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

IF 4.6 2区 医学 Q1 PHARMACOLOGY & PHARMACY
Clinical Pharmacokinetics Pub Date : 2025-07-01 Epub Date: 2025-05-24 DOI:10.1007/s40262-025-01526-z
Kévin Koloskoff, Bénédicte Franck, Sylvain Benito, Julien Welzel, Julie Autmizguine, Yves Theoret, Annabelle Briand, Philippe Ovetchkine, Jean-Baptiste Woillard
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引用次数: 0

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 AUC0-24 ≥ 40 mg·h/L achieved an 85.4% probability of undetectable viral load after 28 days of therapy. An AUC0-24 > 30 mg·h/L provided 80.9% probability of reducing viral loads by - 1 log after 2 weeks. AUC0-24 values > 60 mg·h/L offered minimal incremental benefits.

Conclusion: The pharmacodynamic model accurately predicted observed data. Simulations indicated that maintaining a ganciclovir plasma AUC0-24 around 40-60 mg·h/L maximized antiviral efficacy. An AUC0-24 > 60 mg·h/L might increase the risk of adverse events without providing additional efficacy.

更昔洛韦治疗儿童移植受者的药代动力学/药效学建模和蒙特卡罗模拟预测巨细胞病毒载量
背景和目的:巨细胞病毒(CMV)感染是儿科移植受者面临的重大挑战。更昔洛韦及其前药缬更昔洛韦是主要的治疗方法,因为它们具有有效的抗病毒作用。平衡疗效和毒性对儿童尤为重要。本研究旨在建立(val)更昔洛韦的药代动力学/药效学(PK/PD)模型,并通过蒙特卡罗模拟评估浓度-时间曲线下面积(AUC)与巨细胞病毒载量之间的关系。方法:我们对36例接受更昔洛韦/缬更昔洛韦治疗的移植儿童的184份病毒载量样本进行了回顾性分析。我们使用Monolix开发了一个群体药效学模型,并进行蒙特卡罗模拟来评估不同auc下病毒载量的下降。采用拟合优度图和自举法进行内部验证。结果:我们使用病毒周转模型与刺激降解来模拟药效学数据。模型验证显示无偏倚或错配。模拟表明,维持AUC0-24≥40 mg·h/L,治疗28天后病毒载量检测不到的概率为85.4%。AUC0-24 > 30 mg·h/L在2周后降低病毒载量- 1 log的概率为80.9%。AUC0-24值> 60 mg·h/L的增加效益最小。结论:药效学模型准确地预测了观察数据。模拟表明,将更昔洛韦血浆AUC0-24维持在40-60 mg·h/L左右时,抗病毒效果最大。auc0 - 24bb0 - 60mg·h/L可能会增加不良事件的风险,但不会提供额外的疗效。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
8.80
自引率
4.40%
发文量
86
审稿时长
6-12 weeks
期刊介绍: Clinical Pharmacokinetics promotes the continuing development of clinical pharmacokinetics and pharmacodynamics for the improvement of drug therapy, and for furthering postgraduate education in clinical pharmacology and therapeutics. Pharmacokinetics, the study of drug disposition in the body, is an integral part of drug development and rational use. Knowledge and application of pharmacokinetic principles leads to accelerated drug development, cost effective drug use and a reduced frequency of adverse effects and drug interactions.
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