Population Pharmacokinetic Parameter Estimates using a Limited Sampling Design: Analysis of Blood Alcohol Levels

IF 0.4 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY
Asuka Nemoto, Masaaki Matsuura, K. Yamaoka
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引用次数: 0

Abstract

When population pharmacokinetic (PPK) analysis is conducted, there are often constraints on obtaining blood samples at multiple time points. In this context, it is a concern that estimated PPK parameters are reported without an evaluation of their reliability. The aim of the present study was to improve the reliability of the estimated population mean pharmacokinetic parameters after assessing the precision and accuracy of the estimates by stochastic simulation and estimation. In an example of alcohol metabolism data, where samples taken later than 60 min after consumption were not available, the precision of the estimates for the population mean elimination rate “constant” (kel) was found to be low. To tackle this problem, real-life data were aggregated with the data stochastically generated from historical knowledge, and the parameters were estimated. The estimated kel value based on only real data was revealed to be biased toward a lower value.
使用有限抽样设计的人群药代动力学参数估计:血液酒精水平分析
在进行人群药代动力学(PPK)分析时,往往存在获取多个时间点血液样本的限制。在这种情况下,在没有评估其可靠性的情况下报告估计的PPK参数是一个问题。本研究的目的是通过随机模拟和估计来评估估计的精密度和准确性,以提高估计的人群平均药代动力学参数的可靠性。以酒精代谢数据为例,由于无法获得饮酒后60分钟以后采集的样本,因此发现总体平均消除率“常数”(kel)估计值的精度较低。为了解决这一问题,将实际数据与从历史知识中随机生成的数据进行汇总,并对参数进行估计。仅根据实际数据估计的kel值显示偏向于较低的值。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Chem-Bio Informatics Journal
Chem-Bio Informatics Journal BIOCHEMISTRY & MOLECULAR BIOLOGY-
CiteScore
0.60
自引率
0.00%
发文量
8
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