|
Average daily gain |
Kidney, pelvic, and heart fat percentage |
Environment |
2 |
Average daily gain |
Longissimus muscle area |
Environment |
2 |
Average daily gain |
Body weight |
Environment |
8 |
Average daily gain |
Average daily gain |
Environment |
1 |
Blood calcium level |
Serum magnesium level |
Environment |
1 |
|
Blood calcium level |
Serum phosphorus level |
Environment |
1 |
Body weight |
Blood calcium level |
Environment |
1 |
Body weight |
Serum magnesium level |
Environment |
1 |
Body weight |
Serum phosphorus level |
Environment |
1 |
Body weight |
Body weight |
Environment |
6 |
|
Body weight |
Age at first calving |
Environment |
2 |
Body weight |
Body weight gain |
Environment |
2 |
Body weight |
Dam productivity |
Environment |
2 |
Body weight gain |
Dam productivity |
Environment |
2 |
Bone percentage |
Fat percentage |
Environment |
3 |
|
Bone percentage |
Fat weight |
Environment |
3 |
Bone weight |
Bone percentage |
Environment |
3 |
Bone weight |
Fat percentage |
Environment |
3 |
Bone weight |
Fat weight |
Environment |
3 |
Calving interval |
Lactation length |
Environment |
1 |
|
Calving interval |
Clinical mastitis |
Environment |
8 |
Calving interval |
Interval to first estrus after calving |
Environment |
2 |
Calving interval |
Milk fat-to-protein ratio |
Environment |
2 |
Calving interval |
Calving to conception interval |
Environment |
3 |
Calving to conception interval |
Lactation length |
Environment |
1 |
|
Carcass weight |
Kidney, pelvic, and heart fat percentage |
Environment |
3 |
Carcass weight |
Dressing percentage |
Environment |
3 |
Carcass weight |
Longissimus muscle area |
Environment |
3 |
Carcass weight |
Marbling score |
Environment |
3 |
Carcass weight |
Bone weight |
Environment |
2 |
|
Carcass weight |
Subcutaneous fat thickness |
Environment |
1 |
Carcass weight |
Bone percentage |
Environment |
2 |
Carcass weight |
Yield grade |
Environment |
2 |
Carcass weight |
Fat percentage |
Environment |
2 |
Carcass weight |
Average daily gain |
Environment |
2 |
|
Carcass weight |
Fat weight |
Environment |
2 |
Carcass weight |
Retail product yield |
Environment |
2 |
Carcass weight |
Body weight |
Environment |
4 |
Clinical mastitis |
Clinical mastitis |
Environment |
1 |
Clinical mastitis |
Interval to first estrus after calving |
Environment |
8 |
|
Clinical mastitis |
Calving to conception interval |
Environment |
8 |
Dressing percentage |
Longissimus muscle area |
Environment |
4 |
Dressing percentage |
Marbling score |
Environment |
4 |
Dressing percentage |
Bone weight |
Environment |
3 |
Dressing percentage |
Subcutaneous fat thickness |
Environment |
2 |
|
Dressing percentage |
Bone percentage |
Environment |
3 |
Dressing percentage |
Yield grade |
Environment |
3 |
Dressing percentage |
Fat percentage |
Environment |
3 |
Dressing percentage |
Average daily gain |
Environment |
2 |
Dressing percentage |
Fat weight |
Environment |
3 |
|
Dressing percentage |
Retail product yield |
Environment |
3 |
Dressing percentage |
Body weight |
Environment |
4 |
Dressing percentage |
Kidney, pelvic, and heart fat percentage |
Environment |
4 |
Fat percentage |
Fat weight |
Environment |
3 |
Inseminations per conception |
Milk fat-to-protein ratio |
Environment |
2 |
|
Inseminations per conception |
Calving to conception interval |
Environment |
3 |
Inseminations per conception |
Lactation length |
Environment |
1 |
Inseminations per conception |
Calving interval |
Environment |
3 |
Inseminations per conception |
Clinical mastitis |
Environment |
7 |
Inseminations per conception |
Interval to first estrus after calving |
Environment |
2 |
|
Interval to first estrus after calving |
Milk protein-to-fat ratio |
Environment |
1 |
Interval to first estrus after calving |
Milk fat-to-protein ratio |
Environment |
2 |
Interval to first estrus after calving |
Milk chloride percentage |
Environment |
1 |
Interval to first estrus after calving |
Calving to conception interval |
Environment |
2 |
Interval to first estrus after calving |
Milk acidity/alkalinity |
Environment |
1 |
|
Interval to first estrus after calving |
Milk solids percentage |
Environment |
1 |
Interval to first estrus after calving |
Non-fat milk solids |
Environment |
1 |
Interval to first estrus after calving |
Non-fat milk solids percentage |
Environment |
1 |
Interval to first estrus after calving |
Milk lactose content |
Environment |
1 |
Interval to first estrus after calving |
Milk lactose yield |
Environment |
1 |
|
Interval to first estrus after calving |
Milk solids yield |
Environment |
1 |
Intramuscular fat |
Body weight |
Environment |
1 |
Kidney, pelvic, and heart fat percentage |
Bone percentage |
Environment |
3 |
Kidney, pelvic, and heart fat percentage |
Fat percentage |
Environment |
3 |
Kidney, pelvic, and heart fat percentage |
Fat weight |
Environment |
3 |
|
Kidney, pelvic, and heart fat percentage |
Body weight |
Environment |
4 |
Kidney, pelvic, and heart fat percentage |
Longissimus muscle area |
Environment |
4 |
Kidney, pelvic, and heart fat percentage |
Bone weight |
Environment |
3 |
Length of productive life |
Body weight gain |
Environment |
2 |
Length of productive life |
Dam productivity |
Environment |
2 |
|
Length of productive life |
Body weight |
Environment |
2 |
Longissimus muscle area |
Fat percentage |
Environment |
3 |
Longissimus muscle area |
Scrotal circumference |
Environment |
5 |
Longissimus muscle area |
Fat weight |
Environment |
3 |
Longissimus muscle area |
Body weight |
Environment |
10 |
|
Longissimus muscle area |
Age at first calving |
Environment |
1 |
Longissimus muscle area |
Bone weight |
Environment |
3 |
Longissimus muscle area |
Body height |
Environment |
1 |
Longissimus muscle area |
Bone percentage |
Environment |
3 |
Marbling score |
Body weight |
Environment |
4 |
|
Marbling score |
Yield grade |
Environment |
3 |
Marbling score |
Average daily gain |
Environment |
2 |
Marbling score |
Bone weight |
Environment |
3 |
Marbling score |
Retail product yield |
Environment |
3 |
Marbling score |
Bone percentage |
Environment |
3 |
|
Marbling score |
Kidney, pelvic, and heart fat percentage |
Environment |
4 |
Marbling score |
Fat percentage |
Environment |
3 |
Marbling score |
Longissimus muscle area |
Environment |
4 |
Marbling score |
Fat weight |
Environment |
3 |
Marbling score |
Subcutaneous fat thickness |
Environment |
2 |
|
Milk chloride percentage |
Milk acidity/alkalinity |
Environment |
1 |
Milk fat percentage |
Milk protein-to-fat ratio |
Environment |
1 |
Milk fat percentage |
Milk lactose content |
Environment |
1 |
Milk fat percentage |
Milk chloride percentage |
Environment |
1 |
Milk fat percentage |
Milk solids yield |
Environment |
1 |
|
Milk fat percentage |
Milk fat yield |
Environment |
3 |
Milk fat percentage |
Milk acidity/alkalinity |
Environment |
1 |
Milk fat percentage |
Milk solids percentage |
Environment |
1 |
Milk fat percentage |
Milk protein percentage |
Environment |
1 |
Milk fat percentage |
Non-fat milk solids |
Environment |
1 |
|
Milk fat percentage |
Milk protein yield |
Environment |
1 |
Milk fat percentage |
Non-fat milk solids percentage |
Environment |
1 |
Milk fat percentage |
Milk yield |
Environment |
3 |
Milk fat percentage |
Milk lactose yield |
Environment |
1 |
Milk fat percentage |
Interval to first estrus after calving |
Environment |
1 |
|
Milk fat yield |
Milk yield |
Environment |
15 |
Milk fat yield |
Non-fat milk solids percentage |
Environment |
1 |
Milk fat yield |
Clinical mastitis |
Environment |
3 |
Milk fat yield |
Milk lactose yield |
Environment |
1 |
Milk fat yield |
Interval to first estrus after calving |
Environment |
1 |
|
Milk fat yield |
Milk protein-to-fat ratio |
Environment |
1 |
Milk fat yield |
Milk lactose content |
Environment |
1 |
Milk fat yield |
Milk fat yield |
Environment |
3 |
Milk fat yield |
Milk chloride percentage |
Environment |
1 |
Milk fat yield |
Milk solids yield |
Environment |
1 |
|
Milk fat yield |
Milk protein percentage |
Environment |
1 |
Milk fat yield |
Milk acidity/alkalinity |
Environment |
1 |
Milk fat yield |
Milk solids percentage |
Environment |
1 |
Milk fat yield |
Milk protein yield |
Environment |
13 |
Milk fat yield |
Non-fat milk solids |
Environment |
1 |
|
Milk fat-to-protein ratio |
Calving to conception interval |
Environment |
2 |
Milk lactose content |
Milk acidity/alkalinity |
Environment |
1 |
Milk lactose content |
Milk solids percentage |
Environment |
1 |
Milk lactose content |
Non-fat milk solids |
Environment |
1 |
Milk lactose content |
Non-fat milk solids percentage |
Environment |
1 |
|
Milk lactose content |
Milk lactose yield |
Environment |
1 |
Milk lactose content |
Milk protein-to-fat ratio |
Environment |
1 |
Milk lactose content |
Milk chloride percentage |
Environment |
1 |
Milk lactose content |
Milk solids yield |
Environment |
1 |
Milk lactose yield |
Milk protein-to-fat ratio |
Environment |
1 |
|
Milk lactose yield |
Milk chloride percentage |
Environment |
1 |
Milk lactose yield |
Milk acidity/alkalinity |
Environment |
1 |
Milk protein percentage |
Non-fat milk solids percentage |
Environment |
1 |
Milk protein percentage |
Milk yield |
Environment |
1 |
Milk protein percentage |
Milk lactose yield |
Environment |
1 |
|
Milk protein percentage |
Interval to first estrus after calving |
Environment |
1 |
Milk protein percentage |
Milk protein-to-fat ratio |
Environment |
1 |
Milk protein percentage |
Milk lactose content |
Environment |
1 |
Milk protein percentage |
Milk chloride percentage |
Environment |
1 |
Milk protein percentage |
Milk solids yield |
Environment |
1 |
|
Milk protein percentage |
Milk acidity/alkalinity |
Environment |
1 |
Milk protein percentage |
Milk solids percentage |
Environment |
1 |
Milk protein percentage |
Non-fat milk solids |
Environment |
1 |
Milk protein percentage |
Milk protein yield |
Environment |
1 |
Milk protein yield |
Non-fat milk solids percentage |
Environment |
1 |
|
Milk protein yield |
Clinical mastitis |
Environment |
3 |
Milk protein yield |
Milk lactose yield |
Environment |
1 |
Milk protein yield |
Interval to first estrus after calving |
Environment |
1 |
Milk protein yield |
Milk protein-to-fat ratio |
Environment |
1 |
Milk protein yield |
Milk lactose content |
Environment |
1 |
|
Milk protein yield |
Milk chloride percentage |
Environment |
1 |
Milk protein yield |
Milk solids yield |
Environment |
1 |
Milk protein yield |
Milk acidity/alkalinity |
Environment |
1 |
Milk protein yield |
Milk solids percentage |
Environment |
1 |
Milk protein yield |
Milk protein yield |
Environment |
3 |
|
Milk protein yield |
Non-fat milk solids |
Environment |
1 |
Milk protein yield |
Milk yield |
Environment |
13 |
Milk protein-to-fat ratio |
Milk chloride percentage |
Environment |
1 |
Milk protein-to-fat ratio |
Milk acidity/alkalinity |
Environment |
1 |
Milk solids percentage |
Milk lactose yield |
Environment |
1 |
|
Milk solids percentage |
Milk protein-to-fat ratio |
Environment |
1 |
Milk solids percentage |
Milk chloride percentage |
Environment |
1 |
Milk solids percentage |
Milk acidity/alkalinity |
Environment |
1 |
Milk solids percentage |
Non-fat milk solids |
Environment |
1 |
Milk solids percentage |
Non-fat milk solids percentage |
Environment |
1 |
|
Milk solids yield |
Milk chloride percentage |
Environment |
1 |
Milk solids yield |
Milk acidity/alkalinity |
Environment |
1 |
Milk solids yield |
Milk solids percentage |
Environment |
1 |
Milk solids yield |
Non-fat milk solids |
Environment |
1 |
Milk solids yield |
Non-fat milk solids percentage |
Environment |
1 |
|
Milk solids yield |
Milk lactose yield |
Environment |
1 |
Milk solids yield |
Milk protein-to-fat ratio |
Environment |
1 |
Milk yield |
Milk lactose yield |
Environment |
1 |
Milk yield |
Milk solids yield |
Environment |
1 |
Milk yield |
Calving interval |
Environment |
2 |
|
Milk yield |
Milk protein-to-fat ratio |
Environment |
1 |
Milk yield |
Body weight |
Environment |
1 |
Milk yield |
Teat placement |
Environment |
3 |
Milk yield |
Milk chloride percentage |
Environment |
1 |
Milk yield |
Calving to conception interval |
Environment |
2 |
|
Milk yield |
Udder depth |
Environment |
1 |
Milk yield |
Udder balance |
Environment |
1 |
Milk yield |
Milk solids percentage |
Environment |
1 |
Milk yield |
Clinical mastitis |
Environment |
3 |
Milk yield |
Milk acidity/alkalinity |
Environment |
1 |
|
Milk yield |
Non-fat milk solids |
Environment |
1 |
Milk yield |
Interval to first estrus after calving |
Environment |
1 |
Milk yield |
Milk electroconductivity |
Environment |
1 |
Milk yield |
Milk yield |
Environment |
3 |
Milk yield |
Non-fat milk solids percentage |
Environment |
1 |
|
Milk yield |
Milk lactose content |
Environment |
1 |
Milk yield |
Inseminations per conception |
Environment |
2 |
Non-fat milk solids |
Milk chloride percentage |
Environment |
1 |
Non-fat milk solids |
Milk acidity/alkalinity |
Environment |
1 |
Non-fat milk solids |
Non-fat milk solids percentage |
Environment |
1 |
|
Non-fat milk solids |
Milk lactose yield |
Environment |
1 |
Non-fat milk solids |
Milk protein-to-fat ratio |
Environment |
1 |
Non-fat milk solids percentage |
Milk lactose yield |
Environment |
1 |
Non-fat milk solids percentage |
Milk protein-to-fat ratio |
Environment |
1 |
Non-fat milk solids percentage |
Milk chloride percentage |
Environment |
1 |
|
Non-fat milk solids percentage |
Milk acidity/alkalinity |
Environment |
1 |
Retail product yield |
Bone percentage |
Environment |
3 |
Retail product yield |
Fat percentage |
Environment |
3 |
Retail product yield |
Fat weight |
Environment |
3 |
Retail product yield |
Kidney, pelvic, and heart fat percentage |
Environment |
3 |
|
Retail product yield |
Longissimus muscle area |
Environment |
3 |
Retail product yield |
Bone weight |
Environment |
3 |
Scrotal circumference |
Scrotal circumference |
Environment |
1 |
Scrotal circumference |
Body weight |
Environment |
2 |
Scrotal circumference |
Body weight gain |
Environment |
2 |
|
Serum magnesium level |
Serum phosphorus level |
Environment |
1 |
Somatic cell count |
Interval to first estrus after calving |
Environment |
6 |
Somatic cell count |
Calving to conception interval |
Environment |
6 |
Somatic cell count |
Milk fat percentage |
Environment |
2 |
Somatic cell count |
Milk fat yield |
Environment |
2 |
|
Somatic cell count |
Milk yield |
Environment |
2 |
Somatic cell count |
Inseminations per conception |
Environment |
6 |
Somatic cell count |
Calving interval |
Environment |
6 |
Somatic cell score |
Milk protein yield |
Environment |
13 |
Somatic cell score |
Non-fat milk solids |
Environment |
1 |
|
Somatic cell score |
Milk yield |
Environment |
13 |
Somatic cell score |
Non-fat milk solids percentage |
Environment |
1 |
Somatic cell score |
Clinical mastitis |
Environment |
3 |
Somatic cell score |
Somatic cell score |
Environment |
3 |
Somatic cell score |
Milk lactose yield |
Environment |
1 |
|
Somatic cell score |
Interval to first estrus after calving |
Environment |
1 |
Somatic cell score |
Milk fat percentage |
Environment |
1 |
Somatic cell score |
Milk protein-to-fat ratio |
Environment |
1 |
Somatic cell score |
Milk lactose content |
Environment |
1 |
Somatic cell score |
Milk fat yield |
Environment |
13 |
|
Somatic cell score |
Milk chloride percentage |
Environment |
1 |
Somatic cell score |
Milk solids yield |
Environment |
1 |
Somatic cell score |
Milk protein percentage |
Environment |
1 |
Somatic cell score |
Milk acidity/alkalinity |
Environment |
1 |
Somatic cell score |
Milk solids percentage |
Environment |
1 |
|
sperm counts |
Sperm motility |
Environment |
4 |
sperm counts |
Semen volume |
Environment |
4 |
Sperm motility |
Semen volume |
Environment |
4 |
Subcutaneous fat thickness |
Bone weight |
Environment |
2 |
Subcutaneous fat thickness |
Body height |
Environment |
2 |
|
Subcutaneous fat thickness |
Bone percentage |
Environment |
2 |
Subcutaneous fat thickness |
Subcutaneous fat thickness |
Environment |
2 |
Subcutaneous fat thickness |
Fat percentage |
Environment |
2 |
Subcutaneous fat thickness |
Yield grade |
Environment |
2 |
Subcutaneous fat thickness |
Scrotal circumference |
Environment |
10 |
|
Subcutaneous fat thickness |
Retail product yield |
Environment |
2 |
Subcutaneous fat thickness |
Fat weight |
Environment |
2 |
Subcutaneous fat thickness |
Kidney, pelvic, and heart fat percentage |
Environment |
2 |
Subcutaneous fat thickness |
Body weight |
Environment |
12 |
Subcutaneous fat thickness |
Longissimus muscle area |
Environment |
6 |
|
Subcutaneous fat thickness |
Age at first calving |
Environment |
2 |
Teat placement |
Udder depth |
Environment |
3 |
Teat placement |
Udder balance |
Environment |
3 |
Teat placement |
Milk electroconductivity |
Environment |
3 |
Teat placement |
Teat placement |
Environment |
3 |
|
Temperament |
Body weight |
Environment |
1 |
Temperament |
Intramuscular fat |
Environment |
1 |
Udder balance |
Milk electroconductivity |
Environment |
1 |
Udder depth |
Udder balance |
Environment |
1 |
Udder depth |
Milk electroconductivity |
Environment |
1 |
|
Yield grade |
Fat percentage |
Environment |
3 |
Yield grade |
Fat weight |
Environment |
3 |
Yield grade |
Retail product yield |
Environment |
3 |
Yield grade |
Kidney, pelvic, and heart fat percentage |
Environment |
3 |
Yield grade |
Longissimus muscle area |
Environment |
3 |
|
Yield grade |
Bone weight |
Environment |
3 |
Yield grade |
Bone percentage |
Environment |
3 |