Bayesian approach for the evaluation of adaptability and stability of alfalfa genotypes

Authors

  • Moysés Nascimento Universidade Federal de Viçosa
  • Fabyano Fonseca Silva Universidade Federal de Viçosa
  • Thelma Sáfadi Universidade Federal de Lavras
  • Ana Carolina Mota Campana Nascimento Universidade Federal de Viçosa
  • Reinaldo de Paula Ferreira Embrapa Sudeste
  • Cosme Damião Cruz Universidade Federal de Viçosa

DOI:

https://doi.org/10.1590/S1678-3921.pab2011.v46.8320

Keywords:

Medicago sativa, Bayes factor, informative prior, genotype x environment interaction, MCMC

Abstract

The objective of this work was to propose a Bayesian approach for the Eberhart & Russell method to evaluate the phenotypic adaptability and stability of alfafa (Medicago sativa) genotypes, as well as to evaluate the efficiency of the use of prior informative and noninformative distributions. Data from a randomized block design experiment evaluating the forage dry weight of 92 genotypes were used. The Bayesian methodology proposed was implemented in the free software R by the MCMCregress function of the MCMCpack package. To represent the noninformative prior distributions, a probability distribution with high variance was used; and, to represent the informative prior, a meta‑analysis concept was adopted, characterized by the use of information provided by previous studies. The comparison between the prior distributions was done using the Bayes Factor, with the BayesFactor function of the MCMCpack package, which indicated that an informative prior is more appropriate under the conditions of this study.

Author Biographies

Fabyano Fonseca Silva, Universidade Federal de Viçosa

Professor Adjunto, Universidade Federal de Viçosa (DET).

Thelma Sáfadi, Universidade Federal de Lavras

Professor Adjunto, Universidade Federal de Lavras (CCE).

Ana Carolina Mota Campana Nascimento, Universidade Federal de Viçosa

Bacharel em Estatística - UFES;

Mestre em Estatística Aplicada e Biometria - UFV.D

Doutoranda em Economia Aplicada – UFV.

Reinaldo de Paula Ferreira, Embrapa Sudeste

Mestre em Genética e Melhoramento - UFV;

Doutor em Genética e Melhoramento - UFV;

Cosme Damião Cruz, Universidade Federal de Viçosa

Mestre em Genética e Melhoramento - UFV;Doutor em Genética e Melhoramentode Plantas- ESALQ - USP

Professor Titular, Departamento de Biologia Geral, UFV

Published

2011-03-23

How to Cite

Nascimento, M., Silva, F. F., Sáfadi, T., Nascimento, A. C. M. C., Ferreira, R. de P., & Cruz, C. D. (2011). Bayesian approach for the evaluation of adaptability and stability of alfalfa genotypes. Pesquisa Agropecuaria Brasileira, 46(1), 26–32. https://doi.org/10.1590/S1678-3921.pab2011.v46.8320

Issue

Section

GENETICS