Genome-Wide Analysis of Tar Spot Complex Resistance in Maize Using Genotyping-by-Sequencing SNPs and Whole-Genome Prediction

TLDR: Major QTL on bin 8.03 confirmed by association and linkage mapping indicates TSC resistance in tropical maize could be improved by MAS and GS individually or stepwise.

Abstract: Tar spot complex (TSC) is one of the most destructive foliar diseases of maize ( L) in tropical and subtropical areas of Central and South America, causing significant grain yield losses when weather conditions are conducive To dissect the genetic architecture of TSC resistance in maize, association mapping, in conjunction with linkage mapping, was conducted on an association-mapping panel and three biparental doubled-haploid (DH) populations using genotyping-by-sequencing (GBS) single-nucleotide polymorphisms (SNPs) Association mapping revealed four quantitative trait loci (QTL) on chromosome 2, 3, 7, and 8 All the QTL, except for the one on chromosome 3, were further validated by linkage mapping in different genetic backgrounds Additional QTL were identified by linkage mapping alone A major QTL located on bin 803 was consistently detected with the largest phenotypic explained variation: 13% in association-mapping analysis and 1318 to 4331% in linkage-mapping analysis These results indicated that TSC resistance in maize was controlled by a major QTL located on bin 803 and several minor QTL with smaller effects on other chromosomes Genomic prediction results showed moderate-to-high prediction accuracies in different populations using various training population sizes and marker densities Prediction accuracy of TSC resistance was >050 when half of the population was included into the training set and 500 to 1,000 SNPs were used for prediction Information obtained from this study can be used for developing functional molecular markers for marker-assisted selection (MAS) and for implementing genomic selection (GS) to improve TSC resistance in tropical maize