Predicting orthophosphate in feces and manure from dairy cattle
Dairy cattle excreta are a valuable source of orthophosphate (Ortho-P), an inorganic form of phosphorus (P) that is readily available for microorganisms, plant growth, and development. There is, however, a growing environmental concern about the potential negative environmental impact of excessive a...
| Published in: | JDS Communications |
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| Main Authors: | , , , |
| Format: | Article |
| Language: | English |
| Published: |
Elsevier
2024-01-01
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| Online Access: | http://www.sciencedirect.com/science/article/pii/S266691022300087X |
| _version_ | 1850110453986885632 |
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| author | Joyce L. Marumo P. Andrew LaPierre Andres F. Ortega Michael E. Van Amburgh |
| author_facet | Joyce L. Marumo P. Andrew LaPierre Andres F. Ortega Michael E. Van Amburgh |
| author_sort | Joyce L. Marumo |
| collection | DOAJ |
| container_title | JDS Communications |
| description | Dairy cattle excreta are a valuable source of orthophosphate (Ortho-P), an inorganic form of phosphorus (P) that is readily available for microorganisms, plant growth, and development. There is, however, a growing environmental concern about the potential negative environmental impact of excessive amounts of Ortho-P excretion, which can lead to the eutrophication of water bodies. As a result, the development of mathematical equations to quantify and manage Ortho-P excretion on dairy farms could prove valuable for environmental sustainability. This study aimed to use literature data to develop empirical predictions for Ortho-P (g/kg dry matter [DM]) excretion using total P (TP [g/kg DM]) content of dairy cattle feces (Ortho-Pf) and manure (Ortho-Pm). Data sets from studies that evaluated and characterized the different forms of P in feces and manure from dairy cattle were compiled. After outlier exclusion, the final retained database for feces included 37 treatment means from 4 published papers while the manure comprised 23 treatment means from 7 published papers. A linear-mixed model was used to develop the predictive equations, incorporating the random effect of the study. A leave-one-out cross-validation procedure was used to evaluate the predictive ability of the developed models, whereby studies were regarded as folds. The fecal equation was determined as Ortho-Pf (g/kg DM) = −2.447 (0.572) + 0.966 (0.083) × TP (g/kg DM) (R2 = 0.79) and resulted in a root mean square prediction error as a percentage of mean observed value (RMSPE, %) of 32.8% and error due to random sources of 97.6%. Additionally, the manure equation was determined as Ortho-Pm (g/kg) = −0.204 (0.446) + 0.590 (0.065) × TP (g/kg) (R2 = 0.77) and had an RMSPE of 43.3% with a random error of 93.9%. Both models revealed minimal mean and slope biases on feces and manure data. Findings suggest that these sets of equations can be used to estimate excreted Ortho-P from total excreted P, helping nutritionists and farmers to understand the impact of dietary P changes on the environment. Further, these equations can be incorporated into extant models such as the Cornell Net Carbohydrate and Protein System (CNCPS) to aid in understanding and mitigating P and Ortho-P excretion from dairy cattle and to clarify the portion of P that migrates more rapidly into watersheds. |
| format | Article |
| id | doaj-art-ca39749d32fa4600a3dc89b1506572df |
| institution | Directory of Open Access Journals |
| issn | 2666-9102 |
| language | English |
| publishDate | 2024-01-01 |
| publisher | Elsevier |
| record_format | Article |
| spelling | doaj-art-ca39749d32fa4600a3dc89b1506572df2025-08-19T23:59:51ZengElsevierJDS Communications2666-91022024-01-0151182210.3168/jdsc.2023-0388Predicting orthophosphate in feces and manure from dairy cattleJoyce L. Marumo0P. Andrew LaPierre1Andres F. Ortega2Michael E. Van Amburgh3Corresponding authors; Corresponding authors; Department of Animal Science, Cornell University, Ithaca, NY 14853Department of Animal Science, Cornell University, Ithaca, NY 14853Department of Animal Science, Cornell University, Ithaca, NY 14853Corresponding authors; Department of Animal Science, Cornell University, Ithaca, NY 14853Dairy cattle excreta are a valuable source of orthophosphate (Ortho-P), an inorganic form of phosphorus (P) that is readily available for microorganisms, plant growth, and development. There is, however, a growing environmental concern about the potential negative environmental impact of excessive amounts of Ortho-P excretion, which can lead to the eutrophication of water bodies. As a result, the development of mathematical equations to quantify and manage Ortho-P excretion on dairy farms could prove valuable for environmental sustainability. This study aimed to use literature data to develop empirical predictions for Ortho-P (g/kg dry matter [DM]) excretion using total P (TP [g/kg DM]) content of dairy cattle feces (Ortho-Pf) and manure (Ortho-Pm). Data sets from studies that evaluated and characterized the different forms of P in feces and manure from dairy cattle were compiled. After outlier exclusion, the final retained database for feces included 37 treatment means from 4 published papers while the manure comprised 23 treatment means from 7 published papers. A linear-mixed model was used to develop the predictive equations, incorporating the random effect of the study. A leave-one-out cross-validation procedure was used to evaluate the predictive ability of the developed models, whereby studies were regarded as folds. The fecal equation was determined as Ortho-Pf (g/kg DM) = −2.447 (0.572) + 0.966 (0.083) × TP (g/kg DM) (R2 = 0.79) and resulted in a root mean square prediction error as a percentage of mean observed value (RMSPE, %) of 32.8% and error due to random sources of 97.6%. Additionally, the manure equation was determined as Ortho-Pm (g/kg) = −0.204 (0.446) + 0.590 (0.065) × TP (g/kg) (R2 = 0.77) and had an RMSPE of 43.3% with a random error of 93.9%. Both models revealed minimal mean and slope biases on feces and manure data. Findings suggest that these sets of equations can be used to estimate excreted Ortho-P from total excreted P, helping nutritionists and farmers to understand the impact of dietary P changes on the environment. Further, these equations can be incorporated into extant models such as the Cornell Net Carbohydrate and Protein System (CNCPS) to aid in understanding and mitigating P and Ortho-P excretion from dairy cattle and to clarify the portion of P that migrates more rapidly into watersheds.http://www.sciencedirect.com/science/article/pii/S266691022300087X |
| spellingShingle | Joyce L. Marumo P. Andrew LaPierre Andres F. Ortega Michael E. Van Amburgh Predicting orthophosphate in feces and manure from dairy cattle |
| title | Predicting orthophosphate in feces and manure from dairy cattle |
| title_full | Predicting orthophosphate in feces and manure from dairy cattle |
| title_fullStr | Predicting orthophosphate in feces and manure from dairy cattle |
| title_full_unstemmed | Predicting orthophosphate in feces and manure from dairy cattle |
| title_short | Predicting orthophosphate in feces and manure from dairy cattle |
| title_sort | predicting orthophosphate in feces and manure from dairy cattle |
| url | http://www.sciencedirect.com/science/article/pii/S266691022300087X |
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