ABSTRACT
Objective
Materials and Methods
Results and Discussion
Implications and Applications
Key words
INTRODUCTION
- Beniston M.
- Stephenson D.
- Christensen O.
- Ferro C.
- Frei C.
- Goyette S.
- Halsnaes K.
- Holt T.
- Jylhä K.
- Koffi B.
- Palutikof J.
- Schöll R.
- Semmler T.
- Woth K.
- Roche J.R.
- Heiser A.
- Mitchell M.D.
- Crookenden M.A.
- Walker C.G.
- Kay J.K.
- Riboni M.V.
- Loor J.J.
- Meier S.
- Roche J.R.
- Meier S.
- Heiser A.
- Mitchell M.D.
- Walker C.G.
- Crookenden M.A.
- Riboni M.V.
- Loor J.J.
- Kay J.K.
MATERIALS AND METHODS
Experimental Design, Animals, and Management
Item | Treatment | SEM | P-value | ||
---|---|---|---|---|---|
CTL | SH | SHplus | |||
DIM | 186 | 206 | 200 | 12.1 | 0.51 |
Lactation number | 2.6 | 2.4 | 2.2 | 0.33 | 0.62 |
BCS | 3.19 | 3.22 | 3.19 | 0.036 | 0.77 |
BW | 531 | 532 | 541 | 12.0 | 0.80 |
where T is air temperature (°C) and RH is relative humidity (%). Data were obtained from the automatic meteorological station (temperature and humidity sensor: HMP45C model, Campbell Scientific Inc.) located 1 km away from the experimental area. Dry matter and chemical composition of concentrate, pasture, and PMR are shown in Table 1.
Item, % of DM ± SD | Concentrate | Pasture | PMR |
---|---|---|---|
DM, % ± SD | 89.6 ± 0.3 | 24.6 ± 0.5 | 35.7 ± 0.8 |
OM | 93.5 ± 0.1 | 89.2 ± 1.0 | 82.0 ± 1.1 |
NDF | 39.3 ± 2.6 | 42.7 ± 4.8 | 47.6 ± 0.9 |
ADF | 21.1 ± 1.9 | 27.0 ± 2.6 | 33.4 ± 2.5 |
ADL | — | 6.8 ± 1.1 | 11.5 ± 1.3 |
CP | 21.2 ± 1.2 | 21.5 ± 2.7 | 11.0 ± 0.6 |
Data Collection and Laboratory Analyses
DMI.
Milk Yield and Composition.
BW and BCS.
Cow Activity.
Physiological Variables.
Metabolites and Hormones.
Hepatic Gene Expression.
- Graugnard D.E.
- Moyes K.M.
- Trevisi E.
- Khan M.J.
- Keisler D.
- Drackley J.K.
- Bertoni G.
- Loor J.J.
- Khan M.J.
- Jacometo C.B.
- Graugnard D.E.
- Corrêa M.N.
- Schmitt E.
- Cardoso F.
- Loor J.J.
- Hosseini A.
- Tariq M.R.
- Trindade da Rosa F.
- Kesser J.
- Iqbal Z.
- Mora O.
- Sauerwein H.
- Drackley J.K.
- Trevisi E.
- Loor J.J.
The relative expression ratio of a target gene is computed based on its real-time PCR efficiencies (E) and the cycle threshold (CT) difference (Δ) of an unknown sample versus a control (ΔCTcontrol – sample), and mean comparison was performed (Proc GLM, SAS, version 9.2; SAS Institute).
Gene | Name | Sequence | Accession number | Reference | |
---|---|---|---|---|---|
PCK1 | Phosphoenolpyruvate carboxykinase 1 | Forward | AAGATTGGCATCGAGCTGACA | NM_174737 | Khan et al., 2014
Overfeeding dairy cattle during late-pregnancy alters hepatic PPARα-regulated pathways including hepatokines: Impact on metabolism and peripheral insulin sensitivity.. https://doi.org/10.4137/GRSB.S14116 24737933 Gene Regul. Syst. Bio. 2014; 8: 97-111 |
Reverse | GTGGAGGCACTTGACGAACTC | ||||
PDK4 | Pyruvate dehydrogenase kinase 4 | Forward | CAGGTGGACAGGGCAGTCTAG | NM_001101883 | Khan et al., 2014
Overfeeding dairy cattle during late-pregnancy alters hepatic PPARα-regulated pathways including hepatokines: Impact on metabolism and peripheral insulin sensitivity.. https://doi.org/10.4137/GRSB.S14116 24737933 Gene Regul. Syst. Bio. 2014; 8: 97-111 |
Reverse | TCCTCCTTTTCCATCTTTCTTCTTT | ||||
HP | Haptoglobin | Forward | GGTTCGGAAAACCATCGCTA | NM_001040470 | Khan et al., 2015 |
Reverse | CACTCGTGTCCCCTCCACTC | ||||
HSPA1B | Heat shock protein family A (Hsp70) member 1A | Forward | CCCTGGATTGCTCATGTTTGT | NM_203322 | Khan et al., 2015 |
Reverse | TCAACATCTCAAACAGCTTGCA | ||||
NFKB1 | Nuclear factor kappa B subunit 1 | Forward | TTCAACCGGAGATGCCACTAC | NM_001076409 | Khan et al., 2015 |
Reverse | ACACACGTAACGGAAACGAAATC | ||||
XBP1 | X-box binding protein 1 | Forward | GAGAGCGAAGCCAATGTGGTA | NM_001034727 | Khan et al., 2015 |
Reverse | ACTGTGAATTCAGGGTGATCTTTCT | ||||
SOCS2 | Suppressor of cytokine signaling 2 | Forward | GGGATGCTTCCCTTCCTAAG | NM_177523 | do Amaral et al., 2009 |
Reverse | GTGCTGGGACCTTTCACCTA |
Statistical Analysis
where Yijk is the response, μ is the mean, Cov is the covariate effect (milk yield or composition of the previous month), Bi is the block effect (1 to 16), Treatj is the treatment effect (CTL; SH; SHplus), Weekk is the effect of the week of sampling, when necessary (1 to 10), (Treat × Week)jk is the interaction effect, and Eijk is the error term. Animal (A) nested into block was used as a random effect.
where Yijk is the response, μ is the mean, Cov is the covariate effect (milk yield or composition of the previous month), Bi is the block effect (1 to 16), Treatjis the treatment effect (CTL; SH; SHplus), and Eijk is the error term. Animal (A) nested into block was used as a random effect.
RESULTS AND DISCUSSION


Variable | Treatment | SEM | P-value | ||||
---|---|---|---|---|---|---|---|
CTL | SH | SHplus | Treatment | Week | Treatment × week | ||
Milk yield, kg/d | 19.0 | 18.9 | 19.6 | 0.27 | 0.12 | <0.01 | 0.07 |
ECM, kg/d | 19.7 | 19.1 | 19.5 | 0.19 | 0.07 | <0.01 | 0.01 |
Fat, % | 4.14 | 4.16 | 3.96 | 0.038 | 0.09 | <0.01 | 0.01 |
Fat, kg/d | 0.76 | 0.77 | 0.75 | 0.012 | 0.67 | <0.01 | 0.01 |
Protein, % | 3.34 | 3.31 | 3.35 | 0.042 | 0.72 | <0.01 | 0.55 |
Protein, kg/d | 0.64 | 0.61 | 0.67 | 0.081 | 0.03 | <0.01 | 0.17 |
Lactose, % | 4.67 | 4.67 | 4.92 | 0.041 | <0.01 | <0.01 | <0.01 |
Lactose, kg/d | 0.88 | 0.87 | 0.96 | 0.227 | 0.12 | <0.01 | 0.06 |
MUN, mg/dL | 19.87 | 19.23 | 19.29 | 0.49 | 0.35 | <0.01 | 0.02 |
- Supplemental Figures
Variable | Treatment | SEM | P-value | ||
---|---|---|---|---|---|
CTL | SH | SHplus | |||
DMI, kg/d | 15.7 | 16.8 | 16.1 | 0.43 | 0.22 |
DMI, % BW | 2.9 | 3.1 | 3.0 | 0.09 | 0.18 |
Pasture intake, kg of DM/d | 5.9 | 7.4 | 6.7 | 0.43 | 0.09 |
PMR intake, kg of DM/d | 6.1 | 5.9 | 5.8 | 0.04 | 0.10 |
Concentrate intake, kg of DM/d | 3.6 | 3.6 | 3.6 | 0.01 | 0.10 |
Conversion efficiency | 1.09 | 1.35 | 1.29 | 0.082 | 0.19 |
Variable | Treatment | P-value | |||||
---|---|---|---|---|---|---|---|
CTL | SH | SHplus | SEM | Treatment | Day | Treatment × day | |
Eating PMR | 90 | 77 | 89 | 4.9 | 0.10 | <0.01 | 0.01 |
Grazing | 198 | 250 | 240 | 6.8 | <0.01 | <0.01 | 0.01 |
Lying | 381 | 375 | 360 | 11.7 | 0.44 | <0.01 | 0.32 |
Ruminating | 477 | 480 | 479 | 10.0 | 0.97 | 0.27 | 0.08 |
Drinking | 11 | 16 | 16 | 2.6 | 0.39 | 0.01 | 0.05 |
Variable | Treatment | P-value | |||||
---|---|---|---|---|---|---|---|
CTL | SH | SHplus | SEM | Treatment | Week | Treatment × week | |
Rectal temperature a.m. | 37.8 | 37.9 | 37.9 | 0.04 | 0.11 | <0.01 | 0.03 |
Rectal temperature p.m. | 38.9 | 38.9 | 38.5 | 0.07 | <0.01 | <0.01 | <0.01 |
Respiration rate a.m. | 35.7 | 35.0 | 36.9 | 0.67 | 0.13 | <0.01 | <0.01 |
Respiration rate p.m. | 67.8 | 56.1 | 59.4 | 0.95 | <0.01 | <0.01 | <0.01 |
- Rhoads M.L.
- Rhoads R.P.
- VanBaale M.J.
- Collier R.J.
- Sanders S.R.
- Weber W.J.
- Crooker B.A.
- Baumgard L.H.
Variable | Treatment | P-value | |||||
---|---|---|---|---|---|---|---|
CTL | SH | SHplus | SEM | Treatment | Week | Treatment × week | |
IGF1, ng/mL | 86.0 | 87.0 | 83.0 | 8.59 | 0.98 | <0.01 | 0.93 |
Insulin, μIU/mL | 8.8 | 7.1 | 6.8 | 0.44 | 0.01 | 0.14 | 0.64 |
Ratio IGF1:insulin | 10.4 | 12.9 | 13.1 | 1.21 | 0.14 | 0.90 | 0.90 |
Glucose, mmol/L | 2.8 | 2.8 | 3.0 | 0.05 | 0.02 | 0.001 | 0.50 |
BHB, mmol/L | 0.6 | 0.6 | 0.4 | 0.27 | <0.01 | <0.01 | <0.01 |
NEFA, mmol/L | 0.2 | 0.2 | 0.3 | 0.01 | 0.11 | <0.01 | 0.31 |
Cholesterol, mmol/L | 5.1 | 5.4 | 5.2 | 0.17 | 0.43 | 0.05 | 0.81 |
Albumin, g/L | 33.5 | 33.5 | 33.9 | 0.59 | 0.79 | 0.34 | 0.50 |
Total proteins, g/L | 85.0 | 90.1 | 88.5 | 2.19 | 0.23 | 0.03 | 0.49 |
Urea, mmol/L | 6.5 | 6.2 | 5.6 | 0.18 | <0.01 | <0.01 | <0.01 |
AST, UI | 76.2 | 79.1 | 79.5 | 3.53 | 0.77 | 0.04 | 0.42 |
Haptoglobin, mg/mL | 0.2 | 0.1 | 0.2 | 1.08 | 0.34 | 0.40 | 0.03 |
Variable | Treatment | SEM | P-value | ||||
---|---|---|---|---|---|---|---|
CTL | SH | SHplus | SEM | Treatment | Week | Treatment × week | |
BW, kg | 551 | 546 | 553 | 8.1 | 0.49 | 0.03 | 0.97 |
BCS | 2.7 | 2.8 | 2.8 | 0.15 | 0.33 | <0.01 | 0.12 |
BW change, kg | −18.9 | −16.6 | −6.1 | 3.83 | 0.05 | — | — |
BCS change | 0.07 | 0.23 | 0.14 | 0.051 | 0.11 | — | — |

- Shahzad K.
- Akbar H.
- Vailati-Riboni M.
- Basiricò L.
- Morera P.
- Rodriguez-Zas S.L.
- Nardone A.
- Bernabucci U.
- Loor J.J.
- Gessner D.K.
- Schlegel G.
- Keller J.
- Schwarz F.J.
- Ringseis R.
- Eder K.
- Vailati-Riboni M.
- Kanwal M.
- Bulgari O.
- Meier S.
- Priest N.V.
- Burke C.R.
- Kay J.K.
- McDougall S.
- Mitchell M.D.
- Walker C.G.
- Crookenden M.
- Heiser A.
- Roche J.R.
- Loor J.J.
APPLICATIONS
ACKNOWLEDGMENTS
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