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Bayesian derived predictions for twice daily theophylline under outpatient conditions and an assessment of optimal sampling times.

机译:贝叶斯推论得出在门诊条件下每日两次茶碱的预测以及最佳采样时间的评估。

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摘要

1. The accuracy of a computerised method of pharmacokinetic interpretation of a single serum theophylline concentration, employing the statistical technique of Bayesian analysis, has been evaluated for an oral slow release form of theophylline using twice daily dosing. 2. Twenty-four hour steady state serum theophylline concentration-time profiles of one Uniphyllin Continus 400 mg tablet (Napp Laboratories) every 12 h were measured in 15 patients. These profiles demonstrated a diurnal variation of theophylline absorption which was faster during the day. 3. Revised predictions of the profiles were generated by Bayesian analysis using a single serum theophylline concentration taken during a previous outpatient appointment. Comparing the predicted and measured profiles, the accuracy of the Bayesian method is considered more than adequate for clinical purposes. 4. The predictions produced by the revised estimates were statistically less biased and more precise than those derived by a theophylline algorithm using population data. 5. The mean prediction errors of the revised estimates of the day and night-peak drug concentrations were -0.55 mg l-1 and -0.21 mg l-1 whilst those of the evening and morning troughs were 1.17 mg l-1 and 0.41 mg l-1, respectively. 6. Analysis of the predictive and relative performance of the samples drawn during the profile revealed that the sample taken prior to a morning dose produced the most accurate predictions. 7. There was no statistical difference in the relative predictive performance of samples drawn up to 4 h before or 2 h after the morning dose. It is, therefore, recommended that all serum theophylline concentrations to be used in Bayesian analysis, should be drawn within this period.
机译:1.已采用贝叶斯分析的统计技术,采用每日两次剂量评估了茶碱口服缓释形式的计算机化学动力学解释单一血清茶碱浓度的准确性。 2.在15例患者中每12小时测量一次Uniphyllin Continus 400 mg片剂(Napp Laboratories)的二十四小时稳态血清茶碱浓度-时间曲线。这些特征表明茶碱吸收的昼夜变化在白天较快。 3.使用先前的门诊就诊时所采集的单一血清茶碱浓度,通过贝叶斯分析生成修订的轮廓预测。比较预测和测量的轮廓,贝叶斯方法的准确性被认为足以满足临床目的。 4.与使用茶碱算法使用人群数据得出的预测相比,修订后的估计所产生的预测在统计上有较小的偏倚,并且更为精确。 5.白天和晚上高峰药物浓度的订正估计数的平均预测误差为-0.55 mg l-1和-0.21 mg l-1,而夜间和早晨低谷的浓度分别为1.17 mg l-1和0.41 mg l-1。 6.对在剖面过程中抽取的样品的预测和相对性能的分析表明,在早晨剂量之前采集的样品产生了最准确的预测。 7.早晨剂量之前或之后2 h抽取的样品的相对预测性能无统计学差异。因此,建议在此期间内抽取所有用于贝叶斯分析的血清茶碱浓度。

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