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Woodward AP. Bayesian estimation in veterinary pharmacology: A conceptual and practical introduction. J Vet Pharmacol Ther 2024. [PMID: 38385655 DOI: 10.1111/jvp.13433] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2023] [Revised: 01/22/2024] [Accepted: 01/24/2024] [Indexed: 02/23/2024]
Abstract
Sophisticated mathematical and computational tools have become widespread and important in veterinary pharmacology. Although the theoretical basis and practical applications of these have been widely explored in the literature, statistical inference in the context of these models has received less attention. Optimization methods, often with frequentist statistical inference, have been predominant. In contrast, Bayesian statistics have not been widely applied, but offer both practical utility and arguably greater interpretability. Veterinary pharmacology applications are generally well supported by relevant prior information, from either existing substantive knowledge, or an understanding of study and model design. This facilitates practical implementation of Bayesian analyses that can take advantage of this knowledge. This essay will explore the specification of Bayesian models relevant to veterinary pharmacology, including demonstration of prior selection, and illustrate the capability of these models to generate practically useful statistics, including uncertainty statements, that are difficult or impossible to obtain otherwise. Case studies using simulated data will describe applications in clinical trials, pharmacodynamics, and pharmacokinetics, all including multilevel modeling. This content may serve as a suitable starting point for researchers in veterinary pharmacology and related disciplines considering Bayesian estimation for their applied work.
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Affiliation(s)
- Andrew P Woodward
- Faculty of Health, University of Canberra, Canberra, Australian Capital Territory, Australia
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Sánchez de Medina A, Serrano-Rodríguez JM, Díez de Castro E, García-Valverde MT, Saitua A, Becero M, Muñoz A, Ferreiro-Vera C, Sánchez de Medina V. Pharmacokinetics and oral bioavailability of cannabidiol in horses after intravenous and oral administration with oil and micellar formulations. Equine Vet J 2023; 55:1094-1103. [PMID: 36624043 DOI: 10.1111/evj.13923] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2022] [Accepted: 12/22/2022] [Indexed: 01/11/2023]
Abstract
BACKGROUND Intravenous pharmacokinetics and oral bioavailability of cannabidiol (CBD) with different formulations have not been investigated in horses and may represent a starting point for clinical studies. OBJECTIVES To describe pharmacokinetics after intravenous and oral administrations with oil and micellar formulations and simulate different treatments. STUDY DESIGN Single intravenous experiment and two-way randomised oral experiments, Latin-square design. METHODS Eight healthy horses received intravenous CBD at 1.00 mg/kg dose, oral CBD in sesame oil and in micellar formulation, both at 10.00 mg/kg. Concentrations were measured using LC-MS/MS and fitted by nonlinear mixed effect modelling. Parameters obtained were used to simulate single and multiple treatments at steady state. RESULTS Intravenous and oral concentrations were simultaneously fitted using a three-compartment model. Final estimates indicate that CBD has a volume of distribution of 36 L/kg associated with a systemic clearance of 1.46 L/h/kg and half-lives ranged between 24 and 34 h. Oral bioavailability was close to 14% for both oral administrations. Simulated dose regimen of CBD every 12 and 24 h predicted similar percentages to reach effective plasma concentration with both oral formulation at 10.00 mg/kg. MAIN LIMITATIONS A small horse population was used (8 horses per trial). CONCLUSIONS AND CLINICAL IMPORTANCE Oral bioavailability was low at the doses studied but fell within the range described for horse and other species. CBD had a high steady-state volume of distribution, a high clearance and long half-lives. No adverse reactions were detected at any dose or route. The micellar formulation showed a faster absorption and higher concentration peak, while the oil formulation presented lower levels, but more maintained over time. Simulations predicted that both could be useful in multiple oral dose treatments. These results indicated that CBD could be of interest, but further studies are needed to evaluate its clinical use in horses.
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Affiliation(s)
- Antonia Sánchez de Medina
- Veterinary Clinical Hospital, University of Cordoba, Córdoba, Spain
- Department of Animal Medicine and Surgery, Veterinary Faculty, University of Cordoba, Córdoba, Spain
| | | | - Elisa Díez de Castro
- Veterinary Clinical Hospital, University of Cordoba, Córdoba, Spain
- Department of Animal Medicine and Surgery, Veterinary Faculty, University of Cordoba, Córdoba, Spain
| | | | - Aritz Saitua
- Veterinary Clinical Hospital, University of Cordoba, Córdoba, Spain
| | - Mireia Becero
- Veterinary Clinical Hospital, University of Cordoba, Córdoba, Spain
| | - Ana Muñoz
- Department of Animal Medicine and Surgery, Veterinary Faculty, University of Cordoba, Córdoba, Spain
- Equine Sport Medicine Center CEMEDE, Department of Animal Medicine and Surgery, Veterinary Faculty, University of Córdoba, Córdoba, Spain
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Kingsbury MV, Hamoutene D, Kraska P, Lacoursière-Roussel A, Page F, Coyle T, Sutherland T, Gibb O, Mckindsey CW, Hartog F, Neil S, Chernoff K, Wong D, Law BA, Brager L, Baillie SM, Black M, Bungay T, Gaspard D, Hua K, Parsons GJ. Relationship between in feed drugs, antibiotics and organic enrichment in marine sediments at Canadian Atlantic salmon aquaculture sites. MARINE POLLUTION BULLETIN 2023; 188:114654. [PMID: 36736258 DOI: 10.1016/j.marpolbul.2023.114654] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/06/2022] [Revised: 01/16/2023] [Accepted: 01/20/2023] [Indexed: 06/18/2023]
Abstract
The presence of in-feed anti-sea lice drugs and their relationship with organic enrichment is poorly understood in sediment surrounding salmon farms. Using data from an aquaculture monitoring program (2018-2020), we describe this relationship at ten sites in four Canadian provinces. Three anti-sea lice pesticides (lufenuron, teflubenzuron, emamectin benzoate and metabolite desmethyl emamectin benzoate), and one antibiotic (oxytetracycline) were detected. Concentrations were often below limits of quantification. Values are also lower than those reported in other aquaculture salmon-producing countries. Highest concentrations, along with organic enrichment, were observed ~200 m of cages with lower concentrations detected up to 1.5 km away. Most samples had at least two drugs present: 75.2 % (British Columbia), 91.4 % (Newfoundland), and 54.8 % (New Brunswick/Nova Scotia) highlighting the potential for cumulative effects. Emamectin benzoate and oxytetracycline were detected four and three years respectively after last known treatments, demonstrating the need for research on overall persistence of compounds.
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Affiliation(s)
- M V Kingsbury
- St. Andrews Biological Station, Fisheries and Oceans Canada, St. Andrews, NB E5B 0E4, Canada
| | - D Hamoutene
- St. Andrews Biological Station, Fisheries and Oceans Canada, St. Andrews, NB E5B 0E4, Canada.
| | - P Kraska
- St. Andrews Biological Station, Fisheries and Oceans Canada, St. Andrews, NB E5B 0E4, Canada
| | - A Lacoursière-Roussel
- St. Andrews Biological Station, Fisheries and Oceans Canada, St. Andrews, NB E5B 0E4, Canada
| | - F Page
- St. Andrews Biological Station, Fisheries and Oceans Canada, St. Andrews, NB E5B 0E4, Canada
| | - T Coyle
- Pacific Enterprise Science Center, Fisheries and Oceans Canada, Vancouver, BC V7V 1N6, Canada
| | - T Sutherland
- Pacific Enterprise Science Center, Fisheries and Oceans Canada, Vancouver, BC V7V 1N6, Canada
| | - O Gibb
- Northwest Atlantic Fisheries Center, Fisheries and Oceans Canada, St. John's, NL A1C 5X1, Canada
| | - C W Mckindsey
- Institut Maurice-Lamontagne, Fisheries and Oceans Canada, Mont-Joli, QC G5H 3Z4, Canada
| | - F Hartog
- Institut Maurice-Lamontagne, Fisheries and Oceans Canada, Mont-Joli, QC G5H 3Z4, Canada
| | - S Neil
- St. Andrews Biological Station, Fisheries and Oceans Canada, St. Andrews, NB E5B 0E4, Canada
| | - K Chernoff
- Pacific Enterprise Science Center, Fisheries and Oceans Canada, Vancouver, BC V7V 1N6, Canada
| | - D Wong
- St. Andrews Biological Station, Fisheries and Oceans Canada, St. Andrews, NB E5B 0E4, Canada
| | - B A Law
- Bedford Institute of Oceanography, Fisheries and Oceans Canada, Dartmouth, NS B2Y 4A2, Canada
| | - L Brager
- St. Andrews Biological Station, Fisheries and Oceans Canada, St. Andrews, NB E5B 0E4, Canada
| | - S M Baillie
- St. Andrews Biological Station, Fisheries and Oceans Canada, St. Andrews, NB E5B 0E4, Canada
| | - M Black
- St. Andrews Biological Station, Fisheries and Oceans Canada, St. Andrews, NB E5B 0E4, Canada
| | - T Bungay
- Northwest Atlantic Fisheries Center, Fisheries and Oceans Canada, St. John's, NL A1C 5X1, Canada
| | - D Gaspard
- Pacific Enterprise Science Center, Fisheries and Oceans Canada, Vancouver, BC V7V 1N6, Canada
| | - K Hua
- Aquaculture, Biotechnology and Aquatic Animal Health Science Branch, Fisheries and Oceans Canada, Ottawa, ON K1A 0E6, Canada
| | - G J Parsons
- Aquaculture, Biotechnology and Aquatic Animal Health Science Branch, Fisheries and Oceans Canada, Ottawa, ON K1A 0E6, Canada
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Fritz B, Kleinhenz M, Montgomery S, Magnin G, Martin M, Weeder M, Curtis A, Coetzee J. Determination of milk concentrations and pharmacokinetics of salicylic acid following acetylsalicylic acid (aspirin) administration in postpartum dairy cows. J Dairy Sci 2022; 105:9869-9881. [DOI: 10.3168/jds.2021-21507] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2021] [Accepted: 07/20/2022] [Indexed: 11/17/2022]
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Munn R, Whittem T, Woodward AP. The Surface Area to Volume Ratio Changes the Pharmacokinetic and Pharmacodynamic Parameters in the Subcutaneous Tissue Cage Model: As Illustrated by Carprofen in Sheep. Front Vet Sci 2022; 9:905797. [PMID: 35847628 PMCID: PMC9284023 DOI: 10.3389/fvets.2022.905797] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2022] [Accepted: 05/19/2022] [Indexed: 11/13/2022] Open
Abstract
Introduction Pharmacokinetic and pharmacodynamic models can be powerful tools for predicting outcomes. Many models are based on repetitive sampling of the vascular space, due to the simplicity of obtaining samples. As many drugs do not exert their effect in the vasculature, models have been developed to sample tissues outside the bloodstream. Tissue cages are hollow devices implanted subcutaneously, or elsewhere, that are filled with fluid allowing repetitive sampling to occur. The physical dimensions of the cage, namely, the diffusible surface area to volume ratio, would be expected to change the rate of drug movement into and out of tissue cages. Methods Seven sheep were implanted with five pairs of tissue cages, subcutaneously. Each pair of cages had a different length but a fixed diffusible surface area, so the surface area to volume ratio differed. Carrageenan was injected into half of the cages in each animal during one sampling period in a cross-over design. Samples from each cage and the bloodstream were obtained at 14-time points during two sampling periods. The concentration of carprofen was measured using LC–MS/MS and the results were modeled using nonlinear mixed-effects techniques. Prostaglandin metabolites were also measured and the change over time was analyzed using linear mixed effect modeling. Results The presence of carrageenan within an animal changed the systemic pharmacokinetics of carprofen. The rate of drug movement into and out of the tissue cages varied with the surface area to volume ratio. The concentration time curve for prostaglandin metabolites changed with cage size. Conclusion The surface area volume ratio of tissue cages will influence the calculated pharmacokinetic parameters and may affect calculated pharmacodynamics, thus, it is an important factor to consider when using tissue cage data for dosing regimes.
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Affiliation(s)
- Richard Munn
- Faculty of Veterinary and Agricultural Sciences, University of Melbourne, Werribee, VIC, Australia
- Cognosco, Anexa, Morrinsville, New Zealand
- *Correspondence: Richard Munn
| | - Ted Whittem
- Faculty of Veterinary and Agricultural Sciences, University of Melbourne, Werribee, VIC, Australia
- Division of Tropical Health and Medicine, College of Public Health, Medical and Veterinary Sciences, James Cook University, Townsville, QLD, Australia
| | - Andrew P. Woodward
- Faculty of Veterinary and Agricultural Sciences, University of Melbourne, Werribee, VIC, Australia
- Faculty of Health, University of Canberra, Canberra, ACT, Australia
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Poźniak B, Tikhomirov M, Motykiewicz-Pers K, Bobrek K, Świtała M. Allometric Optimization of Enrofloxacin Dosage in Growing Male Turkeys: Empirical Evidence for Improved Internal Exposure. Antibiotics (Basel) 2020; 9:antibiotics9120925. [PMID: 33353249 PMCID: PMC7766516 DOI: 10.3390/antibiotics9120925] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2020] [Revised: 12/17/2020] [Accepted: 12/18/2020] [Indexed: 11/16/2022] Open
Abstract
Rapid weight gain in turkeys causes a major change in the pharmacokinetics of drugs, leading to age-dependent variability in the internal exposure and, possibly, treatment failure and/or selection for antimicrobial resistance in young individuals. The aim of the study was to investigate whether a non-linear dosing protocol that accounts for the previously established allometric relation between enrofloxacin clearance and body weight (BW) may optimize the internal exposure to enrofloxacin in growing male turkeys. Enrofloxacin was administered four times, between the age of 5 and 16.5 weeks, when the turkeys’ BW increased from 1.47 to 14.92 kg. Enrofloxacin was given intravenously (i.v.) or orally at the dose calculated as follows: Dose = 30 × BW0.59. After i.v. administration, the internal exposure to the drug—quantified as the area under the concentration–time curve (AUC)—was showing little age-related variation. The coefficient of variation (CV) for AUC in all individuals (15.7%) was only slightly higher than within the age groups (5.4–13.7%). After oral drug administration, CV for AUC in all individuals (22.1%) was similar as within the age groups (8.7–32.2%). These results show that intra-species allometric scaling may be efficiently implemented in the non-linear approach to enrofloxacin dosage in turkeys in order to obtain a precise internal exposure for the optimal antimicrobial effect.
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Affiliation(s)
- Błażej Poźniak
- Department of Pharmacology and Toxicology, Faculty of Veterinary Medicine, Wroclaw University of Environmental and Life Sciences, ul. Norwida 31, 50-375 Wrocław, Poland; (M.T.); (K.M.-P.); (M.Ś.)
- Correspondence: ; Tel.: +48-71-320-5403
| | - Marta Tikhomirov
- Department of Pharmacology and Toxicology, Faculty of Veterinary Medicine, Wroclaw University of Environmental and Life Sciences, ul. Norwida 31, 50-375 Wrocław, Poland; (M.T.); (K.M.-P.); (M.Ś.)
| | - Karolina Motykiewicz-Pers
- Department of Pharmacology and Toxicology, Faculty of Veterinary Medicine, Wroclaw University of Environmental and Life Sciences, ul. Norwida 31, 50-375 Wrocław, Poland; (M.T.); (K.M.-P.); (M.Ś.)
| | - Kamila Bobrek
- Department of Epizootiology and Clinic of Birds and Exotic Animals, Faculty of Veterinary Medicine, Wroclaw University of Environmental and Life Sciences, pl. Grunwaldzki 45, 50-366 Wrocław, Poland;
| | - Marcin Świtała
- Department of Pharmacology and Toxicology, Faculty of Veterinary Medicine, Wroclaw University of Environmental and Life Sciences, ul. Norwida 31, 50-375 Wrocław, Poland; (M.T.); (K.M.-P.); (M.Ś.)
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Woodward AP, Morin D, Whittem T. Population physiologically based modeling of pirlimycin milk concentrations in dairy cows. J Dairy Sci 2020; 103:10639-10650. [PMID: 32921458 DOI: 10.3168/jds.2020-18760] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/21/2020] [Accepted: 06/16/2020] [Indexed: 12/31/2022]
Abstract
Predictions of drug residues in milk are critical in food protection and are a major consideration in the economics of treatment of mastitis in dairy cows. Nonlinear mixed-effects modeling (NLME) has been advocated as a suitable pharmaco-statistical method for the study of drug residues in milk. Recent developments in physiologically based pharmacokinetic (PBPK) modeling of intramammary drugs allow the combination of a mechanistic description of milk pharmacokinetics with NLME methods. The PBPK model was applied to NLME analysis of a data set consisting of milk drug concentrations from 78 healthy cows and 117 with clinical mastitis. Pirlimycin milk pharmacokinetics were adequately described by the model across the range of observed concentrations. Mastitis was characterized by increased variance in milk production volume. Udder residual volume was larger in cows with 1, or 2 or greater diseased mammary glands than in the healthy cows. Low-producing cows had a greater risk of prolonged milk residues. With the exclusion of the low-production cows, the model predicted that healthy cows required a milk discard time 12 h longer than that indicated by the label, and the diseased cows 36 h longer than indicated by the label. More pirlimycin was systemically absorbed in the gram-positive infected compared with the gram-negative infected or healthy cows, suggesting a greater risk of violative meat residues in gram-positive infected cows. Using NLME and PBPK models, we identified factors associated with changes in pirlimycin milk residues that may affect food safety. This model extends the verification of a simple physiologically based framework for the study of intramammary drugs.
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Affiliation(s)
- A P Woodward
- Faculty of Veterinary and Agricultural Sciences, The University of Melbourne, Werribee, Australia, 3030.
| | - D Morin
- College of Veterinary Medicine, University of Illinois, Urbana 61802
| | - T Whittem
- Melbourne Veterinary School, Melbourne, Victoria, Australia, 3030
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Bermingham E, Davis JL, Whittem T. Study design synopsis: Designing and performing pharmacokinetic studies for systemically administered drugs in horses. Equine Vet J 2020; 52:643-650. [PMID: 32748990 DOI: 10.1111/evj.13312] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/05/2020] [Revised: 06/02/2020] [Accepted: 06/05/2020] [Indexed: 11/29/2022]
Abstract
The goal of this editorial is to discuss best practice design, execution and reporting of a pharmacokinetic (PK) study in horses. Our target readers are clinicians who plan to perform this type of research, in a field, clinic or research setting but we also hope that this article might help readers of such work to appraise the articles and understand the quality of the studies. Our emphasis will be on appropriate study design and analytical method, drug and drug formulation choice and route of administration, animal choice, sample collection, storage and shipping, and reporting, rather than the PK data analysis itself.
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Affiliation(s)
| | - Jennifer L Davis
- Virginia-Maryland College of Veterinary Medicine, Blacksburg, VA, USA
| | - Ted Whittem
- University of Melbourne, Melbourne Veterinary School, Werribee, VIC, Australia
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Woodward AP, Whittem T. Physiologically based modelling of the pharmacokinetics of three beta-lactam antibiotics after intra-mammary administration in dairy cows. J Vet Pharmacol Ther 2019; 42:693-706. [PMID: 31553070 DOI: 10.1111/jvp.12812] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/26/2019] [Revised: 08/18/2019] [Accepted: 08/20/2019] [Indexed: 12/17/2022]
Abstract
Understanding the pharmacokinetics of intra-mammary antibiotics is important for the prediction of drug residues in milk and for the design of optimal dosage regimens. Unfortunately, compartmental pharmacokinetic models are not valid for this unique system. A minimal physiologically based pharmacokinetic model is presented incorporating the physiology of milk secretion, drug administration at the quarter level, drug absorption and dispersion, drug retention during the inter-milking interval and episodic drug elimination at milking. The primary objective of the study was the development and exploration of a model for major factors controlling drug concentration in milk, rather than generation of rigorously predictive pharmaco-statistical models for any particular drug. This model was implemented in a two-stage approach, using published concentration data for penicillin, cefuroxime, cephapirin and desacetyl-cephapirin in milk of healthy cows. Model simulations evaluated sensitivity and developed predictions of drug residues. The model successfully predicted both drug concentrations and drug residues in milk. The postmilking residual milk volume did not adequately explain antibiotic pharmacokinetics, requiring additional considerations for drug retention. Local sensitivity analysis indicated that increasing the number of quarters treated, the dosage, or the duration of the inter-milking interval prolonged both the persistence of drug residues and the duration that antibiotic concentration exceeded typical minimum inhibitory concentrations. The model was flexible across different beta-lactam drugs as a general description of intra-mammary pharmacokinetics. This model is suitable for the design and analysis of dosage regimens, and could be applied for the prediction of withholding periods when these antibiotic preparations are used off-label. The final model indicates that explicit consideration of the milking regimen is fundamental to the design and interpretation of pharmacokinetic studies of antibiotics in bovine milk.
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Affiliation(s)
- Andrew P Woodward
- Faculty of Veterinary and Agricultural Sciences, The University of Melbourne, Werribee, Australia
| | - Ted Whittem
- Melbourne Veterinary School, The University of Melbourne, Werribee, Australia
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