1Department of Biomedical Engineering, Faculty of Fundamental Problems of Technology, Wroclaw University of Science and Technology, Wroclaw, Poland.
2Department of Computer Engineering, Faculty of Information and Communication Technology, Wroclaw University of Science and Technology, Wroclaw, Poland.
J Neurosurg. 2022 Dec 23;139(1):201-211. doi: 10.3171/2022.10.JNS221523. Print 2023 Jul 1.
Intracranial pressure (ICP) pulse waveform analysis may provide valuable information about cerebrospinal pressure-volume compensation in patients with traumatic brain injury (TBI). The authors applied spectral methods to analyze ICP waveforms in terms of the pulse amplitude of ICP (AMP), high frequency centroid (HFC), and higher harmonics centroid (HHC) and also used a morphological classification approach to assess changes in the shape of ICP pulse waveforms using the pulse shape index (PSI).
The authors included 184 patients from the Collaborative European NeuroTrauma Effectiveness Research in Traumatic Brain Injury (CENTER-TBI) High-Resolution Sub-Study in the analysis. HFC was calculated as the average power-weighted frequency within the 4- to 15-Hz frequency range of the ICP power density spectrum. HHC was defined as the center of mass of the ICP pulse waveform harmonics from the 2nd to the 10th. PSI was defined as the weighted sum of artificial intelligence-based ICP pulse class numbers from 1 (normal pulse waveform) to 4 (pathological waveform).
AMP and PSI increased linearly with mean ICP. HFC increased proportionally to ICP until the upper breakpoint (average ICP of 31 mm Hg), whereas HHC slightly increased with ICP and then decreased significantly when ICP exceeded 25 mm Hg. AMP (p < 0.001), HFC (p = 0.003), and PSI (p < 0.001) were significantly greater in patients who died than in patients who survived. Among those patients with low ICP (< 15 mm Hg), AMP, PSI, and HFC were greater in those with poor outcome than in those with good outcome (all p < 0.001).
Whereas HFC, AMP, and PSI could be used as predictors of mortality, HHC may potentially serve as an early warning sign of intracranial hypertension. Elevated HFC, AMP, and PSI were associated with poor outcome in TBI patients with low ICP.
颅内压(ICP)脉搏波分析可能为创伤性脑损伤(TBI)患者提供关于脑脊液压力-容积补偿的有价值信息。作者应用频谱方法,从 ICP 脉冲幅度(AMP)、高频质心(HFC)和高次谐波质心(HHC)的角度分析 ICP 波形,并使用脉搏形态指数(PSI)评估 ICP 脉冲波形形态变化的形态分类方法。
作者对协作性欧洲神经创伤效应研究在创伤性脑损伤中的高分辨率子研究(CENTER-TBI)中的 184 名患者进行了分析。HFC 计算为 ICP 功率谱密度中 4-15 Hz 频率范围内的平均功率加权频率。HHC 定义为从第 2 到第 10 次 ICP 脉搏波形谐波的质心。PSI 定义为基于人工智能的 ICP 脉冲类别的加权和,从 1(正常脉搏波形)到 4(病理波形)。
AMP 和 PSI 与平均 ICP 呈线性增加。HFC 与 ICP 成比例增加,直到上限点(平均 ICP 为 31mmHg),而 HHC 随 ICP 略有增加,当 ICP 超过 25mmHg 时则显著下降。与存活患者相比,死亡患者的 AMP(p<0.001)、HFC(p=0.003)和 PSI(p<0.001)均显著增加。在 ICP 较低(<15mmHg)的患者中,低结局患者的 AMP、PSI 和 HFC 均高于高结局患者(均 p<0.001)。
虽然 HFC、AMP 和 PSI 可作为死亡率的预测指标,但 HHC 可能是颅内高压的早期预警信号。在 ICP 较低的 TBI 患者中,HFC、AMP 和 PSI 升高与不良预后相关。