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