Page 85 - Linear Models for the Prediction of Animal Breeding Values 3rd Edition
P. 85

(Continued )
                              Effects                  Solutions
                                 7                      −1.667
                                 8                      −2.334
                                 9                       3.925
                                10                       2.895
                                11                      −1.141
                                12                       1.525
                                13                       0.448
                                14                       0.545
                                15                      −3.819
                              Common environment
                                 2                      −1.762
                                 4                       2.161
                                 5                      −0.399


            The equation for the solution of the i level of fixed, animal and common envi-
        ronmental effects under this model are the same as those given for fixed (Eqn 4.3),
        animal and permanent environmental effects (Eqn 4.4), respectively, in Example 4.1.
        The inclusion of common environmental effects in the model allows for accurate
        prediction of breeding values of animals. Assuming each dam reared her progeny and
        full-sib families were kept under similar environmental conditions, the estimates of
        common environmental effects indicate that dam 4 provided the best environment for
        her progeny compared with dams 2 and 5. Also, dam 4 has the highest breeding value
        among the dams and would therefore be the first dam of choice, whether selection is
        for dams of the next generation on the basis of breeding value only or selection is for
        future performance of the dams in the same herd, which will be based on some com-
        bination of breeding value and estimate of common environmental effect.
            The environmental covariance among full-sibs or maternal half-sibs might be due
        to influences from the dam (mothering ability or maternal effect); therefore, differ-
        ences in mothering ability among dams would cause environmental variance between
        families. For instance, resemblance among progeny of the same dam in body weight
        could be due to the fact they share the same milk supply and variation in milk yield
        among dams would result in differences between families in body weight. This varia-
        tion in mothering ability of dams has a genetic basis and, to some degree, is due to
        genetic variation in some character of the dams. In Chapter 7, the genetic component
        of maternal effect is examined and the appropriate model that accounts for the genetic
        component in genetic evaluation is presented.
















        Models with Random Environmental Effects                              69
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