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英夫利昔单抗在儿科炎症性肠病中的应用:群体药代动力学模型的外部评估。

Infliximab in paediatric inflammatory bowel disease: External evaluation of population pharmacokinetic models.

机构信息

Department of Clinical Pharmacy and Pharmacology, University Medical Centre Groningen and University of Groningen, Groningen, The Netherlands.

Department of Paediatric Gastroenterology, Hepatology and Nutrition, University of Groningen, University Medical Centre Groningen, Groningen, The Netherlands.

出版信息

Br J Clin Pharmacol. 2024 Sep;90(9):2200-2214. doi: 10.1111/bcp.16126. Epub 2024 Jun 6.

DOI:10.1111/bcp.16126
PMID:38845210
Abstract

AIMS

Use of infliximab (IFX) has improved outcomes in children with inflammatory bowel disease (IBD). However, a proportion of patients does not respond to IFX or loses response over time. Population pharmacokinetic (PopPK) modelling is a promising approach for IFX dose optimization, but with the increasing number of PopPK models in literature, model evaluation is essential. The aims of this study are: (i) to validate the predictive performance of existing IFX PopPK models using a cohort of children with IBD; and (ii) to perform a Bayesian estimation of the most suitable model to predict the next IFX concentrations.

METHODS

PubMed was searched for IFX PopPK models in children. Selected models were rebuilt and analysed using R. Model performance was assessed through goodness-of-fit-plots, residuals against time, prediction error and prediction-corrected visual predictive checks. The validation cohort consisted of 73 children with IBD who were treated with IFX in our centre between 2017 and 2023 (340 IFX measurements).

RESULTS

We identified 9 PopPK models. Model bias for individual predicted values ranged from -9.29% to 8.01% compared to bias for population predicted values. The model by Vande Casteele et al. demonstrated superior performance (individual predicted bias 2.13, population predicted bias -6.11); upon Bayesian estimation, it predicted induction trough levels with median error of 12.95% but had a median error of -69% predicting maintenance concentrations.

CONCLUSION

The model by Vande Casteele et al. displayed superior performance in initial evaluations but had a high error in estimating next IFX levels and can only be used in practice to predict induction levels.

摘要

目的

英夫利昔单抗(IFX)的应用改善了炎症性肠病(IBD)患儿的预后。然而,一部分患者对 IFX 无反应或随着时间的推移失去反应。群体药代动力学(PopPK)模型是优化 IFX 剂量的一种很有前途的方法,但随着文献中 PopPK 模型数量的增加,模型评估至关重要。本研究的目的是:(i)使用 IBD 患儿队列验证现有的 IFX PopPK 模型的预测性能;(ii)进行贝叶斯估计,以选择最适合预测下一次 IFX 浓度的模型。

方法

在 PubMed 上搜索 IFX PopPK 模型在儿童中的应用。选择的模型使用 R 进行重建和分析。通过拟合度图、残差随时间变化、预测误差和预测校正可视化预测检查来评估模型性能。验证队列包括 2017 年至 2023 年在我们中心接受 IFX 治疗的 73 名 IBD 患儿(340 次 IFX 测量)。

结果

我们确定了 9 个 PopPK 模型。与群体预测值的偏差相比,个体预测值的偏差范围为-9.29%至 8.01%。Vande Casteele 等人的模型表现出较好的性能(个体预测偏差 2.13,群体预测偏差-6.11);通过贝叶斯估计,它预测诱导谷浓度的中位误差为 12.95%,但预测维持浓度的中位误差为-69%。

结论

Vande Casteele 等人的模型在初步评估中表现出较好的性能,但在估计下一次 IFX 水平时存在较大误差,只能用于预测诱导水平。

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Hybrid Population PK-Machine Learning Modeling to Predict Infliximab Pharmacokinetics in Pediatric and Young Adult Patients with Crohn's Disease.混合群体药代动力学-机器学习建模预测克罗恩病儿童和青年患者的英夫利昔单抗药代动力学
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Clinical and Biochemical Factors Associated with Infliximab Pharmacokinetics in Paediatric Patients with Inflammatory Bowel Disease.
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