STAT231: EXPERIMENTAL DESIGN “EFFECTS OF STOCKING DENSITY AND SOURCE OF FORAGE FIBER ON SHORT-TERM RESPONSES IN RUMINAL FERMENTATION, BEHAVIOR, AND LACTATIONAL PERFORMANCE OF HOLSTEIN DAIRY COWS” Mac Campbell Sam Kriegman
AIMS & OBJECTIVES Perform a analysis of stocking density/nutritional interactions on: Ruminal environment (1°) Behavior (2°) Production (2°) Measuring of this interaction is vital in: Maintaining optimal productive efficiency Well-being of cattle Providing data for nutritional models
EXPERIMENTAL DESIGN 2 x 2 factorial within a 4 x 4 Latin square design 14-day periods, with first 7 serving as adaptation period Multiparous (n=48) and primiparous (n=20) lactating Holstein cows Focal group of cannulated cows (n=16) Nuisances balanced for: Days in Milk (190 ± 103) Milk production (101 ± 18) Parity (2.2 ± 1.1) 4 pens of cattle (n=17/pen) Experimental unit = pen Observational unit = cow
DETERMINATION OF TREATMENTS A) 100% Stocking Density, No Straw B) 100% Stocking Density, Straw C) 142% Stocking Density, No Straw D) 142% Stocking Density, Straw Example of the 2 x 2 Factorial within the 4 x 4 Latin square PEN 10PEN 11PEN 12PEN 13 PERIOD 1BCAD PERIOD 2DABC PERIOD 3ADCB PERIOD 4CBDA
MEASUREMENTS Mean rumen pH H/d spent below pH 5.8 Continuous monitoring at 1-min intervals on d of each period Dry matter intake Average across d 8-14 of each period Milk yield Average across d 8-14 of each period Lying time Continuous monitoring at 10-min intervals on d 8-10 of each period
EXPERIMENTAL MODEL (MIXED) Y ijklm = µ + S i + D j + SD ij + P k + R l + E ijklm Where: Y ijkl = dependent variable µ = overall mean S i = fixed effect of stocking density D j = fixed effect of diet SD ij = fixed effect of the interaction between stocking density and diet P k = fixed effect of period R l = random effect of pen ~N(0, σ 2 r ) E ijklm = residual error, ~N(0, σ 2 e ) i = 1, 2 j = 1, 2 k = 1, 4 l = 1, 4 m = 1, 4 Pre-Planned orthogonal contrasts 1. Low vs. High Stocking density 2. Straw vs. No Straw Diet 3. Interaction of stocking density and diet
POWER CALCULATIONS Primary Objectives: Secondary objectives 1.Krawczel et al Yang and Beauchemin, 2007 r = 71 cows/penr = 25 cows/pen r = 50 cows/pen r = 33 cows/penr = 15 cows/pen
RESULTS 100%142% P-value NSS SSEMSTKDDIET STKD x DIET Mean pH pH < 5.8, h/d < Intake, kg DM/cow Lying Time, min/d < Milk, kg/d Significance at P ≤ 0.05 Trends at 0.05 < P ≤ 0.10
LIMITATIONS Experimental unit forced to be pen rather than individual cow Loss of data during a single period forces the loss of entire cow from that particular measurement data set
OUTCOMES Stocking density negatively affects lying time and ruminal pH Straw diet counteracted the negative pH effect from higher stocking density with minimal affects on production and behavior