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...

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Published in:JDS Communications
Main Authors: Joyce L. Marumo, P. Andrew LaPierre, Andres F. Ortega, Michael E. Van Amburgh
Format: Article
Language:English
Published: Elsevier 2024-01-01
Online Access:http://www.sciencedirect.com/science/article/pii/S266691022300087X
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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.
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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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