ArticleThe plant genome2020
Accelerating forest tree breeding by integrating genomic selection and greenhouse phenotyping.
Article in The plant genome, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 15 papers.
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Who cites it
15 citing papers in PubMed.
- GWAS-assisted genomic selection for achieving high-precision early sex prediction in Populus deltoides.The plant genome · 2026Article
- Application and development prospect of genomic selection breeding in coniferous trees.Planta · 2025Review
- Integrating Traditional Breeding and Modern Biotechnology for Advanced Forest Tree Improvement.International journal of molecular sciences · 2025Review
- Genomic selection for growth and wood properties in multi-generation hybrid populations ofHorticulture research · 2025Article
- Article
- Integrating environmental gradients into breeding: application of genomic reactions norms in a perennial species.Heredity · 2024Article
- An Integrated Multi-Omics and Artificial Intelligence Framework for Advance Plant Phenotyping in Horticulture.Biology · 2023Review
- Integrated Genomic Selection for Accelerating Breeding Programs of Climate-Smart Cereals.Genes · 2023Review
- Genomic selection for genotype performance and environmental stability in Coffea canephora.G3 (Bethesda, Md.) · 2023Article
- Editorial: Harnessing genebanks: High-throughput phenotyping and genotyping of crop wild relatives and landraces.Frontiers in plant science · 2023Article
- Genomic Prediction of Complex Traits in Perennial Plants: A Case for Forest Trees.Methods in molecular biology (Clifton, N.J.) · 2022Article
- Article
- Review
- Genomic Breeding for Diameter Growth and Tolerance toFrontiers in plant science · 2021Article
- Accelerating forest tree breeding by integrating genomic selection and greenhouse phenotyping.The plant genome · 2020Article
Corrections and comments
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Authors and funding
5 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Breeding forest species can be a costly and slow process because of the extensive areas needed for field trials and the long periods (e.g., five years) that are required to measure economically and environmentally relevant phenotypes (e.g., adult plant biomass or plant height). Genomic selection (GS) and indirect selection using early phenotypes (e.g., phenotypes collected in greenhouse conditions) are two ways by which tree breeding can be accelerated. These approaches can both reduce the costs of field-testing and the time required to make selection decisions. Moreover, these approaches can be highly synergistic. Therefore, in this study, we used a data set comprising DNA genotypes and longitudinal measurements of growth collected from a population of Populus deltoides W. Bartram ex Marshall (eastern cottonwood) in the greenhouse and the field, to evaluate the potential impact of integrating large-scale greenhouse phenotyping with conventional GS. We found that the integration of greenhouse phenotyping and GS can deliver very early selection decisions that are moderately accurate. Therefore, we conclude that the adoption of these approaches, in conjunction with reproductive techniques that shorten the generation interval, can lead to an unprecedented acceleration of selection gains in P. deltoides and, potentially, other commercially planted tree species.
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