Genetic diversity, SNP-trait associations and genomic selection accuracy in a west African collection of Kersting's groundnut [Macrotyloma geocarpum(Harms) Maréchal & Baudet]
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Abstract
Understanding the mechanisms governing complex traits variation is a requirement for efficient
crop improvement. In this study, the molecular characterization, marker-trait associations
and the possibility for genomic selection in a collection of 281 Kersting’s groundnut
accessions were carried out. The diversity panel was phenotyped using an Alpha lattice
design with two replicates in two contrasting environments. Accessions were genotyped
using genotyping by sequencing technology. Genome-wide association analyses were performed
between single nucleotide polymorphism markers and yield-related traits across
tested environments. SNP markers were used to calculate the observed (Ho) and expected
heterozygosity (He), and the total gene diversity (Ht). Genetic differentiation among accessions
across ecological regions of origin was analysed. Our results revealed 493 quality
SNPs of which 113 had a minor allele frequency>0.05, a total gene diversity of 0.43 and
average Ho and He values of 0.04 and 0.22, respectively. Four clusters, highly differentiated
by seed coat colour (Fst = 0.79), were identified. The population structure analysis showed
two subpopulations with high differentiation across ecological regions (Fst = 0.37). The
GWAS revealed 10 significant marker-trait associations, of which six SNPs were consistent
across environments. The genomic selection through cross-validation showed moderate to
high prediction accuracies for leaflet length, seed dimension traits, 100 seed weight, days to
50% flowering and days to maturity. This demonstrates the existence of genetic variability
within Kersting’s groundnut and shows the potential for the improvement of the species. The
findings also provide a first insight into the phenotype-to-genotype relationships in Kersting’s
groundnut, using SNP markers.
