ArticleHorticulture research2020
The apple REFPOP-a reference population for genomics-assisted breeding in apple.
Article in Horticulture research, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 31 papers.
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31 citing papers in PubMed.
- Candidate genes with antagonistic roles in stomatal development are associated with population-wide variation in apple.Horticulture research · 2026Article
- Genomic forecasting for climate-resilient fruit trees.The New phytologist · 2026Review
- QTL mapping and genomic prediction of resistance to apple blotch (Molecular breeding : new strategies in plant improvement · 2026Article
- Accelerating genetic gain through integrated genomic selection in crop plants.Journal of applied genetics · 2026Review
- Genetic evaluation of flowering, maturity time and productivity in almond (Prunus dulcis): heritability estimates and breeding value predictions.BMC plant biology · 2026Article
- Haplotype-resolved chromosome-level genome assemblies of nineteen apple (Malus domestica Borkh.) cultivars.Scientific data · 2026Article
- A bittersweet symphony: genetic insights into cider apple fruit quality.G3 (Bethesda, Md.) · 2026Article
- Application of Genome-Assisted Prediction (GAP) for Apple Fruit Weight.Plants (Basel, Switzerland) · 2025Article
- Individual Segmentation of Intertwined Apple Trees in a Row via Prompt Engineering.Sensors (Basel, Switzerland) · 2025Article
- Interannual Variation of Stomatal Traits Impacts the Environmental Responses of Apple Trees.Plant, cell & environment · 2025Article
- Integrative multi-environmental genomic prediction in apple.Horticulture research · 2025Article
- Evaluation of genomic and phenomic prediction for application in apple breeding.BMC plant biology · 2025Article
- Exploring phenotypic diversity and stability of key traits for apple breeding in northeastern Spanish germplasm.Frontiers in plant science · 2025Article
- Genomic selection for crop improvement in fruits and vegetables: a systematic scoping review.Molecular breeding : new strategies in plant improvement · 2024Article
- Genomic prediction and genome-wide association study using combined genotypic data from different genotyping systems: application to apple fruit quality traits.Horticulture research · 2024Article
- FruitPhenoBox - a device for rapid and automated fruit phenotyping of small sample sizes.Plant methods · 2024Article
- The genetic basis of apple shape and size unraveled by digital phenotyping.G3 (Bethesda, Md.) · 2024Article
- Crop Landraces and Indigenous Varieties: A Valuable Source of Genes for Plant Breeding.Plants (Basel, Switzerland) · 2024Review
- Genomic analysis of fruit size and shape traits in apple: unveiling candidate genes through GWAS analysis.Horticulture research · 2024Article
- Review
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Authors and funding
22 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Breeding of apple is a long-term and costly process due to the time and space requirements for screening selection candidates. Genomics-assisted breeding utilizes genomic and phenotypic information to increase the selection efficiency in breeding programs, and measurements of phenotypes in different environments can facilitate the application of the approach under various climatic conditions. Here we present an apple reference population: the apple REFPOP, a large collection formed of 534 genotypes planted in six European countries, as a unique tool to accelerate apple breeding. The population consisted of 269 accessions and 265 progeny from 27 parental combinations, representing the diversity in cultivated apple and current European breeding material, respectively. A high-density genome-wide dataset of 303,239 SNPs was produced as a combined output of two SNP arrays of different densities using marker imputation with an imputation accuracy of 0.95. Based on the genotypic data, linkage disequilibrium was low and population structure was weak. Two well-studied phenological traits of horticultural importance were measured. We found marker-trait associations in several previously identified genomic regions and maximum predictive abilities of 0.57 and 0.75 for floral emergence and harvest date, respectively. With decreasing SNP density, the detection of significant marker-trait associations varied depending on trait architecture. Regardless of the trait, 10,000 SNPs sufficed to maximize genomic prediction ability. We confirm the suitability of the apple REFPOP design for genomics-assisted breeding, especially for breeding programs using related germplasm, and emphasize the advantages of a coordinated and multinational effort for customizing apple breeding methods in the genomics era.
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