Ym. Chang et al., Genetic variation of lactation curves in dairy sheep: a Bayesian analysis of Wood's function, LIVEST PROD, 71(2-3), 2001, pp. 241-251
Test-day milk yield records (1752) of 451 first-lactation ewes in four floc
ks from Nebraska and Wisconsin were analyzed. Breeds included crosses among
Dorset, Romanov, Targhee, Rideau Arcott, Polypay, Booroola Merino, Suffolk
, Rambouillet, Firmsheep and East Friesian. The objective was to investigat
e genetic variation of features of lactation curves using a three-stage Bay
esian hierarchy. Wood's model, E(y \ a, b, c, t) = at(h) exp(-ct), was used
as first-stage; a indicates level of starting yield, and parameters b and
c describe ascending and descending phases of the lactation curve; t is tim
e. The second-stage model described variation between ewes. lt had a linear
structure including flock-year, age at lambing, type of lambing, length of
suckling period and the expected percentage of genes of East Friesian orig
in as fixed effects, plus random additive genetic effects. The third stage
included prior distributions for all unknown parameters. Gibbs sampling and
the Metropolis-Hastings (MH) algorithm were employed for drawing samples f
rom posterior distributions of parameters. A chain of 60 000 iterations (bu
rn-in of 11 000) was used. Acceptance rate with MH was 24%. Residual varian
ce (posterior mean) was 0.042 kg(2). Posterior means of heritability of a,
b and c were 0.35. 0.35 and 0.27, respectively. Estimates indicate that par
t of the variation in lactation curves between ewes is heritable. Genetic c
orrelations were negligible, suggesting flexible scope for modifying lactat
ion curves via genetic selection (C) 2001 Elsevier Science BY All rights re
served.