view - Department of Reproduction, Obstetrics and Herd Health
view - Department of Reproduction, Obstetrics and Herd Health
view - Department of Reproduction, Obstetrics and Herd Health
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LACTATION CURVE ANALYSIS IN METABOLIC DISEASES<br />
treated as independent variables in statistical models, along with the derived variables<br />
time to peak milk (TPEAK), peak milk (MPEAK), cumulative 60 d milk yield (M60) <strong>and</strong><br />
cumulative 305 d milk yield (M305) which are easily calculated directly from MilkBot<br />
parameter values (Ehrlich, 2011).<br />
STATISTICAL ANALYSIS<br />
Descriptive statistics were done using the MEANS <strong>and</strong> FREQ procedure in SAS<br />
version 9.2 for Windows (SAS Institute, Inc., Cary, NC, USA, 2010). To evaluate the days<br />
in milk to culling or death, a Kaplan-Meier survival graph was constructed using the<br />
LIFETEST procedure in SAS version 9.2 for Windows (SAS Institute, Inc., Cary, NC, USA,<br />
2010). To test equality over MD strata, the Peto <strong>and</strong> Wilcoxon test was used to evaluate<br />
difference in the beginning <strong>of</strong> the survival curves, whereas the log-rank test was used to<br />
evaluate difference in the tail <strong>of</strong> the curves (Hosmer <strong>and</strong> Lemeshow, 2008). Proportion<br />
<strong>of</strong> surviving cows are reported with their 95 % confidence interval for the Kaplan-Meier<br />
estimates. To evaluate the effect <strong>of</strong> MD on the lactation curve, all MilkBot parameters<br />
<strong>and</strong> calculated production metrics were checked to approximate the Gaussian<br />
distribution. Subsequently, each variable except TPEAK was analysed using PROC<br />
MIXED from SAS version 9.2 for Windows (Institute, Inc., Cary, NC, USA, 2010). The<br />
TPEAK analysis was performed using PROC GLIMMIX with the lognormal distribution<br />
function from SAS version 9.2 for Windows (Institute, Inc., Cary, NC, USA, 2010). The<br />
statistical models contained fixed effects for MD, parity, <strong>and</strong> the interaction between MD<br />
x parity. Metabolic disease least square means <strong>and</strong> contrasts were computed using the<br />
LSMEANS <strong>and</strong> LSMESTIMATE option. Data are reported as model least square means<br />
with st<strong>and</strong>ard errors (LSM ± SE) except for the TPEAK. Results from the TPEAK model<br />
were back-transformed <strong>and</strong> reported with the 95% confidence intervals using the ILINK<br />
function. Significance <strong>and</strong> tendency were declared at P < 0.05 <strong>and</strong> 0.05 < P < 0.1<br />
respectively.<br />
RESULTS<br />
In the first analysis, the overall proportion <strong>of</strong> cows that survived until 120 DIM<br />
was 82% (80-84%) which differed between the MD strata (P < 0.0001). The proportion<br />
<strong>of</strong> cows that survived until 120 DIM was estimated to 87% (85-89%) for H as opposed to<br />
75% (71-79%) <strong>and</strong> 67% (60-73%) for MD <strong>and</strong> MD+ respectively (Figure 1).<br />
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