Prediction of Drug Disposition in Diabetic Patients by Means of a Physiologically Based Pharmacokinetic Model
Background and Objective Accumulating evidence has shown that diabetes mellitus may affect the pharmacokinetics of some drugs, leading to alteration of pharmacodynamics and/or toxic effects. The aim of this study was to develop a novel physiologically based pharmacokinetic (PBPK) model for predictin...
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Published in | Clinical pharmacokinetics Vol. 54; no. 2; pp. 179 - 193 |
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Main Authors | , , , , , |
Format | Journal Article |
Language | English |
Published |
Cham
Springer International Publishing
01.02.2015
Springer Nature B.V |
Subjects | |
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Abstract | Background and Objective
Accumulating evidence has shown that diabetes mellitus may affect the pharmacokinetics of some drugs, leading to alteration of pharmacodynamics and/or toxic effects. The aim of this study was to develop a novel physiologically based pharmacokinetic (PBPK) model for predicting drug pharmacokinetics in patients with type 2 diabetes mellitus quantitatively.
Methods
Contributions of diabetes-induced alteration of physiological parameters including gastric emptying rates, intestinal transit time, drug metabolism in liver and kidney functions were incorporated into the model. Plasma concentration–time profiles and pharmacokinetic parameters of seven drugs (antipyrine, nisoldipine, repaglinide, glibenclamide, glimepiride, chlorzoxazone, and metformin) in non-diabetic and diabetic patients were predicted using the developed model. The PBPK model coupled with a Monte-Carlo simulation was also used to predict the means and variability of pharmacokinetic parameters.
Results
The predicted area under the plasma concentration–time curve (AUC) and maximum (peak) concentration (
C
max
) were reasonably consistent (<2-fold errors) with the reported values. Sensitivity analysis showed that gut transit time, hepatic enzyme activity, and renal function affected the pharmacokinetic characteristics of these drugs. Shortened gut transit time only decreased the AUC of controlled-released drugs and drugs with low absorption rates. Impairment of renal function markedly altered pharmacokinetics of drugs mainly eliminated via the kidneys.
Conclusion
All of these results indicate that the developed PBPK model can quantitatively predict pharmacokinetic alterations induced by diabetes. |
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AbstractList | Accumulating evidence has shown that diabetes mellitus may affect the pharmacokinetics of some drugs, leading to alteration of pharmacodynamics and/or toxic effects. The aim of this study was to develop a novel physiologically based pharmacokinetic (PBPK) model for predicting drug pharmacokinetics in patients with type 2 diabetes mellitus quantitatively.BACKGROUND AND OBJECTIVEAccumulating evidence has shown that diabetes mellitus may affect the pharmacokinetics of some drugs, leading to alteration of pharmacodynamics and/or toxic effects. The aim of this study was to develop a novel physiologically based pharmacokinetic (PBPK) model for predicting drug pharmacokinetics in patients with type 2 diabetes mellitus quantitatively.Contributions of diabetes-induced alteration of physiological parameters including gastric emptying rates, intestinal transit time, drug metabolism in liver and kidney functions were incorporated into the model. Plasma concentration-time profiles and pharmacokinetic parameters of seven drugs (antipyrine, nisoldipine, repaglinide, glibenclamide, glimepiride, chlorzoxazone, and metformin) in non-diabetic and diabetic patients were predicted using the developed model. The PBPK model coupled with a Monte-Carlo simulation was also used to predict the means and variability of pharmacokinetic parameters.METHODSContributions of diabetes-induced alteration of physiological parameters including gastric emptying rates, intestinal transit time, drug metabolism in liver and kidney functions were incorporated into the model. Plasma concentration-time profiles and pharmacokinetic parameters of seven drugs (antipyrine, nisoldipine, repaglinide, glibenclamide, glimepiride, chlorzoxazone, and metformin) in non-diabetic and diabetic patients were predicted using the developed model. The PBPK model coupled with a Monte-Carlo simulation was also used to predict the means and variability of pharmacokinetic parameters.The predicted area under the plasma concentration-time curve (AUC) and maximum (peak) concentration (C max) were reasonably consistent (<2-fold errors) with the reported values. Sensitivity analysis showed that gut transit time, hepatic enzyme activity, and renal function affected the pharmacokinetic characteristics of these drugs. Shortened gut transit time only decreased the AUC of controlled-released drugs and drugs with low absorption rates. Impairment of renal function markedly altered pharmacokinetics of drugs mainly eliminated via the kidneys.RESULTSThe predicted area under the plasma concentration-time curve (AUC) and maximum (peak) concentration (C max) were reasonably consistent (<2-fold errors) with the reported values. Sensitivity analysis showed that gut transit time, hepatic enzyme activity, and renal function affected the pharmacokinetic characteristics of these drugs. Shortened gut transit time only decreased the AUC of controlled-released drugs and drugs with low absorption rates. Impairment of renal function markedly altered pharmacokinetics of drugs mainly eliminated via the kidneys.All of these results indicate that the developed PBPK model can quantitatively predict pharmacokinetic alterations induced by diabetes.CONCLUSIONAll of these results indicate that the developed PBPK model can quantitatively predict pharmacokinetic alterations induced by diabetes. Accumulating evidence has shown that diabetes mellitus may affect the pharmacokinetics of some drugs, leading to alteration of pharmacodynamics and/or toxic effects. The aim of this study was to develop a novel physiologically based pharmacokinetic (PBPK) model for predicting drug pharmacokinetics in patients with type 2 diabetes mellitus quantitatively. Contributions of diabetes-induced alteration of physiological parameters including gastric emptying rates, intestinal transit time, drug metabolism in liver and kidney functions were incorporated into the model. Plasma concentration-time profiles and pharmacokinetic parameters of seven drugs (antipyrine, nisoldipine, repaglinide, glibenclamide, glimepiride, chlorzoxazone, and metformin) in non-diabetic and diabetic patients were predicted using the developed model. The PBPK model coupled with a Monte-Carlo simulation was also used to predict the means and variability of pharmacokinetic parameters. The predicted area under the plasma concentration-time curve (AUC) and maximum (peak) concentration (C max) were reasonably consistent (<2-fold errors) with the reported values. Sensitivity analysis showed that gut transit time, hepatic enzyme activity, and renal function affected the pharmacokinetic characteristics of these drugs. Shortened gut transit time only decreased the AUC of controlled-released drugs and drugs with low absorption rates. Impairment of renal function markedly altered pharmacokinetics of drugs mainly eliminated via the kidneys. All of these results indicate that the developed PBPK model can quantitatively predict pharmacokinetic alterations induced by diabetes. Background and Objective Accumulating evidence has shown that diabetes mellitus may affect the pharmacokinetics of some drugs, leading to alteration of pharmacodynamics and/or toxic effects. The aim of this study was to develop a novel physiologically based pharmacokinetic (PBPK) model for predicting drug pharmacokinetics in patients with type 2 diabetes mellitus quantitatively. Methods Contributions of diabetes-induced alteration of physiological parameters including gastric emptying rates, intestinal transit time, drug metabolism in liver and kidney functions were incorporated into the model. Plasma concentration–time profiles and pharmacokinetic parameters of seven drugs (antipyrine, nisoldipine, repaglinide, glibenclamide, glimepiride, chlorzoxazone, and metformin) in non-diabetic and diabetic patients were predicted using the developed model. The PBPK model coupled with a Monte-Carlo simulation was also used to predict the means and variability of pharmacokinetic parameters. Results The predicted area under the plasma concentration–time curve (AUC) and maximum (peak) concentration ( C max ) were reasonably consistent (<2-fold errors) with the reported values. Sensitivity analysis showed that gut transit time, hepatic enzyme activity, and renal function affected the pharmacokinetic characteristics of these drugs. Shortened gut transit time only decreased the AUC of controlled-released drugs and drugs with low absorption rates. Impairment of renal function markedly altered pharmacokinetics of drugs mainly eliminated via the kidneys. Conclusion All of these results indicate that the developed PBPK model can quantitatively predict pharmacokinetic alterations induced by diabetes. |
Author | Guo, Hai-fang Liu, Li Liu, Xiao-dong Li, Jia Zhong, Zeyu Liu, Can |
Author_xml | – sequence: 1 givenname: Jia surname: Li fullname: Li, Jia organization: Center of Drug Metabolism and Pharmacokinetics, China Pharmaceutical University – sequence: 2 givenname: Hai-fang surname: Guo fullname: Guo, Hai-fang organization: Center of Drug Metabolism and Pharmacokinetics, China Pharmaceutical University – sequence: 3 givenname: Can surname: Liu fullname: Liu, Can organization: Center of Drug Metabolism and Pharmacokinetics, China Pharmaceutical University – sequence: 4 givenname: Zeyu surname: Zhong fullname: Zhong, Zeyu organization: Center of Drug Metabolism and Pharmacokinetics, China Pharmaceutical University – sequence: 5 givenname: Li surname: Liu fullname: Liu, Li email: liulee@cpu.edu.cn organization: Center of Drug Metabolism and Pharmacokinetics, China Pharmaceutical University – sequence: 6 givenname: Xiao-dong surname: Liu fullname: Liu, Xiao-dong email: xdliu@cpu.edu.cn organization: Center of Drug Metabolism and Pharmacokinetics, China Pharmaceutical University |
BackLink | https://www.ncbi.nlm.nih.gov/pubmed/25316573$$D View this record in MEDLINE/PubMed |
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Accumulating evidence has shown that diabetes mellitus may affect the pharmacokinetics of some drugs, leading to alteration of... Accumulating evidence has shown that diabetes mellitus may affect the pharmacokinetics of some drugs, leading to alteration of pharmacodynamics and/or toxic... |
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SubjectTerms | Area Under Curve Computer Simulation Diabetes Mellitus, Type 2 - blood Diabetes Mellitus, Type 2 - drug therapy Diabetes Mellitus, Type 2 - metabolism Humans Hypoglycemic Agents - blood Hypoglycemic Agents - pharmacokinetics Internal Medicine Kidney - metabolism Liver - metabolism Male Medicine Medicine & Public Health Models, Biological Monte Carlo Method Original Research Article Pharmacology/Toxicology Pharmacotherapy |
Title | Prediction of Drug Disposition in Diabetic Patients by Means of a Physiologically Based Pharmacokinetic Model |
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