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采用非参数自适应网格和非线性混合效应建模方法建立的加巴喷丁群体药代动力学模型。

A population pharmacokinetic model of gabapentin developed in nonparametric adaptive grid and nonlinear mixed effects modeling.

作者信息

Carlsson Kristin C, van de Schootbrugge Margunn, Eriksen Heidi Oien, Moberg Enrica Ratti, Karlsson Mats O, Hoem Nils Ove

机构信息

Department of Pharmaceutical Biosciences, School of Pharmacy, University of Oslo, Oslo, Norway.

出版信息

Ther Drug Monit. 2009 Feb;31(1):86-94. doi: 10.1097/FTD.0b013e318194767d.

DOI:10.1097/FTD.0b013e318194767d
PMID:19077930
Abstract

Gabapentin is used in analgesic treatment of neuropathic pain, and large interindividual variation has been observed in the pharmacokinetics (PK) of the drug. The aim of this study was to develop a population PK model for gabapentin appropriate for monitoring patients with neuropathic pain and for individualizing their dose regimens. Steady-state serum concentrations of gabapentin, distributed over a dosage interval, were obtained from 16 adult patients. Data were analyzed with an iterative 2-stage Bayesian and a nonparametric adaptive grid algorithm (NPAG) (USC*PACK) and with nonlinear mixed effects modeling (NONMEM). Compartmental population models for gabapentin PK were developed in NPAG and NONMEM using creatinine clearance and body weight as covariates. Bioavailability was included in the models as a function of dose by using a hyperbolic function derived from data previously reported in the literature. The mean population parameter estimates from the final NPAG model predicted individual serum concentrations reasonably well. The models developed in NONMEM provided additional information about the relevance of the various possible covariates and also allowed for further evaluation by simulation from the model. The population PK model may be utilized in the MM-USCPACK monitoring software (MM: multiple model dosage design) for predicting and achieving individually optimized steady-state serum concentrations of gabapentin.

摘要

加巴喷丁用于神经性疼痛的镇痛治疗,且已观察到该药物的药代动力学(PK)存在较大的个体间差异。本研究的目的是建立一个适用于监测神经性疼痛患者并使其给药方案个体化的加巴喷丁群体PK模型。从16名成年患者中获取了分布在一个给药间隔内的加巴喷丁稳态血清浓度。数据采用迭代两阶段贝叶斯法和非参数自适应网格算法(NPAG)(USC*PACK)以及非线性混合效应建模(NONMEM)进行分析。在NPAG和NONMEM中,以肌酐清除率和体重作为协变量,建立了加巴喷丁PK的房室群体模型。通过使用从先前文献报道的数据中推导出来的双曲线函数,将生物利用度作为剂量的函数纳入模型。最终NPAG模型的平均群体参数估计值能较好地预测个体血清浓度。NONMEM中建立的模型提供了关于各种可能协变量相关性的额外信息,并且还允许通过模型模拟进行进一步评估。群体PK模型可用于MM-USCPACK监测软件(MM:多模型剂量设计)中,以预测并实现加巴喷丁个体优化的稳态血清浓度。

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