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Genome-Wide Analyses and Prediction of Resistance to MLN in Large Tropical Maize Germplasm.
- Source :
-
Genes [Genes (Basel)] 2019 Dec 23; Vol. 11 (1). Date of Electronic Publication: 2019 Dec 23. - Publication Year :
- 2019
-
Abstract
- Maize lethal necrosis (MLN), caused by co-infection of maize chlorotic mottle virus and sugarcane mosaic virus, can lead up to 100% yield loss. Identification and validation of genomic regions can facilitate marker assisted breeding for resistance to MLN. Our objectives were to identify marker-trait associations using genome wide association study and assess the potential of genomic prediction for MLN resistance in a large panel of diverse maize lines. A set of 1400 diverse maize tropical inbred lines were evaluated for their response to MLN under artificial inoculation by measuring disease severity or incidence and area under disease progress curve (AUDPC). All lines were genotyped with genotyping by sequencing (GBS) SNPs. The phenotypic variation was significant for all traits and the heritability estimates were moderate to high. GWAS revealed 32 significantly associated SNPs for MLN resistance (at p < 1.0 × 10 <superscript>-6</superscript> ). For disease severity, these significantly associated SNPs individually explained 3-5% of the total phenotypic variance, whereas for AUDPC they explained 3-12% of the total proportion of phenotypic variance. Most of significant SNPs were consistent with the previous studies and assists to validate and fine map the big quantitative trait locus (QTL) regions into few markers' specific regions. A set of putative candidate genes associated with the significant markers were identified and their functions revealed to be directly or indirectly involved in plant defense responses. Genomic prediction revealed reasonable prediction accuracies. The prediction accuracies significantly increased with increasing marker densities and training population size. These results support that MLN is a complex trait controlled by few major and many minor effect genes.
- Subjects :
- Chromosome Mapping methods
Chromosomes, Plant genetics
Genome-Wide Association Study
Genomics methods
Genotype
Phenotype
Plant Diseases genetics
Plant Diseases virology
Polymorphism, Single Nucleotide genetics
Potyvirus pathogenicity
Quantitative Trait Loci genetics
Seeds virology
Tombusviridae pathogenicity
Zea mays virology
Disease Resistance genetics
Seeds genetics
Zea mays genetics
Subjects
Details
- Language :
- English
- ISSN :
- 2073-4425
- Volume :
- 11
- Issue :
- 1
- Database :
- MEDLINE
- Journal :
- Genes
- Publication Type :
- Academic Journal
- Accession number :
- 31877962
- Full Text :
- https://doi.org/10.3390/genes11010016