Dissecting Genotype by Environment Interactions in Moroccan Wheat: An Advanced Biplot and Heatmap Analysis Unveiling Agronomic, Quality Traits, and Genotypic Stability for Tailored Breeding Strategies

Plants (Basel). 2024 Apr 10;13(8):1068. doi: 10.3390/plants13081068.

Abstract

This five-year study (2016-2021) across diverse Moroccan agro-climatic zones investigated genotype by environment (G × E) interactions in wheat, focusing on variations in agronomic traits and quality attributes such as protein and gluten content. Significant environmental effects were observed on key traits, like yield, thousand kernel weight (TKW), and spikes per square meter (Spk/m2), highlighting environmental factors' role in wheat yield variability. In the Tassaout (TST) location, notable genotypic effects emerged for traits like biomass, underscoring genetic factors' importance in specific contexts, while in Sidi El Aidi (SEA) and Marchouch (MCH), genotypic effects on yield and its components were predominantly absent, indicating a more substantial environmental influence. These findings illustrate the complexity of G × E interactions and the need for breeding strategies considering genetic potential and environmental adaptability, especially given the trade-offs between yield enhancement and quality maintenance. Insights from the biplot and heatmap analyses enhanced the understanding of genotypes' dynamic interactions with environmental factors, establishing a basis for strategic genotype selection and management to optimize wheat yield and quality. This research contributes to sustainable wheat breeding in Morocco, aligning with global efforts to adapt wheat breeding strategies to changing climatic conditions.

Keywords: agro-climatic zones; agronomic traits; breeding strategies; durum wheat; genotype × environment (G × E); quality traits.

Grants and funding

This research did not receive any specific grant from funding agencies in the public, commercial, or not-for-profit sectors. This research was conducted with the internal funds of the Research Unit of Plant Breeding and Genetic Resources Conservation, National Institute of Agricultural Research, and the Laboratory of Agrifood and Health, Faculty of Sciences and Techniques, Hassan First University of Settat.