ArticleTAG. Theoretical and applied genetics. Theoretische und angewandte Genetik2023
Partitioning the forms of genotype-by-environment interaction in the reaction norm analysis of stability.
Article in TAG. Theoretical and applied genetics. Theoretische und angewandte Genetik, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers.
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Who cites it
8 citing papers in PubMed.
- A haplotype-based approach to explore genotype-by-environment interactions for barley yield.The plant genome · 2026Article
- Dissecting the genetic basis of yield stability in faba bean by multi-environment analysis.Genome biology · 2026Article
- Article
- Evaluation of crossbreeding strategies for improved adaptation and productivity in African smallholder cattle farms.Genetics, selection, evolution : GSE · 2025Article
- Factor analytic selection tools and environmental feature-integration enable holistic decision-making in Eucalyptus breeding.Scientific reports · 2024Article
- Characterizing stay-green in barley across diverse environments: unveiling novel haplotypes.TAG. Theoretical and applied genetics. Theoretische und angewandte Genetik · 2024Article
- Importance of phenotypic plasticity in crop resilience.Journal of experimental botany · 2024Article
- Validation of reaction norm breeding values for robustness in Australian sheep.Genetics, selection, evolution : GSE · 2024Article
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5 authors.
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Abstract
key messageThe reaction norm analysis of stability can be enhanced by partitioning the contribution of different types of G × E to the variation in slope. The slope of regression in a reaction norm model, where the performance of a genotype is regressed over an environmental covariable, is often used as a measure of stability of genotype performance. This method could be developed further by partitioning variation in the slope of regression into the two sources of genotype-by-environment interaction (G × E) which cause it: scale-type G × E (heterogeneity of variance) and rank-type G × E (heterogeneity of correlation). Because the two types of G × E have very different properties, separating their effect would enable a clearer understanding of stability. The aim of this paper was to demonstrate two methods which seek to achieve this in reaction norm models. Reaction norm models were fit to yield data from a multi-environment trial in Barley (Hordeum vulgare), with the adjusted mean yield from each environment used as the environmental covariable. Stability estimated from factor-analytic models, which can disentangle the two types of G × E and estimate stability based on rank-type G × E, was used for comparison. Adjusting the reaction norm slope to account for scale-type G × E using a genetic regression more than tripled the correlation with factor-analytic estimates of stability (0.24-0.26 to 0.80-0.85), indicating that it removed variation in the reaction norm slope that originated from scale-type G × E. A standardisation procedure had a more modest increase (055-0.59) but could be useful when curvilinear reaction norms are required. Analyses which use reaction norms to explore the stability of genotypes could gain additional insight into the mechanisms of stability by applying the methods outlined in this study.
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