Prediction of the Effect of Renal Impairment on the Pharmacokinetics of New Drugs
Introduction Renal impairment may have a significant impact on the pharmacokinetics of drugs. Ad hoc studies in subjects with renal impairment are required by the regulatory authorities to propose dose adjustments in these subjects, to find a dosing regimen able to provide a systemic exposure simila...
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Published in | Clinical pharmacokinetics Vol. 57; no. 4; pp. 505 - 514 |
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Main Authors | , , |
Format | Journal Article |
Language | English |
Published |
Cham
Springer International Publishing
01.04.2018
Springer Nature B.V |
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Online Access | Get full text |
ISSN | 0312-5963 1179-1926 1179-1926 |
DOI | 10.1007/s40262-017-0574-9 |
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Abstract | Introduction
Renal impairment may have a significant impact on the pharmacokinetics of drugs. Ad hoc studies in subjects with renal impairment are required by the regulatory authorities to propose dose adjustments in these subjects, to find a dosing regimen able to provide a systemic exposure similar to those in subjects with a normal renal function given the relevant clinical dose.
Methods
To evaluate the main descriptors and establish a predictive model of the effect of renal impairment on the exposure of new drugs, we considered 73 marketed drugs, for which studies in subjects with different degrees of renal impairment were available in the literature. Multivariate analysis was performed using the main pharmacokinetic parameters. Other approaches, including data mining and machine learning techniques, were tested to propose models based on a categorical definition of the exposure changes.
Results
Stepwise multivariate regression analyses revealed, as expected, that the fraction of dose excreted unchanged in urine and plasma protein binding were the factors primarily related to the change in exposure between subjects with normal and impaired renal function. Data mining techniques provided similar results.
Discussion
The pharmacokinetic predictions were however not always satisfactory, especially for drugs which, despite the negligible renal excretion, are characterized by significant increases in the systemic exposure in subjects with renal impairment. This phenomenon, interpreted considering the accumulation of endogenous metabolism inhibitors in subjects with moderate and severe renal disease (uremic toxins), cannot be fully captured and described, likely owing to an incomplete understanding of the pathophysiological phenomena and to some limitations of the available database of clinical studies. |
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AbstractList | Renal impairment may have a significant impact on the pharmacokinetics of drugs. Ad hoc studies in subjects with renal impairment are required by the regulatory authorities to propose dose adjustments in these subjects, to find a dosing regimen able to provide a systemic exposure similar to those in subjects with a normal renal function given the relevant clinical dose.
To evaluate the main descriptors and establish a predictive model of the effect of renal impairment on the exposure of new drugs, we considered 73 marketed drugs, for which studies in subjects with different degrees of renal impairment were available in the literature. Multivariate analysis was performed using the main pharmacokinetic parameters. Other approaches, including data mining and machine learning techniques, were tested to propose models based on a categorical definition of the exposure changes.
Stepwise multivariate regression analyses revealed, as expected, that the fraction of dose excreted unchanged in urine and plasma protein binding were the factors primarily related to the change in exposure between subjects with normal and impaired renal function. Data mining techniques provided similar results.
The pharmacokinetic predictions were however not always satisfactory, especially for drugs which, despite the negligible renal excretion, are characterized by significant increases in the systemic exposure in subjects with renal impairment. This phenomenon, interpreted considering the accumulation of endogenous metabolism inhibitors in subjects with moderate and severe renal disease (uremic toxins), cannot be fully captured and described, likely owing to an incomplete understanding of the pathophysiological phenomena and to some limitations of the available database of clinical studies. Introduction Renal impairment may have a significant impact on the pharmacokinetics of drugs. Ad hoc studies in subjects with renal impairment are required by the regulatory authorities to propose dose adjustments in these subjects, to find a dosing regimen able to provide a systemic exposure similar to those in subjects with a normal renal function given the relevant clinical dose.Methods To evaluate the main descriptors and establish a predictive model of the effect of renal impairment on the exposure of new drugs, we considered 73 marketed drugs, for which studies in subjects with different degrees of renal impairment were available in the literature. Multivariate analysis was performed using the main pharmacokinetic parameters. Other approaches, including data mining and machine learning techniques, were tested to propose models based on a categorical definition of the exposure changes.Results Stepwise multivariate regression analyses revealed, as expected, that the fraction of dose excreted unchanged in urine and plasma protein binding were the factors primarily related to the change in exposure between subjects with normal and impaired renal function. Data mining techniques provided similar results.Discussion The pharmacokinetic predictions were however not always satisfactory, especially for drugs which, despite the negligible renal excretion, are characterized by significant increases in the systemic exposure in subjects with renal impairment. This phenomenon, interpreted considering the accumulation of endogenous metabolism inhibitors in subjects with moderate and severe renal disease (uremic toxins), cannot be fully captured and described, likely owing to an incomplete understanding of the pathophysiological phenomena and to some limitations of the available database of clinical studies. Introduction Renal impairment may have a significant impact on the pharmacokinetics of drugs. Ad hoc studies in subjects with renal impairment are required by the regulatory authorities to propose dose adjustments in these subjects, to find a dosing regimen able to provide a systemic exposure similar to those in subjects with a normal renal function given the relevant clinical dose. Methods To evaluate the main descriptors and establish a predictive model of the effect of renal impairment on the exposure of new drugs, we considered 73 marketed drugs, for which studies in subjects with different degrees of renal impairment were available in the literature. Multivariate analysis was performed using the main pharmacokinetic parameters. Other approaches, including data mining and machine learning techniques, were tested to propose models based on a categorical definition of the exposure changes. Results Stepwise multivariate regression analyses revealed, as expected, that the fraction of dose excreted unchanged in urine and plasma protein binding were the factors primarily related to the change in exposure between subjects with normal and impaired renal function. Data mining techniques provided similar results. Discussion The pharmacokinetic predictions were however not always satisfactory, especially for drugs which, despite the negligible renal excretion, are characterized by significant increases in the systemic exposure in subjects with renal impairment. This phenomenon, interpreted considering the accumulation of endogenous metabolism inhibitors in subjects with moderate and severe renal disease (uremic toxins), cannot be fully captured and described, likely owing to an incomplete understanding of the pathophysiological phenomena and to some limitations of the available database of clinical studies. Renal impairment may have a significant impact on the pharmacokinetics of drugs. Ad hoc studies in subjects with renal impairment are required by the regulatory authorities to propose dose adjustments in these subjects, to find a dosing regimen able to provide a systemic exposure similar to those in subjects with a normal renal function given the relevant clinical dose.INTRODUCTIONRenal impairment may have a significant impact on the pharmacokinetics of drugs. Ad hoc studies in subjects with renal impairment are required by the regulatory authorities to propose dose adjustments in these subjects, to find a dosing regimen able to provide a systemic exposure similar to those in subjects with a normal renal function given the relevant clinical dose.To evaluate the main descriptors and establish a predictive model of the effect of renal impairment on the exposure of new drugs, we considered 73 marketed drugs, for which studies in subjects with different degrees of renal impairment were available in the literature. Multivariate analysis was performed using the main pharmacokinetic parameters. Other approaches, including data mining and machine learning techniques, were tested to propose models based on a categorical definition of the exposure changes.METHODSTo evaluate the main descriptors and establish a predictive model of the effect of renal impairment on the exposure of new drugs, we considered 73 marketed drugs, for which studies in subjects with different degrees of renal impairment were available in the literature. Multivariate analysis was performed using the main pharmacokinetic parameters. Other approaches, including data mining and machine learning techniques, were tested to propose models based on a categorical definition of the exposure changes.Stepwise multivariate regression analyses revealed, as expected, that the fraction of dose excreted unchanged in urine and plasma protein binding were the factors primarily related to the change in exposure between subjects with normal and impaired renal function. Data mining techniques provided similar results.RESULTSStepwise multivariate regression analyses revealed, as expected, that the fraction of dose excreted unchanged in urine and plasma protein binding were the factors primarily related to the change in exposure between subjects with normal and impaired renal function. Data mining techniques provided similar results.The pharmacokinetic predictions were however not always satisfactory, especially for drugs which, despite the negligible renal excretion, are characterized by significant increases in the systemic exposure in subjects with renal impairment. This phenomenon, interpreted considering the accumulation of endogenous metabolism inhibitors in subjects with moderate and severe renal disease (uremic toxins), cannot be fully captured and described, likely owing to an incomplete understanding of the pathophysiological phenomena and to some limitations of the available database of clinical studies.DISCUSSIONThe pharmacokinetic predictions were however not always satisfactory, especially for drugs which, despite the negligible renal excretion, are characterized by significant increases in the systemic exposure in subjects with renal impairment. This phenomenon, interpreted considering the accumulation of endogenous metabolism inhibitors in subjects with moderate and severe renal disease (uremic toxins), cannot be fully captured and described, likely owing to an incomplete understanding of the pathophysiological phenomena and to some limitations of the available database of clinical studies. |
Author | Poggesi, Italo Borella, Elisa Magni, Paolo |
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Renal impairment may have a significant impact on the pharmacokinetics of drugs. Ad hoc studies in subjects with renal impairment are required by... Renal impairment may have a significant impact on the pharmacokinetics of drugs. Ad hoc studies in subjects with renal impairment are required by the... Introduction Renal impairment may have a significant impact on the pharmacokinetics of drugs. Ad hoc studies in subjects with renal impairment are required by... |
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SubjectTerms | Cancer Computer Simulation Cytochrome Data Mining Databases, Factual Drug dosages Drugs, Investigational - administration & dosage Drugs, Investigational - pharmacokinetics Enzymes Glomerular Filtration Rate Glycoproteins Humans Internal Medicine Kidney - physiopathology Kidney diseases Kidney Diseases - diagnosis Kidney Diseases - physiopathology Medicine Medicine & Public Health Metabolism Metabolites Models, Biological Multivariate analysis Original Research Article Pharmacokinetics Pharmacology/Toxicology Pharmacotherapy Plasma Proteins Renal Elimination |
Title | Prediction of the Effect of Renal Impairment on the Pharmacokinetics of New Drugs |
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