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1.
Plants (Basel) ; 9(12)2020 Dec 21.
Article in English | MEDLINE | ID: mdl-33371388

ABSTRACT

Globally, one-third of the population is affected by iron (Fe) and zinc (Zn) deficiency, which is severe in developing and underdeveloped countries where cereal-based diets predominate. The genetic biofortification approach is the most sustainable and one of the cost-effective ways to address Fe and Zn malnutrition. Maize is a major source of nutrition in sub-Saharan Africa, South Asia and Latin America. Understanding systems' biology and the identification of genes involved in Fe and Zn homeostasis facilitate the development of Fe- and Zn-enriched maize. We conducted a genome-wide transcriptome assay in maize inbred SKV616, under -Zn, -Fe and -Fe-Zn stresses. The results revealed the differential expression of several genes related to the mugineic acid pathway, metal transporters, photosynthesis, phytohormone and carbohydrate metabolism. We report here Fe and Zn deficiency-mediated changes in the transcriptome, root length, stomatal conductance, transpiration rate and reduced rate of photosynthesis. Furthermore, the presence of multiple regulatory elements and/or the co-factor nature of Fe and Zn in enzymes indicate their association with the differential expression and opposite regulation of several key gene(s). The differentially expressed candidate genes in the present investigation would help in breeding for Fe and Zn efficient and kernel Fe- and Zn-rich maize cultivars through gene editing, transgenics and molecular breeding.

2.
Int J Genomics ; 2017: 2568706, 2017.
Article in English | MEDLINE | ID: mdl-28326315

ABSTRACT

A genomewide transcriptome assay of two subtropical genotypes of maize was used to observe the expression of genes at seedling stage of drought stress. The number of genes expressed differentially was greater in HKI1532 (a drought tolerant genotype) than in PC3 (a drought sensitive genotype), indicating primary differences at the transcriptional level in stress tolerance. The global coexpression networks of the two genotypes differed significantly with respect to the number of modules and the coexpression pattern within the modules. A total of 174 drought-responsive genes were selected from HKI1532, and their coexpression network revealed key correlations between different adaptive pathways, each cluster of the network representing a specific biological function. Transcription factors related to ABA-dependent stomatal closure, signalling, and phosphoprotein cascades work in concert to compensate for reduced photosynthesis. Under stress, water balance was maintained by coexpression of the genes involved in osmotic adjustments and transporter proteins. Metabolism was maintained by the coexpression of genes involved in cell wall modification and protein and lipid metabolism. The interaction of genes involved in crucial biological functions during stress was identified and the results will be useful in targeting important gene interactions to understand drought tolerance in greater detail.

3.
BMC Genomics ; 15: 1182, 2014 Dec 24.
Article in English | MEDLINE | ID: mdl-25539911

ABSTRACT

BACKGROUND: Earlier studies were focused on the genetics of temperate and tropical maize under drought. We identified genetic loci and their association with functional mechanisms in 240 accessions of subtropical maize using a high-density marker set under water stress. RESULTS: Out of 61 significant SNPs (11 were false-discovery-rate-corrected associations), identified across agronomic traits, models, and locations by subjecting the accessions to water stress at flowering stage, 48% were associated with drought-tolerant genes. Maize gene models revealed that SNPs mapped for agronomic traits were in fact associated with number of functional traits as follows: stomatal closure, 28; flowering, 15; root development, 5; detoxification, 4; and reduced water potential, 2. Interactions of these SNPS through the functional traits could lead to drought tolerance. The SNPs associated with ABA-dependent signalling pathways played a major role in the plant's response to stress by regulating a series of functions including flowering, root development, auxin metabolism, guard cell functions, and scavenging reactive oxygen species (ROS). ABA signalling genes regulate flowering through epigenetic changes in stress-responsive genes. ROS generated by ABA signalling are reduced by the interplay between ethylene, ABA, and detoxification signalling transductions. Integration of ABA-signalling genes with auxin-inducible genes regulates root development which in turn, maintains the water balance by regulating electrochemical gradient in plant. CONCLUSIONS: Several genes are directly or indirectly involved in the functioning of agronomic traits related to water stress. Genes involved in these crucial biological functions interacted significantly in order to maintain the primary as well as exclusive functions related to coping with water stress. SNPs associated with drought-tolerant genes involved in strategic biological functions will be useful to understand the mechanisms of drought tolerance in subtropical maize.


Subject(s)
Chromosome Mapping , Droughts , Genome-Wide Association Study , Tropical Climate , Zea mays/genetics , Zea mays/physiology , Epigenesis, Genetic/genetics , Genes, Plant/genetics , Phenotype , Polymorphism, Single Nucleotide , Signal Transduction/genetics , Stress, Physiological/genetics , Zea mays/cytology , Zea mays/metabolism
4.
Meta Gene ; 2: 407-17, 2014 Dec.
Article in English | MEDLINE | ID: mdl-25606426

ABSTRACT

NAC proteins are plant-specific transcription factors (TFs). Although they play a pivotal role in regulating distinct biological processes, TFs in maize are yet to be investigated comprehensively. Within the maize genome, we identified 152 putative NAC domain-encoding genes (ZmNACs), including eight membrane-bound members, by systematic sequence analysis and physically mapped them onto ten chromosomes of maize. In silico analysis of the ZmNACs and comparison with similar genes in other plants such as Arabidopsis, rice, and soybean, revealed a similar NAC sequence architecture. Phylogenetically, the ZmNACs were arranged into six distinct subgroups (I-VI) possessing conserved motifs. Phylogenetic analysis using stress-related NAC TFs from Arabidopsis, rice, and soybean as seeding sequences identified 24 of the 152 ZmNACs (all from Group II) as putative stress-responsive genes, including one dehydration-responsive ZmSNAC1 gene reported earlier. One drought-tolerant genotype (HKI577) and one susceptible genotype (PC13T-3) were used for studying the expression pattern of the NAC genes during drought stress. qRT-PCR based expression profiles of 11 genes predicted to be related to stress confirmed strong differential gene expression during drought stress. Phylogenetic analyses revealed that ZmNAC18, ZmNAC51, ZmNAC145, and ZmNAC72, which were up-regulated in the tolerant genotype and down-regulated in the susceptible genotype, belonged to the same group to which also belong other drought-responsive genes, namely SNAC1, OsNAC6, ANAC019, and ANAC055, which act as a transcriptional activator and are strongly induced under stress from various abiotic sources. Differentially expressed ZmNAC genes, alone or in combination with each other or with other type(s) of TFs, may control the general cellular machinery and regulate stress-responsive downstream genes. Alternatively, they may serve as a platform to regulate a broad set of genes, which are subsequently fine-tuned by specific regulators. This genome-wide identification and expression profiling opens new avenues for systematic functional analysis of new members of the NAC gene family, which may be exploited in developing lines that are better adapted to drought.

5.
BMC Genomics ; 14: 877, 2013 Dec 13.
Article in English | MEDLINE | ID: mdl-24330649

ABSTRACT

BACKGROUND: Maize is an increasingly important food crop in southeast Asia. The elucidation of its genetic architecture, accomplished by exploring quantitative trait loci and useful alleles in various lines across numerous breeding programs, is therefore of great interest. The present study aimed to characterize subtropical maize lines using high-quality SNPs distributed throughout the genome. RESULTS: We genotyped a panel of 240 subtropical elite maize inbred lines and carried out linkage disequilibrium, genetic diversity, population structure, and principal component analyses on the generated SNP data. The mean SNP distance across the genome was 70 Kb. The genome had both high and low linkage disequilibrium (LD) regions; the latter were dominant in areas near the gene-rich telomeric portions where recombination is frequent. A total of 252 haplotype blocks, ranging in size from 1 to 15.8 Mb, were identified. Slow LD decay (200-300 Kb) at r(2) ≤ 0.1 across all chromosomes explained the selection of favorable traits around low LD regions in different breeding programs. The association mapping panel was characterized by strong population substructure. Genotypes were grouped into three distinct clusters with a mean genetic dissimilarity coefficient of 0.36. CONCLUSIONS: The genotyped panel of subtropical maize lines characterized in this study should be useful for association mapping of agronomically important genes. The dissimilarity uncovered among genotypes provides an opportunity to exploit the heterotic potential of subtropical elite maize breeding lines.


Subject(s)
Genome, Plant , Genomics , Zea mays/genetics , Chromosomes, Plant , Cluster Analysis , Evolution, Molecular , Genetic Variation , Genetics, Population , Genotype , Haplotypes , Inbreeding , Linkage Disequilibrium , Polymorphism, Single Nucleotide , Quantitative Trait Loci , Reproducibility of Results
6.
PLoS One ; 8(8): e70433, 2013.
Article in English | MEDLINE | ID: mdl-23936429

ABSTRACT

Waterlogging causes extensive damage to maize crops in tropical and subtropical regions. The identification of tolerance genes and their interactions at the molecular level will be helpful to engineer tolerant genotypes. A whole-genome transcriptome assay revealed the specific role of genes in response to waterlogging stress in susceptible and tolerant genotypes. Genes involved in the synthesis of ethylene and auxin, cell wall metabolism, activation of G-proteins and formation of aerenchyma and adventitious roots, were upregulated in the tolerant genotype. Many transcription factors, particularly ERFs, MYB, HSPs, MAPK, and LOB-domain protein were involved in regulation of these traits. Genes responsible for scavenging of ROS generated under stress were expressed along with those involved in carbohydrate metabolism. The physical locations of 21 genes expressed in the tolerant genotype were found to correspond with the marker intervals of known QTLs responsible for development of adaptive traits. Among the candidate genes, most showed synteny with genes of sorghum and foxtail millet. Co-expression analysis of 528 microarray samples including 16 samples from the present study generated seven functional modules each in the two genotypes, with differing characteristics. In the tolerant genotype, stress genes were co-expressed along with peroxidase and fermentation pathway genes.


Subject(s)
Agriculture , Gene Expression Profiling , Genomics , Groundwater , Stress, Physiological/genetics , Zea mays/genetics , Zea mays/physiology , Genome, Plant/genetics , Genotype , Molecular Sequence Annotation , Quantitative Trait Loci/genetics , RNA, Messenger/genetics , RNA, Messenger/metabolism , Stress, Physiological/drug effects , Synteny/genetics , Zea mays/drug effects
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