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炎症性肠病患者维多珠单抗群体药代动力学模型的回顾与外部评估:评估预测性能和临床适用性

Review and External Evaluation of Population Pharmacokinetic Models for Vedolizumab in Patients with Inflammatory Bowel Disease: Assessing Predictive Performance and Clinical Applicability.

作者信息

Jovanović Marija, Homšek Ana, Marković Srđan, Kralj Đorđe, Svorcan Petar, Knežević Ivanovski Tamara, Odanović Olga, Vučićević Katarina

机构信息

Department of Pharmacokinetics and Clinical Pharmacy, Faculty of Pharmacy, University of Belgrade, 11221 Belgrade, Serbia.

Department of Gastroenterology and Hepatology, University Hospital Medical Center "Zvezdara", 11000 Belgrade, Serbia.

出版信息

Biomedicines. 2024 Dec 27;13(1):43. doi: 10.3390/biomedicines13010043.

Abstract

BACKGROUND/OBJECTIVES: Several population pharmacokinetic models of vedolizumab (VDZ) are available for inflammatory bowel disease (IBD) patients. However, their predictive performance in real-world clinical settings remains unknown. This study aims to externally evaluate the published VDZ pharmacokinetic models, focusing on their predictive performance and simulation-based clinical applicability.

METHODS

A literature search was conducted through PubMed to identify VDZ population pharmacokinetic models. A total of 114 VDZ concentrations from 106 IBD patients treated at the University Medical Center "Zvezdara", Republic of Serbia, served as the external evaluation cohort. The predictive performance of the models was assessed using prediction- and simulation-based diagnostics. Furthermore, the models were utilized for Monte Carlo simulations to generate concentration-time profiles based on 24 covariate combinations specified within the models.

RESULTS

Four published pharmacokinetic models of VDZ were included in the evaluation. Using the external dataset, the median prediction error (MDPE) ranged from 13.82% to 25.57%, while the median absolute prediction error (MAPE) varied between 41.64% and 47.56%. None of the models fully met the combined criteria in the prediction-based diagnostics. However, in simulation-based diagnostics, pvcVPC showed satisfactory results, despite wide prediction intervals. Analysis of NPDE revealed that only the models by Rosario et al. and Okamoto et al. fulfilled the evaluation criteria. Simulation analysis further demonstrated that the median VDZ concentration remains above 12 μg/mL at week 22 during maintenance treatment for approximately 45-60% of patients with the best-case covariate combinations and an 8-week dosing frequency.

CONCLUSIONS

None of the published models satisfied the combined criteria (MDPE, MAPE, percentages of prediction error within ±20% and ±30%), rendering them unsuitable for a priori predictions. However, two models demonstrated better suitability for simulation-based applications.

摘要

背景/目的:已有多个维多珠单抗(VDZ)的群体药代动力学模型用于炎症性肠病(IBD)患者。然而,它们在真实临床环境中的预测性能仍不清楚。本研究旨在对外评估已发表的VDZ药代动力学模型,重点关注其预测性能和基于模拟的临床适用性。

方法

通过PubMed进行文献检索,以确定VDZ群体药代动力学模型。来自塞尔维亚共和国“兹韦兹达拉”大学医学中心接受治疗的106例IBD患者的总共114份VDZ浓度数据用作外部评估队列。使用基于预测和模拟的诊断方法评估模型的预测性能。此外,利用这些模型进行蒙特卡洛模拟,以根据模型中指定的24种协变量组合生成浓度-时间曲线。

结果

评估中纳入了4个已发表的VDZ药代动力学模型。使用外部数据集时,中位预测误差(MDPE)范围为13.82%至25.57%,而中位绝对预测误差(MAPE)在41.64%至47.56%之间变化。在基于预测的诊断中,没有一个模型完全符合综合标准。然而,在基于模拟的诊断中,pvcVPC显示出令人满意的结果,尽管预测区间较宽。NPDE分析表明,只有罗萨里奥等人和冈本等人的模型符合评估标准。模拟分析进一步表明,在维持治疗的第22周,对于约45-60%具有最佳协变量组合且给药频率为8周一次的患者,VDZ中位浓度保持在12μg/mL以上。

结论

已发表的模型均未满足综合标准(MDPE、MAPE、预测误差在±20%和±30%以内的百分比),使其不适用于先验预测。然而,有两个模型在基于模拟的应用中显示出更好的适用性。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/545f/11762475/64c99f875304/biomedicines-13-00043-g001.jpg

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