Pub Date : 2025-11-25DOI: 10.1007/s13318-025-00973-0
Ivan Maray, Claudia Orallo, Mateo Eiora-Osoro, Laina Oyague, Miguel Alaguero-Calero, Pablo Valledor, Javier Fernández
Background and objective: Voriconazole is a broad-spectrum antifungal agent whose efficacy and toxicity are closely related to plasma concentrations, which are highly variable between individuals. Therapeutic drug monitoring (TDM) helps optimize its use but is not always available. In this context, machine learning may help predict subtherapeutic or supratherapeutic levels before TDM results are obtained.
Methods: This was a single-center retrospective study conducted between May 2021 and June 2024 in a tertiary hospital in northern Spain. Adult patients treated with voriconazole for at least 3 days and with a steady-state plasma level measurement were included. Clinical, laboratory, and treatment-related variables were collected. Supervised machine learning models (random forest, support vector machines (SVM), XGBoost, etc.) were trained to classify plasma levels as subtherapeutic, therapeutic, or supratherapeutic.
Results: A total of 147 patients were included (65% male; median age 65 years). Therapeutic concentrations were found in 71% of patients, supratherapeutic in 15%, and subtherapeutic in 14%. Significant differences were observed on the basis of route of administration, dosage form, age, liver function, and certain comorbidities. Aspartate aminotransferase (AST), glomerular filtration rate, and administration route were the most relevant predictors in the models. Random forest achieved the best performance (area under the curve (AUC) 0.675), though still below the threshold for clinical applicability.
Conclusions: Although machine learning models identified relevant predictors of voriconazole exposure, their predictive accuracy was limited and insufficient to replace therapeutic drug monitoring. TDM remains essential for individualized and safe dosing. Integrating pharmacogenetic data and hybrid models combining TDM and computational tools may improve predictive performance and clinical applicability.
{"title":"Beyond Algorithms: Machine Learning and Clinical Determinants of Voriconazole Plasma Levels in Therapeutic Drug Monitoring.","authors":"Ivan Maray, Claudia Orallo, Mateo Eiora-Osoro, Laina Oyague, Miguel Alaguero-Calero, Pablo Valledor, Javier Fernández","doi":"10.1007/s13318-025-00973-0","DOIUrl":"https://doi.org/10.1007/s13318-025-00973-0","url":null,"abstract":"<p><strong>Background and objective: </strong>Voriconazole is a broad-spectrum antifungal agent whose efficacy and toxicity are closely related to plasma concentrations, which are highly variable between individuals. Therapeutic drug monitoring (TDM) helps optimize its use but is not always available. In this context, machine learning may help predict subtherapeutic or supratherapeutic levels before TDM results are obtained.</p><p><strong>Methods: </strong>This was a single-center retrospective study conducted between May 2021 and June 2024 in a tertiary hospital in northern Spain. Adult patients treated with voriconazole for at least 3 days and with a steady-state plasma level measurement were included. Clinical, laboratory, and treatment-related variables were collected. Supervised machine learning models (random forest, support vector machines (SVM), XGBoost, etc.) were trained to classify plasma levels as subtherapeutic, therapeutic, or supratherapeutic.</p><p><strong>Results: </strong>A total of 147 patients were included (65% male; median age 65 years). Therapeutic concentrations were found in 71% of patients, supratherapeutic in 15%, and subtherapeutic in 14%. Significant differences were observed on the basis of route of administration, dosage form, age, liver function, and certain comorbidities. Aspartate aminotransferase (AST), glomerular filtration rate, and administration route were the most relevant predictors in the models. Random forest achieved the best performance (area under the curve (AUC) 0.675), though still below the threshold for clinical applicability.</p><p><strong>Conclusions: </strong>Although machine learning models identified relevant predictors of voriconazole exposure, their predictive accuracy was limited and insufficient to replace therapeutic drug monitoring. TDM remains essential for individualized and safe dosing. Integrating pharmacogenetic data and hybrid models combining TDM and computational tools may improve predictive performance and clinical applicability.</p>","PeriodicalId":11939,"journal":{"name":"European Journal of Drug Metabolism and Pharmacokinetics","volume":" ","pages":""},"PeriodicalIF":2.4,"publicationDate":"2025-11-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145602662","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-11-25DOI: 10.1007/s13318-025-00975-y
Michael Weiss
{"title":"Recalling the Definition of Basic Pharmacokinetic Parameters to Avoid Potential Pitfalls.","authors":"Michael Weiss","doi":"10.1007/s13318-025-00975-y","DOIUrl":"https://doi.org/10.1007/s13318-025-00975-y","url":null,"abstract":"","PeriodicalId":11939,"journal":{"name":"European Journal of Drug Metabolism and Pharmacokinetics","volume":" ","pages":""},"PeriodicalIF":2.4,"publicationDate":"2025-11-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145602855","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-11-17DOI: 10.1007/s13318-025-00972-1
G van Weringh, H J de Haas, L de Haan, D J Touw, M B de Koning
Background and objective: Fluvoxamine, a potent CYP1A2 inhibitor, increases clozapine serum concentrations by inhibiting its N-dealkylation to norclozapine, thus reducing norclozapine formation and increasing the clozapine/norclozapine ratio. Clinically, fluvoxamine may reduce clozapine tablet burden and mitigate norclozapine-related metabolic side-effects. However, clinical guidance on this co-administration is limited. The current study evaluates the effect of fluvoxamine and its dose on clozapine and norclozapine concentrations and their ratio, while exploring potential influencing factors.
Methods: Patients from long-stay psychiatric wards were included if they had been or were currently receiving clozapine and fluvoxamine, with available steady-state concentrations with and without fluvoxamine coadministraton. Dose-adjusted clozapine and norclozapine concentrations (C/D, ng/mL per mg/day) and their ratios were compared among the two conditions using the Wilcoxon signed-rank test. Median fold increases and associations with clinical variables (e.g. gender, smoking, dosing frequency, baseline clozapine level, fluvoxamine dose), were analysed using Mann-Whitney U tests.
Results: Sixty-seven patients were included. During fluvoxamine co-administration, median C/D clozapine increased from 0.70 to 1.72, C/D norclozapine from 0.43 to 0.80 and the clozapine/norclozapine ratio from 1.66 to 2.16 (all p < 0.001). Median fold increases were 2.51 (clozapine), 1.92 (norclozapine) and 1.27 (clozapine/norclozapine ratio). Greater increases were observed with fluvoxamine doses > 25 mg and baseline clozapine levels < 350 ng/mL, without a significant increase in clozapine/norclozapine ratio. Other factors showed no significant association.
Conclusion: Fluvoxamine significantly increases clozapine and norclozapine concentrations, and their ratio. Doses > 25 mg lead to greater fold increases and more variability. Initiation at 25 mg with a 50% clozapine dose reduction is recommended.
{"title":"The Impact of Fluvoxamine on Clozapine and Norclozapine Serum Concentrations.","authors":"G van Weringh, H J de Haas, L de Haan, D J Touw, M B de Koning","doi":"10.1007/s13318-025-00972-1","DOIUrl":"10.1007/s13318-025-00972-1","url":null,"abstract":"<p><strong>Background and objective: </strong>Fluvoxamine, a potent CYP1A2 inhibitor, increases clozapine serum concentrations by inhibiting its N-dealkylation to norclozapine, thus reducing norclozapine formation and increasing the clozapine/norclozapine ratio. Clinically, fluvoxamine may reduce clozapine tablet burden and mitigate norclozapine-related metabolic side-effects. However, clinical guidance on this co-administration is limited. The current study evaluates the effect of fluvoxamine and its dose on clozapine and norclozapine concentrations and their ratio, while exploring potential influencing factors.</p><p><strong>Methods: </strong>Patients from long-stay psychiatric wards were included if they had been or were currently receiving clozapine and fluvoxamine, with available steady-state concentrations with and without fluvoxamine coadministraton. Dose-adjusted clozapine and norclozapine concentrations (C/D, ng/mL per mg/day) and their ratios were compared among the two conditions using the Wilcoxon signed-rank test. Median fold increases and associations with clinical variables (e.g. gender, smoking, dosing frequency, baseline clozapine level, fluvoxamine dose), were analysed using Mann-Whitney U tests.</p><p><strong>Results: </strong>Sixty-seven patients were included. During fluvoxamine co-administration, median C/D clozapine increased from 0.70 to 1.72, C/D norclozapine from 0.43 to 0.80 and the clozapine/norclozapine ratio from 1.66 to 2.16 (all p < 0.001). Median fold increases were 2.51 (clozapine), 1.92 (norclozapine) and 1.27 (clozapine/norclozapine ratio). Greater increases were observed with fluvoxamine doses > 25 mg and baseline clozapine levels < 350 ng/mL, without a significant increase in clozapine/norclozapine ratio. Other factors showed no significant association.</p><p><strong>Conclusion: </strong>Fluvoxamine significantly increases clozapine and norclozapine concentrations, and their ratio. Doses > 25 mg lead to greater fold increases and more variability. Initiation at 25 mg with a 50% clozapine dose reduction is recommended.</p>","PeriodicalId":11939,"journal":{"name":"European Journal of Drug Metabolism and Pharmacokinetics","volume":" ","pages":""},"PeriodicalIF":2.4,"publicationDate":"2025-11-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145539527","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-11-05DOI: 10.1007/s13318-025-00969-w
Femke A Elzinga, Andrea R Hernandez-Hernandez, Hubert P J van der Doef, Jos G W Kosterink, Erik A H Loeffen, René Scheenstra, Arno R Bourgonje, Daan J Touw, Paola Mian
Introduction: Despite dosing protocols and tight therapeutic drug monitoring (TDM), tacrolimus concentrations remain highly variable in pediatric liver transplant (LTx) recipients during the first month post-transplantation. The objective of this study was to describe weight-adjusted tacrolimus concentration-to-dose (C/D/kg) ratios and to identify physical, clinical, and laboratory parameters associated with interpatient pharmacokinetic (PK) variability in hospitalized children during the first month post-LTx.
Methods: In this single-center retrospective cohort study (January 2018-October 2021), we calculated C/D/kg ratios for 36 LTx recipients aged 0-2 years. Descriptive statistics and linear mixed models characterized changes in tacrolimus C/D/kg ratios over time, and we determined the percentage of concentrations within six predefined ranges (0-4, 4-6, 6-8, 8-10, 10-15, and > 15 μg/L).
Results: In total, 524 trough concentrations of orally administered tacrolimus were analyzed. Tacrolimus C/D/kg ratios ranged from 0.19 to 0.75, demonstrating substantial interpatient variability. Time post-transplantation, alanine aminotransferase, aspartate aminotransferase, total bilirubin, coadministration of corticosteroids, spironolactone, fluconazole, fentanyl, amlodipine, flucloxacillin, and ciprofloxacin were significantly associated with interpatient variability (P < 0.05 for all). In the first week, 40.0% tacrolimus trough concentrations were below 4 μg/L, and using TDM the distribution shifted towards the therapeutic mid-range (6-10 μg/L).
Conclusion: TDM of tacrolimus is often not enough to obtain the concentrations in the therapeutic range. Identifying cofounders for variability a priori is essential for guiding efficient and accurate dosing, shifting the focus from reactive TDM towards better dosing strategies that improve PK predictions and ultimately improve therapy for pediatric LTx recipients.
{"title":"Tacrolimus Pharmacokinetics in Pediatric Liver Transplant Recipients During the First Month After Transplantation.","authors":"Femke A Elzinga, Andrea R Hernandez-Hernandez, Hubert P J van der Doef, Jos G W Kosterink, Erik A H Loeffen, René Scheenstra, Arno R Bourgonje, Daan J Touw, Paola Mian","doi":"10.1007/s13318-025-00969-w","DOIUrl":"https://doi.org/10.1007/s13318-025-00969-w","url":null,"abstract":"<p><strong>Introduction: </strong>Despite dosing protocols and tight therapeutic drug monitoring (TDM), tacrolimus concentrations remain highly variable in pediatric liver transplant (LTx) recipients during the first month post-transplantation. The objective of this study was to describe weight-adjusted tacrolimus concentration-to-dose (C/D/kg) ratios and to identify physical, clinical, and laboratory parameters associated with interpatient pharmacokinetic (PK) variability in hospitalized children during the first month post-LTx.</p><p><strong>Methods: </strong>In this single-center retrospective cohort study (January 2018-October 2021), we calculated C/D/kg ratios for 36 LTx recipients aged 0-2 years. Descriptive statistics and linear mixed models characterized changes in tacrolimus C/D/kg ratios over time, and we determined the percentage of concentrations within six predefined ranges (0-4, 4-6, 6-8, 8-10, 10-15, and > 15 μg/L).</p><p><strong>Results: </strong>In total, 524 trough concentrations of orally administered tacrolimus were analyzed. Tacrolimus C/D/kg ratios ranged from 0.19 to 0.75, demonstrating substantial interpatient variability. Time post-transplantation, alanine aminotransferase, aspartate aminotransferase, total bilirubin, coadministration of corticosteroids, spironolactone, fluconazole, fentanyl, amlodipine, flucloxacillin, and ciprofloxacin were significantly associated with interpatient variability (P < 0.05 for all). In the first week, 40.0% tacrolimus trough concentrations were below 4 μg/L, and using TDM the distribution shifted towards the therapeutic mid-range (6-10 μg/L).</p><p><strong>Conclusion: </strong>TDM of tacrolimus is often not enough to obtain the concentrations in the therapeutic range. Identifying cofounders for variability a priori is essential for guiding efficient and accurate dosing, shifting the focus from reactive TDM towards better dosing strategies that improve PK predictions and ultimately improve therapy for pediatric LTx recipients.</p>","PeriodicalId":11939,"journal":{"name":"European Journal of Drug Metabolism and Pharmacokinetics","volume":" ","pages":""},"PeriodicalIF":2.4,"publicationDate":"2025-11-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145444180","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-11-03DOI: 10.1007/s13318-025-00970-3
Ailin C Avila, Ezequiel Bernabeu, Diego Chiappetta, Ana M Rojas, Valeria P Tripodi
Background: Coenzyme Q10 (CoQ10) plays a vital role in mitochondrial bioenergetics and functions as a potent endogenous antioxidant. Low CoQ10 levels have been associated with various neurodegenerative, metabolic, muscular, and cardiovascular disorders. Early intervention with high-dose oral CoQ10 (5-50 mg/kg/day) can mitigate disease progression and delay the onset of renal disease. We recently developed an emulgel matrix that facilitates the ingestion of high-dose, oil-dissolved CoQ10 for patients with CoQ10 deficiency and secondary dysphagia.
Objective: To evaluate the bioavailability and cellular compatibility of this novel CoQ10 emulgel.
Methods: Two exploratory studies were conducted in healthy adults: a randomized cross-over single-dose trial (n = 6) and a 14-day repeated-dose trial (n = 12) comparing 1 g of CoQ10 administered as emulgel (25 g serving) or solid capsules (2 × size-00). Plasma CoQ10 concentrations were determined by validated HPLC-UV and pharmacokinetic parameters were analyzed using noncompartmental methods. Cellular compatibility was assessed in Vero cells.
Results: The single-dose study in healthy adults demonstrated equivalent bioavailability of 1 g CoQ10 administered via emulgel (25 g serving) and solid capsules (1 g CoQ10 in two size-00 capsules). However, CoQ10 in the emulgel exhibited faster and more efficient absorption. A 14-day repeated-dose study revealed significant higher plasma CoQ10 concentrations with emulgel administration, potentially achieving therapeutic levels. A cellular compatibility assay confirmed the safety of the emulgel.
Conclusions: These findings indicate that the emulgel matrix does not compromise the bioavailability of oil-dissolved CoQ10 and offers a promising, safe, and comfortable alternative for patients with dysphagia requiring long-term, high-dose CoQ10 supplementation.
{"title":"Bioavailability and Cellular Compatibility of a Novel Coenzyme Q<sub>10</sub> Emulgel as an Alternative Oral Delivery System for Patients with Dysphagia: Preliminary Results from a Randomized Study.","authors":"Ailin C Avila, Ezequiel Bernabeu, Diego Chiappetta, Ana M Rojas, Valeria P Tripodi","doi":"10.1007/s13318-025-00970-3","DOIUrl":"https://doi.org/10.1007/s13318-025-00970-3","url":null,"abstract":"<p><strong>Background: </strong>Coenzyme Q<sub>10</sub> (CoQ<sub>10</sub>) plays a vital role in mitochondrial bioenergetics and functions as a potent endogenous antioxidant. Low CoQ<sub>10</sub> levels have been associated with various neurodegenerative, metabolic, muscular, and cardiovascular disorders. Early intervention with high-dose oral CoQ<sub>10</sub> (5-50 mg/kg/day) can mitigate disease progression and delay the onset of renal disease. We recently developed an emulgel matrix that facilitates the ingestion of high-dose, oil-dissolved CoQ<sub>10</sub> for patients with CoQ<sub>10</sub> deficiency and secondary dysphagia.</p><p><strong>Objective: </strong>To evaluate the bioavailability and cellular compatibility of this novel CoQ<sub>10</sub> emulgel.</p><p><strong>Methods: </strong>Two exploratory studies were conducted in healthy adults: a randomized cross-over single-dose trial (n = 6) and a 14-day repeated-dose trial (n = 12) comparing 1 g of CoQ<sub>10</sub> administered as emulgel (25 g serving) or solid capsules (2 × size-00). Plasma CoQ<sub>10</sub> concentrations were determined by validated HPLC-UV and pharmacokinetic parameters were analyzed using noncompartmental methods. Cellular compatibility was assessed in Vero cells.</p><p><strong>Results: </strong>The single-dose study in healthy adults demonstrated equivalent bioavailability of 1 g CoQ<sub>10</sub> administered via emulgel (25 g serving) and solid capsules (1 g CoQ<sub>10</sub> in two size-00 capsules). However, CoQ<sub>10</sub> in the emulgel exhibited faster and more efficient absorption. A 14-day repeated-dose study revealed significant higher plasma CoQ<sub>10</sub> concentrations with emulgel administration, potentially achieving therapeutic levels. A cellular compatibility assay confirmed the safety of the emulgel.</p><p><strong>Conclusions: </strong>These findings indicate that the emulgel matrix does not compromise the bioavailability of oil-dissolved CoQ<sub>10</sub> and offers a promising, safe, and comfortable alternative for patients with dysphagia requiring long-term, high-dose CoQ<sub>10</sub> supplementation.</p>","PeriodicalId":11939,"journal":{"name":"European Journal of Drug Metabolism and Pharmacokinetics","volume":" ","pages":""},"PeriodicalIF":2.4,"publicationDate":"2025-11-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145437598","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-11-03DOI: 10.1007/s13318-025-00968-x
Paulo Caceres Guido, Guillermo Federico Taboada, Gisela Gruber, Franco García, Laura Pérez, Fernanda Quinteros, David Fabbrini, Mónica Contreras
Background: The incidence of pediatric inflammatory bowel disease (IBD) rises yearly. Infliximab, a cornerstone of treatment, often has limited efficacy owing to high pharmacokinetic variability. Therapeutic drug monitoring and model-based precision dosing (MIPD) can improve optimal drug exposure.
Objective: This study aimed to evaluate the predictive performance of available pediatric infliximab population pharmacokinetic (popPK) models implemented in specialized software during the induction phase of IBD treatment.
Methods: This retrospective observational cohort study included patients from January 2021 to December 2024. Plasma trough concentrations of infliximab were measured using an enzyme immunoassay. Pharmacokinetic simulations were performed with TDMx software, applying eight different pediatric popPK models. Metrics used to evaluate predictive performance included root mean squared error (RMSE), mean squared error (MSE), mean absolute error (MAE), mean absolute percentage error (MAPE), coefficient of determination, and relative bias.
Results: A total of 29 patients were included (Crohn's disease, n = 24; ulcerative colitis, n = 5; 52% female). Median (range) age was 12 (1-18) years and weight was 32 (7-62) kg. During the induction phase, patients received a median infliximab dose of 6.1 (4.6-10.2) mg/kg per infusion. The model by Dubinsky showed the best performance, including MSE, RMSE, MAE, and R2, followed by the models of Wojciechowski and Xiong.
Conclusions and relevance: Pharmacotherapeutic assistance using MIPD software for infliximab precision dosing during induction in pediatric IBD is feasible and sufficiently accurate for clinical practice. In our population, the Dubinsky model was optimal for integration into dosing systems, balancing predictive performance with reliable PK representation.
{"title":"Evaluation of Predictive Pharmacokinetic Models to Optimize Infliximab Therapy in Pediatric Inflammatory Bowel Disease.","authors":"Paulo Caceres Guido, Guillermo Federico Taboada, Gisela Gruber, Franco García, Laura Pérez, Fernanda Quinteros, David Fabbrini, Mónica Contreras","doi":"10.1007/s13318-025-00968-x","DOIUrl":"https://doi.org/10.1007/s13318-025-00968-x","url":null,"abstract":"<p><strong>Background: </strong>The incidence of pediatric inflammatory bowel disease (IBD) rises yearly. Infliximab, a cornerstone of treatment, often has limited efficacy owing to high pharmacokinetic variability. Therapeutic drug monitoring and model-based precision dosing (MIPD) can improve optimal drug exposure.</p><p><strong>Objective: </strong>This study aimed to evaluate the predictive performance of available pediatric infliximab population pharmacokinetic (popPK) models implemented in specialized software during the induction phase of IBD treatment.</p><p><strong>Methods: </strong>This retrospective observational cohort study included patients from January 2021 to December 2024. Plasma trough concentrations of infliximab were measured using an enzyme immunoassay. Pharmacokinetic simulations were performed with TDMx software, applying eight different pediatric popPK models. Metrics used to evaluate predictive performance included root mean squared error (RMSE), mean squared error (MSE), mean absolute error (MAE), mean absolute percentage error (MAPE), coefficient of determination, and relative bias.</p><p><strong>Results: </strong>A total of 29 patients were included (Crohn's disease, n = 24; ulcerative colitis, n = 5; 52% female). Median (range) age was 12 (1-18) years and weight was 32 (7-62) kg. During the induction phase, patients received a median infliximab dose of 6.1 (4.6-10.2) mg/kg per infusion. The model by Dubinsky showed the best performance, including MSE, RMSE, MAE, and R<sup>2</sup>, followed by the models of Wojciechowski and Xiong.</p><p><strong>Conclusions and relevance: </strong>Pharmacotherapeutic assistance using MIPD software for infliximab precision dosing during induction in pediatric IBD is feasible and sufficiently accurate for clinical practice. In our population, the Dubinsky model was optimal for integration into dosing systems, balancing predictive performance with reliable PK representation.</p>","PeriodicalId":11939,"journal":{"name":"European Journal of Drug Metabolism and Pharmacokinetics","volume":" ","pages":""},"PeriodicalIF":2.4,"publicationDate":"2025-11-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145437705","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-11-01Epub Date: 2025-09-27DOI: 10.1007/s13318-025-00967-y
Safeer Khan, Muhammad Nasir Kalam, Maryam Khalid, Malik Hassan Mehmood, Usman Rashid Malik, Syed Muhammad Ali
Introduction: Cachexia is a complex multi-organ syndrome characterized by systemic alterations that could impact drug pharmacokinetics. This scoping review aims to examine and synthesize existing research on the pathophysiological changes in cachexia that may influence drug pharmacokinetics.
Methods: A comprehensive literature search was conducted across five databases from inception to December 2024. Study selection was refined using the population, concept, and context (PCC) framework. The population included humans and animals with cachexia, the concept focused on cachexia-induced pathophysiological changes in relation to drug pharmacokinetics, and the context encompassed any clinical, healthcare setting, or laboratory settings.
Results: Out of 2684 identified studies, 53 met the inclusion criteria: 25 were based on human data, 18 on animal data, and 10 were reviews. The findings suggest that cachexia may impair drug absorption due to reduced skinfold thickness, gut dysbiosis, and structural and functional alterations in the gastrointestinal (GI) tract. Similarly, drug distribution may also be affected by changes in body composition and decreased serum albumin levels.
Conclusions: Pathophysiological changes in cachexia may lead to alterations in drug absorption and distribution, contributing to variability in drug bioavailability. However, the lack of controlled clinical trials directly linking cachexia-induced physiological changes to specific drug pharmacokinetics renders these findings tentative.
{"title":"Pharmacokinetic Implications of Pathophysiological Changes in Cachexia Syndrome: A Scoping Review.","authors":"Safeer Khan, Muhammad Nasir Kalam, Maryam Khalid, Malik Hassan Mehmood, Usman Rashid Malik, Syed Muhammad Ali","doi":"10.1007/s13318-025-00967-y","DOIUrl":"10.1007/s13318-025-00967-y","url":null,"abstract":"<p><strong>Introduction: </strong>Cachexia is a complex multi-organ syndrome characterized by systemic alterations that could impact drug pharmacokinetics. This scoping review aims to examine and synthesize existing research on the pathophysiological changes in cachexia that may influence drug pharmacokinetics.</p><p><strong>Methods: </strong>A comprehensive literature search was conducted across five databases from inception to December 2024. Study selection was refined using the population, concept, and context (PCC) framework. The population included humans and animals with cachexia, the concept focused on cachexia-induced pathophysiological changes in relation to drug pharmacokinetics, and the context encompassed any clinical, healthcare setting, or laboratory settings.</p><p><strong>Results: </strong>Out of 2684 identified studies, 53 met the inclusion criteria: 25 were based on human data, 18 on animal data, and 10 were reviews. The findings suggest that cachexia may impair drug absorption due to reduced skinfold thickness, gut dysbiosis, and structural and functional alterations in the gastrointestinal (GI) tract. Similarly, drug distribution may also be affected by changes in body composition and decreased serum albumin levels.</p><p><strong>Conclusions: </strong>Pathophysiological changes in cachexia may lead to alterations in drug absorption and distribution, contributing to variability in drug bioavailability. However, the lack of controlled clinical trials directly linking cachexia-induced physiological changes to specific drug pharmacokinetics renders these findings tentative.</p>","PeriodicalId":11939,"journal":{"name":"European Journal of Drug Metabolism and Pharmacokinetics","volume":" ","pages":"461-477"},"PeriodicalIF":2.4,"publicationDate":"2025-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145174340","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-11-01Epub Date: 2025-10-09DOI: 10.1007/s13318-025-00965-0
Zhiqin Hu, Tenghua Wang, Xiaoqiang Li, Ying Luo, Xiaole Wang, Chen Li, Zhixin Zhang, Xuan Wang, Jin He, Yaoxuan Zhan, Xintong Liang, Sichao Zheng, Yongmei Li, Yindong Zong, Lizhong Liu, Jinlian Bi, Yongdong Zhang, Na Zhou, Haiyan Liu, Li Ban, Dajiang Qin, Yi Fang
Background and objectives: Tapentadol is a novel, centrally acting, potent analgesic with a dual mechanism of action on µ-opioid receptors and noradrenaline reuptake in the central nervous system. This study was conducted to compare the pharmacokinetics, preliminary pharmacodynamics, and safety of single-dose tapentadol hydrochloride intravenous infusion (IV) with tapentadol hydrochloride oral immediate-release (IR) and tapentadol hydrochloride oral extended-release (ER).
Methods: In this randomized, open-label, multicenter, active-controlled, parallel-group phase 1 trial, 28 Chinese patients with moderate noncancer pain were randomly assigned in a 1:1:1 ratio to receive a single dose of either tapentadol IV (0.5 mg/kg), tapentadol IR (100 mg), or tapentadol ER (100 mg). Adverse events were monitored, serum samples were collected for pharmacokinetic analysis, and 11-point numeric rating scale (NRS) scores were recorded for preliminary pharmacodynamic evaluation during the study.
Results: The geometric mean (geomean) absolute bioavailability of tapentadol IR and ER after a single-dose administration under fasting conditions was 44.3% (90% confidence interval [CI] 37.5-52.3) and 34.0% (90% CI 27.1-52.3), respectively. The NRS scores demonstrated a decreasing trend across all three groups. Treatment-related adverse event (TRAE) occurred in 50.0% (tapentadol IV), 70% (tapentadol IR), and 50.0% (tapentadol ER) of patients. No events led to dose adjustment or interruption or necessitated additional concomitant medication, and there were no serious adverse events (SAEs), withdrawals, or deaths.
Conclusions: Tapentadol IV exhibits precise pharmacokinetics, promising pharmacodynamic properties, and a favorable safety profile compared with IR and ER routes for patients with moderate noncancer pain, supporting further clinical research and development of tapentadol injection.
背景和目的:他他多是一种新型的中枢作用强效镇痛药,对中枢神经系统的微阿片受体和去甲肾上腺素再摄取具有双重作用机制。本研究比较盐酸他他多口服速释(IR)和盐酸他他多口服缓释(ER)单剂量静脉滴注盐酸他他多的药代动力学、初步药效学和安全性。方法:在这项随机、开放标签、多中心、主动对照、平行组的1期试验中,28名中度非癌性疼痛的中国患者按1:1:1的比例随机分配,接受单剂量的他他多尔IV (0.5 mg/kg)、他他多尔IR (100mg)或他他多尔ER (100mg)。监测不良事件,收集血清样本进行药代动力学分析,并记录11分数值评定量表(NRS)评分,用于研究期间的初步药效学评估。结果:在空腹条件下单次给药后,他他多尔IR和ER的几何平均绝对生物利用度分别为44.3%(90%可信区间[CI] 37.5-52.3)和34.0% (90% CI 27.1-52.3)。NRS分数在所有三组中都显示出下降趋势。治疗相关不良事件(TRAE)发生率分别为50.0%(他他多IV)、70%(他他多IR)和50.0%(他他多ER)。没有事件导致剂量调整或中断或需要额外的伴随用药,也没有严重不良事件(SAEs)、停药或死亡。结论:与IR和ER途径相比,他他多IV对中度非癌性疼痛患者具有精确的药代动力学、良好的药效学特性和良好的安全性,支持他他多注射液的进一步临床研究和开发。试验注册:http://www.chinadrugtrials.org.cn/;CTR20212327 2021-09-27。
{"title":"A Multicenter, Randomized, Open-Label, Active-Controlled, Parallel-Group Study Evaluating the Pharmacokinetics of Single-Dose Tapentadol Hydrochloride Intravenous Infusion and Tapentadol Hydrochloride Oral Tablets in Patients with Pain.","authors":"Zhiqin Hu, Tenghua Wang, Xiaoqiang Li, Ying Luo, Xiaole Wang, Chen Li, Zhixin Zhang, Xuan Wang, Jin He, Yaoxuan Zhan, Xintong Liang, Sichao Zheng, Yongmei Li, Yindong Zong, Lizhong Liu, Jinlian Bi, Yongdong Zhang, Na Zhou, Haiyan Liu, Li Ban, Dajiang Qin, Yi Fang","doi":"10.1007/s13318-025-00965-0","DOIUrl":"10.1007/s13318-025-00965-0","url":null,"abstract":"<p><strong>Background and objectives: </strong>Tapentadol is a novel, centrally acting, potent analgesic with a dual mechanism of action on µ-opioid receptors and noradrenaline reuptake in the central nervous system. This study was conducted to compare the pharmacokinetics, preliminary pharmacodynamics, and safety of single-dose tapentadol hydrochloride intravenous infusion (IV) with tapentadol hydrochloride oral immediate-release (IR) and tapentadol hydrochloride oral extended-release (ER).</p><p><strong>Methods: </strong>In this randomized, open-label, multicenter, active-controlled, parallel-group phase 1 trial, 28 Chinese patients with moderate noncancer pain were randomly assigned in a 1:1:1 ratio to receive a single dose of either tapentadol IV (0.5 mg/kg), tapentadol IR (100 mg), or tapentadol ER (100 mg). Adverse events were monitored, serum samples were collected for pharmacokinetic analysis, and 11-point numeric rating scale (NRS) scores were recorded for preliminary pharmacodynamic evaluation during the study.</p><p><strong>Results: </strong>The geometric mean (geomean) absolute bioavailability of tapentadol IR and ER after a single-dose administration under fasting conditions was 44.3% (90% confidence interval [CI] 37.5-52.3) and 34.0% (90% CI 27.1-52.3), respectively. The NRS scores demonstrated a decreasing trend across all three groups. Treatment-related adverse event (TRAE) occurred in 50.0% (tapentadol IV), 70% (tapentadol IR), and 50.0% (tapentadol ER) of patients. No events led to dose adjustment or interruption or necessitated additional concomitant medication, and there were no serious adverse events (SAEs), withdrawals, or deaths.</p><p><strong>Conclusions: </strong>Tapentadol IV exhibits precise pharmacokinetics, promising pharmacodynamic properties, and a favorable safety profile compared with IR and ER routes for patients with moderate noncancer pain, supporting further clinical research and development of tapentadol injection.</p><p><strong>Trial registration: </strong>http://www.chinadrugtrials.org.cn/ ; CTR20212327 2021-09-27.</p>","PeriodicalId":11939,"journal":{"name":"European Journal of Drug Metabolism and Pharmacokinetics","volume":" ","pages":"529-539"},"PeriodicalIF":2.4,"publicationDate":"2025-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145250279","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-11-01Epub Date: 2025-09-29DOI: 10.1007/s13318-025-00966-z
Heta N Shah, Jayashree Veerabhadrappa, Anagha Damre, Sharath Kumar, Vikram Gota, Surulivelrajan Mallayasamy
Background and objective: Sunitinib malate is used to treat advanced renal cell carcinoma, gastrointestinal stromal, and pancreatic tumors. Wide variability in drug exposure is reported for both sunitinib and its active metabolite (SU12662). This review aimed to summarize reported population pharmacokinetics studies of sunitinib and to identify the factors affecting the pharmacokinetics of sunitinib and SU12662.
Methods: A systematic search was undertaken using Scopus, Web of Science, and PubMed databases following Preferred Reporting Items for Systematic Reviews and Meta-analyses (PRISMA) guidelines. Studies were included in the review if population pharmacokinetic modeling approach was used for sunitinib and/or SU12662 in adult and/or pediatric population. Data quality was assessed using the percent compliance rate of each study.
Results: A total of 1820 articles were retrieved, and subsequently, 14 studies that met the inclusion criteria were included in the systematic review. Most of the studies reported two-compartment model with first-order absorption and elimination to describe sunitinib and SU12662. Body surface area, age, sex, ethnicity, tumor type, and ABCB1 and ABCG2 genotype were the significant covariates that affected the pharmacokinetics of sunitinib and SU12662.
Conclusions: According to the published data from the reported studies, various covariates alter sunitinib and SU12662 exposure and thus have the potential to influence the clinical outcome of sunitinib treatment. Predictive performance assessment of these published models should be performed before implementing these models during the routine clinical practice. The summarized significant covariates affecting pharmacokinetics (PK) of sunitinib and SU12662 will facilitate model-informed precision dosing of sunitinib therapy in a clinical setting.
背景与目的:苹果酸舒尼替尼用于治疗晚期肾细胞癌、胃肠道间质瘤和胰腺肿瘤。据报道,舒尼替尼及其活性代谢物(SU12662)的药物暴露具有广泛的可变性。本综述旨在总结已报道的舒尼替尼人群药代动力学研究,并确定影响舒尼替尼和SU12662药代动力学的因素。方法:使用Scopus、Web of Science和PubMed数据库进行系统搜索,遵循系统评价和meta分析(PRISMA)指南的首选报告项目。如果在成人和/或儿科人群中使用舒尼替尼和/或SU12662的群体药代动力学建模方法,则研究被纳入本综述。使用每个研究的依从率百分比评估数据质量。结果:共检索到1820篇文献,随后有14篇符合纳入标准的研究被纳入系统评价。大多数研究报道了一阶吸收和消除的双室模型来描述舒尼替尼和SU12662。体表面积、年龄、性别、种族、肿瘤类型、ABCB1和ABCG2基因型是影响舒尼替尼和SU12662药代动力学的显著协变量。结论:根据已发表的研究数据,各种协变量改变了舒尼替尼和SU12662的暴露,从而有可能影响舒尼替尼治疗的临床结果。在常规临床实践中应用这些模型之前,应该对这些已发表的模型进行预测性性能评估。总结影响舒尼替尼和SU12662药代动力学(PK)的重要协变量将促进舒尼替尼治疗在临床环境中的精确给药模型。
{"title":"Factors Affecting Pharmacokinetics of Sunitinib and Its Metabolite, SU12662: A Systematic Review of Population Pharmacokinetic Studies.","authors":"Heta N Shah, Jayashree Veerabhadrappa, Anagha Damre, Sharath Kumar, Vikram Gota, Surulivelrajan Mallayasamy","doi":"10.1007/s13318-025-00966-z","DOIUrl":"10.1007/s13318-025-00966-z","url":null,"abstract":"<p><strong>Background and objective: </strong>Sunitinib malate is used to treat advanced renal cell carcinoma, gastrointestinal stromal, and pancreatic tumors. Wide variability in drug exposure is reported for both sunitinib and its active metabolite (SU12662). This review aimed to summarize reported population pharmacokinetics studies of sunitinib and to identify the factors affecting the pharmacokinetics of sunitinib and SU12662.</p><p><strong>Methods: </strong>A systematic search was undertaken using Scopus, Web of Science, and PubMed databases following Preferred Reporting Items for Systematic Reviews and Meta-analyses (PRISMA) guidelines. Studies were included in the review if population pharmacokinetic modeling approach was used for sunitinib and/or SU12662 in adult and/or pediatric population. Data quality was assessed using the percent compliance rate of each study.</p><p><strong>Results: </strong>A total of 1820 articles were retrieved, and subsequently, 14 studies that met the inclusion criteria were included in the systematic review. Most of the studies reported two-compartment model with first-order absorption and elimination to describe sunitinib and SU12662. Body surface area, age, sex, ethnicity, tumor type, and ABCB1 and ABCG2 genotype were the significant covariates that affected the pharmacokinetics of sunitinib and SU12662.</p><p><strong>Conclusions: </strong>According to the published data from the reported studies, various covariates alter sunitinib and SU12662 exposure and thus have the potential to influence the clinical outcome of sunitinib treatment. Predictive performance assessment of these published models should be performed before implementing these models during the routine clinical practice. The summarized significant covariates affecting pharmacokinetics (PK) of sunitinib and SU12662 will facilitate model-informed precision dosing of sunitinib therapy in a clinical setting.</p>","PeriodicalId":11939,"journal":{"name":"European Journal of Drug Metabolism and Pharmacokinetics","volume":" ","pages":"479-499"},"PeriodicalIF":2.4,"publicationDate":"2025-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145191459","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-11-01Epub Date: 2025-09-18DOI: 10.1007/s13318-025-00963-2
Derek E Murrell, Sam Harirforoosh
Remimazolam, an ultrashort-acting benzodiazepine, has emerged as a promising sedative agent for procedural sedation and general anesthesia. It combines the favorable properties of traditional benzodiazepines with a rapid onset and offset of action, largely due to its unique metabolism via hepatic carboxylesterases rather than cytochrome P450 enzymes. This metabolism allows for predictable pharmacokinetics, reducing the risk of prolonged sedation and drug accumulation, particularly in patients with hepatic or renal impairment. Clinically, remimazolam demonstrates non-inferiority to midazolam and propofol, with advantages including a lower incidence of hypotension and respiratory depression. Multiple randomized controlled trials have shown its efficacy in various procedural settings, including endoscopy and bronchoscopy, with high procedural success rates and faster recovery times compared to midazolam. Additionally, remimazolam is reversible with flumazenil, further enhancing its safety profile. Pharmacokinetic studies indicate a rapid distribution phase, a short terminal half-life of approximately 37-53 min, and a clearance rate significantly higher than midazolam. Pharmacodynamic analyses confirm dose-dependent sedation effects, making remimazolam suitable for tailored sedation levels across patient populations. Special population studies suggest minimal impact of age, renal function, or mild-to-moderate hepatic impairment on drug disposition. However, rare cases of anaphylaxis and re-sedation following flumazenil administration have been reported. Given its rapid onset, predictable clearance, and favorable safety profile, remimazolam represents a valuable alternative to existing sedatives in procedural and anesthetic applications. Further research is warranted to explore its long-term safety, expanded clinical applications, and potential role in high-risk populations.
{"title":"Clinical Pharmacokinetics, Pharmacodynamics, and Drug Interactions of Remimazolam.","authors":"Derek E Murrell, Sam Harirforoosh","doi":"10.1007/s13318-025-00963-2","DOIUrl":"10.1007/s13318-025-00963-2","url":null,"abstract":"<p><p>Remimazolam, an ultrashort-acting benzodiazepine, has emerged as a promising sedative agent for procedural sedation and general anesthesia. It combines the favorable properties of traditional benzodiazepines with a rapid onset and offset of action, largely due to its unique metabolism via hepatic carboxylesterases rather than cytochrome P450 enzymes. This metabolism allows for predictable pharmacokinetics, reducing the risk of prolonged sedation and drug accumulation, particularly in patients with hepatic or renal impairment. Clinically, remimazolam demonstrates non-inferiority to midazolam and propofol, with advantages including a lower incidence of hypotension and respiratory depression. Multiple randomized controlled trials have shown its efficacy in various procedural settings, including endoscopy and bronchoscopy, with high procedural success rates and faster recovery times compared to midazolam. Additionally, remimazolam is reversible with flumazenil, further enhancing its safety profile. Pharmacokinetic studies indicate a rapid distribution phase, a short terminal half-life of approximately 37-53 min, and a clearance rate significantly higher than midazolam. Pharmacodynamic analyses confirm dose-dependent sedation effects, making remimazolam suitable for tailored sedation levels across patient populations. Special population studies suggest minimal impact of age, renal function, or mild-to-moderate hepatic impairment on drug disposition. However, rare cases of anaphylaxis and re-sedation following flumazenil administration have been reported. Given its rapid onset, predictable clearance, and favorable safety profile, remimazolam represents a valuable alternative to existing sedatives in procedural and anesthetic applications. Further research is warranted to explore its long-term safety, expanded clinical applications, and potential role in high-risk populations.</p>","PeriodicalId":11939,"journal":{"name":"European Journal of Drug Metabolism and Pharmacokinetics","volume":" ","pages":"449-460"},"PeriodicalIF":2.4,"publicationDate":"2025-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12540523/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145079932","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}