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Pucetti P, Valadares Filho SDC, Roque JV, da Silva JT, de Oliveira KR, Silva FAS, Cardoso WJ, e Silva FF, Swanson KC. Predicting ruminal degradability and chemical composition of corn silage using near-infrared spectroscopy and multivariate regression. PLoS One 2024; 19:e0296447. [PMID: 38635552 PMCID: PMC11025743 DOI: 10.1371/journal.pone.0296447] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2023] [Accepted: 12/13/2023] [Indexed: 04/20/2024] Open
Abstract
The aim of this study was to develop and validate regression models to predict the chemical composition and ruminal degradation parameters of corn silage by near-infrared spectroscopy (NIR). Ninety-four samples were used to develop and validate the models to predict corn silage composition. A subset of 23 samples was used to develop and validate models to predict ruminal degradation parameters of corn silage. Wet chemistry methods were used to determine the composition values and ruminal degradation parameters of the corn silage samples. The dried and ground samples had their NIR spectra scanned using a poliSPECNIR 900-1700 model NIR sprectrophotometer (ITPhotonics S.r.l, Breganze, IT.). The models were developed using regression by partial least squares (PLS), and the ordered predictor selection (OPS) method was used. In general, the regression models obtained to predict the corn silage composition (P>0.05), except the model for organic matter (OM), adequately estimated the studied properties. It was not possible to develop prediction models for the potentially degradable fraction in the rumen of OM and crude protein and the degradation rate of OM. The regression models that could be obtained to predict the ruminal degradation parameters showed correlation coefficient of calibration between 0.530 and 0.985. The regression models developed to predict CS composition accurately estimated the CS composition, except the model for OM. The NIR has potential to be used by nutritionists as a rapid prediction tool for ruminal degradation parameters in the field.
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Affiliation(s)
- Pauliane Pucetti
- Department of Animal Sciences, Universidade Federal de Viçosa, Viçosa, Minas Gerais, Brazil
| | | | - Jussara Valente Roque
- Department of Chemistry, Universidade Federal de Viçosa, Viçosa, Minas Gerais, Brazil
| | | | | | | | - Wilson Junior Cardoso
- Department of Chemistry, Universidade Federal de Viçosa, Viçosa, Minas Gerais, Brazil
| | | | - Kendall Carl Swanson
- Department of Animal Sciences, North Dakota State University, Fargo, North Dakota, United States of America
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Rossi LG, Andrade MEB, Rabelo CHS, Siqueira GR, Vicente EF, Silva WL, Silva MM, Reis RA. Flint corn silage management: influence of maturity stage, inoculation with Lentilactobacillus buchneri, and storage time on fermentation pattern, aerobic stability, and nutritional characteristics. Front Microbiol 2023; 14:1223717. [PMID: 37533825 PMCID: PMC10390726 DOI: 10.3389/fmicb.2023.1223717] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2023] [Accepted: 07/05/2023] [Indexed: 08/04/2023] Open
Abstract
Introduction High quality corn silage depends on factors such as corn type, stage of crop development at harvest time, fermentation time, in addition to use or not of inoculants. This study aimed to investigate the impact of maturity stage, bacterial inoculation, and storage time on fermentation, aerobic stability, and nutritional characteristics of flint corn silage and their implications for corn silage management. Methods A flint corn hybrid was harvested very early, early, and medium (at 250, 300 and 350 g dry matter (DM)/kg as fed, respectively) and ensiled in mini-silos without (control) or with Lentilactobacillus buchneri CNCM I-4323 at 1 × 105 cfu/g for 120, 240 and 360 d to investigate how these factors interact with each other. Results and discussion There was only a small increase (7 g/kg starch; p = 0.003) in starch digestibility (starch-D) in the silages stored for 360 d when compared to that stored for 240 d, but with no difference for 120 d. Despite the reduced starch-D (526 vs. 694 g/kg starch; p < 0.001), silages produced from medium harvest had higher (p < 0.001) starch content (317 vs. 137 g/kg DM) and higher amount of digestible starch (169 vs. 98.5 g/kg DM; p < 0.001) compared to very early harvest. The 2-way interactions (inoculation × storage time and maturity × storage time) showed that inoculation of corn silage with L. buchneri increased (p < 0.001) the aerobic stability, and that more mature crop silage had higher aerobic stability (140 h; p = 0.036) than the others (118 and 48.5 h for those silages from very early and early harvest). Conclusion The storage for a longer time (>120 d) with the goal of increasing silage digestibility did not occur. Harvesting whole-crop flint corn with 300 to 350 g/kg DM is desirable to have higher DM yield and starch accumulation. Inoculation with L. buchneri is recommended to preserve the silage against aerobic deterioration. This study has shown the importance of harvesting flint corn at the right time, and the need for inoculation with L. buchneri to ensure greater yield, starch accumulation, and silage preservation, if 120 days of storage are not exceeded.
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Affiliation(s)
- Luis G. Rossi
- Department of Animal Science, São Paulo State University, Jaboticabal, SP, Brazil
| | - Marina E. B. Andrade
- Department of Animal Science, São Paulo State University, Jaboticabal, SP, Brazil
| | - Carlos H. S. Rabelo
- Department of Plant Science, Federal University of Pelotas, Capão do Leão, RS, Brazil
| | - Gustavo R. Siqueira
- Department of Animal Science, São Paulo State University, Jaboticabal, SP, Brazil
- São Paulo State Agency for Agribusiness Technology Alta Mogiana, Colina, SP, Brazil
| | - Eduardo F. Vicente
- Faculty of Science and Engineering, São Paulo State University, Tupã, SP, Brazil
| | - Wilton L. Silva
- Department of Animal Science, Federal University of Goiás, Goiânia, GO, Brazil
| | - Matheus M. Silva
- Department of Animal Science, São Paulo State University, Jaboticabal, SP, Brazil
| | - Ricardo A. Reis
- Department of Animal Science, São Paulo State University, Jaboticabal, SP, Brazil
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Wynands E, Roche S, Cramer G, Ventura B. Promoting farm advisor engagement and action toward the improvement of dairy cattle lameness. J Dairy Sci 2022; 105:6364-6377. [DOI: 10.3168/jds.2021-21745] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2021] [Accepted: 04/12/2022] [Indexed: 11/19/2022]
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da Silva Dias MS, Ghizzi LG, Marques JA, Nunes AT, Grigoletto NTS, Gheller LS, Silva TBP, Silva GG, Lobato DN, Costa E Silva LF, Rennó FP. Effects of organic acids in total mixed ration and feeding frequency on productive performance of dairy cows. J Dairy Sci 2021; 104:5405-5416. [PMID: 33612209 DOI: 10.3168/jds.2020-19419] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/05/2020] [Accepted: 11/14/2020] [Indexed: 11/19/2022]
Abstract
This study aimed to evaluate the effects of organic acid (OA; Mold-Zap, Alltech, Nicholasville, KY) inclusion in the total mixed ration (TMR) and feeding frequency of TMR for lactating dairy cows on intake, total-tract apparent digestibility, sorting index, feeding behavior, ruminal fermentation, milk yield and composition, nitrogen balance, and serum metabolites. Twenty-four lactating Holstein cows, 4 with rumen cannulas, with (mean ± standard error) 247 ± 22.2 d in milk, 672 ± 14.6 kg of body weight, and 31.1 ± 1.09 kg of milk yield at the beginning of the experiment were used. The cows were distributed in a balanced and contemporary 4 × 4 Latin square experimental design and randomly assigned in a 2 × 2 factorial arrangement to evaluate OA [0 (OA-) or 0.5 (OA+) L of Mold-Zap/tonne of TMR on a natural matter basis] and feeding frequency of TMR offered once a day (1×) or twice a day (2×). Each experimental period lasted 21 d, with 14 d for acclimation and 7 d for data collection. The treatments were tested for TMR, in which its temperature was recorded every 2 h through a 24-h period in each experimental period. Organic acid-treated TMR showed a lower temperature during the 24-h period compared with nontreated TMR. The OA and feeding frequency had no effect on intake and total-tract apparent digestibility of dry matter and nutrients, aside from a tendency to increase neutral detergent fiber digestibility in cows fed 2×. Also, cows fed 1× tended to select more particles between 19 and 8 mm and refused particles smaller than 4 mm, whereas cows fed OA tended to select more particles smaller than 4 mm. Cows fed OA had greater milk yield and milk protein and lactose yields, but tended to have higher 3.5% fat-corrected milk yield. Neither treatment influenced ruminal and serum variables nor milk fat yield and milk production efficiency. Cows fed OA spent less time idling and tended to have lower rumination time, and tended to have higher time spent drinking water and eating, whereas animals fed 1× spent more time drinking water. Under the conditions of this experiment, we conclude that it was possible to reduce the feeding frequency of TMR, without negative effects on dairy cow performance. However, the use of OA resulted in higher milk yield and mitigated TMR temperature rise regardless of feeding frequency. The effect of external factors such as collective stimulation of intake and stage of lactation on feeding frequency effect must be surveyed in further research.
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Affiliation(s)
- Mauro S da Silva Dias
- Department of Animal Nutrition and Animal Production, University of São Paulo, Pirassununga, Brazil 13635-900
| | - Lucas G Ghizzi
- Department of Animal Nutrition and Animal Production, University of São Paulo, Pirassununga, Brazil 13635-900
| | - Júlia A Marques
- Department of Animal Nutrition and Animal Production, University of São Paulo, Pirassununga, Brazil 13635-900
| | - Alanne T Nunes
- Department of Animal Nutrition and Animal Production, University of São Paulo, Pirassununga, Brazil 13635-900
| | - Nathália T S Grigoletto
- Department of Animal Nutrition and Animal Production, University of São Paulo, Pirassununga, Brazil 13635-900
| | - Larissa S Gheller
- Department of Animal Nutrition and Animal Production, University of São Paulo, Pirassununga, Brazil 13635-900
| | - Tássia B P Silva
- Department of Animal Nutrition and Animal Production, University of São Paulo, Pirassununga, Brazil 13635-900
| | - Guilherme G Silva
- Department of Animal Nutrition and Animal Production, University of São Paulo, Pirassununga, Brazil 13635-900
| | - Daniel N Lobato
- Alltech do Brasil Agroindustrial LTDA, Maringá, Brazil 87030-405
| | | | - Francisco P Rennó
- Department of Animal Nutrition and Animal Production, University of São Paulo, Pirassununga, Brazil 13635-900.
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Lima PGL, Damasceno JC, Borges JAR, Dos Santos GT, Bánkuti FI. Short communication: Socio-psychological factors influencing dairy farmers' intention to adopt high-grain feeding in Brazil. J Dairy Sci 2020; 103:10283-10288. [PMID: 32952012 DOI: 10.3168/jds.2020-18475] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/05/2020] [Accepted: 07/13/2020] [Indexed: 11/19/2022]
Abstract
This study aimed to apply the theory of planned behavior to determine the effects of attitude, perceived behavioral control, and subjective norms on the intention of dairy farmers toward high-grain feeding. Quantitative data were collected through interviews with 150 dairy farmers in Paraná, Brazil. Partial least squares structural equation modeling was used to analyze the data. We observed that farmers with a positive perception of grain feeding (attitude) and a positive perception of their ability to increase the use of grains (perceived behavioral control) had higher intention to increase grain feeding. Social pressure (subjective norm) had no effect on the intention to grain feed. These results can contribute to the development of public strategies and policies that encourage the use of high-grain diets in dairy farms.
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Affiliation(s)
- P G L Lima
- Department of Animal Science, State University of Maringá, PR 87020-900, Brazil
| | - J C Damasceno
- Department of Animal Science, State University of Maringá, PR 87020-900, Brazil
| | - J A R Borges
- Faculty of Administration, Accounting, and Economics, Federal University of Grande Dourados, MS 79825-070, Brazil
| | - G T Dos Santos
- Department of Animal Science, State University of Maringá, PR 87020-900, Brazil
| | - F I Bánkuti
- Department of Animal Science, State University of Maringá, PR 87020-900, Brazil.
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