Progress 08/05/15 to 07/31/20
Outputs Target Audience:We have reached out to pork and poultry producers, allied industry, and academics with the results of our research Changes/Problems:
Nothing Reported
What opportunities for training and professional development has the project provided?We have trained and graduatedleast 20M.S. or Ph.D.students over this period. Inadditon, several undergraduate research projects wereundertaken with at least 10 undergraduates completing some aspect of maningful nutrition related research. How have the results been disseminated to communities of interest?Educationevents such as public meeting, trade magazines, radio interviews, and experiment station reports have been conducted or published. Over 30 papers and book chapters have been published over the reporting period covering and explaining the scope of the research undertaken.were conducted. What do you plan to do during the next reporting period to accomplish the goals?
Nothing Reported
Impacts What was accomplished under these goals?
Specifically we published abstracts and journal papers detailing the results of research evaluating the effects of amino acid and protein formulation in swine and poultry diets. These include studies determining requirements for Lysine, Valine, Histidine, and Isoleucine for swine. Novel protein sources such as High-Protein Dried Distillers Grains with Solubles and their use in swine diets have been conducted. Effects of drougth stressed grains andthier amino acid content have been evalauted in poultry. More importantly we have trained and graduated least 20M.S. or Ph.D. students over this period. In addition, several undergraduate research projects were undertaken with at least 10 undergraduates completing some aspect of maningful nutrition related research. Lastly education events such as public meeting, trade magazines, radio interviews, and experiment station reports were conducted.
Publications
- Type:
Journal Articles
Status:
Published
Year Published:
2019
Citation:
Marcal, D., M.D. Tokach, S.S. Dritz, J.C. Woodworth, R.D. Goodband, H.S. Cemin, and J.M. DeRouchey. 2019. Diet formulation method influences the response to increasing net energy in finishing pigs. Transl. Anim. Sci. 3:13491358. https://doi.org/10.1093/tas/txz147
- Type:
Journal Articles
Status:
Published
Year Published:
2019
Citation:
Cemin, H.S., M.D. Tokach, J.C. Woodworth, S.S. Dritz, J.M. DeRouchey, and R.D. Goodband. 2019. Branched-chain amino acid interactions in growing pig diets. Trans. Anim. Sci. 3:12461253. https://doi.org/10.1093/tas/txz087.
- Type:
Journal Articles
Status:
Published
Year Published:
2019
Citation:
Tokach, M.D., M.B. Menegat, K.M. Gourley, and R.D. Goodband. 2019. Review: Nutrient requirements of the modern high producing sow, with an emphasis on amino acid requirements. Animal. https://doi.org/10.1017/S1751731119001253
- Type:
Journal Articles
Status:
Published
Year Published:
2019
Citation:
Soto, J.A., M.D. Tokach, S.S. Dritz, J.C. Woodworth, J.M. DeRouchey, R.D. Goodband, and F. Wu 2019. Optimal dietary standardized ileal digestible lysine and crude protein concentration for growth and carcass performance in finishing pigs weighing greater than 100 kg. J. Anim. Sci. 97:17011711. https://doi.org/10.1093/jas/skz052
- Type:
Journal Articles
Status:
Published
Year Published:
2018
Citation:
Cemin, H. S., C. M. Vier, M. D. Tokach, S. S. Dritz, K. J. Touchette, J. C. Woodworth, J. M. DeRouchey, and R. D. Goodband. 2018. Effects of standardized ileal digestible histidine to lysine ratio on growth performance of 7- to 11-kg nursery pigs. J. Anim. Sci. 96:4713-4722 doi.org/10.1093/jas/sky319.
- Type:
Journal Articles
Status:
Published
Year Published:
2018
Citation:
Nemechek, J. E., F. Wu, M. D. Tokach, S. S. Dritz, R. D. Goodband, J. M. DeRouchey, and J. C. Woodworth. 2018. Effect of standardized ileal digestible lysine on growth and subsequent performance of weanling pigs. Trans. Anim. Sci. 2:156-161. https://doi.org/10.1093/tas/txy011.
- Type:
Journal Articles
Status:
Published
Year Published:
2019
Citation:
R A Donadelli, C K Jones, and R S Beyer, 2019. The amino acid composition and protein quality of various egg, poultry meal by-products, and vegetable proteins used in the production of dog and cat diets. Poult. Sci. 98:1371-1378. (http://www.sciencedirect.com/science/article/pii/S0032579119304110)
- Type:
Journal Articles
Status:
Published
Year Published:
2015
Citation:
A.D. Yoder, R.S. Beyer, and C.K. Jones, 2015. The effects of drought-affected grain and carbohydrase inclusion in starter diets on broiler chick performance. J. of Appl. Poultry Res. 24:177-185. (http://www.sciencedirect.com/science/article/pii/S1056617119302892)
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Progress 10/01/18 to 09/30/19
Outputs Target Audience:We have reached out to pork and poultry producers, allied industry, and academics with the results of our research Changes/Problems:
Nothing Reported
What opportunities for training and professional development has the project provided?We have at least 12 graduate students at any one time in our programs trainingin swine and poultry nutrition. In 2019 , 5 PhD. and 4 M.S. students have or will graduate. There have been at least 10 undergraduate students with meaningful research experiences in swine and poultry nutrition in this past year. How have the results been disseminated to communities of interest?Results have been disseminated via popular press and trad magazine, referred journal papers, radio interviews What do you plan to do during the next reporting period to accomplish the goals?We plan to continue or research involvingundergraduate and graduate student training. The number of undergraduate student sinvolved in meaningful research efforts has increased dramatically over the past 5 years.
Impacts What was accomplished under these goals?
Specifically we published abstracts and journal papers detailing the results of research evaluating th effects of amino acid and protein formulation in swine and poultry diets. More importantly we have trained at least 16 graduate students ove rthis period and graduated 4 PhD and3 MS students over this time period. In additon, several undergraduate research projects were undertaken with at least 10 undergraduates completing some aspect of maningful nutrition related research. Lastly education events such as public meeting, trade magazines, radio interviews, and experiment station reports were conducted.
Publications
- Type:
Journal Articles
Status:
Published
Year Published:
2019
Citation:
Soto, J.A., M.D. Tokach, S.S. Dritz, J.C. Woodworth, J.M. DeRouchey, R.D. Goodband, and F. Wu 2019. Optimal dietary standardized ileal digestible lysine and crude protein concentration for growth and carcass performance in finishing pigs weighing greater than 100 kg. J. Anim. Sci. Accepted for publication. https://doi.org/10.1093/jas/skz052
- Type:
Journal Articles
Status:
Awaiting Publication
Year Published:
2019
Citation:
Mar�al, Danilo, A., Charles Kiefer, Mike D. Tokach, Steve S. Dritz, Jason C. Woodworth, Robert D. Goodband, Henrique S. Cemin, and Joel M. DeRouchey. 2019. Diet formulation method influences the response to increasing net energy in finishing pigs. Translational Animal Science. In Press
- Type:
Journal Articles
Status:
Published
Year Published:
2019
Citation:
Cemin, H.S., M.D. Tokach, S.S. Dritz, J.C. Woodworth, J.M. DeRouchey, and R.D. Goodband. 2019. Meta-regression analysis to predict the influence of branched-chain and large neutral amino acids on growth performance of pigs. J. Anim. Sci. 97:25052514. https://doi.org/10.1093/jas/skz118
- Type:
Journal Articles
Status:
Published
Year Published:
2019
Citation:
Tokach, M.D., M.B. Menegat, K.M. Gourley, and R.D. Goodband. 2019. Review: Nutrient requirements of the modern high producing sow, with an emphasis on amino acid requirements. Animal. https://doi.org/10.1017/S1751731119001253
- Type:
Journal Articles
Status:
Published
Year Published:
2018
Citation:
Cemin, H. S., C. M. Vier, M. D. Tokach, S. S. Dritz, K. J. Touchette, J. C. Woodworth, J. M. DeRouchey, and R. D. Goodband. 2018. Effects of standardized ileal digestible histidine to lysine ratio on growth performance of 7- to 11-kg nursery pigs. J. Anim. Sci. 96:4713-4722 doi.org/10.1093/jas/sky319.
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Progress 10/01/17 to 09/30/18
Outputs Target Audience:Research results have been presented to swine producers, scientists and allied industry representatives at several national and international seminars We have also presented research results at our KS Swine Day Conference as well as popular press and journal articles. Changes/Problems:
Nothing Reported
What opportunities for training and professional development has the project provided?Several graduateand undergraduate studentshave been involved with the individual research projects at some time and to varying degrees. The project has offered a great opportunity for not only graduate student research, but involving more undergraduate students as well. The training obtained by both graduate and undergraduate students has become a valuable part of their education. How have the results been disseminated to communities of interest?Results have been presentaed at local, state, and national conferences as well as several international presentations have been made sharing research results. What do you plan to do during the next reporting period to accomplish the goals?Current projects are evaluating calcium and phosphorus requirements of nursery pigs in order ot meet requirements economically but also reduce the impact of swine production on the environment.
Impacts What was accomplished under these goals?
We have conducted several studies looking at amino acid requirements of swine and poultry. One paper was published in 2017 evaluating the lysine requirements of lactating sows, the two 2018 papers evaluated valine and tryptophan requirements of finishing pigs. These finding have pratcical application as they define requirements as a ratio relative to lysine and can be used by nutritionists to formulate more economical diets for swine producers as well as reduce the impact of swine production on the environment by limiting excess nitrogen and phosphorus in swine waste. Several graduate students were involved with these studies and their contributions a valuable part of developing new scholars for our inductry and academia.
Publications
- Type:
Journal Articles
Status:
Published
Year Published:
2018
Citation:
Gon�alves, M. A. D., M. D. Tokach, S. S. Dritz, N. M. Bello, K. J. Touchette, R. D. Goodband, J. M. DeRouchey, J. C. Woodworth. 2018. Standardized ileal digestible valine:lysine dose response effects in 25- to 45-kg pigs under commercial conditions. J. Anim. Sci. 96:591-599. https://doi.org/10.1093/jas/skx059
- Type:
Journal Articles
Status:
Published
Year Published:
2018
Citation:
Gon�alves M. A. D., M. D. Tokach, N. M. Bello, K. J. Touchette, R. D. Goodband, J. M. DeRouchey, J. C. Woodworth, and S. S. Dritz. 2017. Dose response evaluation of the standardized ileal digestible tryptophan:lysine ratio to maximize growth performance of growing-finishing gilts under commercial conditions. Animal 11: https://doi.org/10.1017/S1751731117002968.
- Type:
Journal Articles
Status:
Published
Year Published:
2017
Citation:
Gourley, K.M. G.E. Nichols, J.A. Sonderman, Z.T. Spencer, J.C. Woodworth, M.D. Tokach, J.M. DeRouchey, S. S. Dritz, R. D. Goodband, S.J. Kitt, and E.W. Stephenson. 2017. Determining the impact of increasing standardized ileal digestible lysine for primiparous and multiparous sows during lactation. Transl. Anim. Sci. 1:426-436. doi:10.2527/tas2017.0043. https://www.animalsciencepublications.org/publications/tas/articles/1/4/426
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Progress 10/01/16 to 09/30/17
Outputs Target Audience:Individual swine and poulttry producers, feed suppliers, colleagues, and allied industry. Changes/Problems:
Nothing Reported
What opportunities for training and professional development has the project provided?Several graduate (10)and undergraduate students (6) have been involved with the individual research projects at some time and to varying degrees. The project has offered a great opportunity for not only graduate student research, but involving more undergraduate students as well. How have the results been disseminated to communities of interest?Results have been disseminated to swine producers and allied industry professionals at our KS Swiine Day Conference as well as popular press and journal articles. What do you plan to do during the next reporting period to accomplish the goals?We have severaql projects looking at amino acid requirements of pigs and poultry underway or in theplanning stages.
Impacts What was accomplished under these goals?
We have conducted several studies looking at amino acid requirements of swine and poultry. Two papers have bene published and in addition we are looking at publishing several more in 2018. These include studies evaluating amino acid requirements of gestating and lactating sows. In addition, we continue to examine why low protein, amino acid fortified diets fed to finishing pigs greater than 250 lb have, reduced growth performance. It appears that the crude protein requirement ofheavy weight finishing pigs is at least 13% crude protein.
Publications
- Type:
Journal Articles
Status:
Published
Year Published:
2017
Citation:
Clark, A.B. M.D. Tokach, J.M. DeRouchey, S.S. Dritz, R.D. Goodband, J.C. Woodworth, K.J. Touchette, and N.M. Bello. 2017. Modeling the effects of standardized ileal digestible isoleucine to lysine ratio on growth performance of nursery pigs. 1: doi:10.2527/tas2017.0048. https://www.animalsciencepublications.org/publications/tas/articles/0/0/tas2017.0048
- Type:
Journal Articles
Status:
Published
Year Published:
2017
Citation:
Clark, A.B. M.D. Tokach, J.M. DeRouchey, S.S. Dritz, R.D. Goodband, J.C. Woodworth, K.J. Touchette, and N.M. Bello. 2017. Modeling the effects of standardized ileal digestible valine to lysine ratio on growth performance of nursery pigs. 1: doi:10.2527/tas2017.0049. https://www.animalsciencepublications.org/publications/tas/articles/0/0/tas2017.0049
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Progress 10/01/15 to 09/30/16
Outputs Target Audience:Individual swine producers, feed suppliers, colleagues, and allied industry. Changes/Problems:
Nothing Reported
What opportunities for training and professional development has the project provided?Approximately 3 graduate students revcieved their degrees during this time period demonstrating the importance of graduate training. How have the results been disseminated to communities of interest?Yes, results have been disseminated via, journal publications, extension field day reports, radio interviews, and the popular press and several national and international conferences What do you plan to do during the next reporting period to accomplish the goals?We plan on continuing our current approach in determining amino acids requirements of swine and incorporating more statistical modeling into our procedures.
Impacts What was accomplished under these goals?
We evaluated the lysine, tryptophan and valine requirements of weanling swine. In addition, studies were initiated that looked at low-protein, amino acid fortified diets on finishing pigs weighing over 250 lb.
Publications
- Type:
Journal Articles
Status:
Published
Year Published:
2016
Citation:
Gon�alves, M.A.D., K.M. Gourley, S.S. Dritz, M.D. Tokach, N. M. Bello, J.M. DeRouchey, J.C. Woodworth, and R.D. Goodband. 2016. Effects of amino acids and energy intake during late gestation of high-performing gilts and sows on litter and reproductive performance under commercial conditions. J. Anim. Sci. 94:19932003. doi:10.2527/jas2015-0087
- Type:
Journal Articles
Status:
Published
Year Published:
2015
Citation:
Gon�alves, M.A.D., S. Nitikanchana, M.D. Tokach, S.S. Dritz, N.M. Bello, R.D. Goodband, K.J. Touchette, J.L. Usry, J.M. DeRouchey, and J.C. Woodworth. 2015. Effects of standardized ileal digestible tryptophan:lysine ratio on growth performance of nursery pigs. J. Anim. Sci. 93:39093918.
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Progress 08/05/15 to 09/30/15
Outputs Target Audience:Individual swine producers, swine nutritionists, feed suppliers, allied industry, and academia. Changes/Problems:
Nothing Reported
What opportunities for training and professional development has the project provided?Project summaries have been used by swine nutritionish across the country and internationally. Factsheets and AES progress reports have been prepared and disseminated as well as publishe journal articles. Results of our research have been implimented by swine nutritionists in the US representing major swine producing enterprises. How have the results been disseminated to communities of interest?Project summaries have been used by extension personell in several state and national meetings. Factsheets and AES progress reports have been prepared and disseminated. Popular press articles and news releases have also been used. What do you plan to do during the next reporting period to accomplish the goals?Based on seveal of the key findings of our initial experiments, we will conduct additional studies to evaluate ingredient quality and their contributions ot amino acid requirements of swien and poultry.
Impacts What was accomplished under these goals?
Our Kansas State Universityswine nutrition group focuses on being the world's leader in applied swinenutrition reasearch and swine producer-focused service. In 2016 we helped pork producers maintain global competitiveness by focusing activities on maximizing producer profitability and emphasing applied nutrition research. The objective our first study was to determine the effects of amino acid (AA) and energy intake during late gestation on piglet birth weight and reproductive performance of high-performing gilts and sows housed under commercial conditions. At d 90 of gestation, a total of 1,102 females were housed in pens by parity group (P1 or P2+) and blocked by weight within each pen. Dietary treatments consisted of combinations of 2 standardized ileal digestible (SID) AA (10.7 or 20.0 g SID Lys intake/d with other AA meeting or exceeded the NRC [2012] recommendations as a ratio to Lys) and 2 energy intakes (4.50 or 6.75 Mcal/d intake of NE) in a 2 × 2 factorial arrangement. Based on the observed results, 1) body weight gain of gilts and sows depends not only on energy but also AA intake, 2) sows fed increased amount of energy had increased stillborn rate, 3) the positive effect of increased amount of feed during late gestation on individual piglet birth weight, 30 g per pig, was due to energy rather than AA intake. In a second study with lactating sows, 111 primiparous sows were used in a 21-d study to determine the effect of Lysine (Lys) intake during lactation on sow and litter performance. Dietary treatments consisted of increasing levels of standardized ileal digestible (SID) Lys (0.80, 0.95, 1.10, and 1.25%. During the lactation period, there were no differences in ADFI or sow BW at d 0 or weaning, resulting in no differences in BW loss. However, backfat loss during lactation decreased (linear, P = 0.046) as SID Lys increased. Regardless of treatment, there were no differences in litter weaning weight or litter gain from d 2 to weaning. In addition, no differences were observed for wean-to-estrus interval or the percentage of females bred by d 7 after weaning. These results suggested that 0.80% SID lysine might be adequate for optimizing sow and litter performance during lactation. A secondary objective was to evaluate amino acid requirements of weanling pigs. A total of 300 nursery pigs were used in a 28-d growth trial to evaluate the effects of increasing dietary standardized ileal digestible Lysine on nursery pig growth performance. The 6 dietary treatments were formulated to contain 1.10, 1.20, 1.30, 1.40, 1.50, and 1.60% SID Lys. Increasing lysine resulted in improved (linear, P < 0.001) ADG and F/G during d 0 to 14 when experimental diets where fed, with no differences observed in ADFI. In conclusion, this experiment determined that the lysine requirement for 15 to 24 lb nursery pigs was at least 1.45% for both ADG and feed efficiency. A total of 280 nursery pigs were used in a 28-d growth trial to evaluate the effects of increasing dietary standardized ileal digestible Valine:Lysine (Val:Lys) ratio on nursery pig growth performance. Experimental diets were fed for 14 d, which included Valine concentrations of 50, 57, 63, 68, 73, 78, and 85% of Lys. Average daily gain, ADFI, and F/G improved (quadratic, P < 0.036) as SID Val:Lys ratio increased. In conclusion, this experiment demonstrated that the SID valine requirement for 14 to 22 lb nursery pigs ranged from 62.9 to 73.7% of Lys depending on the response criteria modeled. A total of 560 nursery pigs were used in 2 experiments to evaluate the effects of increasing dietary standardized ileal digestible Isoleucine:Lysine (Ile:Lys) ratio on growth performance Pens of pigs were allotted to 1 of 7 dietary treatments in a randomized complete block design. The 7 dietary treatments were 40, 44, 48, 52, 54, 58, and 63% Ile:Lys ratio. These experiments demonstrate that the Ile requirement for 15 to 25 lb nursery pigs is approximately 52% of Lys for ADG and ADFI The Ile requirement for 15 to 25 lb pigs was found to be similar to NRC (2012) requirement estimates. The objective of our next study was to model the effects of Standardized Ileal Digestible (SID) Trp:Lys ratio on growth performance of finishing pigs. Dietary treatments consisted of SID Trp:Lys ratios of 14.5, 16.5, 18.0, 19.5, 21.0, 22.5, and 24.5%. For 65 to 275 lb-pigs, increasing SID Trp:Lys ratio improved ADG (quadratic, P < 0.022), ADFI (linear, P < 0.001), and F/G (linear, P < 0.001). Data from all experiments were then combined for analysis using linear and non-linear mixed models with random effects of experiment and weight block nested within experiment allowing for heterogeneous variances. Thus, the estimated mean requirements for SID Trp:Lys ratio for 65- to 275-lb pigs ranged from 16.9% for optimum mean F/G to 23.5% for maximum mean ADG. Furthermore, 95% of the maximum estimated mean ADG was obtained by feeding 17.6% SID Trp:Lys ratioand 98% of the maximum estimated mean ADG was obtained by feeding 19.8% SID Trp:Lys ratio. The objective ofthe next experiment was to determine the effects of SID Val:Lys ratio in low CP and low lysine diets on the growth performance and economics of finishing pigs from 55 to 100 lb. There was a total of 6 dietary treatments: 59.0, 62.5, 65.9, 69.6, 73.0, and 75.5% SID Val:Lys ratio. In summary 99% of the optimum ADG and F/G were estimated at approximately 69% and 65% SID Val:Lys ratio. In conclusion our projects demonstrated amino acid requirements for gestating and lactating sows, as well as amino acid requirements for nursery and finishing pigs.
Publications
- Type:
Journal Articles
Status:
Published
Year Published:
2016
Citation:
De Jong, J.A., J.M. DeRouchey, M.D. Tokach, S.S. Dritz, R.D. Goodband, J.C. Woodworth, and M.W. Allerson. 2016. Evaluating pellet and meal feeding regimens on finishing pig performance, stomach morphology, and carcass characteristics. J. Anim. Sci. 94:47814788. doi:10.2527/jas2016-0461 https://www.animalsciencepublications.org/publications/jas/articles/94/11/4781
Flohr, J.R., J.C. Woodworth, J.R. Bergstrom, M.D. Tokach, S.S. Dritz, R.D. Goodband, and J.M. DeRouchey. 2016. Evaluating the impact of maternal vitamin D supplementation: I. Sow performance, serum vitamin metabolites, and neonatal muscle characteristics. J. Anim. Sci. 94:4629-4642. doi:10.2527/jas.2016-0409 https://www.animalsciencepublications.org/publications/jas/articles/94/11/4629
Flohr, J.R., J.C. Woodworth, J.R. Bergstrom, M.D. Tokach, S.S. Dritz, R.D. Goodband, and J.M. DeRouchey. 2016. Evaluating the impact of maternal vitamin D supplementation on sow performance: II. Subsequent growth performance and carcass characteristics of growing pigs. J. Anim. Sci. 94:4643-4653. doi:10.2527/jas.2016-0410 https://www.animalsciencepublications.org/publications/jas/articles/94/11/4643
Feldpausch, J.A., R.G. Amachawadi, M.D. Tokach, H.M. Scott, T.G. Nagaraja, S.S. Dritz, R.D. Goodband, J.C. Woodworth, and J.M. DeRouchey. 2016. Effects of dietary copper, zinc, and ractopamine hydrochloride on finishing pig growth performance, carcass characteristics, and antimicrobial susceptibility of enteric bacteria. J. Anim. Sci. 94:3278-3293. doi:10.2527/jas2016-0340 https://www.animalsciencepublications.org/publications/jas/articles/94/8/3278
De Jong, J.A., J.M. DeRouchey, M.D. Tokach, S.S. Dritz, R.D. Goodband, C.B. Paulk, J.C. Woodworth, C.K. Jones and C.R. Stark. 2016. Effects of wheat source and particle size in meal and pelleted diets on finishing pig growth performance, carcass characteristics, and nutrient digestibility. J. Anim. Sci. 94:3303-3311. doi:10.2527/jas.2016-0370. https://www.animalsciencepublications.org/publications/jas/articles/94/8/3303
Frobose, H.L., J.A. Erceg, S.Q. Fowler, M.D. Tokach, J.M. DeRouchey, J.C. Woodworth, S.S. Dritz, and R.D. Goodband. 2016. The progression of deoxynivalenol-induced growth suppression in nursery pigs and the potential of an algae-modified montmorillonite clay to mitigate these effects. J. Anim. Sci. 94:3746-3759. doi:10.2527/jas2016-0663. https://www.animalsciencepublications.org/publications/jas/articles/94/9/3746
Gon�alves, M.A.D., N.M. Bello, S.S. Dritz, M.D. Tokach, J.M. DeRouchey, J.C. Woodworth, and R.D. Goodband. 2016. An update on modeling doseresponse relationships: Accounting for correlated data structure and heterogeneous error variance in linear and nonlinear mixed models. J. Anim. Sci. 94:19401950. doi:10.2527/jas2015-0106. https://www.animalsciencepublications.org/publications/jas/articles/94/5/1940
Gon�alves, M.A.D., K.M. Gourley, S.S. Dritz, M.D. Tokach, N. M. Bello, J.M. DeRouchey, J.C. Woodworth, and R.D. Goodband. 2016. Effects of amino acids and energy intake during late gestation of high-performing gilts and sows on litter and reproductive performance under commercial conditions. J. Anim. Sci. 94:19932003. doi:10.2527/jas2015-0087 https://www.animalsciencepublications.org/publications/jas/articles/94/5/1993
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