\[
\newcommand{\mY}{\mathbf{Y}}
\newcommand{\mT}{\mathbf{T}}
\newcommand{\mS}{\mathbf{S}}
\newcommand{\mR}{\mathbf{R}}
\newcommand{\vg}{\mathbf{g}}
\newcommand{\E}{\mathrm{E}}
\newcommand{\Var}{\mathrm{Var}}
\newcommand{\Cov}{\mathrm{Cov}}
\]
Abstract
When parents fall into two groups (for example lines and testers, or two heterotic groups) and each parent of one group is crossed with each parent of the other, PartialDiallel() gives the combining ability of each group and the specific combining ability of the crosses.
The data
Cross1 Cross2 Rep y
1 1 11 1 18.18
2 1 12 1 16.40
3 1 13 1 13.12
4 1 14 1 17.71
5 2 11 1 17.55
6 2 12 1 18.05
with(data = PartialDiallelData, expr = table(Cross1, Cross2))[1:3, ]
Cross2
Cross1 11 12 13 14
1 4 4 4 4
2 4 4 4 4
3 4 4 4 4
Ten parents (1 to 10) are crossed with four parents (11 to 14), in four replicates.
The analysis
p <-
PartialDiallel(
y = y
, Rep = Rep
, Cross1 = Cross1
, Cross2 = Cross2
, data = PartialDiallelData
)
knitr::kable(x = p$ANOVA, digits = 4)
| Treat |
39 |
144.7748 |
3.7122 |
2.7460 |
0.0000 |
| GCA I |
9 |
58.5418 |
6.5046 |
4.8116 |
0.0000 |
| GCA II |
3 |
43.0531 |
14.3510 |
10.6158 |
0.0000 |
| SCA |
27 |
43.1800 |
1.5993 |
1.1830 |
0.2654 |
| Error |
117 |
158.1672 |
1.3519 |
NA |
NA |
knitr::kable(x = p$Genetic.Components, digits = 4)
| GCA I |
0.3066 |
0.4044 |
| GCA II |
0.3188 |
0.2974 |
| SCA |
0.0619 |
0.2983 |
With \(L\) and \(M\) parents in the two groups, \(\sigma^2_{g^I} = (MS_{g^I} - MS_s)/(BM)\), \(\sigma^2_{g^{II}} = (MS_{g^{II}} - MS_s)/(BL)\) and \(\sigma^2_s = (MS_s - MS_E)/B\). Percent is each source’s share of the treatment sum of squares.
Effects
round(x = p$General, digits = 3)
1 2 3 4 5 6 7 8 9 10 11
0.338 0.571 0.712 -0.343 -0.567 0.005 0.275 -1.138 0.741 -0.594 0.895
12 13 14
-0.329 -0.339 -0.227
Summary
Both groups show significant general combining ability; the specific combining ability of the crosses is small.
References
Kempthorne, O. and Curnow, R. N. (1961). The partial diallel cross. Biometrics, 17(2), 229–250.
Kempthorne, O. (1957). An Introduction to Genetic Statistics. John Wiley and Sons, New York.
Singh, R. K. and Chaudhary, B. D. (2004). Biometrical Methods in Quantitative Genetic Analysis. Kalyani Publishers, New Delhi.