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Marker-trait associations and genomic predictions of interspecific pear (Pyrus) fruit characteristics.

Satish KumarChris KirkCecilia Hong DengAngela ShirtliffClaudia WiedowMengfan QinJun WuLester Brewer
Published in: Scientific reports (2019)
Interspecific pear (Pyrus spp.) hybrid populations are often used to develop novel cultivars. Pear cultivar breeding is a lengthy process because of long juvenility and the subsequent time required for reliable fruit phenotyping. Molecular techniques such as genome-wide association (GWA) and genomic selection (GS) provide an opportunity to fast-forward the development of high-value cultivars. We evaluated the genetic architecture of 10 pear fruit phenotypes (including sensory traits) and the potential of GS using genotyping-by-sequencing of 550 hybrid seedlings from nine interrelated full-sib families. Results from GWA suggested a complex polygenic nature of all 10 traits as the maximum variance explained by each marker was less than 4% of the phenotypic variance. The effect-size of SNPs for each trait suggested many genes of small effect and few of moderate effect. Some genomic regions associated with pear sensory traits were similar to those reported for apple - possibly a result of high synteny between the apple and pear genomes. The average (across nine families) GS accuracy varied from 0.32 (for crispness) to 0.62 (for sweetness), with an across-trait average of 0.42. Further efforts are needed to develop larger genotype-phenotype datasets in order to predict fruit phenotypes of untested seedlings with sufficient efficiency.
Keyphrases
  • genome wide
  • copy number
  • dna methylation
  • genome wide association
  • high throughput
  • risk assessment
  • gene expression
  • high intensity
  • arabidopsis thaliana
  • human health
  • bioinformatics analysis