resende_indexes: Stability indexes proposed by Resende based on a mixed-effect...

Description Usage Arguments Details Value Author(s) References Examples

Description

This function computes the following indexes proposed by Resende (2007): the harmonic mean of genotypic values (HMGV), the relative performance of the genotypic values (RPGV) and the harmonic mean of the relative performance of genotypic values (HMRPGV).

Usage

1

Arguments

.data

An object of class WAASB

Details

The indexes computed with this function have been used to select genotypes with stability performance in a mixed-effect model framework. Some examples are in Alves et al (2018), Azevedo Peixoto et al. (2018), Dias et al. (2018) and Colombari Filho et al. (2013).

The HMGV index is computed as

HMGV_i = \frac{1}{E}∑\limits_{j = 1}^E {\frac{1}{{G{v_{ij}}}}}

where E is the number of environments included in the analysis, Gv_{ij} is the genotypic value (BLUP) for the ith genotype in the jth environment.

The RPGV index is computed as

RPGV_i = \frac{1}{e}{∑\limits_{j = 1}^e {BLUP_{ij}} /\mathop μ \nolimits_j }

The HMRPGV index is computed as

HMRPGV_i = \frac{1}{E}∑\limits_{j = 1}^E {\frac{1}{{G{v_{ij}}/{μ _j}}}}

Value

A dataframe contaning the indexes.

Author(s)

Tiago Olivoto [email protected]

References

Alves, R.S., L. de Azevedo Peixoto, P.E. Teodoro, L.A. Silva, E.V. Rodrigues, M.D.V. de Resende, B.G. Laviola, and L.L. Bhering. 2018. Selection of Jatropha curcas families based on temporal stability and adaptability of genetic values. Ind. Crops Prod. 119:290-293. doi:10.1016/J.INDCROP.2018.04.029.

Colombari Filho, J.M., M.D.V. de Resende, O.P. de Morais, A.P. de Castro, E.P. Guimaraes, J.A. Pereira, M.M. Utumi, and F. Breseghello. 2013. Upland rice breeding in Brazil: a simultaneous genotypic evaluation of stability, adaptability and grain yield. Euphytica 192:117-129. doi:10.1007/s10681-013-0922-2

Dias, P.C., A. Xavier, M.D.V. de Resende, M.H.P. Barbosa, F.A. Biernaski, R.A. Estopa. 2018. Genetic evaluation of Pinus taeda clones from somatic embryogenesis and their genotype x environment interaction. Crop Breed. Appl. Biotechnol. 18:55-64. doi:10.1590/1984-70332018v18n1a8

Azevedo Peixoto, L. de, P.E. Teodoro, L.A. Silva, E.V. Rodrigues, B.G. Laviola, and L.L. Bhering. 2018. Jatropha half-sib family selection with high adaptability and genotypic stability. PLoS One 13:e0199880. doi:10.1371/journal.pone.0199880.

Resende MDV (2007) Matematica e estatistica na analise de experimentos e no melhoramento genetico. Embrapa Florestas, Colombo

Examples

 1
 2
 3
 4
 5
 6
 7
 8
 9
10
11
12
13
library(METAAB)
res_ind = WAASB(data_ge,
                resp = c(GY, HM),
                gen = GEN,
                env = ENV,
                rep = REP)
model_indexes = Resende_indexes(res_ind)

# Alternatively (and more intuitively) using the pipe operator %>%
library(dplyr)
res_ind = data_ge %>%
          WAASB(c(GY, HM), GEN, ENV, REP) %>%
          Resende_indexes()

TiagoOlivoto/WAASB documentation built on April 1, 2019, 10:25 a.m.