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1.
Ther Drug Monit ; 45(5): 653-659, 2023 10 01.
Article En | MEDLINE | ID: mdl-36645709

BACKGROUND: Perampanel (PER) is an oral antiepileptic drug and its concomitant use with carbamazepine (CBZ) leads to decreased PER concentrations. However, the magnitude of its influence may vary, depending on the dynamics of the enzyme induction properties of CBZ. This study aimed to develop a population pharmacokinetic (PPK) model considering the dynamics of enzyme induction and evaluate the effect of CBZ on PER pharmacokinetics. METHODS: We retrospectively collected data on patient background, laboratory tests, and prescribed drugs from electronic medical records. We developed 2 PPK models incorporating the effect of CBZ-mediated enzyme induction to describe time-concentration profiles of PER using the following different approaches: (1) treating the concomitant use of CBZ as a categorical covariate (empirical PPK model) and (2) incorporating the time-course of changes in the amount of enzyme by CBZ-mediated induction (semimechanistic PPK model). The bias and precision of the predictions were investigated by calculating the mean error, mean absolute error, and root mean squared error. RESULTS: A total of 133 PER concentrations from 64 patients were available for PPK modelling. PPK analyses showed that the co-administration of CBZ increased the clearance of PER. Goodness-of-fit plots indicated a favorable description of the observed data and low bias. The mean error, mean absolute error, and root mean square error values based on the semimechanistic model were smaller than those obtained using the empirical PPK model for predicting PER concentrations in patients with CBZ. CONCLUSIONS: We developed 2 PPK models to describe PER pharmacokinetics based on different approaches, using electronic medical record data. Our PPK models support the use of PER in clinical practice.


Carbamazepine , Epilepsy , Humans , Retrospective Studies , Enzyme Induction , Carbamazepine/therapeutic use , Epilepsy/drug therapy , Benzodiazepines/therapeutic use , Drug Interactions
2.
Br J Clin Pharmacol ; 89(2): 714-726, 2023 02.
Article En | MEDLINE | ID: mdl-36100960

AIM: A population pharmacokinetic (PPK) study of the correlation of adverse drug reactions (ADRs) with the 3HP regimen (weekly high-dose rifapentine plus isoniazid for 12 doses) for latent tuberculosis infection (LTBI) remains lacking. The purpose of this study is to determine the association of rifapentine or isoniazid concentration and ADRs. METHODS: This prospective, multicentre, observational study enrolled LTBI contacts receiving 3HP treatment between January 2017 and August 2020. The concentrations of rifapentine, isoniazid and their metabolites (25-desacetyl-rifapentine and acetyl-isoniazid) in plasma samples collected monthly after 3HP treatment were determined. A PPK model was constructed to predict the maximum concentration (Cmax ) and area under the concentration-time curve from 0 to 24 h (AUC). Their association with ADRs was evaluated by applying three multivariate logistic regression models with adjustment for various covariates. RESULTS: A total of 415 LTBI cases were ultimately enrolled; 355 (85.5%) completed the 3HP treatment. Among them, 47 (11.3%) experienced systemic drug reactions and 291 (70.0%) experienced one or more flu-like symptom. The plasma concentration-time profiles of isoniazid, rifapentine and their metabolites were adequately described by the developed models. A higher Cmax of isoniazid was significantly correlated with a higher risk of any ADR (adjusted odds ratio and 95% confidence interval: 3.04 [1.07-8.65]) and any or at least two flu-like symptoms (all severity grades) (2.76 [1.06-7.17]). CONCLUSIONS: Isoniazid may be responsible for ADRs, especially flu-like symptoms, during 3HP treatment.


Drug-Related Side Effects and Adverse Reactions , Latent Tuberculosis , Humans , Isoniazid/adverse effects , Antitubercular Agents/adverse effects , Prospective Studies , Drug Therapy, Combination , Latent Tuberculosis/epidemiology , Latent Tuberculosis/prevention & control , Latent Tuberculosis/drug therapy , Drug-Related Side Effects and Adverse Reactions/etiology
3.
Br J Clin Pharmacol ; 88(8): 3819-3828, 2022 08.
Article En | MEDLINE | ID: mdl-35338501

AIMS: Theophylline clearance is known to be reduced in patients with chronic liver diseases (CLDs) such as chronic hepatitis (CH) and liver cirrhosis (LC). The Child-Pugh (CP) score is generally used for pharmacokinetic evaluation, whilst a model for end-stage liver disease (MELD) has not yet been fully evaluated. This study aimed to predict theophylline clearance in patients with LC classified based on CP and MELD scores by population pharmacokinetic (PPK) analysis. METHODS: PPK analysis included 433 steady-state trough concentrations from 192 Japanese bronchial asthma patients with and without CLDs and was performed using NONMEM. The severity of LC was assessed by CP and MELD scores. RESULTS: The final CP and MELD models which described apparent theophylline clearance (CL/F) were obtained. The CP model showed that the mean CL/F in patients without CLDs, CH patients and LC patients with CP class A, B and C was 0.0473, 0.0413, 0.0330, 0.0280 and 0.0209 L/h kg-1 , respectively. The MELD model predicted that CL/F in patients without CLDs, CH patients and LC patients with MELD scores of <10, 10-14, 15-19, 20-24 and ≥25 was 0.0472, 0.0413, 0.0324, 0.0268, 0.0230, 0.0197 and 0.0155 L/h kg-1 , respectively. CONCLUSIONS: CL/F in various stages of LC was evaluated, and a change in CL/F was highly dependent on the severity of CLDs in both models. The MELD model provided a more accurate and precise description of theophylline clearance in LC than the CP model, which may be due to the wider dynamic range of the MELD score.


End Stage Liver Disease , Theophylline , Humans , Liver Cirrhosis , Liver Function Tests , Prognosis , Severity of Illness Index
4.
Drugs R D ; 21(4): 419-429, 2021 Dec.
Article En | MEDLINE | ID: mdl-34655050

OBJECTIVE: The aim of this study was to identify factors affecting blood concentrations of voriconazole following letermovir coadministration using population pharmacokinetic (PPK) analysis in allogeneic hematopoietic stem cell transplant (allo-HSCT) recipients. METHODS: The following data were retrospectively collected: voriconazole trough levels, patient characteristics, concomitant drugs, and laboratory information. PPK analysis was performed with NONMEM® version 7.4.3, using the first-order conditional estimation method with interaction. We collected data on plasma voriconazole steady-state trough concentrations at 216 timepoints for 47 patients. A nonlinear pharmacokinetic model with the Michaelis-Menten equation was applied to describe the relationship between steady-state trough concentration and daily maintenance dose of voriconazole. After stepwise covariate modeling, the final model was evaluated using a goodness-of-fit plot, case deletion diagnostics, and bootstrap methods. RESULTS: The maximum elimination rate (Vmax) of voriconazole in patients coadministered letermovir and methylprednisolone was 1.72 and 1.30 times larger than that in patients not coadministered these drugs, respectively, resulting in decreased voriconazole trough concentrations. The developed PPK model adequately described the voriconazole trough concentration profiles in allo-HSCT recipients. Simulations clearly showed that increased daily doses of voriconazole were required to achieve an optimal trough voriconazole concentration (1-5 mg/L) when patients received voriconazole with letermovir and/or methylprednisolone. CONCLUSIONS: The development of individualized dose adjustment is critical to achieve optimal voriconazole concentration, especially among allo-HSCT recipients receiving concomitant letermovir and/or methylprednisolone.


Hematopoietic Stem Cell Transplantation , Methylprednisolone , Acetates , Antifungal Agents , Humans , Quinazolines , Retrospective Studies , Voriconazole
5.
Drug Metab Pharmacokinet ; 41: 100403, 2021 Dec.
Article En | MEDLINE | ID: mdl-34619548

Theophylline, a beneficial drug with bronchodilatory and anti-inflammatory effects, is used for the treatment of respiratory diseases. Pulmonary (PC) and hepatic congestion (HC) are secondary to the development of left- and right-sided heart failure (HF), respectively. This study aimed to evaluate the effects of PC and HC on theophylline clearance (CL) by population pharmacokinetic (PPK) analysis with consideration of the severity of HF assessed by the New York Heart Association (NYHA) functional classification. We obtained 710 minimum steady-state concentrations from 201 Japanese bronchial asthma patients with and without HF. PPK analysis was performed by NONMEM. In the analysis, the left ventricular ejection fraction, smoking (SMK), clarithromycin (CAM), sex, and age were also considered as covariates. The final model of apparent theophylline clearance (CL/F) was as follows: CL/F (L/hr/kg) = 0.0465 × 1.40SMK × 0.870CAM × 0.863HC(+)NYHA II × 0.634HC(+)NYHA III × 0.586HC(-)NYHA IV × 0.467HC(+)NYHA IV. SMK is a well-known factor that markedly enhances theophylline clearance through the induction of CYP1A enzymes, while CAM has been reported to inhibit CYP3A4. The final model indicates that HF patients with HC show reduced clearance of theophylline depending on the severity of HF. In this study, no effects of PC were observed.


Heart Failure , Theophylline , Heart Failure/drug therapy , Humans , Kinetics , Stroke Volume , Ventricular Function, Left
6.
Ther Drug Monit ; 42(6): 829-834, 2020 12.
Article En | MEDLINE | ID: mdl-32657910

BACKGROUND: Theophylline, a xanthine derivative drug, is used for the treatment of respiratory diseases, such as asthma, and is primarily eliminated by hepatic metabolism. There is marked interindividual variability in theophylline clearance. Therefore, the aim of this study was to evaluate the influence of chronic hepatitis (CH), liver cirrhosis (LC), and other covariates on theophylline clearance by population pharmacokinetic (PPK) analysis. METHODS: The authors retrospectively obtained 496 trough concentrations of theophylline at steady state from 226 adult patients with bronchial asthma. The liver functions of the patients were classified into 3 categories: normal hepatic function, CH, and LC. The PPK analysis was performed using the NONMEM program. CH, LC, age, smoking status, coadministration of clarithromycin (CAM), and sex were considered as covariates that affected theophylline clearance. RESULTS: Theophylline clearance (CL/F per kg) was significantly influenced by CH, LC, smoking, and CAM. The final model of theophylline clearance was as follows: CL/F (L/h·kg) = 0.0484 × 1.40 × 0.861 × 0.889 × 0.557. Smoking is a well-known factor that markedly enhances CL/F through the induction of CYP1A enzymes, whereas CAM has been reported to inhibit CYP3A4. The final model for hepatic function showed that CL/F in CH and LC patients was 0.043 and 0.027 L/h/kg, respectively, and it was lower than that in patients with normal hepatic function. As theophylline clearance depends on intrinsic hepatic clearance, lower CL/F in patients with LC than in those with CH may be due to a decrease in the metabolic enzymatic capability of LC patients. CONCLUSIONS: Differences exist in theophylline clearance between CH and LC patients as per the PPK analysis.


Hepatitis, Chronic , Liver Cirrhosis , Theophylline , Adult , Hepatitis, Chronic/metabolism , Humans , Kinetics , Liver Cirrhosis/metabolism , Retrospective Studies , Theophylline/pharmacokinetics
7.
Clin Pharmacokinet ; 58(4): 403-420, 2019 04.
Article En | MEDLINE | ID: mdl-29915924

The identification of anaplastic lymphoma kinase rearrangements in 2-5% of patients with non-small-cell lung cancer led to rapid advances in the clinical development of oral tyrosine kinase inhibitors. Anaplastic lymphoma kinase inhibitors are an effective treatment in preclinical models and patients with anaplastic lymphoma kinase-translocated cancers. Four anaplastic lymphoma kinase inhibitors (crizotinib, ceritinib, alectinib, and brigatinib) have recently been approved. Post-marketing studies provided additional pharmacokinetic information on their pharmacokinetic parameters. The pharmacokinetic properties of approved anaplastic lymphoma kinase inhibitors have been reviewed herein. Findings from additional studies on the effects of drug-metabolizing enzymes, drug transporters, and drug-drug interactions have been incorporated. Crizotinib, ceritinib, and alectinib reach their maximum plasma concentrations after approximately 6 h and brigatinib after 1-4 h. These drugs are primarily metabolized by cytochrome P450 3A with other cytochrome P450 enzymes. They are mainly excreted in the feces, with only a minor fraction being eliminated in urine. Crizotinib, ceritinib, and brigatinib are substrates for the adenosine triphosphate binding-cassette transporter B1, whereas alectinib is not. The different substrate specificities of the transporters play a key role in superior blood-brain barrier penetration by alectinib than by crizotinib and ceritinib. Although the absorption, distribution, and excretion of anaplastic lymphoma kinase inhibitors are regulated by drug transporters, their transporter-mediated pharmacokinetics have not yet been elucidated in detail in patients with non-small-cell lung cancer. Further research to analyze the contribution of drug transporters to the pharmacokinetics of anaplastic lymphoma kinase inhibitors in patients with non-small-cell lung cancer will be helpful for understanding the mechanisms of the inter-individual differences in the pharmacokinetics of anaplastic lymphoma kinase inhibitors.


Anaplastic Lymphoma Kinase/antagonists & inhibitors , Carbazoles/pharmacokinetics , Carcinoma, Non-Small-Cell Lung/metabolism , Crizotinib/pharmacokinetics , Lung Neoplasms/metabolism , Organophosphorus Compounds/pharmacokinetics , Piperidines/pharmacokinetics , Protein Kinase Inhibitors/pharmacokinetics , Pyrimidines/pharmacokinetics , Sulfones/pharmacokinetics , Animals , Drug Interactions , Humans , Membrane Transport Proteins/metabolism
8.
Br J Clin Pharmacol ; 85(2): 393-402, 2019 02.
Article En | MEDLINE | ID: mdl-30394576

AIMS: The aim of the present study was to quantitate the hypoglycaemic effects of dipeptidyl peptidase-4 inhibitors (DPP-4i), glucagon-like peptide-1 receptor agonists (GLP-1r) and sodium glucose cotransporter 2 inhibitors (SGLT2i) as add-on treatments to metformin monotherapy in patients with type 2 diabetes mellitus (T2DM) using a model-based meta-analysis (MBMA). METHODS: A systematic literature search of public databases was conducted to develop models that describe the time courses of the fasting plasma glucose (FPG)- and haemoglobin A1c (HbA1c)-lowering effects of three antidiabetic classes using NONMEM 7.3.0. RESULTS: Seventy-six publications were eligible for this study, and 873 FPG and 1086 HbA1c values were collected. We developed a physiological indirect response model that described the time courses of FPG and HbA1c and simulated reductions in these values 90 days after the initiation of add-on treatments. FPG and HbA1c reductions with once weekly exenatide, liraglutide and dulaglutide were greater than those with other drugs. Mean changes from baseline FPG and HbA1c with these drugs were as follows: exenatide (-22.5 and -16.6%), liraglutide (-22.1 and -16.3%), and dulaglutide (-19.3 and -14.3%). The hypoglycaemic effects of DPP-4i and SGLT2i were similar. CONCLUSIONS: Once weekly exenatide, liraglutide and dulaglutide provided better hypoglycaemic effects among the antidiabetic drugs analysed. Long-acting GLP-1r appears to be more useful for T2DM patients inadequately controlled with metformin monotherapy.


Diabetes Mellitus, Type 2/drug therapy , Dipeptidyl-Peptidase IV Inhibitors/administration & dosage , Glucagon-Like Peptide-1 Receptor/agonists , Metformin/administration & dosage , Sodium-Glucose Transporter 2 Inhibitors/administration & dosage , Blood Glucose/analysis , Blood Glucose/drug effects , Diabetes Mellitus, Type 2/blood , Drug Administration Schedule , Drug Therapy, Combination/methods , Glycated Hemoglobin/analysis , Humans , Models, Biological , Treatment Outcome
9.
Drug Metab Pharmacokinet ; 33(6): 264-269, 2018 Dec.
Article En | MEDLINE | ID: mdl-30360949

The objective of the present study was to develop a population pharmacodynamic (PPD) model to describe the glycated hemoglobin (HbA1c)-lowering effects of metformin in type 2 diabetes mellitus patients with and without secondary failure and to characterize changes in HbA1c levels in the two subpopulations using a mixture model. Information on patients was collected retrospectively from electronic medical records. In this study, the mixture model was used to characterize the bimodal effects of metformin. A PPD analysis was performed using NONMEM 7.3.0. A physiological indirect response model, based on 829 HbA1c levels of 69 patients, described the time course for the HbA1c-lowering effects of metformin. Evidence for the different effectiveness of metformin subpopulations was provided using the mixture model. In the final PPD model, the inhibition effect was constant over a study duration in a patient subpopulation without secondary failure. In contrast, the inhibition effect decreased as a function of time after start of metformin treatment in a subpopulation with secondary failure. These results indicated that HbA1c improvements appeared to deteriorate over time in patients with secondary failure. In a PPD analysis of metformin, it was possible to assign patients with secondary failure using the mixture model.


Diabetes Mellitus, Type 2/drug therapy , Glycated Hemoglobin/metabolism , Hypoglycemic Agents/pharmacokinetics , Hypoglycemic Agents/therapeutic use , Metformin/pharmacokinetics , Metformin/therapeutic use , Adolescent , Adult , Aged , Aged, 80 and over , Diabetes Mellitus, Type 2/metabolism , Female , Glycated Hemoglobin/biosynthesis , Humans , Male , Middle Aged , Models, Biological , Regression Analysis , Young Adult
10.
J Clin Pharmacol ; 58(3): 304-313, 2018 03.
Article En | MEDLINE | ID: mdl-29045766

The aim of this study was to develop a population pharmacodynamic (PPD) model to describe uric acid (UA)-lowering effects in patients treated with febuxostat based on electronic medical records in 2 independent hospitals (university and city hospitals). Interhospital differences in the PPD model were also evaluated. We conducted the following 2 approaches to build the PPD models. A PPD model was developed separately using individual hospital data, and structural models and covariates between the two hospitals were compared (approach A). Another PPD model was developed using all available data from both hospitals, and differences between the 2 hospitals were evaluated by performing a covariate analysis on all PPD parameters (approach B). PPD analyses were performed by NONMEM using data from 358 patients. In both approaches, one indirect response model was established. In approach A, 2 diuretics (loops and thiazides) and renal function tests (Scr or BUN) were selected as covariates for the UA baseline level (serum UA levels just before the febuxostat treatment), whereas 2 diuretics and BUN were selected in approach B. A covariate analysis indicated that loops and thiazides increased UA baseline levels by 7%-14% and 6%-11%, respectively. In approach B, "hospital" was identified as a significant covariate for the UA baseline level; the baseline level was 7% higher in the city hospital. A PPD analysis may provide a precise description of the time course of the UA-lowering effects of febuxostat and quantitatively detect an interhospital difference in the UA baseline level.


Febuxostat/pharmacology , Uric Acid/metabolism , Aged , Electronic Health Records , Female , Humans , Male , Middle Aged , Models, Biological , Uric Acid/blood
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