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Research| Volume 106, ISSUE 6, P4002-4017, June 2023

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Replacing ground corn with soyhulls plus palmitic acid in low metabolizable protein diets with or without rumen-protected amino acids: Effects on production and nutrient utilization in dairy cows

  • Y. Zang
    Affiliations
    Department of Agriculture, Nutrition, and Food Systems, University of New Hampshire, Durham 03824

    Laboratory of Metabolic Manipulation of Herbivorous Animal Nutrition, College of Animal Science and Technology, Yangzhou University, Yangzhou, China 225009
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  • Author Footnotes
    * Current address: Department of Agriculture and Food Science, Western Kentucky University, Bowling Green 42101.
    L.H.P. Silva
    Footnotes
    * Current address: Department of Agriculture and Food Science, Western Kentucky University, Bowling Green 42101.
    Affiliations
    Department of Agriculture, Nutrition, and Food Systems, University of New Hampshire, Durham 03824
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  • Author Footnotes
    † Current address: KOYO Star Agriculture Technology Co. Ltd., Beijing, China 100081.
    Y.C. Geng
    Footnotes
    † Current address: KOYO Star Agriculture Technology Co. Ltd., Beijing, China 100081.
    Affiliations
    Key Laboratory of Nonpoint Source Pollution Control, Institute of Agricultural Resources and Regional Planning, Chinese Academy of Agricultural Sciences, Beijing, China 100081
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  • Author Footnotes
    ‡ Current address: Cargill Animal Nutrition, Campinas, São Paulo, Brazil 13091-611.
    M.J. Lange
    Footnotes
    ‡ Current address: Cargill Animal Nutrition, Campinas, São Paulo, Brazil 13091-611.
    Affiliations
    Universidade Estadual do Oeste do Paraná, Marechal Cândido Rondon, Brazil 85960-000
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  • M.A. Zambom
    Affiliations
    Universidade Estadual do Oeste do Paraná, Marechal Cândido Rondon, Brazil 85960-000
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  • A.F. Brito
    Correspondence
    Corresponding author
    Affiliations
    Department of Agriculture, Nutrition, and Food Systems, University of New Hampshire, Durham 03824
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  • Author Footnotes
    * Current address: Department of Agriculture and Food Science, Western Kentucky University, Bowling Green 42101.
    † Current address: KOYO Star Agriculture Technology Co. Ltd., Beijing, China 100081.
    ‡ Current address: Cargill Animal Nutrition, Campinas, São Paulo, Brazil 13091-611.
Open AccessPublished:April 25, 2023DOI:https://doi.org/10.3168/jds.2022-22270

      ABSTRACT

      We previously observed that diets with reduced starch concentration decreased yields of milk and milk protein in dairy cows fed low metabolizable protein diets. Supplementation of reduced-starch diets with a lipid source may attenuate or eliminate production losses. Our objective was to investigate the effects of partially replacing ground corn with soyhulls plus a palmitic acid-enriched supplement on dry matter (DM) intake, milk yield and composition, plasma AA concentration, and N and energy utilization in cows fed low metabolizable protein diets (mean = −68 g/d balance) with or without rumen-protected Met, Lys, and His (RP-MLH). Sixteen multiparous Holstein cows averaging (mean ± standard deviation) 112 ± 28 d in milk, 724 ± 44 kg of body weight, and 46 ± 5 kg/d of milk in the beginning of the study were used in a replicated 4 × 4 Latin square design with a 2 × 2 factorial arrangement of treatments. Each period lasted 21 d, consisting of 14 d for diet adaptation and 7 d for data and sample collection. Diets were fed as follows: (1) high starch (HS), (2) HS plus RP-MLH (HS+AA), (3) reduced starch plus a palmitic acid-enriched supplement (RSPA), and (4) RSPA plus RP-MLH (RSPA+AA). The HS diet contained (DM basis) 26% ground corn and 7% soyhulls, and the RSPA diet had 10% ground corn, 22% soyhulls, and 1.5% palmitic acid. The HS diet averaged (DM basis) 32.6% starch and 4% ether extract, while starch and ether extract concentrations of the RSPA diet were 21.7 and 5.9%, respectively. All 4 diets had (DM basis) 40% corn silage, 5% mixed-mostly grass haylage, 5% grass hay, and 50% concentrate. Diets did not affect DM intake and milk yield. Contrarily, feeding RSPA and RSPA+AA increased yields of energy-corrected milk (47.0 vs. 44.8 kg/d) and milk fat (1.65 vs. 1.50 kg/d) compared with HS and HS+AA. Milk fat concentration tended to decrease when RP-MLH was supplemented to HS, but no change was seen when added to RS (starch level × RP-MLH interaction). Milk and plasma urea N increased, and milk N efficiency decreased in cows fed RSPA and RSPA+AA versus HS and HS+AA. Apparent total-tract digestibilites of crude protein and neutral detergent fiber, as well as urinary urea N and total N excretion, were greater in cows offered RSPA and RSPA+AA than HS and HS+AA. Plasma Met and His concentrations increased with supplemental RP-MLH. Intake of gross energy and digestible energy and the output of urinary and milk energy were all greater with feeding RSPA and RSPA+AA versus HS and HS+AA. In summary, partially replacing ground corn with soyhulls plus palmitic acid in diets supplemented or not with RP-MLH increased milk fat yield and fiber digestibility and maintained DM intake and milk yield, but with decreased milk N efficiency and elevated urinary N excretion.

      Key words

      INTRODUCTION

      Several studies have compared the effects of high-starch (i.e., glucogenic) versus high-fat (i.e., lipogenic) diets on production performance and nutrient utilization in dairy cows (e.g.,
      • van Knegsel A.T.M.
      • van den Brand H.
      • Dijkstra J.
      • van Straalen W.M.
      • Heetkamp M.J.W.
      • Tamminga S.
      • Kemp B.
      Dietary energy source in dairy cows in early lactation: Energy partitioning and milk composition.
      ;
      • Boerman J.P.
      • Potts S.B.
      • VandeHaar M.J.
      • Lock A.L.
      Effects of partly replacing dietary starch with fiber and fat on milk production and energy partitioning.
      ;
      • Morris D.L.
      • Brown-Brandl T.M.
      • Hales K.E.
      • Harvatine K.J.
      • Kononoff P.J.
      Effects of high-starch or high-fat diets formulated to be isoenergetic on energy and nitrogen partitioning and utilization in lactating Jersey cows.
      ). In general, glucogenic diets partition dietary energy into body reserves, whereas lipogenic diets promote milk fat synthesis (
      • van Knegsel A.T.M.
      • van den Brand H.
      • Dijkstra J.
      • van Straalen W.M.
      • Heetkamp M.J.W.
      • Tamminga S.
      • Kemp B.
      Dietary energy source in dairy cows in early lactation: Energy partitioning and milk composition.
      ;
      • Boerman J.P.
      • Potts S.B.
      • VandeHaar M.J.
      • Lock A.L.
      Effects of partly replacing dietary starch with fiber and fat on milk production and energy partitioning.
      ).
      • Boerman J.P.
      • Potts S.B.
      • VandeHaar M.J.
      • Lock A.L.
      Effects of partly replacing dietary starch with fiber and fat on milk production and energy partitioning.
      concluded that these differences in dietary energy use may be explained by the synergistic effects of increased insulin concentration and elevated supply of ruminal biohydrogenation intermediates in cows fed glucogenic diets, thereby prioritizing nutrient storage at expense of mammary fat production. However, information on whether or how glucogenic or lipogenic sources may interact with rumen-protected (RP)-AA to modulate production responses and nutrient utilization in cows is lacking. Currently, feeding low MP diets is one of the most effective strategies to reduce urinary N excretion (
      • Lee C.
      • Hristov A.N.
      • Cassidy T.W.
      • Heyler K.S.
      • Lapierre H.
      • Varga G.A.
      • de Veth M.J.
      • Patton R.A.
      • Parys C.
      Rumen-protected lysine, methionine, and histidine increase milk protein yield in dairy cows fed a metabolizable protein-deficient diet.
      ), but may come at the expense of milk and milk protein production (
      • Lee C.
      • Hristov A.N.
      • Cassidy T.W.
      • Heyler K.S.
      • Lapierre H.
      • Varga G.A.
      • de Veth M.J.
      • Patton R.A.
      • Parys C.
      Rumen-protected lysine, methionine, and histidine increase milk protein yield in dairy cows fed a metabolizable protein-deficient diet.
      ;
      • Giallongo F.
      • Harper M.T.
      • Oh J.
      • Lopes J.C.
      • Lapierre H.
      • Patton R.A.
      • Parys C.
      • Shinzato I.
      • Hristov A.N.
      Effects of rumen-protected methionine, lysine, and histidine on lactation performance of dairy cows.
      ). Supplementation of low MP diets with RP Met, Lys, and His (RP-MLH) alleviated production losses (
      • Lee C.
      • Hristov A.N.
      • Cassidy T.W.
      • Heyler K.S.
      • Lapierre H.
      • Varga G.A.
      • de Veth M.J.
      • Patton R.A.
      • Parys C.
      Rumen-protected lysine, methionine, and histidine increase milk protein yield in dairy cows fed a metabolizable protein-deficient diet.
      ;
      • Giallongo F.
      • Harper M.T.
      • Oh J.
      • Lopes J.C.
      • Lapierre H.
      • Patton R.A.
      • Parys C.
      • Shinzato I.
      • Hristov A.N.
      Effects of rumen-protected methionine, lysine, and histidine on lactation performance of dairy cows.
      ) and improved N utilization (
      • Lee C.
      • Hristov A.N.
      • Cassidy T.W.
      • Heyler K.S.
      • Lapierre H.
      • Varga G.A.
      • de Veth M.J.
      • Patton R.A.
      • Parys C.
      Rumen-protected lysine, methionine, and histidine increase milk protein yield in dairy cows fed a metabolizable protein-deficient diet.
      ). Taken together, investigating the interplay between energy source (i.e., glucogenic vs. lipogenic) and RP-AA is key for understanding metabolic processes underpinning milk yield and nutrient utilization in dairy cows fed low MP diets.
      • Nichols K.
      • van Laar H.
      • Bannink A.
      • Dijkstra J.
      Mammary gland utilization of amino acids and energy metabolites differs when dairy cow rations are isoenergetically supplemented with protein and fat.
      reported significant dietary protein level × supplemental fat (hydrogenated palm fatty acids; 50% palmitic acid and 47% stearic acid) interactions for the plasma concentrations of individual (i.e., His, Ile, Leu, Val) and total EAA. Specifically, energy from protein (50:50 xylose-treated soybean meal/rapeseed meal mix) increased arterial concentration of EAA to a greater magnitude in the low (+56.7%) than the high-fat (+28.3%) diet, indicating that fat supplementation possibly affected intestinal absorption of EAA or their utilization by extramammary tissues (
      • Nichols K.
      • van Laar H.
      • Bannink A.
      • Dijkstra J.
      Mammary gland utilization of amino acids and energy metabolites differs when dairy cow rations are isoenergetically supplemented with protein and fat.
      ).
      In our previous research (
      • Zang Y.
      • Silva L.H.P.
      • Geng Y.C.
      • Ghelichkhan M.
      • Whitehouse N.L.
      • Miura M.
      • Brito A.F.
      Dietary starch level and rumen-protected methionine, lysine, and histidine: Effects on milk yield, nitrogen, and energy utilization in dairy cows fed diets low in metabolizable protein.
      ), we investigated the effects of high-starch (34.4% starch; 30% ground corn) versus reduced-starch (12.3% starch; 20% pelleted beet pulp plus 10% soyhulls) diets supplemented or not with RP-MLH on production performance and nutrient utilization in dairy cows fed low MP diets. However, no interactions were observed for most variables measured by
      • Zang Y.
      • Silva L.H.P.
      • Geng Y.C.
      • Ghelichkhan M.
      • Whitehouse N.L.
      • Miura M.
      • Brito A.F.
      Dietary starch level and rumen-protected methionine, lysine, and histidine: Effects on milk yield, nitrogen, and energy utilization in dairy cows fed diets low in metabolizable protein.
      . Nevertheless, partially replacing ground corn with soyhulls and a palmitic acid-enriched supplement in low MP diets with or without RP-MLH could result in nutrient interactions due to the potential effect of supplemental fat on reducing the supply of EAA to mammary tissues as reported by
      • Nichols K.
      • van Laar H.
      • Bannink A.
      • Dijkstra J.
      Mammary gland utilization of amino acids and energy metabolites differs when dairy cow rations are isoenergetically supplemented with protein and fat.
      , thus warranting further research.
      We hypothesized that partially replacing energy from ground corn (glucogenic substrate) with energy from soyhulls and palmitic acid (lipogenic substrates) would lead to interactions with RP-MLH supplementation, which could ultimately affect nutrient utilization in dairy cows fed low MP diets formulated to be isocaloric and isonitrogenous. We further hypothesized that energy from soyhulls and supplemental palmitic acid would compensate energy from ground corn resulting in similar milk yield but greater milk fat yield. Our objective was to investigate the effects of feeding soyhulls plus a palmitic acid-enriched supplement at expense of ground corn on production performance, apparent total-tract digestibility of nutrients, urinary excretion of N, plasma concentration of AA, and energy utilization in dairy cows fed low MP diets with or without RP-MLH.

      MATERIALS AND METHODS

      All experimental procedures were approved by the Institutional Animal Care and Use Committee (protocol no. 190202) of the University of New Hampshire (Durham). The study was carried out at the University of New Hampshire Fairchild Dairy Teaching and Research Center (Durham) from March 11 to June 9, 2019.

      Cows, Experimental Design, and Treatments

      Sixteen multiparous Holstein cows averaging (mean ± SD) 112 ± 28 DIM, 46 ± 5 kg/d of milk, and 724 ± 44 kg of BW at the beginning of the study were enrolled. Cows were housed in a tie-stall barn equipped with feed tubs for individualized feed intake and water bowls for ad libitum access to water. Cows were milked twice daily at 0530 and 1630 h, with milk yield recorded at every milking over the duration of the experiment. Body weight was taken for 3 consecutive days immediately after the afternoon milking before the beginning of the experiment and at the end of each experimental period to compute BW change. Body condition score was assessed by 3 trained individuals before the beginning of the study and on the last day of each experimental period following the procedures described by
      • Wildman E.E.
      • Jones G.M.
      • Wagner P.E.
      • Boman R.L.
      • Troutt Jr., H.F.
      • Lesch T.N.
      A dairy cow body condition scoring system and its relationship to selected production characteristics.
      . Dietary ingredients were mixed and offered as TMR twice per day at 0600 and 1700 h using a Super Data Ranger mixer (American Calan Inc.). Refusals were collected and weighed daily before the afternoon feeding. Feed offered was adjusted daily to allow for 5 to 10% refusals, with individual feed intake recorded throughout the study.
      Cows were blocked by DIM and milk yield and, within each block, assigned randomly to treatment sequences in a replicated 4 × 4 Latin square design with a 2 × 2 factorial arrangement of treatments. Squares were balanced for potential first-order carryover effects in subsequent periods as each treatment immediately preceded and followed each other once in individual squares (
      • Williams E.J.
      Experimental designs balanced for the estimation of residual effects of treatments.
      ). Each experimental period lasted 21 d, with the first 14 d used for diet adaptation and the last 7 d for data and sample collection. Dietary treatments were (1) high-starch diet (HS), (2) HS plus RP-MLH (HS+AA), (3) reduced-starch diet plus a palmitic acid-enriched supplement (RSPA); and (4) RSPA plus RP-MLH (RSPA+AA). The basal diets were formulated (
      • NRC
      Nutrient Requirements of Dairy Cattle.
      ) to be isocaloric and isonitrogenous for meeting the nutrient requirements, except MP, of a lactating dairy cow averaging 120 DIM, weighing 700 kg of BW, consuming 26 kg/d of DM, and producing 42 kg/d of milk with 3.5% fat, 3.1% true protein, and 4.98% lactose. All diets contained (DM basis) 40% corn silage, 5% mixed-mostly grass haylage, 5% grass hay, and 50% concentrate. The HS basal diet had (DM basis) 26% ground corn, and the RSPA basal diet averaged 10% ground corn, 22% soyhulls, and 1.5% palmitic acid-enriched supplement (BergaFat F100; Berg+Schmidt America LLC). Based on the manufacturer's specification, the palmitic acid-enriched supplement contains a minimum of 80% palmitic acid. Twelve, 9, and 15 g/d of RP-Met (Smartamine M; Adisseo USA Inc.), RP-Lys (AjiPro-L; Ajinomoto Health & Nutrition North America Inc.), and RP-His (Ajinomoto prototype supplement; Ajinomoto Co. Inc.), respectively, were top-dressed to the TMR and offered to cows. The RP-Met, RP-Lys, and RP-His supplements contained 75% dl-Met with 80% bioavailability (
      • Chirgwin D.L.
      • Whitehouse N.L.
      • Brito A.F.
      • Schwab C.G.
      • Sloan B.K.
      Evolving the plasma free AA dose-response technique to determine bioavailability of Met in RP-Met supplements.
      ), 40% Lys with 54% bioavailability (
      • Giallongo F.
      • Harper M.T.
      • Oh J.
      • Lopes J.C.
      • Lapierre H.
      • Patton R.A.
      • Parys C.
      • Shinzato I.
      • Hristov A.N.
      Effects of rumen-protected methionine, lysine, and histidine on lactation performance of dairy cows.
      ), and 40% His with 49% bioavailability (according to the manufacturer) and were expected to deliver 7, 2, and 3 g/d of digestible Met, Lys, and His, respectively. The nutrient and AA composition of individual ingredients used in the experimental diets are presented in Table 1, Table 2, respectively. The ingredient and nutrient composition of the 2 basal diets are reported in Table 3, and the
      • NRC
      Nutrient Requirements of Dairy Cattle.
      evaluation of all 4 diets is shown in Table 4. The nutrient (Table 1) and AA (Table 2) composition of feeds used in the experimental diets, as well as actual animal variables (i.e., DIM, lactation number, and BW), DMI, milk yield, and concentrations of milk fat, true protein, and lactose, were used in the
      • NRC
      Nutrient Requirements of Dairy Cattle.
      software to obtain the estimates reported in Table 4.
      Table 1Nutrient composition of ingredients (mean ± SD) used in the experimental diets (% of DM, unless otherwise noted)
      ItemCorn silageHaylage
      Haylage = mixed-mostly grass haylage.
      Grass hayGround cornSoyhullsProtein blend
      Protein blend = plant-based ruminally protected protein supplement containing canola meal and soybean meal (AminoMax; Afgritech LLC).
      Soybean mealUrea
      No. of samples44444444
      DM, % of fresh matter33.1 ± 1.5738.6 ± 0.7689.8 ± 0.7489.2 ± 1.1591.7 ± 1.6990.1 ± 0.6791.3 ± 0.8099.7 ± 0.17
      CP7.93 ± 0.0516.5 ± 0.789.35 ± 0.668.80 ± 0.0817.5 ± 1.2743.6 ± 0.2152.6 ± 0.29290 ± 1.82
      NDF41.8 ± 1.3554.4 ± 1.4567.3 ± 1.618.60 ± 0.6153.4 ± 2.5124.8 ± 0.5010.8 ± 0.96NA
      NA = not analyzed.
      ADF24.7 ± 1.1236.7 ± 1.2642.2 ± 0.942.33 ± 0.2639.2 ± 2.1017.6 ± 0.757.85 ± 0.66NA
      ADL4.15 ± 0.747.20 ± 0.666.28 ± 0.501.05 ± 0.373.60 ± 1.557.38 ± 0.532.25 ± 1.57NA
      Starch34.3 ± 1.001.75 ± 0.300.50 ± 0.2970.3 ± 1.832.95 ± 1.271.43 ± 0.301.23 ± 0.17NA
      Ether extract3.70 ± 0.144.75 ± 0.261.95 ± 0.244.20 ± 0.227.05 ± 0.856.15 ± 0.541.30 ± 0.14NA
      NEL, Mcal/kg of DM1.62 ± 0.051.28 ± 0.031.03 ± 0.032.10 ± 0.011.72 ± 0.111.72 ± 0.041.78 ± 0.03NA
      Ash3.86 ± 0.208.49 ± 0.824.65 ± 0.461.22 ± 0.435.09 ± 1.018.10 ± 0.737.94 ± 0.57NA
      Ca0.17 ± 0.010.82 ± 0.040.40 ± 0.040.01 ± 0.010.51 ± 0.030.67 ± 0.010.58 ± 0.05NA
      P0.32 ± 0.010.35 ± 0.030.23 ± 0.010.32 ± 0.010.26 ± 0.011.00 ± 0.020.80 ± 0.02NA
      Mg0.16 ± 0.010.27 ± 0.030.19 ± 0.020.11 ± 0.010.27 ± 0.010.52 ± 0.010.33 ± 0.01NA
      K1.10 ± 0.052.56 ± 0.251.60 ± 0.200.40 ± 0.021.50 ± 0.101.74 ± 0.032.44 ± 0.05NA
      Na0.01 ± 0.000.06 ± 0.020.09 ± 0.010.00 ± 0.000.01 ± 0.000.10 ± 0.010.01 ± 0.01NA
      S0.11 ± 0.000.24 ± 0.020.15 ± 0.010.10 ± 0.000.18 ± 0.010.82 ± 0.020.43 ± 0.01NA
      Fe, mg/kg of DM141 ± 20.7248 ± 76.594.3 ± 20.540.0 ± 5.23399 ± 25.6177 ± 7.6290.8 ± 6.65NA
      Zn, mg/kg of DM22.5 ± 1.2927.5 ± 1.7325.8 ± 1.2621.3 ± 0.9651.8 ± 2.2258.5 ± 1.7349.0 ± 0.82NA
      Cu, mg/kg of DM5.00 ± 2.005.25 ± 0.505.00 ± 0.820.00 ± 0.006.25 ± 0.508.50 ± 0.5813.3 ± 0.50NA
      Mn, mg/kg of DM13.5 ± 1.2934.8 ± 4.9949.8 ± 4.655.00 ± 0.0019.3 ± 0.9655.3 ± 1.2636.3 ± 1.26NA
      Mo, mg/kg of DM0.80 ± 0.004.85 ± 0.682.03 ± 0.130.70 ± 0.291.70 ± 0.543.08 ± 0.254.75 ± 0.42NA
      1 Haylage = mixed-mostly grass haylage.
      2 Protein blend = plant-based ruminally protected protein supplement containing canola meal and soybean meal (AminoMax; Afgritech LLC).
      3 NA = not analyzed.
      Table 2Amino acid composition of ingredients used in the experimental diets (n = 1 composite sample per feedstuff)
      ItemCorn silageHaylage
      Haylage = mixed-mostly grass haylage.
      Grass hayGround cornSoyhullsProtein blend
      Protein blend = plant-based ruminally protected protein supplement containing canola meal and soybean meal (AminoMax; Afgritech LLC).
      Soybean meal
      Total AA, g/100 g5.3111.36.348.8315.736.447.2
      EAA, % of total AA
       Arg1.883.714.734.536.136.567.27
       His1.321.771.892.832.682.772.67
       Ile4.715.304.893.744.664.674.83
       Leu12.19.108.8312.17.597.747.91
       Lys2.455.215.683.516.965.906.51
       Met2.071.941.892.041.401.891.42
       Phe4.525.835.684.984.854.775.32
       Thr3.204.774.893.513.834.313.90
       Trp0.560.970.950.680.891.371.46
       Val6.216.896.474.984.985.414.98
      NEAA, % of total AA
       Ala13.28.667.107.474.594.674.41
       Asp5.279.7210.37.0210.59.0811.3
       Cys1.691.151.422.271.792.311.46
       Gly5.275.745.683.966.385.134.32
       Glu12.89.8111.418.515.118.418.2
       Hydroxylysine6.973.531.890.230.450.380.17
       Hydroxyproline0.561.331.100.232.170.630.17
       Orn0.190.620.160.110.060.050.08
       Pro7.915.656.158.835.366.175.15
       Ser3.013.804.264.534.724.124.30
       Try2.073.272.522.723.833.433.92
       Taurine2.071.062.051.251.080.250.19
      1 Haylage = mixed-mostly grass haylage.
      2 Protein blend = plant-based ruminally protected protein supplement containing canola meal and soybean meal (AminoMax; Afgritech LLC).
      Table 3Ingredient and nutrient composition (% of DM, unless otherwise noted) of the basal diets used in the experiment
      ItemBasal diet
      HS = high-starch diet; RSPA = reduced starch + palmitic acid-enriched supplement.
      HSRSPA
      Ingredient
       Corn silage40.040.0
       Mixed-mostly grass haylage5.005.00
       Grass hay5.005.00
       Ground corn26.110.0
       Soyhulls7.0422.0
       Protein blend
      Protein blend = plant-based ruminally protected protein supplement containing canola meal and soybean meal (AminoMax; Afgritech LLC).
      8.008.01
       Soybean meal5.815.59
       Mineral and vitamin premix
      Mineral and vitamin premix provided (DM basis): 14.8% Ca, 1.18% P, 5.45% Mg, 8.53% Cl, 0.10% K, 14.1% Na, 0.44% S, 45 mg/kg Co, 396 mg/kg Cu, 2,150 mg/kg Fe, 970 mg/kg Mn, 1,350 mg/kg Zn, 2,500 kIU/kg vitamin A, 400 kIU/kg vitamin D, and 1 kIU/kg vitamin E.
      2.002.00
       BergaFat F100
      BergaFat F100 (Berg+Schmidt America LLC) is a ruminally stable lipid supplement containing 80% palmitic acid.
      1.50
       Urea0.540.46
       Sodium bicarbonate0.500.50
      Nutrient composition
       DM, % of fresh matter46.747.0
       CP15.916.8
       NDF31.438.0
      Forage NDF22.822.8
       ADF19.124.5
       Starch32.621.7
       Ether extract4.005.90
       NEL,
      Estimated using the NRC (2001) model with actual animal variables (DIM, lactation number, and BW), DMI, milk yield and composition, and nutrient and AA composition of dietary ingredients used during the experiment.
      Mcal/kg of DM
      1.561.61
       Ash3.984.53
       Ca0.600.60
       P0.400.40
       Digestible His,
      Estimated using the NRC (2001) model with actual animal variables (DIM, lactation number, and BW), DMI, milk yield and composition, and nutrient and AA composition of dietary ingredients used during the experiment.
      % of MP
      2.072.15
       Digestible Met,
      Estimated using the NRC (2001) model with actual animal variables (DIM, lactation number, and BW), DMI, milk yield and composition, and nutrient and AA composition of dietary ingredients used during the experiment.
      % of MP
      1.841.86
       Digestible Lys,
      Estimated using the NRC (2001) model with actual animal variables (DIM, lactation number, and BW), DMI, milk yield and composition, and nutrient and AA composition of dietary ingredients used during the experiment.
      % of MP
      6.386.74
       Gross energy,
      Estimated using the NRC (2001) model with actual animal variables (DIM, lactation number, and BW), DMI, milk yield and composition, and nutrient and AA composition of dietary ingredients used during the experiment.
      Mcal/kg of DM
      4.144.24
      1 HS = high-starch diet; RSPA = reduced starch + palmitic acid-enriched supplement.
      2 Protein blend = plant-based ruminally protected protein supplement containing canola meal and soybean meal (AminoMax; Afgritech LLC).
      3 Mineral and vitamin premix provided (DM basis): 14.8% Ca, 1.18% P, 5.45% Mg, 8.53% Cl, 0.10% K, 14.1% Na, 0.44% S, 45 mg/kg Co, 396 mg/kg Cu, 2,150 mg/kg Fe, 970 mg/kg Mn, 1,350 mg/kg Zn, 2,500 kIU/kg vitamin A, 400 kIU/kg vitamin D, and 1 kIU/kg vitamin E.
      4 BergaFat F100 (Berg+Schmidt America LLC) is a ruminally stable lipid supplement containing 80% palmitic acid.
      5 Estimated using the
      • NRC
      Nutrient Requirements of Dairy Cattle.
      model with actual animal variables (DIM, lactation number, and BW), DMI, milk yield and composition, and nutrient and AA composition of dietary ingredients used during the experiment.
      Table 4
      • NRC
      Nutrient Requirements of Dairy Cattle.
      evaluation of the experimental diets containing different starch concentrations supplemented or not with rumen-protected Met, Lys, and His (RP-MLH)
      RP-MLH = 12 g/d of RP-Met (Smartamine M; Adisseo USA Inc.), 9 g/d of RP-Lys (AjiPro-L; Ajinomoto Health & Nutrition North America Inc.), and 15 g/d of RP-His (prototype supplement; Ajinomoto Co. Inc.); RP-Met, RP-Lys, and RP-His supplements contained 75% dl-Met with 80% bioavailability (Chirgwin et al., 2015), 40% Lys with 54% bioavailability (Giallongo et al., 2016), and 40% His with 49% bioavailability (according to the manufacturer).
      Item
      All values were estimated using the NRC (2001) model with actual animal variables (DIM, lactation number, and BW), DMI, milk yield and composition, and nutrient and AA composition of dietary ingredients used in the experiment.
      Diet
      HS = high-starch diet; HS+AA = HS + RP-MLH; RSPA = reduced starch + palmitic acid-enriched supplement; and RSPA+AA = reduced starch + palmitic acid-enriched supplement + RP-MLH; BergaFat F100 (Berg+Schmidt America LLC), which is a ruminally stable lipid supplement containing 80% palmitic acid, was fed at 1.5% of the diet DM.
      HSHS+AARSPARSPA+AA
      NEL, Mcal/d
       Requirement42.942.944.143.9
       Supply44.245.146.745.8
       Balance1.32.22.61.9
      MP, g/d
       Requirement3,0863,1543,1153,069
       Supply2,9643,0403,1183,037
       Balance−122−1134−32
      RDP, g/d
       Requirement2,7932,8522,8902,803
       Supply2,8952,9583,0753,014
       Balance102106185185
      RUP, g/d
       Requirement1,7651,8041,7981,787
       Supply1,6151,6641,8031,746
       Balance−150−1395−41
      Digestible His, g/d
       Requirement
      Requirements of digestible His, Met, and Lys were calculated as 2.2, 2.2, and 6.6% of MP requirements, respectively (Schwab et al., 2005).
      68696968
       Supply from the diet64656765
       Supply from RP-His0303
       Balance−4−1−20
      Digestible Met, g/d
       Requirement
      Requirements of digestible His, Met, and Lys were calculated as 2.2, 2.2, and 6.6% of MP requirements, respectively (Schwab et al., 2005).
      68696968
       Supply from the diet57585857
       Supply from RP-Met0707
       Balance−11−4−11−4
      Digestible Lys, g/d
       Requirement
      Requirements of digestible His, Met, and Lys were calculated as 2.2, 2.2, and 6.6% of MP requirements, respectively (Schwab et al., 2005).
      204207207204
       Supply197201210205
       Supply from RP-Lys0202
       Balance−7−433
      1 RP-MLH = 12 g/d of RP-Met (Smartamine M; Adisseo USA Inc.), 9 g/d of RP-Lys (AjiPro-L; Ajinomoto Health & Nutrition North America Inc.), and 15 g/d of RP-His (prototype supplement; Ajinomoto Co. Inc.); RP-Met, RP-Lys, and RP-His supplements contained 75% dl-Met with 80% bioavailability (
      • Chirgwin D.L.
      • Whitehouse N.L.
      • Brito A.F.
      • Schwab C.G.
      • Sloan B.K.
      Evolving the plasma free AA dose-response technique to determine bioavailability of Met in RP-Met supplements.
      ), 40% Lys with 54% bioavailability (
      • Giallongo F.
      • Harper M.T.
      • Oh J.
      • Lopes J.C.
      • Lapierre H.
      • Patton R.A.
      • Parys C.
      • Shinzato I.
      • Hristov A.N.
      Effects of rumen-protected methionine, lysine, and histidine on lactation performance of dairy cows.
      ), and 40% His with 49% bioavailability (according to the manufacturer).
      2 All values were estimated using the
      • NRC
      Nutrient Requirements of Dairy Cattle.
      model with actual animal variables (DIM, lactation number, and BW), DMI, milk yield and composition, and nutrient and AA composition of dietary ingredients used in the experiment.
      3 HS = high-starch diet; HS+AA = HS + RP-MLH; RSPA = reduced starch + palmitic acid-enriched supplement; and RSPA+AA = reduced starch + palmitic acid-enriched supplement + RP-MLH; BergaFat F100 (Berg+Schmidt America LLC), which is a ruminally stable lipid supplement containing 80% palmitic acid, was fed at 1.5% of the diet DM.
      4 Requirements of digestible His, Met, and Lys were calculated as 2.2, 2.2, and 6.6% of MP requirements, respectively (
      • Schwab C.
      • Huhtanen P.
      • Hunt C.
      • Hvelplund T.
      Nitrogen requirements of cattle.
      ).

      Feed Sampling and Analyses

      Samples of corn silage, mixed-mostly grass haylage, grass hay, TMR, and refusals were collected thrice per week and composited on a weekly basis. Samples of concentrates (i.e., ground corn, soyhulls, protein blend, and soybean meal) were taken once per week. Feed samples were dried for 48 h at 55°C in a forced-air oven (VWR Scientific) for determination of DM to adjust the TMR, on an as-fed basis, and to calculate DMI over the duration of the study. Weekly samples of dietary ingredients were lyophilized (Labconco Inc.), ground to pass through a 1-mm screen using a Wiley mill (A. H. Thomas Co.), and finally stored in air-tight glass jars until shipped for nutrient analyses.
      Lyophilized ground samples of individual ingredients were shipped to Dairy One Forage Laboratory (Ithaca, NY) and analyzed for DM (method 930.15;
      • AOAC International
      Official Methods of Analysis.
      ), CP (total N × 6.25; method 990.03;
      • AOAC International
      Official Methods of Analysis.
      ), soluble CP (
      • Krishnamoorthy U.
      • Muscato T.
      • Sniffen C.
      • Van Soest P.J.
      Nitrogen fractions in selected feedstuffs.
      ), α-amylase, sodium sulfite-treated NDF (method 6, Ankom Technology; solutions as in
      • Van Soest P.J.V.
      • Robertson J.B.
      • Lewis B.A.
      Methods for dietary fiber, neutral detergent fiber, and nonstarch polysaccharides in relation to animal nutrition.
      ), ADF [method 5, Ankom Technology; solutions as in method 973.18 (
      • AOAC International
      Official Methods of Analysis.
      )], ADL [method 9, Ankom Technology in a Ankom Daisy Incubator; solutions as in method 973.18 (
      • AOAC International
      Official Methods of Analysis.
      )], starch (YSI 2700 Select Biochemistry Analyzer, application note no. 319; YSI Inc. Life Sciences), ether extract [extraction by a Soxtec HT6 System (Foss North America) using anhydrous diethyl ether; method 2003.05 (
      • AOAC International
      Official Methods of Analysis.
      )], and ash (method 942.05;
      • AOAC International
      Official Methods of Analysis.
      ). Individual minerals were analyzed using an iCAP 6300 Intrepid Inductively Coupled Plasma Radial Spectrometer (Thermo Fisher Scientific Inc.) after microwave digestion. Additionally, TMR and refusals were analyzed for CP, NDF, ADF, ash, and gross energy (GE; IKA C2000 basic calorimeter system; KA Works Inc.) at Dairy One Forage Laboratory. Weekly samples of individual ingredients were composited over the 12-wk study, ground to pass through a 0.5-mm screen (Willey grinder; A. H. Thomas Co.), and shipped to the University of Missouri Agricultural Experiment Station Chemical Laboratory (Columbia, MO) for AA analyses by cation exchange chromatography coupled with postcolumn ninhydrin derivatization using norleucine as the internal standard (method 982.30;
      • AOAC International
      Official Methods of Analysis.
      ). Tryptophan was measured after alkaline hydrolysis and sulfur AA were determined following performic acid oxidation (method 988.15;
      • AOAC International
      Official Methods of Analysis.
      ).

      Milk and Blood Sampling and Analyses

      Milk samples were collected using automatic samplers during 4 consecutive milkings, beginning in the afternoon milking of d 15 of each experimental period and transferred into 50-mL tubes preserved with 2-bromo-2-nitropropane-1,3 diol (Broad Spectrum Microtabs II; Advanced Instruments Inc.). Samples were stored at 4°C until shipped overnight in cold ice packs to Dairy One DHIA (Ithaca, NY) for analyses of fat, true protein, lactose, and MUN by Fourier-transform infrared spectroscopy using a MilkoScan FT+ (Foss Inc.).
      Blood samples were collected using vacutainer 15% EDTA tubes (Monoject) via puncture of the coccygeal blood vessels approximately 4 h after the morning feedings on d 16 and 17 of each experimental period, with tubes immediately placed in a chill bucket with beads (Chemglass Life Sciences). Samples were then transported to the laboratory and centrifuged (Eppendorf model 5810) at 2,155 × g for 20 min at 4°C. Plasma samples were pooled over the 2 d by cow and period, with composited plasma analyzed for the concentrations of AA, carnosine, and urea N (PUN) by Ajinomoto Co. Inc. (Kawasaki-shi, Japan) using a High-Speed AA Analyzer L-8900 (Hitachi High-Technologies Co.) following the procedures described by the manufacturer (https://www.hitachi-hightech.com/us/library/literature/brochure-l-8900-amino-acid-analyzer.html; accessed February 10, 2022). Plasma samples were codified and shipped to Ajinomoto Co. Inc. to preserve treatment identity.

      Fecal and Urinary Sampling and Analyses

      Fecal grab samples were collected directly from the rectum or during voluntary defecation across 8 time points over 3 d of each experimental period as follows: 0600 and 1500 h (d 18), 0300, 0900, and 1800 h (d 19), and 0000, 1200, and 2100 h (d 20). Approximately 200 g of fecal samples were taken during each sampling, transferred into 4-L storage bags to obtain a composite sample (wet weight) by cow/period, and stored at −20°C until further processing. Samples were thawed at room temperature, placed in aluminum trays, dried (55°C, ∼72 h) in a forced-air oven (VWR Scientific), and ground to pass through a 1-mm screen (Wiley mill; A. H. Thomas Co.). Dried fecal samples were shipped to Dairy One Forage Laboratory for wet chemistry analyses of DM, CP, NDF, starch, ether extract, ash, and GE as done for feeds. Triplicate samples (∼0.5 g) of TMR, refusals, and feces were weighed into Ankom F57 bags (25 µm pore size; Ankom Technology) and placed in a larger laundry nylon bag before inserting in the rumen of 1 ruminally cannulated late-lactation Holstein cow for 12 d. This cow was fed a corn silage-grass silage-based TMR with a 60:40 forage-to-concentrate ratio. Following removal from the rumen, bags were rinsed with tap water and analyzed in-house for NDF using an Ankom2000 fiber analyzer [Ankom Technology method 6; solution as in
      • Van Soest P.J.V.
      • Robertson J.B.
      • Lewis B.A.
      Methods for dietary fiber, neutral detergent fiber, and nonstarch polysaccharides in relation to animal nutrition.
      ]. Indigestible NDF was used as the internal marker to estimate fecal output of DM and apparent total-tract digestibility of nutrients (
      • Cochran R.C.
      • Adams D.C.
      • Wallace J.D.
      • Galyean M.L.
      Predicting digestibility of different diets with internal markers: Evaluation of four potential markers.
      ;
      • Huhtanen P.
      • Kaustell K.
      • Jaakkola S.
      The use of internal markers to predict total digestibility and duodenal flow of nutrients in cattle given six different diets.
      ).
      Spot samples of urine (∼100 mL) were collected concurrently with feces via stimulation of the pudendal nerve by massaging the area below the vulva or during a voluntary urination event. After each sampling, 1 mL of urine (total = 8 mL over 3 d) was pipetted into 50-mL tubes containing 32 mL of 0.072 N H2SO4 and kept refrigerated at 4°C until sampling was completed (d 18 to 20). Composite samples of urine obtained by cow per experimental period were stored at −20°C before analyses of nitrogenous metabolites. Samples were thawed inside a refrigerator (4°C) and analyzed for creatinine (assay kit no. 500701; Cayman Chemical Co.) using a chromate microplate reader set at a wavelength of 492 nm (Awareness Technology Inc.), urea N (Stanbio Urea Nitrogen Kit 580; Stanbio Laboratory Inc.) with a UV/visible spectrophotometer (Beckman Coulter Inc.) set at a wavelength of 520 nm, and total N [micro-Kjeldahl analysis (
      • AOAC
      Official Methods of Analysis.
      ); Dairy One Forage Laboratory]. Daily urinary volume was estimated assuming a constant creatinine excretion rate of 29 mg/kg of BW (
      • Valadares R.F.D.
      • Broderick G.A.
      • Valadares Filho S.C.
      • Clayton M.K.
      Effect of replacing alfalfa silage with high moisture corn on ruminal protein synthesis estimated from excretion of total purine derivatives.
      ). Body weight measured in the last 3 d of each experimental period was used to estimate urinary volume. Urinary excretion of urea N and total N were calculated by multiplying their concentrations in urine by the urinary volume.

      Gaseous Emission Measurements

      Emissions of CO2 and enteric CH4 were measured at 0200 and 1400 h (d 15), 0500 and 1700 (d 16), 0800 and 2000 h (d 17), and 1100 and 2300 h (d 18) using a GreenFeed unit (C-Lock Inc.), which was placed in front of each cow for approximately 5 min to sample breath and eructated gases, and then moved to the barn alley for 2 min to sample background gases. The unit was moved from cow to cow sequentially taking about 2 h to complete a sampling event (mean = 5:07 min/cow). Cows were trained to access the GreenFeed unit for 2 wk before the beginning of the experiment. A soybean meal-nonforage fiber source-based bait pellet (Hi-Line 16% Dairy/Beef Pellet; Poulin Grain Inc.) containing 19.6% CP, 35% NDF, 15.2% ADF, 16.7% starch, 6.2% ether extract, and 4.56 Mcal/kg of GE was used to attract cows to the unit. Approximately 25 g of bait pellet (as-fed basis) were dropped every 15 s leading to 0.44 kg of bait DMI per cow/sampling point that was added to TMR DMI to compute total DMI. A complete description of the gaseous sampling protocols and emission calculations was reported previously (
      • Dorich C.D.
      • Varner R.K.
      • Pereira A.B.D.
      • Martineau R.
      • Soder K.J.
      • Brito A.F.
      Use of a portable, automated, open-circuit gas quantification system and the sulfur hexafluoride tracer technique for measuring enteric methane emissions in Holstein cows fed ad libitum or restricted.
      ).

      Calculations

      Yields of milk fat, true protein, and lactose were calculated using milk yield and concentrations of these milk components obtained from samples collected during d 15 to 17 of each experimental period. Intake of digestible energy (DE) and ME were calculated as follows:
      DE intake (Mcal/d) = GE intake (Mcal/d) – fecal energy (Mcal/d).


      ME intake (Mcal/d) = DE intake (Mcal/d) – urinary energy (Mcal/d) – CH4 energy (Mcal/d).


      Urinary energy was estimated using
      • Morris D.L.
      • Firkins J.L.
      • Lee C.
      • Weiss W.P.
      • Kononoff P.J.
      Relationship between urinary energy and urinary nitrogen or carbon excretion in lactating Jersey cows.
      equation as follows: urinary energy (Mcal/d) = [14.6 × urinary N excretion (g/d)]/1,000. Methane energy was calculated as CH4 production (L/d) multiplied by CH4 enthalpy (9.45 kcal/L). Milk energy was estimated using the
      • NASEM
      Nutrient Requirements of Dairy Cattle.
      equation: milk energy (Mcal/d) = [(0.0929 × milk fat%) + (0.0585 × milk true protein%) + (0.0395 × milk lactose%)] × milk yield (kg/d).

      Statistical Analyses

      Data were analyzed using the MIXED procedure of SAS (version 9.4; SAS Institute Inc.) according to the following model:
      Yijklm = μ + Si + Cj(i) + Pk + SCl + RP-MLHm + SCl × RP-MLHm + eijklm,


      where Yijklm = dependent variable, μ = overall mean, Si = fixed effect of square (i = 1 to 4), Cj(i) = random effect of cow (j = 1 to 16) nested within square, Pk = fixed effect of period (k = 1 to 4), SCl = fixed effect of dietary starch concentration (l = high vs. reduced), RP-MLHm = fixed effect of RP-MLH supplementation (m = yes vs. no), SCl × RP-MLHm = interaction between dietary starch concentration and RP-MLH supplementation, and eijklm = residual error. Normality of residuals and homogeneity of variances were checked with normal probability and box plots and plots of residual versus predicted values, respectively. All results are reported as LSM and SEM, with the greatest SEM values shown in Tables 5, 6, 7, and 8. The main effects of dietary starch concentration and RP-MLH supplementation, and their interactions, were tested using ANOVA. The Tukey test was used to separate means when the interaction was significant (i.e., milk fat concentration). Significance was declared at P ≤ 0.05 and tendencies at 0.05 < P ≤ 0.10.
      Table 5Dry matter intake, milk yield and composition, MUN and plasma urea N (PUN) concentrations, BCS, and BW in lactating dairy cows fed low MP diets with different starch concentrations supplemented or not with rumen-protected Met, Lys, and His (RP-MLH)
      RP-MLH = 12 g/d of RP-Met (Smartamine M; Adisseo USA Inc.), 9 g/d of RP-Lys (AjiPro-L; Ajinomoto Health & Nutrition North America Inc.), and 15 g/d of RP-His (prototype supplement; Ajinomoto Co. Inc.).
      ItemDiet
      HS = high-starch diet; HS+AA = HS + RP-MLH; RSPA = reduced starch + palmitic acid-enriched supplement; and RSPA+AA = reduced starch + palmitic acid-enriched supplement + RP-MLH; BergaFat F100 (Berg+Schmidt America LLC), which is a ruminally stable lipid supplement containing 80% palmitic acid, was fed at 1.5% of the diet DM.
      SEMP-value
      SC = main effect of dietary starch concentration; MLH = main effect of RP-MLH supplementation; and SC × MLH = interaction between dietary starch concentration and RP-MLH supplementation.
      HSHS+AARSPARSPA+AASCMLHSC × MLH
      DMI, kg/d28.329.029.128.40.750.760.920.12
      Starch intake, kg/d9.209.446.306.160.21<0.0010.660.13
      Milk yield, kg/d44.645.045.644.81.180.170.520.07
      Milk yield/DMI, kg/kg1.581.551.581.610.040.330.850.24
      4% FCM,
      4% FCM = (0.4 × kg of milk) + (15 × kg of milk fat); Gaines and Davidson (1923).
      kg/d
      40.140.042.743.01.32<0.0010.840.70
      4% FCM/DMI, kg/kg1.421.381.481.520.03<0.0010.870.07
      ECM,
      ECM = (0.327 × kg of milk) + (12.95 × kg of milk fat) + (7.65 × kg of milk protein); Tyrrell and Reid (1965).
      kg/d
      45.044.646.847.114.0<0.0010.960.45
      ECM/DMI, kg/kg1.571.541.621.660.03<0.0010.670.10
      Milk fat, %3.403.293.593.660.11<0.0010.620.04
      Milk fat, kg/d1.521.471.641.650.06<0.0010.480.15
      Milk true protein, %3.153.193.093.110.03<0.0010.060.85
      Milk true protein, kg/d1.411.421.401.410.040.650.360.82
      Milk lactose, %4.994.994.954.930.03<0.010.490.26
      Milk lactose, kg/d2.222.242.262.230.060.530.850.46
      Milk SCC, × 1,000 cells/mL47.945.645.253.015.70.680.630.35
      Milk N, % of N intake30.430.529.129.40.65<0.010.640.81
      MUN, mg/dL12.012.214.715.00.41<0.0010.330.90
      PUN, mg/dL12.412.115.415.70.46<0.0011.000.29
      BCS3.133.143.083.110.090.150.390.70
      BCS change, point/21 d0.090.130.080.060.030.200.690.37
      BW, kg77677977377512.30.160.200.73
      BW change, kg/d0.690.960.520.760.150.210.090.91
      1 RP-MLH = 12 g/d of RP-Met (Smartamine M; Adisseo USA Inc.), 9 g/d of RP-Lys (AjiPro-L; Ajinomoto Health & Nutrition North America Inc.), and 15 g/d of RP-His (prototype supplement; Ajinomoto Co. Inc.).
      2 HS = high-starch diet; HS+AA = HS + RP-MLH; RSPA = reduced starch + palmitic acid-enriched supplement; and RSPA+AA = reduced starch + palmitic acid-enriched supplement + RP-MLH; BergaFat F100 (Berg+Schmidt America LLC), which is a ruminally stable lipid supplement containing 80% palmitic acid, was fed at 1.5% of the diet DM.
      3 SC = main effect of dietary starch concentration; MLH = main effect of RP-MLH supplementation; and SC × MLH = interaction between dietary starch concentration and RP-MLH supplementation.
      4 4% FCM = (0.4 × kg of milk) + (15 × kg of milk fat);
      • Gaines W.L.
      • Davidson F.A.
      Relation Between Percentage Fat Content and Yield of Milk. Bull. 245.
      .
      5 ECM = (0.327 × kg of milk) + (12.95 × kg of milk fat) + (7.65 × kg of milk protein);
      • Tyrrell H.F.
      • Reid J.T.
      Prediction of the energy value of cow’s milk.
      .
      Table 6Apparent total-tract digestibility of nutrients and urinary excretion of nitrogenous compounds in lactating dairy cows fed low MP diets with different starch concentrations supplemented or not with rumen-protected Met, Lys, and His (RP-MLH)
      RP-MLH = 12 g/d of RP-Met (Smartamine M; Adisseo USA Inc.), 9 g/d of RP-Lys (AjiPro-L; Ajinomoto Health & Nutrition North America Inc.), and 15 g/d of RP-His (prototype supplement; Ajinomoto Co. Inc.).
      ItemDiet
      HS = high-starch diet; HS+AA = HS + RP-MLH; RSPA = reduced starch + palmitic acid-enriched supplement; and RSPA+AA = reduced starch + palmitic acid-enriched supplement + RP-MLH; BergaFat F100 (Berg+Schmidt America LLC), which is a ruminally stable lipid supplement containing 80% palmitic acid, was fed at 1.5% of the diet DM.
      SEMP-value
      SC = main effect of dietary starch concentration; MLH = main effect of RP-MLH supplementation; and SC × MLH = interaction between dietary starch concentration and RP-MLH supplementation.
      HSHS+AARSPARSPA+AASCMLHSC × MLH
      Apparent total-tract digestibility
       DM, %66.766.866.967.00.520.610.790.96
       OM, %67.767.767.767.90.520.790.830.89
       CP, %66.467.568.168.20.630.030.260.35
       NDF, %42.442.148.949.51.30<0.0010.840.63
       Starch, %96.997.296.997.10.230.990.180.77
       Ether extract, %85.485.085.785.10.650.730.410.91
      N intake, g/d74275177377517.5<0.0010.340.52
      Urinary volume and N excretion
       Creatinine, mM6.966.885.575.560.21<0.0010.770.82
       Volume, L/d29.129.435.936.61.15<0.0010.580.84
       Urea N, g/d1881812382406.21<0.0010.580.25
       Total N, g/d2812733373347.20<0.0010.260.63
       Urea N, % of total N66.466.270.872.11.22<0.0010.620.50
       Urea N, % of N intake25.224.531.131.30.84<0.0010.600.37
       Total N, % of N intake38.237.044.143.70.95<0.0010.220.60
      1 RP-MLH = 12 g/d of RP-Met (Smartamine M; Adisseo USA Inc.), 9 g/d of RP-Lys (AjiPro-L; Ajinomoto Health & Nutrition North America Inc.), and 15 g/d of RP-His (prototype supplement; Ajinomoto Co. Inc.).
      2 HS = high-starch diet; HS+AA = HS + RP-MLH; RSPA = reduced starch + palmitic acid-enriched supplement; and RSPA+AA = reduced starch + palmitic acid-enriched supplement + RP-MLH; BergaFat F100 (Berg+Schmidt America LLC), which is a ruminally stable lipid supplement containing 80% palmitic acid, was fed at 1.5% of the diet DM.
      3 SC = main effect of dietary starch concentration; MLH = main effect of RP-MLH supplementation; and SC × MLH = interaction between dietary starch concentration and RP-MLH supplementation.
      Table 7Concentrations of plasma AA and carnosine in lactating dairy cows fed low MP diets with different starch concentrations supplemented or not with rumen-protected Met, Lys, and His (RP-MLH)
      RP-MLH = 12 g/d of RP-Met (Smartamine M; Adisseo USA Inc.), 9 g/d of RP-Lys (AjiPro-L; Ajinomoto Health & Nutrition North America Inc.), and 15 g/d of RP-His (prototype supplement; Ajinomoto Co. Inc.).
      ItemDiet
      HS = high-starch diet; HS+AA = HS + RP-MLH; RSPA = reduced starch + palmitic acid-enriched supplement; and RSPA+AA = reduced starch + palmitic acid-enriched supplement + RP-MLH; BergaFat F100 (Berg+Schmidt America LLC), which is a ruminally stable lipid supplement containing 80% palmitic acid, was fed at 1.5% of the diet DM.
      SEMP-value
      SC = main effect of dietary starch concentration; MLH = main effect of RP-MLH supplementation; and SC × MLH = interaction between dietary starch concentration and RP-MLH supplementation.
      HSHS+AARSPARSPA+AASCMLHSC × MLH
      EAA, μM
       Arg76.073.181.683.43.33<0.010.860.41
       His56.057.549.856.43.020.060.040.18
       Ile1221141341305.56<0.0010.110.62
       Leu1451421341327.74<0.010.560.99
       Lys80.878.883.788.04.170.080.740.35
       Met25.631.725.232.61.160.78<0.0010.55
       Phe49.249.246.547.91.710.090.540.54
       Thr10190.61041024.280.050.080.27
       Trp49.948.148.849.21.550.990.570.37
       Val24824426125210.90.090.290.71
       Total95393097597435.30.130.580.61
      NEAA, μM
       Ala26226127928313.30.020.900.79
       Asn48.343.648.548.61.800.150.190.19
       Asp3.443.323.233.300.170.410.850.51
       Cit88.182.31001015.06<0.0010.380.25
       Cys19.019.419.019.80.630.650.130.62
       Gln2902832752749.110.120.590.68
       Glu37.438.938.940.21.820.260.280.93
       Gly31530233931219.10.140.070.54
       Orn43.043.244.245.61.990.240.620.67
       Pro90.590.687.787.13.850.320.940.90
       Ser79.575.174.072.62.200.070.190.50
       Taurine36.639.133.138.61.560.08<0.010.19
       Tyr51.848.950.851.82.780.560.540.20
       Total1,3631,3101,3931,37735.20.090.220.51
      Carnosine, μM19.318.517.617.80.870.010.550.33
      1 RP-MLH = 12 g/d of RP-Met (Smartamine M; Adisseo USA Inc.), 9 g/d of RP-Lys (AjiPro-L; Ajinomoto Health & Nutrition North America Inc.), and 15 g/d of RP-His (prototype supplement; Ajinomoto Co. Inc.).
      2 HS = high-starch diet; HS+AA = HS + RP-MLH; RSPA = reduced starch + palmitic acid-enriched supplement; and RSPA+AA = reduced starch + palmitic acid-enriched supplement + RP-MLH; BergaFat F100 (Berg+Schmidt America LLC), which is a ruminally stable lipid supplement containing 80% palmitic acid, was fed at 1.5% of the diet DM.
      3 SC = main effect of dietary starch concentration; MLH = main effect of RP-MLH supplementation; and SC × MLH = interaction between dietary starch concentration and RP-MLH supplementation.
      Table 8Gaseous emissions
      Gaseous emissions were measured using the GreenFeed system (C-Lock Technology Inc.); data were derived from 8 individual spot measurements over a 4-d period.
      and energy utilization and efficiency in lactating dairy cows fed low MP diets with different starch concentrations supplemented or not with rumen-protected Met, Lys, and His (RP-MLH)
      RP-MLH = 12 g/d of RP-Met (Smartamine M; Adisseo USA Inc.), 9 g/d of RP-Lys (AjiPro-L; Ajinomoto Health & Nutrition North America Inc.), and 15 g/d of RP-His (prototype supplement; Ajinomoto Co. Inc.).
      ItemDiet
      HS = high-starch diet; HS+AA = HS + RP-MLH; RSPA = reduced starch + palmitic acid-enriched supplement; and RSPA+AA = reduced starch + palmitic acid-enriched supplement + RP-MLH; BergaFat F100 (Berg+Schmidt America LLC), which is a ruminally stable lipid supplement containing 80% palmitic acid, was fed at 1.5% of the diet DM.
      SEMP-value
      SC = main effect of dietary starch concentration; MLH = main effect of RP-MLH supplementation; and SC × MLH = interaction between dietary starch concentration and RP-MLH supplementation.
      HSHS+AARSPARSPA+AASCMLHSC × MLH
      Gaseous emission
       CO2, kg/d16.216.115.916.10.320.280.790.40
       CH4, g/d51952352753622.20.480.670.85
       CH4, g/kg of DMI18.518.118.619.00.680.370.900.46
       CH4, g/kg of ECM11.811.811.411.40.420.240.990.86
      Fraction,
      GE = gross energy; digestible energy (DE) intake (Mcal/d) = GE intake (Mcal/d) – fecal energy (Mcal/d); ME intake (Mcal/d) = DE intake (Mcal/d) – urinary energy (Mcal/d) – CH4 energy (Mcal/d) (NRC, 2001).
      Mcal/d
       GE intake1211241271263.170.030.820.27
       DE intake83.986.489.788.12.460.020.790.22
       ME intake74.775.675.576.21.910.430.370.93
      Component,
      Urinary energy (Mcal/d) = [14.6 × urinary N output (g/d)]/1,000 (Morris et al., 2020); CH4 energy (Mcal/d) = [CH4 (L/d) × 9.45 (kcal/L)]/1,000; milk energy (Mcal/d) = [(0.0929 × milk fat%) + (0.0585 × milk true protein%) + (0.0395 × milk lactose%)] × milk yield (kg/d) (NASEM, 2021).
      Mcal/d
       Fecal energy37.537.437.637.61.020.750.990.98
       Urinary energy4.103.994.934.880.10<0.0010.270.64
       CH4 energy6.886.936.987.110.290.470.670.84
       Milk energy30.730.531.932.20.98<0.0010.880.49
      Efficiency, %
       ME/DE86.687.386.386.40.390.050.210.37
       Milk energy/ME41.541.242.542.60.910.030.700.36
      1 Gaseous emissions were measured using the GreenFeed system (C-Lock Technology Inc.); data were derived from 8 individual spot measurements over a 4-d period.
      2 RP-MLH = 12 g/d of RP-Met (Smartamine M; Adisseo USA Inc.), 9 g/d of RP-Lys (AjiPro-L; Ajinomoto Health & Nutrition North America Inc.), and 15 g/d of RP-His (prototype supplement; Ajinomoto Co. Inc.).
      3 HS = high-starch diet; HS+AA = HS + RP-MLH; RSPA = reduced starch + palmitic acid-enriched supplement; and RSPA+AA = reduced starch + palmitic acid-enriched supplement + RP-MLH; BergaFat F100 (Berg+Schmidt America LLC), which is a ruminally stable lipid supplement containing 80% palmitic acid, was fed at 1.5% of the diet DM.
      4 SC = main effect of dietary starch concentration; MLH = main effect of RP-MLH supplementation; and SC × MLH = interaction between dietary starch concentration and RP-MLH supplementation.
      5 GE = gross energy; digestible energy (DE) intake (Mcal/d) = GE intake (Mcal/d) – fecal energy (Mcal/d); ME intake (Mcal/d) = DE intake (Mcal/d) – urinary energy (Mcal/d) – CH4 energy (Mcal/d) (
      • NRC
      Nutrient Requirements of Dairy Cattle.
      ).
      6 Urinary energy (Mcal/d) = [14.6 × urinary N output (g/d)]/1,000 (
      • Morris D.L.
      • Brown-Brandl T.M.
      • Hales K.E.
      • Harvatine K.J.
      • Kononoff P.J.
      Effects of high-starch or high-fat diets formulated to be isoenergetic on energy and nitrogen partitioning and utilization in lactating Jersey cows.
      ); CH4 energy (Mcal/d) = [CH4 (L/d) × 9.45 (kcal/L)]/1,000; milk energy (Mcal/d) = [(0.0929 × milk fat%) + (0.0585 × milk true protein%) + (0.0395 × milk lactose%)] × milk yield (kg/d) (
      • NASEM
      Nutrient Requirements of Dairy Cattle.
      ).
      Supplemental Table S1 (https://figshare.com/articles/online_resource/Supplemental_Tables_S1-3/22422811;
      • Zang Y.
      Supplemental Tables S1-3. Figshare.
      ) shows the number of observations and the number of outliers removed (or not) for each variable response used in the statistical analyses. Outliers were removed from statistical analyses when studentized residuals were >3.0 or <−3.0 using the SORT procedure of SAS (version 9.4). One cow had decreased DMI and milk yield during period 1 and recovered thereafter, but all her data while she was apparently sick were removed from the statistical analyses. Another cow did not access the GreenFeed unit throughout the experiment except during period 3, resulting in no gaseous measurements in periods 1, 2, and 4 for this animal. Two additional cows failed to consistently access the GeenFeed unit during period 1 (cow 1) and period 2 (cow 2), resulting in missing gaseous data for these animals in their respective periods. Despite some missing data, we were able to obtain 91% (n = 58 observations) of the total number of observations (n = 64) possible for enteric CH4 production as shown in Supplemental Table S1.

      RESULTS AND DISCUSSION

      The amounts of digestible Met (7 g/d), Lys (2 g/d), and His (3 g/d) supplied by the RP-MLH supplements were originally calculated to meet the requirements of these 3 AA according to
      • Schwab C.
      • Huhtanen P.
      • Hunt C.
      • Hvelplund T.
      Nitrogen requirements of cattle.
      using pre-experiment animal data reported in Supplemental Table S2 (https://figshare.com/articles/online_resource/Supplemental_Tables_S1-3/22422811;
      • Zang Y.
      Supplemental Tables S1-3. Figshare.
      ). The nutrient and AA composition of feeds from previous studies done in our laboratory were also entered in the
      • NRC
      Nutrient Requirements of Dairy Cattle.
      software, except for the AA profile of grass hay for which
      • NRC
      Nutrient Requirements of Dairy Cattle.
      default values were used, to obtain estimates of digestible supply of dietary His, Met, and Lys (Supplemental Table S2). However, the supply of digestible Met from RP-Met was not sufficient to meet requirement in the formulated basal diets due to a mistake in our calculations. In addition to digestible Met, supply of digestible Lys and His was lower than that reported in the literature (
      • Lee C.
      • Hristov A.N.
      • Cassidy T.W.
      • Heyler K.S.
      • Lapierre H.
      • Varga G.A.
      • de Veth M.J.
      • Patton R.A.
      • Parys C.
      Rumen-protected lysine, methionine, and histidine increase milk protein yield in dairy cows fed a metabolizable protein-deficient diet.
      ;
      • Giallongo F.
      • Harper M.T.
      • Oh J.
      • Lopes J.C.
      • Lapierre H.
      • Patton R.A.
      • Parys C.
      • Shinzato I.
      • Hristov A.N.
      Effects of rumen-protected methionine, lysine, and histidine on lactation performance of dairy cows.
      ;
      • Pereira A.B.D.
      • Moura D.C.
      • Whitehouse N.L.
      • Brito A.F.
      Production and nitrogen metabolism in lactating dairy cows fed finely ground field pea plus soybean meal or canola meal with or without rumen-protected methionine supplementation.
      ;
      • Zang Y.
      • Silva L.H.P.
      • Geng Y.C.
      • Ghelichkhan M.
      • Whitehouse N.L.
      • Miura M.
      • Brito A.F.
      Dietary starch level and rumen-protected methionine, lysine, and histidine: Effects on milk yield, nitrogen, and energy utilization in dairy cows fed diets low in metabolizable protein.
      ). Therefore, the general lack of effect of RP-MLH on response variables measured in the present study (Tables 58) or the absence of dietary starch concentration × RP-MLH supplementation interactions for most parameters evaluated was possibly associated with the low supply of digestible AA from RP-MLH supplements. Furthermore, as ground corn was partially replaced with soyhulls and a palmitic acid-enriched lipid source in our experiment (Table 3), the impact of starch and palmitic acid on the variables tested cannot be isolated from each other and results should be interpreted considering this potential confounding effect.

      Nutrient Composition of Feeds and Experimental Diets

      Despite diets being formulated to be isonitrogeneous, the CP concentration of RSPA was 0.9% unit greater than that of HS (Table 3) due to using a soyhulls source with an average CP concentration of 17.5% (Table 1), thus substantially greater than the mean CP values of 11.8% reported in the meta-analysis of
      • Ipharraguerre I.R.
      • Clark J.H.
      Soyhulls as an alternative feed for lactating dairy cows: A review.
      and 13.5% in our previous research (
      • Ghedini C.P.
      • Moura D.C.
      • Santana R.A.V.
      • Oliveira A.S.
      • Brito A.F.
      Replacing ground corn with incremental amounts of liquid molasses does not change milk enterolactone but decreases production in dairy cows fed flaxseed meal.
      ;
      • Zang Y.
      • Santana R.A.V.
      • Moura D.C.
      • Galvão Jr., J.G.B.
      • Brito A.F.
      Replacing soybean meal with okara meal: Effects on production, milk fatty acid and plasma amino acid profile, and nutrient utilization in dairy cows.
      ,
      • Zang Y.
      • Silva L.H.P.
      • Geng Y.C.
      • Ghelichkhan M.
      • Whitehouse N.L.
      • Miura M.
      • Brito A.F.
      Dietary starch level and rumen-protected methionine, lysine, and histidine: Effects on milk yield, nitrogen, and energy utilization in dairy cows fed diets low in metabolizable protein.
      ). Although the CP concentration of the soyhulls fed herein was within the range of 9.4 to 19.2% compiled by
      • Ipharraguerre I.R.
      • Clark J.H.
      Soyhulls as an alternative feed for lactating dairy cows: A review.
      , the presence of contaminants resulting in nutrient composition changes cannot be excluded. For instance, the soyhulls ether extract concentration (mean = 7.05%; Table 1) was 60% greater than the highest ether extract content reported in
      • Ipharraguerre I.R.
      • Clark J.H.
      Soyhulls as an alternative feed for lactating dairy cows: A review.
      paper. Compared with the
      • NASEM
      Nutrient Requirements of Dairy Cattle.
      , the mean concentrations of CP and ether extract for the soyhulls used in the present study were 1.5- and 3.7-fold greater, respectively, whereas the NDF concentration was 20% lower.

      Dry Matter Intake and Milk Yield and Composition

      Our study was designed as a 2 × 2 factorial arrangement of treatments with the goal to detect interactions between dietary starch concentration and RP-MLH supplementation. However, except for milk fat concentration (discussed below), no other significant interactions were observed (Tables 58). We are aware of only few studies investigating the interactions between dietary energy intake or starch concentration and RP-AA supplementation in lactating dairy cows.
      • Rulquin H.
      • Delaby L.
      Effects of the energy balance of dairy cows on lactational responses to rumen-protected methionine.
      observed no interaction effects for DMI, yields of milk and milk components, and plasma concentration of EAA in cows fed diets containing low (i.e., 87% of the requirement) or normal (i.e., 100% of the requirement) energy level supplemented or not with RP-Met.
      • Zang Y.
      • Silva L.H.P.
      • Geng Y.C.
      • Ghelichkhan M.
      • Whitehouse N.L.
      • Miura M.
      • Brito A.F.
      Dietary starch level and rumen-protected methionine, lysine, and histidine: Effects on milk yield, nitrogen, and energy utilization in dairy cows fed diets low in metabolizable protein.
      reported no dietary starch concentration × RP-MLH supplementation interaction effects for DMI, milk yield and composition, apparent total-tract digestibility of nutrients, N and energy utilization, and most EAA with the exception of Arg and Lys. Note that
      • Zang Y.
      • Silva L.H.P.
      • Geng Y.C.
      • Ghelichkhan M.
      • Whitehouse N.L.
      • Miura M.
      • Brito A.F.
      Dietary starch level and rumen-protected methionine, lysine, and histidine: Effects on milk yield, nitrogen, and energy utilization in dairy cows fed diets low in metabolizable protein.
      fed diets in which nonforage fiber sources (i.e., pelleted beet pulp and soyhulls) completely replaced ground corn at 30% of diet DM, resulting in a 22.1-percentage unit difference in starch concentration between high- and reduced-starch diets.
      • Morris D.L.
      • Kononoff P.J.
      Dietary fatty acid and starch content and supplemental lysine supply affect energy and nitrogen utilization in lactating Jersey cows.
      , using a partially balanced incomplete block design study whereby dietary levels (DM basis) of fatty acids varied from 3.0 to 6.2%, starch from 20.2 to 31.3%, and digestible Lys from 0 to 17.8 g/d via RP-Lys supplementation, observed energy by digestible Lys interactions for milk protein concentration, tissue energy, and plasma Lys concentration. In general, the lack of interaction effects in the current study may have been associated with diets being moderately deficient in MP concentration (2.2%; Table 4) combined with low supply of digestible Met, Lys, and His from RP-MLH (7, 2, and 3 g/d, respectively; Table 4) and relatively similar NEL concentration (Table 3).
      Dry matter intake, milk yield and composition, feed efficiency, PUN concentration, and BCS and BW are shown in Table 5. We observed a dietary starch concentration by RP-MLH supplementation interaction (P = 0.04) for milk fat concentration. Specifically, milk fat concentration tended to decrease (−0.11% unit; P = 0.08) when RP-MLH was supplemented to HS cows, but no change (+0.07% unit; P = 0.26) was seen when it was fed to cows offered RSPA. An interaction tendency (P = 0.07) was also detected for milk yield, which was not affected (+0.4 kg/d; P = 0.39) by RP-MLH supplementation to HS, but it tended to decrease (−0.8 kg/d; P = 0.08) when RP-MLH was supplemented to RSPA. Therefore, it appears that both milk volume differences and RP-MLH supplementation were involved in the drop of milk fat concentration detected in the HS+AA diet. This is supported by the lack of dietary starch concentration × RP-MLH interaction (P = 0.15) on milk fat yield (Table 5).
      Partially replacing ground corn with soyhulls and a palmitic acid-enriched supplement did not change (P ≥ 0.17; Table 5) DMI, milk yield, or feed efficiency expressed as milk yield/DMI. Similarly,
      • van Knegsel A.T.M.
      • van den Brand H.
      • Dijkstra J.
      • van Straalen W.M.
      • Heetkamp M.J.W.
      • Tamminga S.
      • Kemp B.
      Dietary energy source in dairy cows in early lactation: Energy partitioning and milk composition.
      did not observe changes in DMI and milk yield in early-lactation dairy cows fed isocaloric diets formulated (DM basis) to be glucogenic (26.7% starch and 3.4% ether extract) or lipogenic (9.5% starch and 5.4% ether extract mostly from Ca salts of palm fatty acids and palm oil). In contrast,
      • Boerman J.P.
      • Potts S.B.
      • VandeHaar M.J.
      • Lock A.L.
      Effects of partly replacing dietary starch with fiber and fat on milk production and energy partitioning.
      reported that DMI tended to decrease (−0.5 kg/d) and milk yield decreased (−1.3 kg/d) in mid-lactation dairy cows fed a high-fiber, high-fat diet (50:50 forage:concentrate ratio; 16.1% starch) containing soyhulls plus a palmitic acid-enriched supplement versus a high-starch diet (40:60 forage:concentrate ratio; 32.5% starch) containing high-moisture corn and ground corn. Discrepancies in DMI and milk yield responses across studies may be associated with differences in dietary starch concentration and source, stage of lactation, production level, and types and amounts of nonforage fiber sources and lipid supplements used in the diets. We also observed that in comparison to HS and HS+AA, feeding RSPA and RSPA+AA increased (P < 0.001) yields of 4% FCM (42.9 vs. 40.1 kg/d) and ECM (47.0 vs. 44.8 kg/d), and improved (P < 0.001) feed efficiency expressed as 4% FCM yield/DMI (1.50 vs. 1.40 kg/kg) or ECM yield/DMI (1.64 vs. 1.56 kg/kg).
      • Boerman J.P.
      • Potts S.B.
      • VandeHaar M.J.
      • Lock A.L.
      Effects of partly replacing dietary starch with fiber and fat on milk production and energy partitioning.
      showed that 3.5% FCM yield was 3.3% greater in the high-fiber, high-fat diet than in the high-starch counterpart, thus in agreement with the present study. Increased yields of 4% FCM and ECM seen in cows fed RSPA and RSPA+AA can be explained by improved milk fat yield because milk protein yield was not affected by diets as discussed in detail below.
      Compared with HS and HS+AA, feeding RSPA and RSPA+AA increased (P < 0.001) the concentration (3.63 vs. 3.35%) and yield (1.65 vs. 1.50 kg/d) of milk fat (Table 5), which agree with
      • van Knegsel A.T.M.
      • van den Brand H.
      • Dijkstra J.
      • van Straalen W.M.
      • Heetkamp M.J.W.
      • Tamminga S.
      • Kemp B.
      Dietary energy source in dairy cows in early lactation: Energy partitioning and milk composition.
      and
      • Boerman J.P.
      • Potts S.B.
      • VandeHaar M.J.
      • Lock A.L.
      Effects of partly replacing dietary starch with fiber and fat on milk production and energy partitioning.
      who fed lipogenic diets supplemented with Ca salts of palm fatty acids plus palm oil or palmitic acid, respectively. Increased milk fat yield in cows fed the RSPA and RSPA+AA diets was likely associated with more palmitic acid being incorporated into milk fat in the mammary gland (
      • Loften J.R.
      • Linn J.
      • Drackley J.K.
      • Jenkins T.C.
      • Soderholm C.G.
      • Kertz A.F.
      Invited review: Palmitic and stearic acid metabolism in lactating dairy cows.
      ,
      • Moraes L.E.
      • Kebreab E.
      • Strathe A.B.
      • Dijkstra J.
      • France J.
      • Casper D.P.
      • Fadel J.G.
      Multivariate and univariate analysis of energy balance data from lactating dairy cows.
      ). In addition, increased apparent total-tract digestibility of NDF with feeding RSPA and RSPA+AA versus HS and HS+AA (Table 6) possibly elevated the ruminal supply of acetate for de novo synthesis of fatty acids in mammary tissues. In fact,
      • Ipharraguerre I.R.
      • Ipharraguerre R.R.
      • Clark J.H.
      Performance of lactating dairy cows fed varying amounts of soyhulls as a replacement for corn grain.
      ,
      • Ipharraguerre I.R.
      • Shabi Z.
      • Clark J.H.
      • Freeman D.E.
      Ruminal fermentation and nutrient digestion by dairy cows fed varying amounts of soyhulls as a replacement for corn grain.
      ) reported linear increases in milk fat yield and ruminal molar proportion of acetate in cows fed diets in which ground shelled corn was replaced by incremental amounts of soyhulls (up to 40% of the diet DM). Alternatively, decreased starch intake in RSPA and RSPA+AA relative to HS and HS+AA diets may have resulted in a more stable ruminal pH that shifted biohydrogenation pathways away from trans-10 18:1 and trans-10,cis-12 18:2 fatty acids, which are known to depress milk fat synthesis (
      • Baumgard L.H.
      • Matitashvili E.
      • Corl B.A.
      • Dwyer D.A.
      • Bauman D.E.
      Trans-10, cis-12 conjugated linoleic acid decreases lipogenic rates and expression of genes involved in milk lipid synthesis in dairy cows.
      ;
      • Shingfield K.J.
      • Sæbø A.
      • Sæbø P.-C.
      • Toivonen V.
      • Griinari J.
      Effect of abomasal infusions of a mixture of octadecenoic acids on milk fat synthesis in lactating cows.
      ).
      Milk true protein concentration was lower (3.10 vs. 3.17%; P < 0.001) in cows fed RSPA and RSPA+AA than in those receiving HS and HS+AA (Table 5), but milk ture protein yield did not change (P = 0.65), indicating similar milk protein synthesis in mammary tissues. The effect of replacing starch with nonforage fiber sources on milk protein concentration and yield has not been consistent across studies.
      • van Knegsel A.T.M.
      • van den Brand H.
      • Dijkstra J.
      • van Straalen W.M.
      • Heetkamp M.J.W.
      • Tamminga S.
      • Kemp B.
      Dietary energy source in dairy cows in early lactation: Energy partitioning and milk composition.
      reported that feeding glucogenic versus lipogenic diets did not affect milk protein concentration in dairy cows from wk 2 to 9 of lactation. In contrast, a diet by week interaction was observed for milk protein yield in the study of
      • van Knegsel A.T.M.
      • van den Brand H.
      • Dijkstra J.
      • van Straalen W.M.
      • Heetkamp M.J.W.
      • Tamminga S.
      • Kemp B.
      Dietary energy source in dairy cows in early lactation: Energy partitioning and milk composition.
      . However, they did not report in which week treatments differed and stated that the interaction effect was small (
      • van Knegsel A.T.M.
      • van den Brand H.
      • Dijkstra J.
      • van Straalen W.M.
      • Heetkamp M.J.W.
      • Tamminga S.
      • Kemp B.
      Dietary energy source in dairy cows in early lactation: Energy partitioning and milk composition.
      ).
      • Boerman J.P.
      • Potts S.B.
      • VandeHaar M.J.
      • Lock A.L.
      Effects of partly replacing dietary starch with fiber and fat on milk production and energy partitioning.
      reported that milk protein concentration and yield were both greater in mid-lactation cows fed a high-starch compared with a high-fiber, high-fat diet. Overall, differences in the type, amount, and processing of starch-based grains fed, type and levels of nonforage fiber sources included in the diets, and fatty acid profile of lipid supplements may explain the discrepancies in milk protein concentration and yield among
      • van Knegsel A.T.M.
      • van den Brand H.
      • Dijkstra J.
      • van Straalen W.M.
      • Heetkamp M.J.W.
      • Tamminga S.
      • Kemp B.
      Dietary energy source in dairy cows in early lactation: Energy partitioning and milk composition.
      ,
      • Boerman J.P.
      • Potts S.B.
      • VandeHaar M.J.
      • Lock A.L.
      Effects of partly replacing dietary starch with fiber and fat on milk production and energy partitioning.
      , and the present experiment. Feeding RSPA and RSPA+AA decreased (4.94 vs. 4.99%; P < 0.01) milk lactose concentration compared with HS and HS+AA diets (Table 5). However, milk lactose yield was not affected (P = 0.53; Table 5) by dietary starch concentration, thus indicating no change in milk lactose synthesis.
      Milk N efficiency was lower (29.3 vs. 30.5%; P < 0.01) in cows fed RSPA and RSPA+AA than HS and HS+AA diets (Table 5). In addition, MUN (14.9 vs. 12.1 mg/dL) and PUN (15.6 vs. 12.3 mg/dL) concentrations both increased (P < 0.001) with feeding RSPA and RSPA+AA versus HS and HS+AA (Table 5). Decreased milk N efficiency and increased MUN and PUN concentrations were possibly associated with greater CP concentration in RSPA than HS diets (16.8 and 15.9%, respectively; Table 3) and consequent increase in N intake (774 vs. 747 g/d; Table 6).
      • Olmos Colmenero J.J.
      • Broderick G.A.
      Effect of dietary crude protein concentration on milk production and nitrogen utilization in lactating dairy cows.
      observed a linear decrease in milk N efficiency (from 36.5 to 25.4%) and linear increases in MUN (from 7.7 to 15.6 mg/dL) and BUN (from 10.7 to 24 mg/dL) in dairy cows fed diets with incremental levels of CP (from 13.5 to 19.4%) and increased N intake (from 483 to 710 g/d).
      • Nousiainen J.
      • Shingfield K.J.
      • Huhtanen P.
      Evaluation of milk urea nitrogen as a diagnostic of protein feeding.
      reported a positive linear relationship [y = 0.17 ± 0.005x − 14.2 ± 0.849; R2 = 0.778; n = 306 observations] between dietary CP concentration (g/kg of DM) and MUN (mg/dL). Based on
      • Nousiainen J.
      • Shingfield K.J.
      • Huhtanen P.
      Evaluation of milk urea nitrogen as a diagnostic of protein feeding.
      regression equation, the predicted difference in MUN concentration between our HS and RSPA basal diets was 1.53 mg/dL. However, the actual difference in MUN concentration for HS and RSPA averaged 2.7 mg/dL or 76.5% greater than predicted, suggesting that factors beyond dietary CP level could have been involved. Dietary starch concentration averaged (DM basis) 32.6 and 21.7% for HS and RSPA, respectively (Table 3), implying that less ruminally fermentable energy was available for microbial growth when feeding RSPA. This combined with greater RDP supply (+118 g/d; Table 4) and N intake (+27 g/d; Table 6) in RSPA and RSPA+AA versus HS and HS+AA may have lowered the efficiency in which ruminal microorganisms used NH3-N for microbial protein synthesis, with excess NH3 being absorbed through ruminal epithelium and converted to urea in the liver.
      • Ipharraguerre I.R.
      • Shabi Z.
      • Clark J.H.
      • Freeman D.E.
      Ruminal fermentation and nutrient digestion by dairy cows fed varying amounts of soyhulls as a replacement for corn grain.
      showed a linear increase in ruminal NH3-N concentration (from 12.6 to 17.8 mg/dL) when substituting ground shelled corn with incremental amounts of soyhulls despite no change in MUN concentration (
      • Ipharraguerre I.R.
      • Ipharraguerre R.R.
      • Clark J.H.
      Performance of lactating dairy cows fed varying amounts of soyhulls as a replacement for corn grain.
      ). In contrast,
      • Gao X.
      • Oba M.
      Effect of increasing dietary nonfiber carbohydrate with starch, sucrose, or lactose on rumen fermentation and productivity of lactating dairy cows.
      demonstrated that the concentrations of ruminal NH3-N and MUN both decreased in dairy cows fed high-NFC diets where rolled corn grain, sucrose, or lactose replaced beet pulp. Milk SCC, BCS, BW, and changes (i.e., gain) in BCS and BW were not affected (P ≥ 0.15) by diets (Table 5).
      Supplementation with RP-MLH did not affect (P ≥ 0.52) DMI and yields of milk, 4% FCM, and ECM (Table 5). Likewise, supplemental RP-MLH had no effect (P ≥ 0.20) on feed and milk N efficiency, milk component yields, milk SCC, concentrations of milk lactose, MUN, and PUN, BW, and BCS and BCS change (Table 5). Milk true protein concentration (P = 0.06) and BW gain (P = 0.09) tended be greater in cows fed HS+AA and RSPA+AA than HS and RSPA (Table 5). Despite the tendency for increased milk true protein concentration with feeding HS+AA and RSPA+AA, milk true protein yield did not differ across diets, indicating similar milk protein synthesis. It is important to note that the amounts of digestible Met, Lys, and His (7, 2, and 3 g/d respectively) supplied through the RP-MLH supplements were substantially lower compared with those from previous experiments (
      • Lee C.
      • Hristov A.N.
      • Cassidy T.W.
      • Heyler K.S.
      • Lapierre H.
      • Varga G.A.
      • de Veth M.J.
      • Patton R.A.
      • Parys C.
      Rumen-protected lysine, methionine, and histidine increase milk protein yield in dairy cows fed a metabolizable protein-deficient diet.
      ;
      • Giallongo F.
      • Harper M.T.
      • Oh J.
      • Lopes J.C.
      • Lapierre H.
      • Patton R.A.
      • Parys C.
      • Shinzato I.
      • Hristov A.N.
      Effects of rumen-protected methionine, lysine, and histidine on lactation performance of dairy cows.
      ;
      • Pereira A.B.D.
      • Moura D.C.
      • Whitehouse N.L.
      • Brito A.F.
      Production and nitrogen metabolism in lactating dairy cows fed finely ground field pea plus soybean meal or canola meal with or without rumen-protected methionine supplementation.
      ;
      • Zang Y.
      • Silva L.H.P.
      • Geng Y.C.
      • Ghelichkhan M.
      • Whitehouse N.L.
      • Miura M.
      • Brito A.F.
      Dietary starch level and rumen-protected methionine, lysine, and histidine: Effects on milk yield, nitrogen, and energy utilization in dairy cows fed diets low in metabolizable protein.
      ), which may have limited our capacity to detect a potential effect of RP-MLH on milk protein synthesis. However,
      • Zang Y.
      • Silva L.H.P.
      • Geng Y.C.
      • Ghelichkhan M.
      • Whitehouse N.L.
      • Miura M.
      • Brito A.F.
      Dietary starch level and rumen-protected methionine, lysine, and histidine: Effects on milk yield, nitrogen, and energy utilization in dairy cows fed diets low in metabolizable protein.
      supplementing greater levels of digestible Met, Lys, and His (15, 16, and 7 g/d, respectively) to diets more MP deficient (mean = 4.3%) than those used in the current experiment also observed no effect of RP-MLH on milk protein yield. This agrees with
      • Pereira A.B.D.
      • Moura D.C.
      • Whitehouse N.L.
      • Brito A.F.
      Production and nitrogen metabolism in lactating dairy cows fed finely ground field pea plus soybean meal or canola meal with or without rumen-protected methionine supplementation.
      who supplemented 16 g/d of digestible Met via RP-Met to cows receiving diets with negative MP balance ranging from −71 to −340 g/d. In contrast, when digestible Met, Lys, and His were supplied by RP-MLH (18, 24, and 12 g/d, respectively;
      • Lee C.
      • Hristov A.N.
      • Cassidy T.W.
      • Heyler K.S.
      • Lapierre H.
      • Varga G.A.
      • de Veth M.J.
      • Patton R.A.
      • Parys C.
      Rumen-protected lysine, methionine, and histidine increase milk protein yield in dairy cows fed a metabolizable protein-deficient diet.
      ) or jugular infusion (21, 38, and 20 g/d, respectively;
      • Yoder P.S.
      • Huang X.
      • Teixeira I.A.
      • Cant J.P.
      • Hanigan M.D.
      Effects of jugular infused methionine, lysine, and histidine as a group or leucine and isoleucine as a group on production and metabolism in lactating dairy cows.
      ) to diets averaging 14.3% (
      • Lee C.
      • Hristov A.N.
      • Cassidy T.W.
      • Heyler K.S.
      • Lapierre H.
      • Varga G.A.
      • de Veth M.J.
      • Patton R.A.
      • Parys C.
      Rumen-protected lysine, methionine, and histidine increase milk protein yield in dairy cows fed a metabolizable protein-deficient diet.
      ) and 15% (
      • Yoder P.S.
      • Huang X.
      • Teixeira I.A.
      • Cant J.P.
      • Hanigan M.D.
      Effects of jugular infused methionine, lysine, and histidine as a group or leucine and isoleucine as a group on production and metabolism in lactating dairy cows.
      ) MP deficiency, milk protein yield increased. Although these results suggest that milk protein synthesis is more responsive to AA supplementation in situations where MP deficiency is pronounced (∼14–15%), this has not been always the case. For instance,
      • Giallongo F.
      • Harper M.T.
      • Oh J.
      • Lopes J.C.
      • Lapierre H.
      • Patton R.A.
      • Parys C.
      • Shinzato I.
      • Hristov A.N.
      Effects of rumen-protected methionine, lysine, and histidine on lactation performance of dairy cows.
      observed increased milk protein yield in cows supplemented with 18, 28, and 9 g/d of digestible Met, Lys, and His, respectively, in diets averaging 2% MP deficiency, thus indicating a direct RP-MLH effect.

      Nutrient Digestibility and Urinary Excretion of Nitrogenous Metabolites

      Apparent total-tract digestibility of nutrients, N intake, and urinary excretion of nitrogenous metabolites are presented in Table 6. Nitrogen balance results are shown in Supplemental Table S3 (https://figshare.com/articles/online_resource/Supplemental_Tables_S1-3/22422811;
      • Zang Y.
      Supplemental Tables S1-3. Figshare.
      ) and are not discussed in this paper. No dietary starch concentration by RP-MLH supplementation interactions (P ≥ 0.25) were observed for N intake, apparent total-tract digestibility of nutrients, urinary concentration of creatinine, and urinary excretion of nitrogenous metabolites (Table 6).
      Apparent total-tract digestibilities of DM, OM, starch, and ether extract were not affected (P ≥ 0.61) by dietary starch concentration (Table 6).
      • Zang Y.
      • Silva L.H.P.
      • Geng Y.C.
      • Ghelichkhan M.
      • Whitehouse N.L.
      • Miura M.
      • Brito A.F.
      Dietary starch level and rumen-protected methionine, lysine, and histidine: Effects on milk yield, nitrogen, and energy utilization in dairy cows fed diets low in metabolizable protein.
      also reported no effect of dietary starch concentration on the apparent total-tract digestibilities of DM and OM. In contrast, total-tract digestibilities of CP (68.2 vs. 67.0%) and NDF (49.2 vs. 42.3%) were greater (P ≤ 0.03) in cows fed RSPA and RSPA+AA than HS and HS+AA (Table 6). Improved CP digestibility may have been caused by increased dilution of fecal metabolic N due to greater N intake (+27 g/d; Table 6) with feeding RSPA and RSPA+AA versus HS and HS+AA. We also observed that NDF digestibility in the total-tract increased by 16.3% in RSPA and RSPA+AA compared with HS and HS+AA, corroborating results of
      • Zang Y.
      • Silva L.H.P.
      • Geng Y.C.
      • Ghelichkhan M.
      • Whitehouse N.L.
      • Miura M.
      • Brito A.F.
      Dietary starch level and rumen-protected methionine, lysine, and histidine: Effects on milk yield, nitrogen, and energy utilization in dairy cows fed diets low in metabolizable protein.
      and
      • Boerman J.P.
      • Potts S.B.
      • VandeHaar M.J.
      • Lock A.L.
      Effects of partly replacing dietary starch with fiber and fat on milk production and energy partitioning.
      . Increased fiber digestibility may be linked to the high extent of NDF digestion typically seen with nonforage fiber sources (
      • Firkins J.L.
      Effects of feeding nonforage fiber sources on site of fiber digestion.
      ), elevated ruminal pH (
      • Sarwar M.
      • Firkins J.L.
      • Eastridge M.L.
      Effects of varying forage and concentrate carbohydrates on nutrient digestibilities and milk production by dairy cows.
      ;
      • Ipharraguerre I.R.
      • Clark J.H.
      Soyhulls as an alternative feed for lactating dairy cows: A review.
      ), or both (
      • Firkins J.L.
      Effects of feeding nonforage fiber sources on site of fiber digestion.
      ;
      • Ipharraguerre I.R.
      • Clark J.H.
      Soyhulls as an alternative feed for lactating dairy cows: A review.
      ).
      Cows fed RSPA and RSPA+AA had lower (P < 0.001) urinary creatinine concentration (5.57 vs. 6.92 mM) and greater (P < 0.001) urinary volume (36.3 vs. 29.3 L/d) than those fed HS and HS+AA (Table 6). Nitrogen intake increased (P < 0.001) by 3.6% (774 vs. 747 g/d) with feeding RSPA and RSPA+AA versus HS and HS+AA, thus in line with the observed increase in urinary production needed for excreting excess N. Moreover, K intake increased (P < 0.001) by 13.8% (371 vs. 326 g/d; data not shown) when comparing RSPA and RSPA+AA with HS and HS+AA, which may further explain increased urinary volume (
      • Bannink A.
      • Valk H.
      • Van Vuuren A.M.
      Intake and excretion of sodium, potassium, and nitrogen and the effects on urine production by lactating dairy cows.
      ;
      • Eriksson T.
      • Rustas B.-O.
      Effects on milk urea concentration, urine output, and drinking water intake from incremental doses of potassium bicarbonate fed to mid-lactation dairy cows.
      ).
      Urinary excretion of urea N (239 vs. 185 g/d) and total N (336 vs. 277 g/d) were greater (P < 0.001) in cows fed RSPA and RSPA+AA than HS and HS+AA (Table 6). Urinary excretion of urea N, expressed as a proportion of total urinary N (71.5 vs. 66.3%) or N intake (31.2 vs. 24.9%), was also greater (P < 0.001) with feeding RSPA and RSPA+AA versus HS and HS+AA. Similarly, urinary excretion of total N, expressed as a proportion of N intake (43.9 vs. 37.6%), increased (P < 0.001) in RSPA and RSPA+AA compared with HS and HS+AA. In agreement with our results, urinary N excretion (g/d or % of N intake) increased in lactating dairy cows offered a high-fat diet rather than a high-starch diet (
      • Morris D.L.
      • Brown-Brandl T.M.
      • Hales K.E.
      • Harvatine K.J.
      • Kononoff P.J.
      Effects of high-starch or high-fat diets formulated to be isoenergetic on energy and nitrogen partitioning and utilization in lactating Jersey cows.
      ). Decreased starch intake can limit microbial protein synthesis in the rumen and milk protein yield, ultimately increasing urinary N excretion (
      • Morris D.L.
      • Brown-Brandl T.M.
      • Hales K.E.
      • Harvatine K.J.
      • Kononoff P.J.
      Effects of high-starch or high-fat diets formulated to be isoenergetic on energy and nitrogen partitioning and utilization in lactating Jersey cows.
      ;
      • Zang Y.
      • Silva L.H.P.
      • Geng Y.C.
      • Ghelichkhan M.
      • Whitehouse N.L.
      • Miura M.
      • Brito A.F.
      Dietary starch level and rumen-protected methionine, lysine, and histidine: Effects on milk yield, nitrogen, and energy utilization in dairy cows fed diets low in metabolizable protein.
      ).
      Supplementation with RP-MLH did not affect (P ≥ 0.18) the apparent total-tract digestibility of nutrients, N intake, and urinary volume and excretion of nitrogenous compounds (Table 6). These results generally agree with those from our previous study in which cows were also fed diets with 2 levels of starch supplemented or not with RP-MLH (
      • Zang Y.
      • Silva L.H.P.
      • Geng Y.C.
      • Ghelichkhan M.
      • Whitehouse N.L.
      • Miura M.
      • Brito A.F.
      Dietary starch level and rumen-protected methionine, lysine, and histidine: Effects on milk yield, nitrogen, and energy utilization in dairy cows fed diets low in metabolizable protein.
      ).

      Plasma Concentrations of AA and Carnosine

      Plasma concentrations of AA and the His-containing peptide carnosine are shown in Table 7. No significant interactions were observed between dietary starch level and RP-MLH supplementation for the concentrations of EAA, NEAA, and carnosine in plasma of lactating dairy cows. In our previous research (
      • Zang Y.
      • Silva L.H.P.
      • Geng Y.C.
      • Ghelichkhan M.
      • Whitehouse N.L.
      • Miura M.
      • Brito A.F.
      Dietary starch level and rumen-protected methionine, lysine, and histidine: Effects on milk yield, nitrogen, and energy utilization in dairy cows fed diets low in metabolizable protein.
      ), significant dietary starch concentration and RP-MLH supplementation interactions were found for the plasma concentrations of Arg, Lys, and Orn, which increased when RP-MLH was supplemented to the reduced-starch diet but not the high-starch counterpart.
      • Rulquin H.
      • Delaby L.
      Effects of the energy balance of dairy cows on lactational responses to rumen-protected methionine.
      reported no energy intake × RP-Met interaction for the plasma concentrations of any EAA and NEAA measured in their experiment. As discussed earlier, the lack of interaction effects herein is possibly linked to the moderate deficiency in MP concentration of the basal diets and low supply of digestible Met, Lys, and His from RP-MLH.
      Feeding RSPA and RSPA+AA versus HS and HS+AA increased (P ≤ 0.05) the plasma concentrations of Arg, Ile, and Thr, and decreased (P < 0.01) Leu concentration (Table 7). Furthermore, the plasma concentrations of His and Phe tended (P ≤ 0.09) to be lower, whereas those of Lys and Val tended (P ≤ 0.09) to be greater in cows fed RSPA and RSPA+AA than HS and HS+AA diets (Table 7). In contrast, dietary starch concentration did not affect (P ≥ 0.13) the plasma concentrations of Met, Trp, and total EAA. These changes in the plasma concentrations of EAA may be associated with postabsorptive processes including increased or decreased utilization of EAA by hepatic and mammary tissues (
      • Lapierre H.
      • Pacheco D.
      • Berthiaume R.
      • Ouellet D.R.
      • Schwab C.G.
      • Dubreuil P.
      • Holtrop G.
      • Lobley G.E.
      What is the true supply of amino acids for a dairy cow?.
      ) as the duodenal flows of nonammonia, nonmicrobial N, and microbial NAN were not affected when ground shelled corn was replaced with incremental amounts of soyhulls (
      • Ipharraguerre I.R.
      • Shabi Z.
      • Clark J.H.
      • Freeman D.E.
      Ruminal fermentation and nutrient digestion by dairy cows fed varying amounts of soyhulls as a replacement for corn grain.
      ).
      • Zang Y.
      • Silva L.H.P.
      • Geng Y.C.
      • Ghelichkhan M.
      • Whitehouse N.L.
      • Miura M.
      • Brito A.F.
      Dietary starch level and rumen-protected methionine, lysine, and histidine: Effects on milk yield, nitrogen, and energy utilization in dairy cows fed diets low in metabolizable protein.
      reported that cows fed the high-starch diet had lower plasma concentrations of most EAA than those fed the reduced-starch counterpart, partially agreeing with the present results (Table 7). Increased mammary extraction of EAA for synthesis of milk protein may have lowered the concentration of EAA in plasma (
      • NASEM
      Nutrient Requirements of Dairy Cattle.
      ) in the study of
      • Zang Y.
      • Silva L.H.P.
      • Geng Y.C.
      • Ghelichkhan M.
      • Whitehouse N.L.
      • Miura M.
      • Brito A.F.
      Dietary starch level and rumen-protected methionine, lysine, and histidine: Effects on milk yield, nitrogen, and energy utilization in dairy cows fed diets low in metabolizable protein.
      . In fact, milk protein yield increased by 8.4% with feeding high versus reduced-starch diets in the experiment of
      • Zang Y.
      • Silva L.H.P.
      • Geng Y.C.
      • Ghelichkhan M.
      • Whitehouse N.L.
      • Miura M.
      • Brito A.F.
      Dietary starch level and rumen-protected methionine, lysine, and histidine: Effects on milk yield, nitrogen, and energy utilization in dairy cows fed diets low in metabolizable protein.
      . The difference in starch intake between the high and reduced-starch diets averaged 4.89 kg/d in
      • Zang Y.
      • Silva L.H.P.
      • Geng Y.C.
      • Ghelichkhan M.
      • Whitehouse N.L.
      • Miura M.
      • Brito A.F.
      Dietary starch level and rumen-protected methionine, lysine, and histidine: Effects on milk yield, nitrogen, and energy utilization in dairy cows fed diets low in metabolizable protein.
      and 3.09 kg/d herein (Table 5), which may further explain the discrepancies seen in the plasma concentrations of EAA comparing these 2 studies.
      • Rius A.G.
      • Appuhamy J.A.D.R.N.
      • Cyriac J.
      • Kirovski D.
      • Becvar O.
      • Escobar J.
      • McGilliard M.L.
      • Bequette B.J.
      • Akers R.M.
      • Hanigan M.D.
      Regulation of protein synthesis in mammary glands of lactating dairy cows by starch and amino acids.
      observed that the plasma concentrations of Ile, His, Lys, Phe, and Val decreased in feed-restricted dairy cows abomasally infused with starch and starch plus casein versus water and casein. It is worth noting that according to
      • Lapierre H.
      • Pacheco D.
      • Berthiaume R.
      • Ouellet D.R.
      • Schwab C.G.
      • Dubreuil P.
      • Holtrop G.
      • Lobley G.E.
      What is the true supply of amino acids for a dairy cow?.
      , plasma concentration of EAA can be affected by many other factors including liver extraction and catabolism in the portal-drained viscera and extra-hepatic tissues as discussed previously.
      Cows fed RSPA and RSPA+AA had increased (P ≤ 0.02) plasma concentrations of Ala and Cit, and tended to have increased (P < 0.09) total NEAA and decreased (P ≤ 0.08) Ser and taurine compared with those fed HS and HS+AA (Table 7). Contrarily, feeding RSPA and RSPA+AA versus HS and HS+AA did not affect (P ≥ 0.12) the plasma concentrations of all remaining NEAA. Elevated plasma concentration of Arg and Cit coincided with increased MUN and PUN concentrations, suggesting that a greater pool of urea cycle AA was available for hepatic ureagenesis in RSPA and RSPA+AA than HS and HS+AA diets.
      The plasma concentration of carnosine decreased (P = 0.01) with feeding RSPA and RSPA+AA versus HS and HS+AA (Table 7). According to Maynard et al. (2001) and
      • Boldyrev A.A.
      • Aldini G.
      • Derave W.
      Physiology and pathophysiology of carnosine.
      , carnosine is present almost exclusively in skeletal muscles as a dipeptide synthesized from His and Ala via carnosine synthase. However, there is evidence that carnosine is transported from muscles to plasma due to presence of mRNA transcripts for the peptide/His transporter 1 and 2 in skeletal muscle of mice and humans (
      • Boldyrev A.A.
      • Aldini G.
      • Derave W.
      Physiology and pathophysiology of carnosine.
      ;
      • Everaert I.
      • De Naeyer H.
      • Taes Y.
      • Derave W.
      Gene expression of carnosine-related enzymes and transporters in skeletal muscle.
      ). Reduced plasma concentration of carnosine in cows fed RSPA and RSPA+AA is difficult to explain, but carnosine could have been used as an endogenous source of His (
      • Lapierre H.
      • Ouellet D.
      • Doepel L.
      • Holtrop G.
      • Lobley G.
      Histidine, lysine and methionine: From metabolism to balanced dairy rations.
      ;
      • Lapierre H.
      • Lobley G.E.
      • Ouellet D.R.
      Histidine optimal supply in dairy cows through determination of a threshold efficiency.
      ) or transported less efficiently from muscle to plasma due to unknown mechanisms.
      Supplementation with RP-MLH did not affect (P ≥ 0.11) the plasma concentrations of most EAA and NEAA as shown in Table 7. However, the plasma concentrations of His and Met increased (P ≤ 0.04) in cows receiving RP-MLH supplementation, indicating that the RP-His and RP-Met supplements provided additional digestible His and Met, respectively. In contrast, the plasma concentration of Lys was not changed in response to supplemental RP-MLH, probably due to limited supply of digestible Lys via RP-Lys (Table 4). The plasma concentration of Gly tended to be lower (P = 0.07) with feeding HS+AA and RSPA+AA versus HS and RSPA, whereas that of taurine increased (P < 0.01) by 11.5% (38.9 vs. 34.9 µM) with RP-MLH supplementation (Table 7). It is well known that taurine is synthesized via sequential oxidation and decarboxylation reactions using Cys, which, in turn, originates from transsulfuration of Met as reviewed by
      • Baker D.H.
      Comparative species utilization and toxicity of sulfur amino acids.
      and
      • Ripps H.
      • Shen W.
      Taurine: A “very essential” amino acid.
      . Therefore, increased plasma concentration of Met in cows supplemented with RP-MLH is in line with the observed increase in circulating taurine despite no change (P = 0.13) in Cys concentration (Table 7).
      • Zang Y.
      • Silva L.H.P.
      • Geng Y.C.
      • Ghelichkhan M.
      • Whitehouse N.L.
      • Miura M.
      • Brito A.F.
      Dietary starch level and rumen-protected methionine, lysine, and histidine: Effects on milk yield, nitrogen, and energy utilization in dairy cows fed diets low in metabolizable protein.
      reported increases in plasma concentrations of Met (+68.9%), Cys (+8.2%), and taurine (+23.3%) in dairy cows receiving supplemental RP-MLH.

      Gaseous Emissions and Energy Utilization

      Emissions of CO2 and enteric CH4 and dietary energy intake, utilization, and efficiency are presented in Table 8. No interactions (P ≥ 0.22) between dietary starch concentration and RP-MLH supplementation were observed for any of the energy-related variables, which agree with
      • Zang Y.
      • Silva L.H.P.
      • Geng Y.C.
      • Ghelichkhan M.
      • Whitehouse N.L.
      • Miura M.
      • Brito A.F.
      Dietary starch level and rumen-protected methionine, lysine, and histidine: Effects on milk yield, nitrogen, and energy utilization in dairy cows fed diets low in metabolizable protein.
      .
      Dietary starch concentration did not significantly affect CO2 production, as well as enteric CH4 production, CH4 yield, and CH4 intensity (Table 8). In our previous research, cows fed the high-starch diet had lower enteric CH4 production (434 vs. 545 g/d), CH4 yield (17.3 vs. 21.2 g/kg of DMI), and CH4 intensity (10.7 vs. 13.6 g/kg of ECM) than those fed the reduced-starch diet. It is well established that enteric CH4 production is a function of DMI (
      • Niu M.
      • Kebreab E.
      • Hristov A.N.
      • Oh J.
      • Arndt C.
      • Bannink A.
      • Bayat A.R.
      • Brito A.F.
      • Boland T.
      • Casper D.
      • Crompton L.A.
      • Dijkstra J.
      • Eugène M.A.
      • Garnsworthy P.C.
      • Haque M.N.
      • Hellwing A.L.F.
      • Huhtanen P.
      • Kreuzer M.
      • Kuhla B.
      • Lund P.
      • Madsen J.
      • Martin C.
      • McClelland S.C.
      • McGee M.
      • Moate P.J.
      • Muetzel S.
      • Muñoz C.
      • O’Kiely P.
      • Peiren N.
      • Reynolds C.K.
      • Schwarm A.
      • Shingfield K.J.
      • Storlien T.M.
      • Weisbjerg M.R.
      • Yáñez-Ruiz D.R.
      • Yu Z.
      Prediction of enteric methane production, yield and intensity in dairy cattle using an intercontinental database.
      ). Dry matter intake did not change in the present study (Table 5), which is in line with the lack of treatment effect on enteric CH4 production. Contrarily, DMI and enteric CH4 production increased in
      • Zang Y.
      • Silva L.H.P.
      • Geng Y.C.
      • Ghelichkhan M.
      • Whitehouse N.L.
      • Miura M.
      • Brito A.F.
      Dietary starch level and rumen-protected methionine, lysine, and histidine: Effects on milk yield, nitrogen, and energy utilization in dairy cows fed diets low in metabolizable protein.
      experiment, thus clarifying the discrepancy in CH4 emissions between our 2 studies.
      • Niu M.
      • Kebreab E.
      • Hristov A.N.
      • Oh J.
      • Arndt C.
      • Bannink A.
      • Bayat A.R.
      • Brito A.F.
      • Boland T.
      • Casper D.
      • Crompton L.A.
      • Dijkstra J.
      • Eugène M.A.
      • Garnsworthy P.C.
      • Haque M.N.
      • Hellwing A.L.F.
      • Huhtanen P.
      • Kreuzer M.
      • Kuhla B.
      • Lund P.
      • Madsen J.
      • Martin C.
      • McClelland S.C.
      • McGee M.
      • Moate P.J.
      • Muetzel S.
      • Muñoz C.
      • O’Kiely P.
      • Peiren N.
      • Reynolds C.K.
      • Schwarm A.
      • Shingfield K.J.
      • Storlien T.M.
      • Weisbjerg M.R.
      • Yáñez-Ruiz D.R.
      • Yu Z.
      Prediction of enteric methane production, yield and intensity in dairy cattle using an intercontinental database.
      also reported that prediction of enteric CH4 production improved when dietary NDF concentration was included in the models together with DMI. The difference in NDF intake (data not shown) between the high- and reduced-starch diets averaged 2.37 and 1.41 kg/d in
      • Zang Y.
      • Silva L.H.P.
      • Geng Y.C.
      • Ghelichkhan M.
      • Whitehouse N.L.
      • Miura M.
      • Brito A.F.
      Dietary starch level and rumen-protected methionine, lysine, and histidine: Effects on milk yield, nitrogen, and energy utilization in dairy cows fed diets low in metabolizable protein.
      and the present study, respectively, further explaining the different responses in enteric CH4 production in these experiments.
      Cows fed RSPA and RSPA+AA had greater (P ≤ 0.03) intake of GE and DE than those fed HS and HS+AA diets (Table 8). In contrast, dietary starch concentration did not affect (P ≥ 0.43) ME intake, fecal energy, and CH4 energy (Table 8). Feeding RSPA and RSPA+AA increased (P < 0.001) urinary energy output, thus in line with the effect of diets on urinary N excretion (Table 6) discussed earlier. The efficiency of converting DE into ME decreased (P = 0.05) slightly in cows fed RSPA and RSPA+AA versus HS and HS+AA possibly in response to increased urinary energy output as CH4 energy did not change across diets (Table 8). Contrarily, energy efficiency, expressed as milk energy/ME, improved (P = 0.03) with feeding RSPA and RSPA+AA versus HS and HS+AA (Table 8). Recently, we observed that feeding high-starch diets improved ME/DE and tended to improve milk energy/ME compared with reduced-starch diets (
      • Zang Y.
      • Silva L.H.P.
      • Geng Y.C.
      • Ghelichkhan M.
      • Whitehouse N.L.
      • Miura M.
      • Brito A.F.
      Dietary starch level and rumen-protected methionine, lysine, and histidine: Effects on milk yield, nitrogen, and energy utilization in dairy cows fed diets low in metabolizable protein.
      ). A major difference between the current study and
      • Zang Y.
      • Silva L.H.P.
      • Geng Y.C.
      • Ghelichkhan M.
      • Whitehouse N.L.
      • Miura M.
      • Brito A.F.
      Dietary starch level and rumen-protected methionine, lysine, and histidine: Effects on milk yield, nitrogen, and energy utilization in dairy cows fed diets low in metabolizable protein.
      experiment was palmitic acid supplementation. Therefore, these results indicate that palmitic acid improved energy use efficiency in dairy cows through (1) better conversion of ME into milk energy and (2) increased milk energy output.
      • van Knegsel A.T.M.
      • van den Brand H.
      • Dijkstra J.
      • van Straalen W.M.
      • Heetkamp M.J.W.
      • Tamminga S.
      • Kemp B.
      Dietary energy source in dairy cows in early lactation: Energy partitioning and milk composition.
      and
      • Boerman J.P.
      • Potts S.B.
      • VandeHaar M.J.
      • Lock A.L.
      Effects of partly replacing dietary starch with fiber and fat on milk production and energy partitioning.
      reported increased milk energy in cows supplemented with Ca salts of palm fatty acids plus palm oil or palmitic acid, respectively.
      Supplementation with RP-MLH did not affect (P ≥ 0.21) gaseous emissions or any energy utilization variables (Table 8). These results are expected because supplemental RP-MLH had no effect on production performance and apparent total-tract digestibility of nutrients. Similarly,
      • Zang Y.
      • Silva L.H.P.
      • Geng Y.C.
      • Ghelichkhan M.
      • Whitehouse N.L.
      • Miura M.
      • Brito A.F.
      Dietary starch level and rumen-protected methionine, lysine, and histidine: Effects on milk yield, nitrogen, and energy utilization in dairy cows fed diets low in metabolizable protein.
      reported no change in enteric CH4 emissions, as well as energy utilization and efficiency in dairy cows fed low MP diets supplemented with RP-MLH.

      CONCLUSIONS

      We designed this experiment to test the hypothesis that the partial substitution of ground corn with soyhulls and a palmitic acid-enriched lipid source could interact with RP-MLH to modulate milk yield and composition and nutrient utilization in dairy cows fed low MP diets. However, apart from milk fat concentration, no other interactions were observed. Note that the amounts of digestible Met (7 g/d), Lys (2 g/d), and His (3 g/d) supplied via RP-MLH were lower than what have been reported in the literature and our results should be interpreted within this context. Compared with HS and HS+AA, cows fed RSPA and RSPA+AA had greater yields of milk fat, 4% FCM, and ECM, and improved feed efficiency (i.e., 4% FCM yield/DMI and ECM yield/DMI) and apparent total-tract digestibilities of CP and NDF. In contrast, feeding RSPA and RSPA+AA decreased milk N efficiency and increased urinary excretion of urea N and total N. Cows fed RSPA and RSPA+AA were more efficient in converting ME into milk energy than those fed HS and HS+AA. Supplementation with RP-MLH increased the plasma concentrations of Met and His but did not affect production performance and N and energy utilization.

      ACKNOWLEDGMENTS

      Partial funding was provided by the New Hampshire Agricultural Experiment Station (Durham, NH; Scientific Contribution Number 2970). This work was further supported by the USDA-National Institute of Food and Agriculture (Washington, DC) Hatch Multistate NC-2042 (project number NH00670-R; project accession number 1017808). The authors thank Ajinomoto Co. Inc. (Kawasaki-shi, Japan) for plasma AA analyses and donation of the RP-His prototype supplement. We are grateful to the University of New Hampshire undergraduate students Nicole Dattolico, Cassandra Sleboda, Alyssa Boyd, Alexia Gianoulis, and Amanda Patev for assistance during feeding and sampling. Special thanks go to Jon Whitehouse and his farm crew at the University of New Hampshire Fairchild Dairy Teaching and Research Center for research support and animal care. The authors have not stated any conflicts of interest.

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