通过自动化分类模型定义诱导后血动力学不稳定性
Eline Kho1,2, Rogier V Immink1, Bjorn J P van der Ster1
1From the Department of Anesthesiology, Amsterdam UMC, University of Amsterdam, Amsterdam, the Netherlands.
Anesthesia and analgesia
|October 25, 2024
概括
一个新的模型通过将血压值与下降速度相结合,准确地识别了诱导后低血压 (PIH). 这种方法有助于区分血液动力学不稳定的患者,改善手术期间的患者安全.
科学领域:
- 麻醉学 麻醉学
- 心血管生理学心血管生理学
- 医疗信息学 医疗信息学
背景情况:
- 诱导后低血压 (PIH) 与患者发病率和死亡率的增加有关.
- 现有的PIH定义缺乏标准化,通常仅依赖于血压值.
- 诱导期间血压下降的动态方面对于评估血液动力学不稳定性至关重要.
研究的目的:
- 开发和验证一个全面的模型,以区分血液动力学不稳定和稳定的患者.
- 将血压值和血压下降速度纳入预测模型.
- 改善临床相关的血液动力学不稳定性的定义和鉴定.
主要方法:
- 一项前性研究涉及375名接受选择性非心脏手术的成年患者.
- 从诱导前到诱导后15分钟,持续的非侵入性血压监测.
- 开发一个随机森林分类器模型,使用血压参数及其下降速度,经过专家小组评估验证.
主要成果:
- 开发的模型实现了0.96.9的优秀的接收器运行曲线下的面积 (AUROC).
- 该模型在分类血液动力学不稳定性方面表现出高灵敏度 (0.84) 和特异性 (0.94).
- 血液动力学不稳定的患者年龄较大,患上COPD的患病率较高,诱导前静脉压较高.
结论:
- 开发的分类模型准确地区分了临床相关的血液动力学不稳定性和稳定性.
- 该模型的高性能指标表明其在临床实践中的实用性.
- 这种方法为未来关于预防和管理血液动力学不稳定的研究提供了基础.
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