Page 132 - Linear Models for the Prediction of Animal Breeding Values 3rd Edition
P. 132

ˆ ù X¢
           é  b é  R X            X¢  -1            X¢ R Z            X¢  -1  ù -1
                                                       -1
                    -1
           ê  ú ê    -1       - 1   R Z 1       - 1    - 1 12 2         R Z 3 ú
                                                                          -
                                     -
                                                                       ¢
                                 ¢
                  ¢
                                      1
                                             ¢
                                        11
                                                                          1
                           ¢
           ê  ˆ u pú ê ZR X  1 1 ZR Z + A p g  1 Z R Z + A g           1 ZR Z 3ú
                                 1
                  1
                                                       p
                                                   2
           ê  ú ê    - 1      - 1    -1 21      -1     -1  22             -1  ú
                  ¢
                                                                       ¢
                                             ¢
                           ¢
                                  +
           ê  ˆ m ú ê ZR X  ZR Z¢ + A p  g  Z R Z + A g              ZR Z 3ú
                                                       p
                                                                       2
                                             2
                                1
                                                   2
                  2
                           2
           ê  ú ê    -1               -1               -1         -1        2 ú
                                   ¢
                                                     ¢
                  ¢
                                                               ¢¢
           ë  ˆ pe û ë ZR X       ZR Z   1         Z R Z  2   Z 3 RZ ¢ + I 1 /s peû
                                   3
                  3
                                                                     3
                                                     3
                  é  X ¢R yù
                       -1
                  ê    -1 ú
                =  ê  1 ¢ ZR y ú                                             (7.7)
                  ê  ¢ ZR y ú
                       -1
                  ê  2    ú
                       - -1
                  ë  ¢ Z R y û
                    3
         where g  are the elements of the inverse of G.
               ii
            As shown in Section 3.5, each block of equations in the MME above can be
         expressed as the sum of the contributions from parents’ records and non-parents’
         records. Thus:
              ′
                       ′
                −1
                          −1
                                     −1
            X R X =  X RX +     X RX n
                          p
                             p
                                     n
                       p
                                  ′ n
         Expressing Eqn 7.7 as shown for the equations for the block of fixed effects above
         and multiplying by R  gives:
                           p
           é X X p +  X R X n  XZ p +  X R Z n   X Z +  X R Z 2   XZ + X R n Z ù
                                                          -1
                     -1
                                                                           -1
                                       -1
                                                  ¢ p
                                                        ¢ n
                                                                        ¢ n
                                                                   ¢ p
             ¢ p
                                ¢ p
                                     ¢ n
                   ¢ n
           ê         n                 n            2     n          3       3 3 ú
                                                          -
                                        -
                                n ¢
                                             p ¢
                                               2 Z R Z¢
                                  -
           ê  ZX p  + Z R X n  Z Z p  + Z R Z n  + A a 1 Z Z +  n  -1  2 A a  2 2  ZZ 3 Z R Z¢ n  - n 1  3 ú
                   n ¢
                                                                   ¢
                     -
             p ¢
                          p ¢
                                   1
                                                                      +
                     1
                                                        +
                                        1
                                                           1
                                                                   p
                                  n
                                                    n
                     n
           ê         - 1          - 1  - 1          -1    -1               -1  ú
                                                                        ¢
                                               2 Z RZ¢
                                                                   ¢
                                              Z
           ê  ZX  p  + ZR X¢ 2  n  n Z Z¢ 2  p  + Z R Z¢ 2  n  n + A  a  2  Z¢ 2 Z +  2  n  2 +  A a  3  Z Z 3 + Z RZ 3 ú
             ¢ 2
                                                                   2
                                                                        2
                                                                           n
           ê ë  ZX p +  ZR X n  Z Z +  Z¢ 3 R Z n  Z ¢ 3 Z +  ¢ 3 R Z 3 Z ¢ 3 Z +  ¢ 3 R Z 3 Ia  4 ú û
                                                                       -1
                                                          -1
                   3 ¢
                                       - -1
                                                                          +
                     -1
                                                                 3 Z
                                                     3 Z
                     n
                                                          n
                                ¢ 3
             ¢ 3
                                                                       n
                                       n
                                  p
              ˆ
            é  b bù  é Xy +  X R y n ù
                          -1
                        ¢ n
                   ¢ p
            ê  ú  ê  p    n  ú
            ê  a ˆ ú  ê  Z y + ZR y n ú
                          -1
                          n
                        ¢ n
                   ¢ p
                     p
            ê  ú = ê         ú
                          -1
            ê  m ˆ ú  ê  Z Z¢ 2 y p  + ZR y ú
                        ¢ 2
                            n
                          n
            ê  ú  ê       -1  ú
            ë pe ˆ ê  û ú  ë ê  Zy p  +  ZR y ú û
                          n
                        ¢ 3
                            n
                   ¢ 3
                                                                     −1
                                                −1
         The a terms are as defined in Eqn 7.2 and R  now equals 1/(1 + Da ). The MME
                                                n
         for the solutions of b, u, m and pe can therefore be set up as shown above or as in
         Eqn 7.7.
         7.3.1  An illustration
         Example 7.2
         The same data set and genetic parameters as in Section 7.2 are used below to demon-
         strate the principles for setting up a RAM with maternal effects in the model using
         Eqn 7.5. Recollect that:
                é 40 10ù         é  0.029 - 0.014ù
                              -1
            G =  ê     ú  and  G  =  ê          ú
                ë 10 20 û        ë - 0.014  0.057 û
          116                                                             Chapter 7
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