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药代动力学/药效学建模与蒙特卡洛模拟预测接受(缬)更昔洛韦治疗的儿科移植受者的巨细胞病毒载量

Pharmacokinetic/Pharmacodynamic Modelling and Monte Carlo Simulations to Predict Cytomegalovirus Viral Load in Pediatric Transplant Recipients Treated with (val)Ganciclovir.

作者信息

Koloskoff Kévin, Franck Bénédicte, Benito Sylvain, Welzel Julien, Autmizguine Julie, Theoret Yves, Briand Annabelle, Ovetchkine Philippe, Woillard Jean-Baptiste

机构信息

INSERM, University of Limoges, CHU Limoges, P&T, U1248, 2 Rue du Pr Descottes, 87000, Limoges, France.

ExactCure, Nice, France.

出版信息

Clin Pharmacokinet. 2025 May 24. doi: 10.1007/s40262-025-01526-z.

Abstract

BACKGROUND AND OBJECTIVES

Cytomegalovirus (CMV) infection poses significant challenges in pediatric transplant recipients. Ganciclovir and its prodrug valganciclovir are primary treatments because of their potent antiviral effects. Balancing efficacy and toxicity is particularly critical in children. This study aimed to develop a pharmacokinetic/pharmacodynamic (PK/PD) model for (val)ganciclovir and assess the relationship between area under the concentration-time curve (AUC) and CMV viral loads via Monte Carlo simulations.

METHODS

We conducted a retrospective analysis including 184 viral load samples from 36 transplanted children treated with ganciclovir/valganciclovir. We developed a population pharmacodynamic model using Monolix and performed Monte Carlo simulations to assess viral load decline with varying AUCs. Internal validation was performed using goodness-of-fit plots and bootstraps.

RESULTS

We used a viral turnover model with stimulated degradation to model the pharmacodynamic data. Model validation showed no bias or misspecification. Simulations indicated that maintaining an AUC ≥ 40 mg·h/L achieved an 85.4% probability of undetectable viral load after 28 days of therapy. An AUC > 30 mg·h/L provided 80.9% probability of reducing viral loads by - 1 log after 2 weeks. AUC values > 60 mg·h/L offered minimal incremental benefits.

CONCLUSION

The pharmacodynamic model accurately predicted observed data. Simulations indicated that maintaining a ganciclovir plasma AUC around 40-60 mg·h/L maximized antiviral efficacy. An AUC > 60 mg·h/L might increase the risk of adverse events without providing additional efficacy.

摘要

背景与目的

巨细胞病毒(CMV)感染给儿科移植受者带来了重大挑战。更昔洛韦及其前体药物缬更昔洛韦因其强大的抗病毒作用而成为主要治疗药物。在儿童中平衡疗效和毒性尤为关键。本研究旨在建立(缬)更昔洛韦的药代动力学/药效学(PK/PD)模型,并通过蒙特卡洛模拟评估浓度-时间曲线下面积(AUC)与CMV病毒载量之间的关系。

方法

我们进行了一项回顾性分析,纳入了36例接受更昔洛韦/缬更昔洛韦治疗的移植儿童的184份病毒载量样本。我们使用Monolix建立了群体药效学模型,并进行蒙特卡洛模拟以评估不同AUC下病毒载量的下降情况。使用拟合优度图和自抽样法进行内部验证。

结果

我们使用了一个具有刺激降解的病毒周转模型来模拟药效学数据。模型验证显示无偏差或错误设定。模拟表明,在治疗28天后,维持AUC≥40mg·h/L可使病毒载量不可检测的概率达到85.4%。AUC>30mg·h/L可使2周后病毒载量降低-1 log的概率达到80.9%。AUC值>60mg·h/L带来的益处增量极小。

结论

药效学模型准确预测了观察到的数据。模拟表明,将更昔洛韦血浆AUC维持在40-60mg·h/L左右可使抗病毒疗效最大化。AUC>60mg·h/L可能会增加不良事件的风险,而不会提供额外的疗效。

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