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儿童肝移植和成人肾移植受者他克莫司血药浓度的贝叶斯预测

Bayesian forecasting and prediction of tacrolimus concentrations in pediatric liver and adult renal transplant recipients.

作者信息

Willis Charlene, Staatz Christine E, Tett Susan E

机构信息

School of Pharmacy, University of Queensland, Brisbana, Australia.

出版信息

Ther Drug Monit. 2003 Apr;25(2):158-66. doi: 10.1097/00007691-200304000-00004.

Abstract

AIM

To test the predictive capacity of two recently derived population pharmacokinetic models and the usefulness of Bayesian forecasting to predict tacrolimus blood concentrations in pediatric liver and adult kidney transplant recipients.

MATERIALS AND METHODS

New databases were added to the Abbottbase PKS (Bayesian dosage prediction) program to incorporate the population pharmacokinetic models developed for tacrolimus. Two independent populations of transplant recipients were used to predict tacrolimus trough concentrations. Pharmacokinetic, demographic, and covariate data were collected from patient records. Different time weighting factors were tested (1, 1.005, 1.01) and the influence of excluding data collected in the first 5 days post-transplant examined. Concentrations were predicted until the 10th tacrolimus measurement. Actual tacrolimus concentrations were compared with those predicted by the PKS program and bias and precision determined.

RESULTS

Tacrolimus concentrations predicted by the PKS program were, on average, unbiased for the pediatric liver population, but were over-predicted (9%) for the adult renal population. In both populations predictions were not precise (imprecision ranged from 39 to 50%).

CONCLUSIONS

Due to the imprecision seen in this study, these models could not be used in clinical practice in the immediate post-transplant period. Poor precision may be due to reliance on routine drug monitoring data alone, difficulties with expression of covariates in continuous modeling relationships in the PKS program, lack of accurate quantitative measures of liver function, or large, random intraindividual variability in the bioavailability of tacrolimus.

摘要

目的

测试两个最近推导的群体药代动力学模型的预测能力以及贝叶斯预测法对小儿肝移植和成人肾移植受者他克莫司血药浓度预测的有效性。

材料与方法

将新数据库添加到雅培基础药代动力学系统(贝叶斯剂量预测)程序中,以纳入为他克莫司开发的群体药代动力学模型。使用两个独立的移植受者群体来预测他克莫司谷浓度。从患者记录中收集药代动力学、人口统计学和协变量数据。测试了不同的时间加权因子(1、1.005、1.01),并研究了排除移植后前5天收集的数据的影响。预测浓度直至第10次他克莫司测量。将实际他克莫司浓度与药代动力学系统程序预测的浓度进行比较,并确定偏差和精密度。

结果

药代动力学系统程序预测的他克莫司浓度在小儿肝移植群体中平均无偏差,但在成人肾移植群体中预测过高(9%)。在两个群体中,预测都不精确(不精密度范围为39%至50%)。

结论

由于本研究中观察到的不精确性,这些模型在移植后即刻的临床实践中无法使用。精密度差可能是由于仅依赖常规药物监测数据、药代动力学系统程序中连续建模关系中协变量表达困难、缺乏肝功能的准确定量测量或他克莫司生物利用度个体内存在较大的随机变异性。

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