acid substitutions to predict changes in enzyme stability and homology modelling to examine the structure of the novel allozymes using the existing solved EII structure. Two EI and four EII allozymes in wild barley accessions were predicted to have improved barley ß-glucanase thermostability. One novel EII candidate was identified in existing backcross lines with contrasting HvGlb2 alleles from wild barley and cv Flagship. The contrasting alleles in selected near isogenic lines were examined in ß-glucanase thermostability analyses. The EII from wild barley exhibited a significant increase in ß-glucanase thermostability conferred by the novel HvGlb2 allele. Increased ß-glucanase thermostability is heritable and candidates identified in wild barley could improve malting and brewing quality in new varieties.


Subject(s)
Glycoside Hydrolases/genetics , Hordeum/enzymology , beta-Glucans , Alleles , Amino Acid Substitution , Crosses, Genetic , Enzyme Stability , Genes, Plant , Genotype , Hordeum/genetics , Isoenzymes/genetics , Models, Molecular , Phenotype , Protein Conformation
7.
J Agric Food Chem ; 65(2): 421-428, 2017 Jan 18.
Article in English | MEDLINE | ID: mdl-27936680

ABSTRACT

Barley (1→3,1→4)-ß-glucan endohydrolases (ß-glucanases; EI and EII) are primarily responsible for hydrolyzing high molecular weight (1→3,1→4)-ß-glucans (ß-glucan) during germination. Incomplete endosperm modification during malting results in residual ß-glucan that can contribute to increased wort viscosity and beer chill haze. Four newly identified forms of EI and EII and the reference enzymes EI-a and EII-a were expressed in Escherichia coli, and the recombinant proteins were characterized for enzyme kinetics and thermostability. EI and EII variants that exhibited higher residual ß-glucanase activity than EI-a and EII-a after heat treatment also exhibited increased substrate affinity and decreased turnover rates. The novel EII-l form exhibited significantly increased thermostability compared with the reference EII-a when activity was measured at elevated temperature. EII-l exhibited a T50 value, which indicates the temperature at which 50% of ß-glucanase activity remains, 1.3 °C higher than that of EII-a. The irreversible thermal inactivation difference between EII-a and EII-l after 5 min of heat treatment at 56 °C was 11.9%. The functional significance of the three amino acid differences between EII-a and EII-l was examined by making combinatorial mutations in EII-a using site-directed mutagenesis. The S20G and D284E amino acid substitutions were shown to be responsible for the increase in EII-1 thermostability.


Subject(s)
Glycoside Hydrolases/chemistry , Glycoside Hydrolases/metabolism , Hordeum/enzymology , Alleles , Amino Acid Substitution , Enzyme Stability , Escherichia coli/genetics , Glycoside Hydrolases/genetics , Kinetics , Models, Molecular , Mutagenesis, Site-Directed , Plant Proteins/chemistry , Plant Proteins/genetics , Plant Proteins/metabolism , Protein Conformation , Recombinant Proteins/genetics , Recombinant Proteins/metabolism , Temperature
8.
Plant Sci ; 242: 260-269, 2016 Jan.
Article in English | MEDLINE | ID: mdl-26566843

ABSTRACT

Water uptake by mature barley grains initiates germination and is the first stage in the malting process. Here we have investigated the effects of starchy endosperm cell wall thickness on water uptake, together with the effects of varying amounts of the wall polysaccharide, (1,3;1,4)-ß-glucan. In the latter case, we examined mutant barley lines from a mutant library and transgenic barley lines in which the (1,3;1,4)-ß-glucan synthase gene, HvCslF6, was down-regulated by RNA interference. Neither cell wall thickness nor the levels of grain (1,3;1,4)-ß-glucan were significantly correlated with water uptake but are likely to influence modification during malting. However, when a barley mapping population was phenotyped for rate of water uptake into grain, quantitative trait locus (QTL) analysis identified specific regions of chromosomes 4H, 5H and 7H that accounted for approximately 17%, 18% and 11%, respectively, of the phenotypic variation. These data indicate that variation in water uptake rates by elite malting cultivars of barley is genetically controlled and a number of candidate genes that might control the trait were identified under the QTL. The genomics data raise the possibility that the genetic variation in water uptake rates might be exploited by breeders for the benefit of the malting and brewing industries.


Subject(s)
Cell Wall/metabolism , Edible Grain/metabolism , Endosperm/metabolism , Hordeum/metabolism , Water/metabolism , Biological Transport/physiology , Cell Wall/genetics , Chromosome Mapping/methods , Chromosomes, Plant/genetics , Edible Grain/genetics , Endosperm/genetics , Food Industry/methods , Genotype , Glucans/metabolism , Glucosyltransferases/genetics , Glucosyltransferases/metabolism , Hordeum/genetics , Mutation , Phenotype , Plant Proteins/genetics , Plant Proteins/metabolism , Plants, Genetically Modified , Polysaccharides/metabolism , Quantitative Trait Loci/genetics , RNA Interference
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