PLANT PHYSIOLOGY · 2014 · 238 citations · 58 references
Life SciencesCrop SciencesGeneticsGenomicsPlant GeneticsPlant GenomicsCrop GenomicsCrop PhenotypingGene MappingGenome-wide Association StudiesQuantitative Trait LociQuantitative Trait Loci MappingAgronomic Trait DiscoveryCore Collection GenotypingGenetic Architecture Of TraitsGenome-wide Association MappingMarker-trait Association AnalysisSingle Nucleotide Polymorphism MappingSingle Nucleotide Polymorphism Markers
Genome-wide association studies have been successful in identifying genes involved in polygenic traits and are valuable for crop improvement. Tomato (Solanum lycopersicum) is a major crop and is highly appreciated worldwide for its health value. We used a core collection of 163 tomato accessions composed of S. lycopersicum, S. lycopersicum var cerasiforme, and Solanum pimpinellifolium to map loci controlling variation in fruit metabolites. Fruits were phenotyped for a broad range of metabolites, including amino acids, sugars, and ascorbate. In parallel, the accessions were genotyped with 5,995 single-nucleotide polymorphism markers spread over the whole genome. Genome-wide association analysis was conducted on a large set of metabolic traits that were stable over 2 years using a multilocus mixed model as a general method for mapping complex traits in structured populations and applied to tomato. We detected a total of 44 loci that were significantly associated with a total of 19 traits, including sucrose, ascorbate, malate, and citrate levels. These results not only provide a list of candidate loci to be functionally validated but also a powerful analytical approach for finding genetic variants that can be directly used for crop improvement and deciphering the genetic architecture of complex traits.
58
Inference of Population Structure Using Multilocus Genotype Data
Jonathan K. Pritchard, Matthew Stephens, Peter Donnelly · Genetics · 2000 · 34.3K citations · Full text
ESTIMATING<i>F</i>-STATISTICS FOR THE ANALYSIS OF POPULATION STRUCTURE
B. S. Weir, C. Clark Cockerham · Evolution · 1984 · 16.9K citations