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Physiologically based pharmacokinetic modeling of drug disposition in rat and human: a fuzzy arithmetic approach.

机译:大鼠和人体内药物处置的基于生理学的药代动力学模型:一种模糊算法。

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摘要

PURPOSE: Probabilistic methods are insufficient for dealing with the vagueness inherent in human judgment of minimal data available during early drug development. We sought to use fuzzy set theory as a basis for quantifying and propagating vague judgment in a physiologically based pharmacokinetic (PBPK) model for diazepam disposition. MATERIALS AND METHODS: First, using diazepam distribution data in rat tissues and fuzzy regression, we estimated fuzzy rat tissue-to-plasma partition coefficients (Kp's). We scaled the coefficients prior to human PBPK modeling. Next, we constructed the fuzzy set of hepatic intrinsic clearance (CLint) by integrating CLint values measured in vitro from human hepatocytes. Finally, we used these parameters, and other physiological and biochemical information, to predict human diazepam disposition. We compared the simulated plasma kinetics with published concentration-time profiles. RESULTS: We successfully identified rat Kp's by fuzzy regression. The predicted rat tissue concentration-time contours enveloped the animal tissue distribution data. For the human PBPK model, the mean in vivo plasma concentrations were contained in the simulated concentration-time envelopes. CONCLUSIONS: We present a novel computational approach for handling information paucity in PBPK models using fuzzy arithmetic. Our methodology can model the vagueness associated with human perception and interpretation of minimal drug discovery data.
机译:目的:概率方法不足以应对人类对早期药物开发过程中可获得的最小数据的判断所固有的模糊性。我们试图使用模糊集理论作为定量和传播基于地西epa治疗的生理学药代动力学(PBPK)模型中模糊判断的基础。材料与方法:首先,使用大鼠组织中地西epa的分布数据并进行模糊回归,我们估算了大鼠与血浆之间的模糊分配系数(Kp's)。在对人PBPK建模之前,我们缩放了系数。接下来,我们通过整合从人肝细胞体外测得的CLint值,构建了肝脏固有清除率(CLint)的模糊集。最后,我们使用这些参数以及其他生理和生化信息来预测人类地西epa的处置。我们将模拟的血浆动力学与公布的浓度-时间曲线进行了比较。结果:我们通过模糊回归成功地鉴定了大鼠Kp。预测的大鼠组织浓度-时间轮廓覆盖了动物组织分布数据。对于人PBPK模型,平均体内血浆浓度包含在模拟的浓度时间范围内。结论:我们提出了一种新的计算方法,用于使用模糊算法处理PBPK模型中的信息匮乏。我们的方法可以模拟与人类对最小药物发现数据的理解和解释相关的模糊性。

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