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首页> 外文期刊>Journal of clinical monitoring and computing >Optimizing intraoperative administration of propofol, remifentanil, and fentanyl through pharmacokinetic and pharmacodynamic simulations to increase the postoperative duration of analgesia
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Optimizing intraoperative administration of propofol, remifentanil, and fentanyl through pharmacokinetic and pharmacodynamic simulations to increase the postoperative duration of analgesia

机译:通过药代动力学和药物动力学模拟优化术中施用异丙酚,雷芬尼尼,芬太尼,以增加镇痛术后持续时间

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Titrating an intraoperative anesthetic to achieve the postoperative goals of rapid emergence and prolonged analgesia can be difficult because of inter-patient variability and the need to provide intraoperative sedation and analgesia. Modeling pharmacokinetics and pharmacodynamics of anesthetic administrations estimates drug concentrations and predicted responses to stimuli during anesthesia. With utility of these PK/PD models we created an algorithm to optimize the intraoperative dosing regimen. We hypothesized the optimization algorithm would find a dosing regimen that would increase the postoperative duration of analgesia, not increase the time to emergence, and meet the intraoperative requirements of sedation and analgesia. To evaluate these hypotheses we performed a simulation study on previously collected anesthesia data. We developed an algorithm to recommend different intraoperative dosing regimens for improved post-operative results. To test the post-operative results of the algorithm we tested it on previously collected anesthesia data. An anesthetic dataset of 21 patients was obtained from a previous study from an anesthetic database at the University of Utah. Using the anesthetic records from these surgeries we modeled 21 patients using the same patient demographics and anesthetic requirements as the dataset. The anesthetic was simulated for each of the 21 patients with three different dosing regimens. The three dosing regimens are: from the anesthesiologist as recorded in the dataset (control group), from the algorithm in the clinical scenario one (test group), and from the algorithm in the clinical scenario two (test group). We created two clinical scenarios for the optimization algorithm to perform; one with normal general anesthesia constraints and goals, and a second condition where a delayed time to emergence is allowed to further maximize the duration of analgesia. The algorithm was evaluated by comparing the post-operative results of the control group to each of the test groups. Comparing results between the clinical scenario 1 dosing to the actual dosing showed a median increase in the duration of analgesia by 6 min and the time to emergence by 0.3 min. This was achieved by decreasing the intraoperative remifentanil infusion rate, increased the fentanyl dosing regimen, and not changing the propofol infusion rate. Comparing results between the clinical scenario 2 dosing to the actual dosing showed a median increase in the duration of analgesia by 26 min and emergence by 1.5 min. To dosing regimen from clinical scenario 2 greatly increased the fentanyl dosing regimen and greatly decreased the remifentanil infusion rate with no change to the propofol infusion rate. The results from this preliminary analysis of the optimization algorithm appear to imply that it can operate as intended. However a clinical study is warranted to determine to what extent the optimization algorithm determined optimal dosing regimens can maximize the postoperative duration of analgesia without delaying the time to emergence in a clinical setting.
机译:滴定术中麻醉剂以实现快速出苗和延长镇痛的术后目标,因为患有患者间的变异性和提供术中镇静和镇痛的需要。麻醉药代动力学和药效学估计药物浓度和对麻醉时对刺激的预测反应。使用这些PK / PD模型的实用性,我们创建了一种优化术中剂量方案的算法。我们假设优化算法会发现会增加镇痛术后持续时间的给药方案,而不是增加出现时间,并满足镇静和镇痛的术中要求。为了评估这些假设,我们对先前收集的麻醉数据进行了仿真研究。我们开发了一种推荐不同术中给药方案的算法,以改善术后结果。要测试我们在先前收集的麻醉数据上测试了算法的操作后结果。 21例患者的麻醉数据集是从犹他大学的麻醉数据库的先前研究中获得的。使用来自这些手术的麻醉记录,我们使用与数据集相同的患者人口统计数据和麻醉需求建模了21名患者。为21例不同剂量方案中的每一个模拟麻醉剂。三种剂量方案是:从在数据集(对照组)中记录的麻醉师,从临床情景中的算法(测试组),以及从临床场景中的算法(测试组)中的算法。我们为优化算法创建了两个临床情景;一个具有正常的通用麻醉约束和目标,以及允许出现延迟时间的第二条件进一步最大化镇痛的持续时间。通过将对照组的后手术结果与每个测试组进行比较来评估该算法。将临床情景1给予实际给药的结果比较结果显示镇痛持续时间增加6分钟,并且在0.3分钟内出现的时间增加。这是通过降低术中的瑞芬太尼输注速率,增加芬太尼给药方案,而不是改变异丙酚输注速率来实现的。将临床情景2与实际给药的临床情景2之间的结果表明,镇痛期持续时间增加26分钟并出现1.5分钟。从临床情景中给药方案2大大增加了芬太尼给药方案,并且大大降低了雷芬丁胺输注速率,没有转化率输注速率。优化算法的这种初步分析的结果似乎暗示它可以按预期运行。然而,有必要临床研究确定优化算法确定最佳给药方案在多大程度上可以最大化镇痛的术后持续时间,而不会延迟在临床环境中出现的时间。

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