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生理信号复杂度与中重度创伤性脑损伤结局的关系:多尺度熵的 CENTER-TBI 探索性分析。

Association between Physiological Signal Complexity and Outcomes in Moderate and Severe Traumatic Brain Injury: A CENTER-TBI Exploratory Analysis of Multi-Scale Entropy.

机构信息

Division of Anaesthesia, Division of Neurosurgery, Addenbrooke's Hospital, University of Cambridge, Cambridge, United Kingdom.

Department of Surgery, and Rady Faculty of Health Sciences, University of Manitoba, Winnipeg, Manitoba, Canada.

出版信息

J Neurotrauma. 2021 Jan 15;38(2):272-282. doi: 10.1089/neu.2020.7249. Epub 2020 Sep 23.

Abstract

In traumatic brain injury (TBI), preliminary retrospective work on signal entropy suggests an association with global outcome. The goal of this study was to provide multi-center validation of the association between multi-scale entropy (MSE) of cardiovascular and cerebral physiological signals, with six-month outcome. Using the Collaborative European NeuroTrauma Effectiveness Research in TBI (CENTER-TBI) high-resolution intensive care unit (ICU) cohort, we selected patients with a minimum of 72 h of physiological recordings and a documented six-month Glasgow Outcome Scale Extended (GOSE) score. The 10-sec summary data for heart rate (HR), mean arterial pressure (MAP), intracranial pressure (ICP), and pulse amplitude of ICP (AMP) were derived across the first 72 h of data. The MSE complexity index (MSE-Ci) was determined for HR, MAP, ICP, and AMP, with the association between MSE and dichotomized six-month outcomes assessed using Mann-Whitney testing and logistic regression analysis. A total of 160 patients had a minimum of 72 h of recording and a documented outcome. Decreased HR MSE-Ci (7.3 [interquartile range (IQR) 5.4 to 10.2] vs. 5.1 [IQR 3.1 to 7.0];  = 0.002), lower ICP MSE-Ci (11.2 [IQR 7.5 to 14.2] vs. 7.3 [IQR 6.1 to 11.0];  = 0.009), and lower AMP MSE-Ci (10.9 [IQR 8.0 to 13.7] vs. 8.7 [IQR 6.6 to 11.0];  = 0.022), were associated with death. Similarly, lower HR MSE-Ci (8.0 [IQR 6.2 to 10.9] vs. 6.2 [IQR 3.9 to 8.7];  = 0.003) and lower ICP MSE-Ci (11.4 [IQR 8.6 to 14.4)] vs. 9.2 [IQR 6.0 to 13.5]), were associated with unfavorable outcome. Logistic regression analysis confirmed that lower HR MSE-Ci and ICP MSE-Ci were associated with death and unfavorable outcome at six months. These findings suggest that a reduction in cardiovascular and cerebrovascular system entropy is associated with worse outcomes. Further work in the field of signal complexity in TBI multi-modal monitoring is required.

摘要

在创伤性脑损伤(TBI)中,关于信号熵的初步回顾性研究表明其与整体预后相关。本研究的目的是提供多中心验证,即心血管和脑生理信号的多尺度熵(MSE)与 6 个月的预后之间的关联。我们使用协作性欧洲神经创伤疗效研究(CENTER-TBI)的高分辨率重症监护病房(ICU)队列,选择至少有 72 小时生理记录且有记录的 6 个月格拉斯哥预后评分扩展(GOSE)的患者。在第 72 小时的数据中,得出心率(HR)、平均动脉压(MAP)、颅内压(ICP)和 ICP 脉搏幅度(AMP)的 10 秒汇总数据。确定 HR、MAP、ICP 和 AMP 的 MSE 复杂度指数(MSE-Ci),使用曼-惠特尼检验和逻辑回归分析评估 MSE 与二分类 6 个月结局之间的关联。共有 160 名患者至少有 72 小时的记录和记录的结局。HR MSE-Ci 降低(7.3 [四分位距(IQR)5.4 至 10.2] 与 5.1 [IQR 3.1 至 7.0];  = 0.002),较低的 ICP MSE-Ci(11.2 [IQR 7.5 至 14.2] 与 7.3 [IQR 6.1 至 11.0];  = 0.009)和较低的 AMP MSE-Ci(10.9 [IQR 8.0 至 13.7] 与 8.7 [IQR 6.6 至 11.0];  = 0.022)与死亡相关。同样,HR MSE-Ci 降低(8.0 [IQR 6.2 至 10.9] 与 6.2 [IQR 3.9 至 8.7];  = 0.003)和 ICP MSE-Ci 降低(11.4 [IQR 8.6 至 14.4] 与 9.2 [IQR 6.0 至 13.5])与不良结局相关。逻辑回归分析证实,HR MSE-Ci 和 ICP MSE-Ci 降低与 6 个月时的死亡和不良结局相关。这些发现表明,心血管和脑血管系统熵的降低与预后不良相关。需要在 TBI 多模态监测信号复杂性领域进行进一步的研究。

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