Division of Trauma and Critical Care, Department of Surgery.
Department of Urology.
Shock. 2024 Jan 1;61(1):61-67. doi: 10.1097/SHK.0000000000002260. Epub 2023 Nov 15.
Introduction: The compensatory reserve measurement (CRM) is a continuous noninvasive monitoring technology that provides an assessment of the integrated capacity of all physiological mechanisms associated with responses to a hypovolemic stressor such as hemorrhagic shock. No prior studies have analyzed its use for intraoperative resuscitation guidance. Methods: A prospective observational study was conducted of 23 patients undergoing orthotopic liver transplant. Chart review was performed to identify timing of various intraoperative events. Data were compared based on predefined thresholds for existence of hemorrhagic shock: CRM lower than 40%, systolic blood pressure (SBP) lower than 90 mm Hg (SBP90), and heart rate (HR) higher than 100 beats per minute (HR100). Regression analysis was performed for predicting resuscitation events, and nonlinear eXtreme Gradient Boosting (XGBoost) models were used to compare CRM with standard vital sign measures. Results: Events where CRM dropped lower than 40% were 2.25 times more likely to lead to an intervention, whereas HR100 and SBP90 were not associated with intraoperative interventions. XGBoost prediction models showed superior discriminatory capacity of CRM alone compared with the model with SBP and HR and no difference when all three were combined (CRM-HR-SBP). All XGBoost models outperformed equivalent linear regression models. Conclusion: These results demonstrate that CRM can provide an adjunctive clinical tool that can augment early and accurate of hemodynamic compromise and promote goal-directed resuscitation in the perioperative setting.
代偿储备测量(CRM)是一种连续的非侵入性监测技术,可评估与对血容量减少性应激源(如失血性休克)的反应相关的所有生理机制的综合能力。以前没有研究分析过其在术中复苏指导中的应用。
对 23 例行原位肝移植的患者进行前瞻性观察性研究。通过图表审查确定各种术中事件的时间。根据存在失血性休克的预设阈值对数据进行比较:CRM 低于 40%、收缩压(SBP)低于 90mmHg(SBP90)和心率(HR)高于 100 次/分钟(HR100)。对预测复苏事件进行回归分析,并使用非线性极端梯度提升(XGBoost)模型比较 CRM 与标准生命体征测量。
CRM 下降低于 40%的事件发生干预的可能性高 2.25 倍,而 HR100 和 SBP90 与术中干预无关。XGBoost 预测模型显示,CRM 单独的区分能力优于 SBP 和 HR 的模型,而将三者结合时没有差异(CRM-HR-SBP)。所有 XGBoost 模型均优于等效线性回归模型。
这些结果表明,CRM 可以提供一种辅助临床工具,可增强对血流动力学受损的早期和准确评估,并在围手术期促进目标导向性复苏。