Effect of Body Weight and Growth in Early Life on the Reproductive Performances of Holstein Heifers
Abstract
:1. Introduction
2. Materials and Methods
2.1. Data Collection
- Within 24 h from calving (BW0, kg);
- Between 1 and 3 months of age (BW1, kg);
- Between 2.5 and 5 months of age (BW2, kg);
- Between 4 and 8 months of age (BW3, kg).
2.2. Statistical Analysis
- Class 1: observation ≤ (mean − 1 standard deviation).
- Class 2: (mean − 1 standard deviation) < observation < (mean + 1 standard deviation).
- Class 3: observation ≥ (mean + 1 standard deviation).
3. Results and Discussion
4. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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Trait 1 | Class | ||
---|---|---|---|
1 | 2 | 3 | |
BW0 | 13.09 | 72.77 | 14.14 |
BW1 | 17.01 | 64.40 | 18.59 |
BW2 | 14.66 | 67.54 | 17.80 |
BW3 | 17.28 | 68.06 | 14.66 |
ADGI | 15.71 | 69.63 | 14.66 |
ADGII | 15.45 | 69.63 | 14.92 |
ADGIII | 13.09 | 75.65 | 11.26 |
ADGI-III | 14.92 | 69.63 | 15.45 |
Trait 1 | Mean | Standard Deviation | Minimum | Maximum |
---|---|---|---|---|
BW0, kg | 39.62 | 4.85 | 23.00 | 54.00 |
BW1, kg | 76.72 | 9.80 | 53.00 | 99.00 |
BW2, kg | 121.20 | 16.49 | 83.00 | 199.00 |
BW3, kg | 191.14 | 22.96 | 127.60 | 263.30 |
ADGI, kg/d | 0.61 | 0.10 | 0.31 | 0.84 |
ADGII, kg/d | 1.17 | 0.19 | 0.64 | 1.76 |
ADGIII, kg/d | 0.90 | 0.18 | 0.06 | 1.38 |
ADGI-III, kg/d | 0.86 | 0.07 | 0.70 | 0.95 |
NS, n | 1.92 | 1.16 | 1.00 | 7.00 |
AFC, months | 23.22 | 1.21 | 20.49 | 27.44 |
Trait 1 | AFC, mo | NS, n |
---|---|---|
BW0, kg | −0.12 ** | −0.01 |
BW1, kg | −0.14 ** | −0.04 |
BW2, kg | −0.07 | 0.04 |
BW3, kg | 0.05 | −0.10 * |
ADGI, kg/d | −0.09 ⴕ | −0.00 |
ADGII, kg/d | −0.04 | 0.02 |
ADGIII, kg/d | 0.09 ** | −0.03 |
ADGI-III, kg/d | 0.01 | −0.01 |
Trait 1 | BW0, kg | BW1, kg | BW2, kg | BW3, kg | ADGI, kg/d | ADGII, kg/d | ADGIII, kg/d |
---|---|---|---|---|---|---|---|
BW1, kg | 0.34 *** | . | . | . | . | . | . |
BW2, kg | 0.22 *** | 0.52 *** | . | . | . | . | . |
BW3, kg | −0.02 | 0.09 ⴕ | 0.02 | . | . | . | . |
ADGI, kg/d | −0.15 *** | 0.70 *** | 0.48 *** | 0.01 | . | . | . |
ADGII, kg/d | 0.07 | 0.23 *** | 0.43 *** | 0.10 * | 0.19 *** | . | . |
ADGIII, kg/d | −0.12 ** | −0.27 *** | −0.43 *** | 0.44 *** | −0.32 *** | −0.27 *** | . |
ADGI-III, kg/d | −0.18 *** | 0.03 | 0.23 *** | 0.59 *** | 0.24 *** | 0.39 *** | 0.51 *** |
Fixed Effect 1 | AFC, Months | NS, n | ||
---|---|---|---|---|
p-Value | R2 | p-Value | R2 | |
BW0 | 0.043 | 0.134 | 0.958 | 0.082 |
BW1 | 0.021 | 0.137 | 0.361 | 0.087 |
BW2 | 0.485 | 0.122 | 0.201 | 0.900 |
BW3 | 0.930 | 0.118 | 0.005 | 0.108 |
ADGI | 0.182 | 0.127 | 0.886 | 0.082 |
ADGII | 0.079 | 0.131 | 0.863 | 0.082 |
ADGIII | 0.256 | 0.125 | 0.714 | 0.083 |
ADGI-III | 0.710 | 0.120 | 0.147 | 0.091 |
Fixed Effect 2 | Class | AFC, Months | NS, n |
---|---|---|---|
BW0 | 1 | 23.45 (0.18) a | 1.84 (0.18) |
2 | 22.99 (0.10) b | 1.80 (0.11) | |
3 | 23.13 (0.18) ab | 1.77 (0.18) | |
BW1 | 1 | 23.48 (0.17) a | 2.00 (0.17) |
2 | 23.06 (0.11) b | 1.76 (0.11) | |
3 | 22.96 (0.16) b | 1.79 (0.16) | |
BW2 | 1 | 23.15 (0.18) | 1.57 (0.18) |
2 | 23.14 (0.11) | 1.87 (0.11) | |
3 | 22.94 (0.17) | 1.72 (0.16) | |
BW3 | 1 | 23.13 (0.18) | 2.06 (0.17) a |
2 | 23.10 (0.11) | 1.80 (0.11) a | |
3 | 23.04 (0.19) | 1.32 (0.18) b | |
ADGI | 1 | 23.35 (0.18) | 1.87 (0.18) |
2 | 23.10 (0.11) | 1.79 (0.11) | |
3 | 22.92 (0.17) | 1.79 (0.17) | |
ADGII | 1 | 23.42 (0.18) | 1.75 (0.18) |
2 | 23.06 (0.11) | 1.82 (0.1) | |
3 | 22.92 (0.18) | 1.75 (0.18) | |
ADGIII | 1 | 22.91 (0.19) | 1.89 (0.18) |
2 | 23.11 (0.11) | 1.77 (0.10) | |
3 | 23.32 (0.20) | 1.89 (0.20) | |
ADGI-III | 1 | 23.18 (0.22) | 1.95 (0.22) |
2 | 23.12 (0.12) | 1.85 (0.11) | |
3 | 22.90 (0.27) | 1.32 (0.27) |
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Costa, A.; Boselli, C.; De Marchi, M. Effect of Body Weight and Growth in Early Life on the Reproductive Performances of Holstein Heifers. Agriculture 2021, 11, 159. https://doi.org/10.3390/agriculture11020159
Costa A, Boselli C, De Marchi M. Effect of Body Weight and Growth in Early Life on the Reproductive Performances of Holstein Heifers. Agriculture. 2021; 11(2):159. https://doi.org/10.3390/agriculture11020159
Chicago/Turabian StyleCosta, Angela, Carlo Boselli, and Massimo De Marchi. 2021. "Effect of Body Weight and Growth in Early Life on the Reproductive Performances of Holstein Heifers" Agriculture 11, no. 2: 159. https://doi.org/10.3390/agriculture11020159
APA StyleCosta, A., Boselli, C., & De Marchi, M. (2021). Effect of Body Weight and Growth in Early Life on the Reproductive Performances of Holstein Heifers. Agriculture, 11(2), 159. https://doi.org/10.3390/agriculture11020159