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群体药代动力学和最大后验概率贝叶斯估计器在 HIV 感染婴儿和幼儿中的应用:个体化治疗。

Population pharmacokinetics and maximum a posteriori probability Bayesian estimator of abacavir: application of individualized therapy in HIV-infected infants and toddlers.

机构信息

Department of Pediatric Pharmacology and Pharmacogenetics, Hôpital Robert Debré, Université Paris VII, 48 Boulevard Sérurier, Paris Cedex 19, France.

出版信息

Br J Clin Pharmacol. 2012 Apr;73(4):641-50. doi: 10.1111/j.1365-2125.2011.04121.x.

Abstract

WHAT IS ALREADY KNOWN ABOUT THIS SUBJECT

Abacavir is used to treat HIV infection in both adults and children. The recommended paediatric dose is 8 mg kg(-1) twice daily up to a maximum of 300 mg twice daily. Weight was identified as the central covariate influencing pharmacokinetics of abacavir in children.

WHAT THIS STUDY ADDS

A population pharmacokinetic model was developed to describe both once and twice daily pharmacokinetic profiles of abacavir in infants and toddlers. Standard dosage regimen is associated with large interindividual variability in abacavir concentrations. A maximum a posteriori probability Bayesian estimator of AUC(0-) (t) based on three time points (0, 1 or 2, and 3 h) is proposed to support area under the concentration-time curve (AUC) targeted individualized therapy in infants and toddlers.

AIMS

To develop a population pharmacokinetic model for abacavir in HIV-infected infants and toddlers, which will be used to describe both once and twice daily pharmacokinetic profiles, identify covariates that explain variability and propose optimal time points to optimize the area under the concentration-time curve (AUC) targeted dosage and individualize therapy.

METHODS

The pharmacokinetics of abacavir was described with plasma concentrations from 23 patients using nonlinear mixed-effects modelling (NONMEM) software. A two-compartment model with first-order absorption and elimination was developed. The final model was validated using bootstrap, visual predictive check and normalized prediction distribution errors. The Bayesian estimator was validated using the cross-validation and simulation-estimation method.

RESULTS

The typical population pharmacokinetic parameters and relative standard errors (RSE) were apparent systemic clearance (CL) 13.4 () h−1 (RSE 6.3%), apparent central volume of distribution 4.94 () (RSE 28.7%), apparent peripheral volume of distribution 8.12 () (RSE14.2%), apparent intercompartment clearance 1.25 () h−1 (RSE 16.9%) and absorption rate constant 0.758 h−1 (RSE 5.8%). The covariate analysis identified weight as the individual factor influencing the apparent oral clearance: CL = 13.4 × (weight/12)1.14. The maximum a posteriori probability Bayesian estimator, based on three concentrations measured at 0, 1 or 2, and 3 h after drug intake allowed predicting individual AUC0–t.

CONCLUSIONS

The population pharmacokinetic model developed for abacavir in HIV-infected infants and toddlers accurately described both once and twice daily pharmacokinetic profiles. The maximum a posteriori probability Bayesian estimator of AUC(0-) (t) was developed from the final model and can be used routinely to optimize individual dosing.

摘要

已知关于该主题的信息

阿巴卡韦用于治疗成人和儿童的 HIV 感染。推荐的儿科剂量为 8mg/kg(-1),每日两次,最大剂量为 300mg,每日两次。体重被确定为影响儿童阿巴卡韦药代动力学的中心协变量。

本研究的新发现

开发了一个群体药代动力学模型,用于描述婴儿和幼儿单次和每日两次阿巴卡韦的药代动力学特征。标准剂量方案与阿巴卡韦浓度的个体间变异性较大相关。提出了一种基于三个时间点(0、1 或 2 和 3 h)的最大后验概率贝叶斯估计 AUC(0-)(t),以支持针对婴儿和幼儿的 AUC 靶向个体化治疗。

目的

开发一种 HIV 感染婴儿和幼儿阿巴卡韦的群体药代动力学模型,用于描述单次和每日两次的药代动力学特征,确定解释变异性的协变量,并提出优化 AUC 时间曲线下面积(AUC)的最佳时间点,以优化靶向剂量并实现个体化治疗。

方法

使用非线性混合效应模型(NONMEM)软件,对 23 名患者的血浆浓度进行阿巴卡韦药代动力学描述。建立了一个具有一级吸收和消除的两室模型。使用 bootstrap、可视化预测检查和归一化预测分布误差对最终模型进行验证。使用交叉验证和模拟估计法对贝叶斯估计器进行验证。

结果

典型的群体药代动力学参数和相对标准误差(RSE)分别为:表观全身清除率(CL)为 13.4()h(-1)(RSE 为 6.3%)、表观中央分布容积为 4.94()(RSE 为 28.7%)、表观外周分布容积为 8.12()(RSE 为 14.2%)、表观隔室间清除率为 1.25()h(-1)(RSE 为 16.9%)和吸收速率常数为 0.758 h(-1)(RSE 为 5.8%)。协变量分析确定体重是影响表观口服清除率的个体因素:CL=13.4×(体重/12)1.14。基于药物摄入后 0、1 或 2 和 3 h 测量的三个浓度的最大后验概率贝叶斯估计值 AUC0-t 可以预测个体 AUC0-t。

结论

为 HIV 感染的婴儿和幼儿开发的阿巴卡韦群体药代动力学模型准确描述了单次和每日两次的药代动力学特征。从最终模型中开发了 AUC(0-)(t)的最大后验概率贝叶斯估计值,可常规用于优化个体剂量。

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