External Evaluation of Population Pharmacokinetic Models of Ustekinumab in Patients with Inflammatory Bowel Disease.

IF 2.8 4区 医学 Q2 MEDICAL LABORATORY TECHNOLOGY
Carles Iniesta-Navalón, Manuel Ríos Saorín, Juan Manuel Neira-Torrecillas, Lorena Rentero-Redondo, Irene Garcia-Masegosa, José Gil-Almela, Elena Urbieta-Sanz
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引用次数: 0

Abstract

Background: Population pharmacokinetic (popPK) models are essential tools for optimizing ustekinumab (UST) dosing for the treatment of inflammatory bowel disease (IBD) through therapeutic drug monitoring. The external validation of these models is necessary to ensure their predictive performance and clinical utility. The aim of the study was to externally validate 4 published popPK models of UST in a real-world cohort of patients with IBD using prediction-based and simulation-based diagnostics, as well as Bayesian forecasting.

Methods: Four popPK models of UST, identified through a systematic literature review, were evaluated using data from 99 patients with IBD and 374 serum UST concentrations. Predictive performance and Bayesian forecasting were assessed using statistical metrics, including mean prediction error, median prediction error (MDPE), and median absolute prediction error (MADPE). The acceptability criteria (MDPE ±20%, MADPE ≤30%, F20 ≥35%, and F30 ≥50%) were applied.

Results: None of the models satisfied the predefined acceptability criteria. The Xu et al model demonstrated the best performance, achieving an MDPE of 19.55% and the lowest RMSPE (2.88 mcg/mL), but F20 (20.1%) and F30 (32.4%) values fell below thresholds. The model proposed by Adedokun et al showed strong results in simulation-based diagnostics, with only 5.6% of the observed concentrations outside the prediction interval.

Conclusions: The models developed by Xu et al and Adedokun et al exhibited the most promising predictive performance and potential clinical applicability for model-informed precision dosing. Refinements to these models and further research are required to enhance their use in personalized UST therapies for IBD.

炎症性肠病患者Ustekinumab群体药代动力学模型的外部评价
背景:群体药代动力学(popPK)模型是通过治疗药物监测优化ustekinumab (UST)治疗炎症性肠病(IBD)剂量的重要工具。这些模型的外部验证是必要的,以确保其预测性能和临床应用。该研究的目的是通过基于预测和基于模拟的诊断以及贝叶斯预测,在现实世界IBD患者队列中外部验证4个已发表的UST popPK模型。方法:采用99例IBD患者和374例血清UST浓度的数据,通过系统的文献综述确定了4种UST的popPK模型。使用统计指标评估预测性能和贝叶斯预测,包括平均预测误差、中位数预测误差(MDPE)和中位数绝对预测误差(MADPE)。采用MDPE±20%、MADPE≤30%、F20≥35%、F30≥50%的可接受标准。结果:所有模型均不符合预先设定的可接受标准。Xu等人的模型表现出最好的性能,MDPE达到19.55%,RMSPE最低(2.88 mcg/mL),但F20(20.1%)和F30(32.4%)值低于阈值。Adedokun等人提出的模型在基于模拟的诊断中显示出很强的结果,只有5.6%的观测浓度超出了预测区间。结论:Xu等人和Adedokun等人开发的模型在模型信息精确给药方面表现出最有希望的预测性能和潜在的临床适用性。需要对这些模型进行改进和进一步的研究,以提高它们在IBD个性化UST治疗中的应用。
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来源期刊
Therapeutic Drug Monitoring
Therapeutic Drug Monitoring 医学-毒理学
CiteScore
5.00
自引率
8.00%
发文量
213
审稿时长
4-8 weeks
期刊介绍: Therapeutic Drug Monitoring is a peer-reviewed, multidisciplinary journal directed to an audience of pharmacologists, clinical chemists, laboratorians, pharmacists, drug researchers and toxicologists. It fosters the exchange of knowledge among the various disciplines–clinical pharmacology, pathology, toxicology, analytical chemistry–that share a common interest in Therapeutic Drug Monitoring. The journal presents studies detailing the various factors that affect the rate and extent drugs are absorbed, metabolized, and excreted. Regular features include review articles on specific classes of drugs, original articles, case reports, technical notes, and continuing education articles.
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