Breeding Science · 2021 · 27 citations · 39 references
Life SciencesCrop SciencesGeneticsGenomicsMarker-assisted SelectionQuantitative GeneticsCrop GenomicsFruit MorphologyGene MappingQuantitative Trait LociQuantitative Trait Loci MappingQuantitative Trait Locus MappingFourier DescriptorsFruit Image AnalysisFruit MorphometricsFruit Shape AnalysisFruit Shape DeterminationMarker-trait Association AnalysisQtl Detection
Duch.) is an important breeding target. To detect genomic regions associated with this trait, its quantitative evaluation is needed. Previously we created a multi-parent advanced-generation inter-cross (MAGIC) strawberry population derived from six founder parents. In this study, we used this population to quantify fruit shape. Elliptic Fourier descriptors (EFDs) were generated from 2 969 two-dimensional binarized fruit images, and principal component (PC) scores were calculated on the basis of the EFD coefficients. PC1-PC3 explained 96% of variation in shape and thus adequately quantified it. In genome-wide association study, the PC scores were used as phenotypes. Genome wide association study using mixed linear models revealed 2 quantitative trait loci (QTLs) for fruit shape. Our results provide a novel and effective method to analyze strawberry fruit morphology; the detected QTLs and presented method can support marker-assisted selection in practical breeding programs to improve fruit shape.
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Inference of Population Structure Using Multilocus Genotype Data
Jonathan K. Pritchard, Matthew Stephens, Peter Donnelly · Genetics · 2000 · 34.3K citations · Full text
TASSEL: software for association mapping of complex traits in diverse samples
Peter J. Bradbury, Zhiwu Zhang, Dallas E. Kroon et al. · Bioinformatics · 2007 · 8.3K citations · Full text