Assessing genotype adaptability and stability in perennial forage breeding trials using random regression models for longitudinal dry matter yield data
Assessing genotype adaptability and stability in perennial forage breeding trials using random regression models for longitudinal dry matter yield data
Abstract Genotype selection for dry matter yield (DMY) in perennial forage species is based on repeated measures over time. Repeated measurements in forage breeding trials generate longitudinal datasets that must be properly analyzed giving a useful interpretation in the genotype selection process. In this study, we have presented a random regression (RRM) approach for selecting genotypes based on longitudinal DMY data generated from ten breeding trials and three perennial species, alfalfa (Medicago sativa L.), guineagrass (Megathyrsus maximus), and brachiaria (Urochloa spp.). We also proposed the estimation of adaptability based on the area under the curve and stability based on the curve coefficient of variation. Our results showed that RRM always approximated the (co)variance structure into an autoregressive pattern. Furthermore, RRM can offer useful information about longitudinal data in forage breeding trials, where the breeder can select genotypes based on their seasonality by interpreting reaction norms. Therefore, we recommend using RRM for longitudinal traits in breeding trials for perennial species.
do Valle Cacilda Borges、Lima Barrios Sanzio Carvalho、Santos Mateus Figueiredo、Fernandes Filho Claudio Carlos、Rios Esteban Fernando、Rodrigues Nunes Jose Airton、Jank Liana
Embrapa Beef Cattle, Campo GrandeEmbrapa Beef Cattle, Campo GrandeEmbrapa Beef Cattle, Campo GrandeAgronomy Department, University of FloridaAgronomy Department, University of FloridaDepartament of Biology, Institute of Natural Sciences, Universidade Federal de LavrasEmbrapa Beef Cattle, Campo Grande
农业科学研究农艺学植物学
do Valle Cacilda Borges,Lima Barrios Sanzio Carvalho,Santos Mateus Figueiredo,Fernandes Filho Claudio Carlos,Rios Esteban Fernando,Rodrigues Nunes Jose Airton,Jank Liana.Assessing genotype adaptability and stability in perennial forage breeding trials using random regression models for longitudinal dry matter yield data[EB/OL].(2025-03-28)[2025-05-16].https://www.biorxiv.org/content/10.1101/2023.03.20.533513.点此复制
评论