Short Communication: Prognostic Values of a Multiparametric Risk Score in Maize Silage Undergoing Different Ensiling Conditions
Abstract
:1. Introduction
2. Materials and Methods
3. Results
4. Discussion
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
- Borreani, G.; Tabacco, E.; Schmidt, R.; Holmes, B.; Muck, R. Silage review: Factors affecting dry matter and quality losses in silages. J. Dairy Sci. 2018, 101, 3952–3979. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Ferrero, F.; Tabacco, E.; Piano, S.; Casale, M.; Borreani, G. Temperature during conservation in laboratory silos affects fermentation profile and aerobic stability of corn silage treated with Lactobacillus buchneri, Lactobacillus hilgardii, and their combination. J. Dairy Sci. 2021, 104, 1696–1713. [Google Scholar] [CrossRef] [PubMed]
- Johnson, L.; Harrison, J.; Davidson, D.; Robutti, J.; Swift, M.; Mahanna, W.; Shinners, K. Corn Silage Management I: Effects of Hybrid, Maturity, and Mechanical Processing on Chemical and Physical Characteristics. J. Dairy Sci. 2002, 85, 833–853. [Google Scholar] [CrossRef]
- Filya, I. Nutritive value and aerobic stability of whole crop maize silage harvested at four stages of maturity. Anim. Feed Sci. Technol. 2004, 116, 141–150. [Google Scholar] [CrossRef]
- Woolford, M. The detrimental effects of air on silage. J. Appl. Bacteriol. 1990, 68, 101–116. [Google Scholar] [CrossRef]
- Borreani, G.; Tabacco, E. Bio-based biodegradable film to replace the standard polyethylene cover for silage conservation. J. Dairy Sci. 2015, 98, 386–394. [Google Scholar] [CrossRef]
- Muck, R.E.; Nadeau, E.M.G.; McAllister, T.A.; Contreras-Govea, F.E.; Santos, M.C.; Kung, L., Jr. Silage review: Recent advances and future uses of silage additives. J. Dairy Sci. 2018, 101, 3980–4000. [Google Scholar] [CrossRef]
- Spadaro, D.; Bustos-Lopez, M.; Gullino, M.L.; Piano, S.; Tabacco, E.; Borreani, G.; Bustos-Lopez, M.D.P. Evolution of fungal populations in corn silage conserved under polyethylene or biodegradable films. J. Appl. Microbiol. 2015, 119, 510–520. [Google Scholar] [CrossRef]
- Cheli, F.; Campagnoli, A.; Dell’Orto, V. Fungal populations and mycotoxins in silages: From occurrence to analysis. Anim. Feed Sci. Technol. 2013, 183, 1–16. [Google Scholar] [CrossRef]
- Muck, R. Factors Influencing Silage Quality and Their Implications for Management. J. Dairy Sci. 1988, 71, 2992–3002. [Google Scholar] [CrossRef]
- Serva, L.; Andrighetto, I.; Marchesini, G.; Contiero, B.; Grandis, D.; Magrin, L. Prognostic capacity assessment of a multiparameter risk score for aerobic stability of maize silage undergoing heterofermentative inoculation (Lactobacillus buchneri) in variable ensiling conditions. Anim. Feed Sci. Technol. 2021, 281, 115116. [Google Scholar] [CrossRef]
- Ferraretto, L.; Shaver, R.; Luck, B. Silage review: Recent advances and future technologies for whole-plant and fractionated corn silage harvesting. J. Dairy Sci. 2018, 101, 3937–3951. [Google Scholar] [CrossRef] [PubMed]
- Liakos, K.G.; Busato, P.; Moshou, D.; Pearson, S.; Bochtis, D. Machine learning in agriculture: A review. Sensors 2018, 18, 2674. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Benos, L.; Tagarakis, A.; Dolias, G.; Berruto, R.; Kateris, D.; Bochtis, D. Machine Learning in Agriculture: A Comprehensive Updated Review. Sensors 2021, 21, 3758. [Google Scholar] [CrossRef] [PubMed]
- Serva, L.; Marchesini, G.; Chinello, M.; Contiero, B.; Tenti, S.; Mirisola, M.; Grandis, D.; Andrighetto, I. Use of near-infrared spectroscopy and multivariate approach for estimating silage fermentation quality from freshly harvested maize. Ital. J. Anim. Sci. 2021, 20, 859–871. [Google Scholar] [CrossRef]
- Welle, R.; Greten, W.; Rietmann, B.; Alley, S.; Sinnaeve, G.; Dardenne, P. Near-Infrared Spectroscopy on Chopper to Measure Maize Forage Quality Parameters Online. Crop Sci. 2003, 43, 1407–1413. [Google Scholar] [CrossRef]
- Berzaghi, P.; Serva, L.; Piombino, M.; Mirisola, M.; Benozzo, F. Prediction performances of portable near infrared instruments for at farm forage analysis. Ital. J. Anim. Sci. 2005, 4, 145–147. [Google Scholar] [CrossRef]
- Kleinschmit, D.H.; Kung, L., Jr. A meta-analysis of the effects of Lactobacillus buchneri on the fermentation and aerobic stability of corn and grass and small-grain silages. J. Dairy Sci. 2006, 89, 4005–4013. [Google Scholar] [CrossRef]
- Filya, I.; Sucu, E.; Karabulut, A. The effect of Lactobacillus buchneri on the fermentation, aerobic stability and ruminal degradability of maize silage. J. Appl. Microbiol. 2006, 101, 1216–1223. [Google Scholar] [CrossRef]
- Iasonos, A.; Schrag, D.; Raj, G.V.; Panageas, K.S. How to Build and Interpret a Nomogram for Cancer Prognosis. J. Clin. Oncol. 2008, 26, 1364–1370. [Google Scholar] [CrossRef]
- Marchesini, G.; Serva, L.; Chinello, M.; Gazziero, M.; Tenti, S.; Mirisola, M.; Garbin, E.; Contiero, B.; Grandis, D.; Andrighetto, I. Effect of maturity stage at harvest on the ensilability of maize hybrids in the early and late FAO classes, grown in areas differing in yield potential. Grass Forage Sci. 2019, 74, 415–426. [Google Scholar] [CrossRef]
- Richard, T.L.; Veeken, A.H.M.; De Wilde, V.; Hamelers, H. Air-Filled Porosity and Permeability Relationships during Solid-State Fermentation. Biotechnol. Prog. 2004, 20, 1372–1381. [Google Scholar] [CrossRef]
- Tabacco, E.; Righi, F.; Quarantelli, A.; Borreani, G. Dry matter and nutritional losses during aerobic deterioration of corn and sorghum silages as influenced by different lactic acid bacteria inocula. J. Dairy Sci. 2011, 94, 1409–1419. [Google Scholar] [CrossRef] [PubMed]
- Schober, P.; Vetter, T.R. Survival Analysis and Interpretation of Time-to-Event Data. Anesthesia Analg. 2018, 127, 792–798. [Google Scholar] [CrossRef] [PubMed]
- Abeysekera, W.; Sooriyarachchi, R. Use of Schoenfeld’s global test to test the proportional hazards assumption in the Cox proportional hazards model: An application to a clinical study. J. Natl. Sci. Found. Sri Lanka 2009, 37, 41. [Google Scholar] [CrossRef]
- Grambsch, P.M.; Therneau, T.M. Proportional hazards tests and diagnostics based on weighted residuals. Biometrika 1995, 82, 668. [Google Scholar] [CrossRef]
- Zhang, Z.; Geskus, R.B.; Kattan, M.W.; Zhang, H.; Liu, T. Nomogram for survival analysis in the presence of competing risks. Ann. Transl. Med. 2017, 5, 403. [Google Scholar] [CrossRef] [Green Version]
- Lê, S.; Josse, J.; Husson, F. FactoMineR: AnRPackage for Multivariate Analysis. J. Stat. Softw. 2008, 25, 1–18. [Google Scholar] [CrossRef] [Green Version]
- Holmes, B.J.; Muck, E.R. Packing Bunkers and Piles to Maximize Forage Preservation. In Proceedings of the Sixth International Dairy Housing Conference Proceeding, Minneapolis, MN, USA, 16–18 June 2007; p. 10. [Google Scholar] [CrossRef] [Green Version]
- Zhang, G.; Fang, X.; Feng, G.; Li, Y.; Zhang, Y. Silage Fermentation, Bacterial Community, and Aerobic Stability of Total Mixed Ration Containing Wet Corn Gluten Feed and Corn Stover Prepared with Different Additives. Animals 2020, 10, 1775. [Google Scholar] [CrossRef]
- Taylor, C.; Ranjit, N.; Mills, J.; Neylon, J.; Kung, L. The Effect of Treating Whole-Plant Barley with Lactobacillus buchneri 40788 on Silage Fermentation, Aerobic Stability, and Nutritive Value for Dairy Cows. J. Dairy Sci. 2002, 85, 1793–1800. [Google Scholar] [CrossRef] [Green Version]
- Johnson, L.; Harrison, J.; Davidson, D.; Mahanna, W.; Shinners, K. Corn Silage Management: Effects of Hybrid, Maturity, Inoculation, and Mechanical Processing on Fermentation Characteristics. J. Dairy Sci. 2003, 86, 287–308. [Google Scholar] [CrossRef]
- Hu, W.; Schmidt, R.; McDonell, E.; Klingerman, C.; Kung, L. The effect of Lactobacillus buchneri 40788 or Lactobacillus plantarum MTD-1 on the fermentation and aerobic stability of corn silages ensiled at two dry matter contents. J. Dairy Sci. 2009, 92, 3907–3914. [Google Scholar] [CrossRef]
- Johnson, L.; Harrison, J.; Davidson, D.; Mahanna, W.; Shinners, K.; Linder, D. Corn Silage Management: Effects of Maturity, Inoculation, and Mechanical Processing on Pack Density and Aerobic Stability. J. Dairy Sci. 2002, 85, 434–444. [Google Scholar] [CrossRef]
- Kim, S.; Adesogan, A. Influence of Ensiling Temperature, Simulated Rainfall, and Delayed Sealing on Fermentation Characteristics and Aerobic Stability of Corn Silage. J. Dairy Sci. 2006, 89, 3122–3132. [Google Scholar] [CrossRef]
- Mills, J.; Kung, L. The Effect of Delayed Ensiling and Application of a Propionic Acid-Based Additive on the Fermentation of Barley Silage. J. Dairy Sci. 2002, 85, 1969–1975. [Google Scholar] [CrossRef] [Green Version]
- Nia, S.M.; Wittenberg, K. Effect of delayed wrapping on preservation and quality of whole crop barley forage ensiled as large bales. Can. J. Anim. Sci. 2000, 80, 145–151. [Google Scholar] [CrossRef]
- Agarussi, M.C.N.; Pereira, O.G.; da Silva, L.D.; da Silva, V.P.; de Paula, R.A.; e Silva, F.F.; Ribeiro, K.G. Effect of Various Strains of Lactobacillus buchneri on the Fermentation Quality and Aerobic Stability of Corn Silage. Agriculture 2022, 12, 95. [Google Scholar] [CrossRef]
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Serva, L.; Magrin, L.; Marchesini, G.; Andrighetto, I. Short Communication: Prognostic Values of a Multiparametric Risk Score in Maize Silage Undergoing Different Ensiling Conditions. Agronomy 2022, 12, 774. https://doi.org/10.3390/agronomy12040774
Serva L, Magrin L, Marchesini G, Andrighetto I. Short Communication: Prognostic Values of a Multiparametric Risk Score in Maize Silage Undergoing Different Ensiling Conditions. Agronomy. 2022; 12(4):774. https://doi.org/10.3390/agronomy12040774
Chicago/Turabian StyleServa, Lorenzo, Luisa Magrin, Giorgio Marchesini, and Igino Andrighetto. 2022. "Short Communication: Prognostic Values of a Multiparametric Risk Score in Maize Silage Undergoing Different Ensiling Conditions" Agronomy 12, no. 4: 774. https://doi.org/10.3390/agronomy12040774