Page 157 - Linear Models for the Prediction of Animal Breeding Values 3rd Edition
P. 157

The breeding value for 305-day yield for animal 4, for instance, can be calculated as:
                                             ⎛  . 0 3445 ⎞
                                             ⎜
            tˆ u =  [215 .6655  . 2 4414  −  . 1 5561 ] 0 .0063 ⎟  ≈  74..81
              4                              ⎜       ⎟
                                             ⎝ −  . 0 3164⎠
        Over the lactation length, daily breeding values can be computed for each animal
        from the random regression coefficients. Genetic lactation curves can be obtained for
        each animal by plotting these daily breeding values against DIM and differences
        between curves for different animals can then be studied. Let v be a vector containing
        daily breeding values for days 6 to 310, then v can be calculated as:
                                   310  nr
            v =  Tu ˆ ;  with  T = t  = ∑ ∑
                  k             ij      f ij
                                    = i 6  = j 0
            The plots of the daily breeding values for animals 2, 3 and 8 are shown in Fig. 9.2.
        The plots indicate that the animal with the highest 305-day breeding value for fat
        yield also had the highest daily breeding values along the lactation length.
            If the trait being analysed is milk yield, persistence breeding values can be calculated
        from the daily breeding values. For instance, persistence predicted transmitting ability
        (PS   ) for milk yield can be calculated (Schaeffer et al., 2000) as:
           PTA
                   PTA    − PTA +  y
            PS PTA  =  280     60   280  ( 100)
                            y 60
        where PTA  and PTA     are predicted transmitting abilities for day milk yield for an
                  60        280
        animal at days 60 and 280, respectively, and y  and y   are the average milk yields
                                                 60     280
        of cows in the genetic base at days 60 and 280, respectively.

             0.25

              0.2
             0.15
           Daily breeding values (kg)  0.05
              0.1



               0

            –0.05

             –0.1

            –0.15
                  7  28   49  70   91  112  133  154  175  196  217  238  259  280  301
                                           Days in milk

                                     Animal 2   Animal 3   Animal 8
        Fig. 9.2. The estimates of daily breeding values for some animals by days in milk.


        Analysis of Longitudinal Data                                        141
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