New Phytologist · 2022 · 77 citations · 74 references
AgricultureCrop SciencesGeneticsGenomicsMolecular BreedingPlant GeneticsCrop GenomicsFlavor BreedingFruit BreedingFruit Flavor ChemistryFruit GeneticsMulti-omics Association AnalysisConsumer Flavor PreferenceExpression Quantitative Trait LociFlavor Profile ImprovementFlavor Volatile DiversityFlavor-related Gene DiscoveryFruit TranscriptomicsGenome-wide Association Study DesignVolatile Flavor Compounds
Flavor is essential to consumer preference of foods and is an increasing focus of plant breeding programs. In fruit crops, identifying genes underlying volatile organic compounds has great promise to accelerate flavor improvement, but polyploidy and heterozygosity in many species have slowed progress. Here we use octoploid cultivated strawberry to demonstrate how genomic heterozygosity, transcriptomic intricacy and fruit metabolomic diversity can be treated as strengths and leveraged to uncover fruit flavor genes and their regulatory elements. Multi-omics datasets were generated including an expression quantitative trait loci map with 196 diverse breeding lines, haplotype-phased genomes of a highly-flavored breeding selection, a genome-wide structural variant map using five haplotypes, and volatile genome-wide association study (GWAS) with > 300 individuals. Overlaying regulatory elements, structural variants and GWAS-linked allele-specific expression of numerous genes to variation in volatile compounds important to flavor. In one example, the functional role of anthranilate synthase alpha subunit 1 in methyl anthranilate biosynthesis was supported via fruit transient gene expression assays. These results demonstrate a framework for flavor gene discovery in fruit crops and a pathway to molecular breeding of cultivars with complex and desirable flavor.
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STAR: ultrafast universal RNA-seq aligner
Alexander Dobin, Carrie Davis, Felix Schlesinger et al. · Bioinformatics · 2012 · 56.2K citations · Full text
Haplotype-resolved de novo assembly using phased assembly graphs with hifiasm
Nature Methods · 2021 · 5.5K citations · Full text
Guangchuang Yu, David K. Smith, Huachen Zhu et al. · Methods in Ecology and Evolution · 2016 · 5.2K citations · Full text