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PATIENT VARIABILITY AND UNCERTAINTY QUANTIFICATION IN ANESTHESIA: PART II - PKPD UNCERTAINTY

机译:麻醉中的患者变异性和不确定性量化:第二部分-PKPD不确定性

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摘要

The outcome of any surgery is particularly dependent on the adequate delivery of anesthetic drugs. Not surprisingly, clinical researchers have been trying to automatize their delivery in order to provide anesthesiologists with titration tools that can target the exact needs of each individual patient. As compared to today's population-normed drug delivery strategy, close loop drug delivery systems would provide patients with customized pharmacological action, thereby improving surgery outcome. While some anesthesia close loop designs have already shown promising results within controlled clinical protocols, the pharmacological variability that exists between patients needs to be addressed within a mathematical framework to prove the stability of the control laws, and gain faster and wider acceptance of these systems by the clinical community and regulatory committees. This paper is the second of a series of 2 papers addressing the issue of pharmacological variability and PKPD uncertainty. In the first paper, we presented our own drug modeling approach, which we applied towards the identification of 44 adult patient models for propofol, a central nervous system depressant drug. The individual patient models have shown a large inter-patient variability. In this paper, we further expand on our previous result in order to derive an uncertainty metrics that can be used in the control design to ensure stability and assess performances.
机译:任何手术的结果尤其取决于麻醉药物的适当输送。不足为奇的是,临床研究人员一直在尝试自动进行分娩,以便为麻醉师提供可以针对每个患者确切需求的滴定工具。与当今的以人群为标准的给药策略相比,闭环给药系统将为患者提供定制的药理作用,从而改善手术效果。尽管某些麻醉闭环设计已在受控临床方案中显示出令人鼓舞的结果,但仍需要在数学框架内解决患者之间存在的药理变异性,以证明控制律的稳定性,并通过以下方式更快,更广泛地接受这些系统临床社区和监管委员会。本文是针对药理变异性和PKPD不确定性的两篇系列文章中的第二篇。在第一篇论文中,我们介绍了我们自己的药物建模方法,该方法用于识别44种成人患者的丙泊酚(一种中枢神经系统抑制药物)模型。各个患者模型显示出较大的患者间差异。在本文中,我们将进一步扩展先前的结果,以得出可用于控制设计的不确定性指标,以确保稳定性和评估性能。

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