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本文引用的文献

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Development of a population pharmacokinetic model and optimal sampling strategies for intravenous ciprofloxacin.静脉注射环丙沙星群体药代动力学模型及最佳采样策略的建立
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Individualizing drug dosage regimens: roles of population pharmacokinetic and dynamic models, Bayesian fitting, and adaptive control.个体化药物给药方案:群体药代动力学和动力学模型、贝叶斯拟合及自适应控制的作用
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Optimal sampling times for pharmacokinetic experiments.药代动力学实验的最佳采样时间。
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采用非参数算法和优化采样策略分析头孢他啶在囊性纤维化患者中的群体药代动力学。

Population pharmacokinetics of ceftazidime in cystic fibrosis patients analyzed by using a nonparametric algorithm and optimal sampling strategy.

作者信息

Vinks A A, Mouton J W, Touw D J, Heijerman H G, Danhof M, Bakker W

机构信息

Hague Hospitals Central Pharmacy, The Netherlands.

出版信息

Antimicrob Agents Chemother. 1996 May;40(5):1091-7. doi: 10.1128/AAC.40.5.1091.

DOI:10.1128/AAC.40.5.1091
PMID:8723446
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC163271/
Abstract

Postinfusion data obtained from 17 patients with cystic fibrosis participating in two clinical trials were used to develop population models for ceftazidime pharmacokinetics during continuous infusion. Determinant (D)-optimal sampling strategy (OSS) was used to evaluate the benefits of merging four maximally informative sampling times with population modeling. Full and sparse D-optimal sampling data sets were analyzed with the nonparametric expectation maximization (NPEM) algorithm and compared with the model obtained by the traditional standard two-stage approach. Individual pharmacokinetic parameter estimates were calculated by weighted nonlinear least-squares regression and by maximum a posteriori probability Bayesian estimator. Individual parameter estimates obtained with four D-optimally timed serum samples (OSS4) showed excellent correlation with parameter estimates obtained by using full data sets. The parameters of interest, clearance and volume of distribution, showed excellent agreement (R2 = 0.89 and R2 = 0.86). The ceftazidime population models were described as two-compartment kslope models, relating elimination constants to renal function. The NPEM-OSS4 model was described by the equations kel = 0.06516+ (0.00708.CLCR) and V1 = 0.1773 +/- 0.0406 liter/kg where CLCR is creatinine clearance in milliliters per minute per 1.73 m2, V1 is the volume of distribution of the central compartment, and kel is the elimination rate constant. Predictive performance evaluation for 31 patients with data which were not part of the model data sets showed that the NPEM-ALL model performed best, with significantly better precision than that of the standard two-stage model (P < 0.001). Predictions with the NPEM-OSS4 model were as precise as those with the NPEM-ALL model but slightly biased (-2.2 mg/liter; P < 0.01). D-optimal monitoring strategies coupled with population modeling results in useful and cost-effective population models and will be of advantage in clinical practice, as it allows pharmacokinetic-pharmacodynamic modeling with sparse data, thus describing the relationship between ceftazidime exposure and response in the treatment of acute exacerbations in patients with cystic fibrosis.

摘要

从参与两项临床试验的17名囊性纤维化患者获得的输注后数据,用于建立持续输注期间头孢他啶药代动力学的群体模型。使用决定因素(D)-最优采样策略(OSS)来评估将四个信息量最大的采样时间与群体建模合并的益处。使用非参数期望最大化(NPEM)算法分析完整和稀疏的D-最优采样数据集,并与传统标准两阶段方法获得的模型进行比较。通过加权非线性最小二乘回归和最大后验概率贝叶斯估计器计算个体药代动力学参数估计值。用四个D-最优定时血清样本(OSS4)获得的个体参数估计值与使用完整数据集获得的参数估计值显示出极好的相关性。感兴趣的参数,清除率和分布容积,显示出极好的一致性(R2 = 0.89和R2 = 0.86)。头孢他啶群体模型被描述为双室kslope模型,将消除常数与肾功能相关联。NPEM-OSS4模型由方程kel = 0.06516 +(0.00708.CLCR)和V1 = 0.1773 +/- 0.0406升/千克描述,其中CLCR是每1.73 m2每分钟的肌酐清除率,V1是中央室的分布容积,kel是消除速率常数。对31名患者(其数据不属于模型数据集)的预测性能评估表明,NPEM-ALL模型表现最佳,精度明显优于标准两阶段模型(P <0.001)。NPEM-OSS4模型的预测与NPEM-ALL模型的预测一样精确,但略有偏差(-2.2毫克/升;P <0.01)。D-最优监测策略与群体建模相结合,可产生有用且具有成本效益的群体模型,并且在临床实践中将具有优势,因为它允许使用稀疏数据进行药代动力学-药效学建模,从而描述头孢他啶暴露与囊性纤维化患者急性加重治疗中反应之间的关系。