Development of vancomycin population pharmacokinetic models for pediatric patients using a real-world web application database.

IF 2.6 4区 医学 Q3 INFECTIOUS DISEASES
Kazutaka Oda, Kensuke Shoji, Kazuaki Matsumoto, Hideki Kawamura, Yoshio Takesue, Aakari Shigemi, Toshimi Kimura
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引用次数: 0

Abstract

Background: The Japanese Society of Chemotherapy developed Practical AUC-guided Therapeutic Drug Monitoring (PAT), a freely available web-based application widely used in Japan to support area under the concentration-time curve (AUC)-guided dosing of vancomycin. Its broad adoption has generated a substantial real-world pharmacokinetic database. Although PAT includes a preliminary pediatric model based on data from American children aged three months or older, that model requires further optimization. This study aimed to develop a population pharmacokinetic (popPK) model specifically for Japanese pediatric patients and to compare its performance with existing models.

Methods: We utilized a real-world database collected through PAT between December 2022 and October 2024, comprising 1,673 pediatric patients aged three months or older. PopPK analysis was performed using nonlinear mixed-effects modeling, with comparisons made against five existing models.

Results: The developed model demonstrated strong a priori predictive performance for empirical vancomycin dosing, with a mean prediction error of 0.2 μg/mL and a mean absolute prediction error of 5.6 μg/mL. These results showed no apparent bias. Graphical diagnostics confirmed optimal a priori prediction in the developed model. A posteriori predictive performance-used for Bayesian posterior dosing-was similarly favorable across all models. Notably, two-point sampling produced significantly different clearance estimates compared to one-point sampling in 21 of 116 patients (18.1%).

Conclusions: For Japanese pediatric patients aged three months or older, the developed popPK model is suitable for both empirical and Bayesian-guided vancomycin dosing. Two-point sampling improves the accuracy of clearance estimation and is recommended when feasible.

使用真实世界的web应用数据库开发儿科患者万古霉素群体药代动力学模型。
背景:日本化疗学会开发了实用AUC引导的治疗药物监测(PAT),这是一个免费的基于网络的应用程序,在日本广泛使用,以支持浓度-时间曲线下面积(AUC)引导万古霉素给药。它的广泛采用产生了大量的真实世界的药代动力学数据库。尽管PAT包含了一个基于美国三个月以上儿童数据的初步儿科模型,但该模型需要进一步优化。本研究旨在建立一个专门针对日本儿科患者的群体药代动力学(popPK)模型,并将其与现有模型的性能进行比较。方法:我们利用2022年12月至2024年10月期间通过PAT收集的真实世界数据库,包括1,673名3个月或以上的儿科患者。PopPK分析使用非线性混合效应模型进行,并与五种现有模型进行比较。结果:所建立的模型对万古霉素剂量的先验预测效果较好,平均预测误差为0.2 μg/mL,平均绝对预测误差为5.6 μg/mL。这些结果没有明显的偏倚。图形诊断证实了该模型的最优先验预测。贝叶斯后验剂量的后验预测性能在所有模型中都同样有利。值得注意的是,116例患者中有21例(18.1%)的两点抽样与一点抽样相比产生了显著不同的清除率估计。结论:对于3个月及以上的日本儿童患者,所建立的popPK模型既适用于经验给药,也适用于贝叶斯指导给药。两点抽样提高了间隙估计的准确性,在可行的情况下推荐使用。
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
Journal of the Pediatric Infectious Diseases Society
Journal of the Pediatric Infectious Diseases Society Medicine-Pediatrics, Perinatology and Child Health
CiteScore
6.70
自引率
0.00%
发文量
179
期刊介绍: The Journal of the Pediatric Infectious Diseases Society (JPIDS), the official journal of the Pediatric Infectious Diseases Society, is dedicated to perinatal, childhood, and adolescent infectious diseases. The journal is a high-quality source of original research articles, clinical trial reports, guidelines, and topical reviews, with particular attention to the interests and needs of the global pediatric infectious diseases communities.
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