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基于生理药代动力学(PBPK)模型在贝叶斯框架内的应用,使用依非韦伦试验剂量来识别依非韦伦的代谢不良者(PM)。

Application of Physiologically Based Pharmacokinetic (PBPK) Modeling Within a Bayesian Framework to Identify Poor Metabolizers of Efavirenz (PM), Using a Test Dose of Efavirenz.

作者信息

Chetty Manoranjenni, Cain Theresa, Wedagedera Janak, Rostami-Hodjegan Amin, Jamei Masoud

机构信息

Simcyp Ltd. (Certara), Blades Enterprise Centre, Sheffield, United Kingdom.

Manchester Pharmacy School, Manchester University, Manchester, United Kingdom.

出版信息

Front Pharmacol. 2018 Mar 27;9:247. doi: 10.3389/fphar.2018.00247. eCollection 2018.

DOI:10.3389/fphar.2018.00247
PMID:29636682
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC5881162/
Abstract

Poor metabolisers of CYP2B6 (PM) require a lower dose of efavirenz because of serious adverse reactions resulting from the higher plasma concentrations associated with a standard dose. Treatment discontinuation is a common consequence in patients experiencing these adverse reactions. Such patients benefit from appropriate dose reduction, where efficacy can be achieved without the serious adverse reactions. PMs are usually identified by genotyping. However, in countries with limited resources genotyping is unaffordable. Alternative cost-effective methods of identifying a PM will be highly beneficial. This study was designed to determine whether a plasma concentration corresponding to a 600 mg test dose of efavirenz can be used to identify a PM. A physiologically based pharmacokinetic (PBPK) model was used to simulate the concentration-time profiles of a 600 mg dose of efavirenz in extensive metabolizers (EM), intermediate metabolizers (IM), and PM of CYP2B6. Simulated concentration-time data were used in a Bayesian framework to determine the probability of identifying a PM, based on plasma concentrations of efavirenz at a specific collection time. Results indicated that there was a high likelihood of differentiating a PM from other phenotypes by using a 24 h plasma concentration. The probability of correctly identifying a PM phenotype was 0.82 (true positive), while the probability of not identifying any other phenotype as a PM (false positive) was 0.87. A plasma concentration >1,000 ng/mL at 24 h post-dose is likely to be from a PM. Further verification of these findings using clinical studies is recommended.

摘要

细胞色素P450 2B6(CYP2B6)的代谢缓慢者(PM)需要较低剂量的依非韦伦,因为标准剂量会导致血浆浓度升高,进而引发严重不良反应。出现这些不良反应的患者通常会停药。此类患者通过适当降低剂量可从中受益,这样既能达到疗效,又不会出现严重不良反应。PM通常通过基因分型来识别。然而,在资源有限的国家,基因分型费用高昂。因此,采用具有成本效益的替代方法来识别PM将大有裨益。本研究旨在确定依非韦伦600毫克试验剂量对应的血浆浓度是否可用于识别PM。采用基于生理的药代动力学(PBPK)模型,模拟600毫克剂量依非韦伦在CYP2B6广泛代谢者(EM)、中间代谢者(IM)和PM中的浓度-时间曲线。基于贝叶斯框架,利用模拟的浓度-时间数据,根据特定采集时间的依非韦伦血浆浓度来确定识别PM的概率。结果表明,利用24小时血浆浓度区分PM与其他表型的可能性很大。正确识别PM表型的概率为0.82(真阳性),而将其他表型误判为PM的概率(假阳性)为0.87。给药后24小时血浆浓度>1000纳克/毫升可能表明是PM。建议通过临床研究进一步验证这些发现。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e92b/5881162/dc80e61ed6d7/fphar-09-00247-g0002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e92b/5881162/2bfcd1839550/fphar-09-00247-g0001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e92b/5881162/dc80e61ed6d7/fphar-09-00247-g0002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e92b/5881162/2bfcd1839550/fphar-09-00247-g0001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e92b/5881162/dc80e61ed6d7/fphar-09-00247-g0002.jpg

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