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Genotypic stability and adaptability in tropical maize based on AMMI and GGE biplot analysis
M Balestre1, R G Von Pinho, J C Souza
1Departamento de Biologia, Universidade Federal de Lavras, Lavras, MG, Brasil. marciobalestre@hotmail.com
Genetics and Molecular Research : GMR
|November 26, 2009
Summary
This study compared additive main effect and multiplicative interaction (AMMI) and genotype x genotype-environment interaction (GGE) models for hybrid performance. Cross-validation revealed AMMI 1 graphs were more accurate than GGE biplots for predicting hybrid stability and adaptability.
Area of Science:
- Agronomy
- Genetics
- Biometrics
Background:
- Evaluating hybrid performance across diverse environments is crucial for crop improvement.
- Additive Main Effect and Multiplicative Interaction (AMMI) and Genotype x Genotype-Environment Interaction (GGE) biplot models are widely used for stability and adaptability analysis.
- Understanding the predictive accuracy of these models is essential for reliable hybrid selection.
Purpose of the Study:
- To assess the phenotypic and genotypic stability and adaptability of 45 double-cross hybrids.
- To compare the accuracy of AMMI and GGE biplot models in predicting hybrid performance.
- To determine the best model for selecting stable and adaptable hybrids.
Main Methods:
- A complete diallel cross was performed using 10 single-cross hybrids.
- The resulting 45 double-cross hybrids were evaluated across 15 locations in Brazil.
- AMMI and GGE biplot analyses were conducted, considering random effects and employing cross-validation.
Main Results:
- When random effects were considered, best linear unbiased predictors (BLUPs) from AMMI and GGE analyses showed higher accuracy.
- The GGE biplot retained more genotype-environment (GE) and genotype plus genotype-environment (G + GE) interaction in its graphical analysis compared to AMMI 1.
- Despite better graphical representation, GGE biplots were less accurate than AMMI 1 graphs based on cross-validation results.
Conclusions:
- Graphical retention of GE and G + GE is not solely indicative of predictive accuracy for hybrid stability and adaptability.
- The AMMI 1 graph demonstrated superior predictive accuracy over the GGE biplot in this study.
- Careful consideration of cross-validation is necessary when selecting between AMMI and GGE models for hybrid performance evaluation.
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