ArticleTAG. Theoretical and applied genetics. Theoretische und angewandte Genetik2024
Envirotyping within a multi-environment trial allowed identifying genetic determinants of winter oilseed rape yield stability.
Article in TAG. Theoretical and applied genetics. Theoretische und angewandte Genetik, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 6 papers.
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Who cites it
6 citing papers in PubMed.
- Physiological and Biochemical Responses of Two Major Legume Crops to Seed Priming-A Systematic Review.Plants (Basel, Switzerland) · 2026Review
- Identification of drought-tolerant ideotype in wheat using multi-trait genotype-ideotype distance index (MGIDI) and comprehensive evaluation value.Scientific reports · 2026Article
- Candidate genomic regions underlying capsule shattering in sesame revealed by multi-model GWAS and field-based phenotyping.TAG. Theoretical and applied genetics. Theoretische und angewandte Genetik · 2026Article
- Forage yield stability of tall fescue genotypes across eight location-year combinations in the United States and Canada.Frontiers in plant science · 2026Article
- A review of deep learning architectures for plant disease detection.Turkish journal of biology = Turk biyoloji dergisi · 2025Review
- A comprehensive dataset of near infrared spectroscopy measurements to predict nitrogen and carbon contents in a wide range of tissues fromData in brief · 2024Article
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Authors and funding
5 authors.
Funding
Abstract
key messageA comprehensive environmental characterization allowed identifying stable and interactive QTL for seed yield: QA09 and QC09a were detected across environments; whereas QA07a was specifically detected on the most stressed environments. A main challenge for rapeseed consists in maintaining seed yield while adapting to climate changes and contributing to environmental-friendly cropping systems. Breeding for cultivar adaptation is one of the keys to meet this challenge. Therefore, we propose to identify the genetic determinant of seed yield stability for winter oilseed rape using GWAS coupled with a multi-environmental trial and to interpret them in the light of environmental characteristics. Due to a comprehensive characterization of a multi-environmental trial using 79 indicators, four contrasting envirotypes were defined and used to identify interactive and stable seed yield QTL. A total of four QTLs were detected, among which, QA09 and QC09a, were stable (detected at the multi-environmental trial scale or for different envirotypes and environments); and one, QA07a, was specifically detected into the most stressed envirotype. The analysis of the molecular diversity at QA07a showed a lack of genetic diversity within modern lines compared to older cultivars bred before the selection for low glucosinolate content. The results were discussed in comparison with other studies and methods as well as in the context of breeding programs.
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