IEEE Trans Biomed Eng. 2022 May;69(5):1745-1757. doi: 10.1109/TBME.2021.3129734. Epub 2022 Apr 21.
Reducing time-to-treatment and providing acute management in stroke are essential for patient recovery. Electrical bioimpedance (EBI) is an inexpensive and non-invasive tissue measurement approach that has the potential to provide novel continuous intracranial monitoring-something not possible in current standard-of-care. While extensive previous work has evaluated the feasibility of EBI in diagnosing stroke, high-impedance anatomical features in the head have limited clinical translation.
The present study introduces novel electrode placements near highly-conductive cerebral spinal fluid (CSF) pathways to enhance electrical current penetration through the skull and increase detection accuracy of neurologic damage. Simulations were conducted on a realistic finite element model (FEM). Novel electrode placements at the tear ducts, soft palate and base of neck were evaluated. Classification accuracy was assessed in the presence of signal noise, patient variability, and electrode positioning.
Algorithms were developed to successfully determine stroke etiology, location, and size relative to impedance measurements from a baseline scan. Novel electrode placements significantly increased stroke classification accuracy at various levels of signal noise (e.g., p < 0.001 at 40 dB). Novel electrodes also amplified current penetration, with up to 30% increase in current density and 57% increased sensitivity in central intracranial regions (p < 0.001).
These findings support the use of novel electrode placements in EBI to overcome prior limitations, indicating a potential approach to increasing the technology's clinical utility in stroke identification.
A non-invasive EBI monitor for stroke could provide essential timely intervention and care of stroke patients.
减少治疗时间并提供急性管理是中风患者康复的关键。 电阻抗(EBI)是一种廉价且非侵入性的组织测量方法,有可能提供新的连续颅内监测-这是当前标准护理不可能实现的。 虽然以前有大量工作评估了 EBI 在诊断中风方面的可行性,但头部的高阻抗解剖特征限制了其临床转化。
本研究介绍了在高导电性脑脊髓液(CSF)途径附近的新型电极放置,以增强电流穿透颅骨的能力,并提高对神经损伤的检测准确性。 在现实的有限元模型(FEM)上进行了模拟。 评估了泪管、软腭和颈部底部的新型电极放置。 在存在信号噪声、患者变异性和电极定位的情况下,评估了分类准确性。
开发了算法来成功确定与基线扫描的阻抗测量相关的中风病因、位置和大小。 新型电极放置在各种信号噪声水平下显著提高了中风分类准确性(例如,在 40 dB 时 p < 0.001)。 新型电极还增强了电流穿透,中央颅内区域的电流密度增加了 30%,灵敏度增加了 57%(p < 0.001)。
这些发现支持在 EBI 中使用新型电极放置来克服先前的限制,表明一种增加该技术在中风识别中的临床应用的潜在方法。
用于中风的非侵入性 EBI 监测器可以为中风患者提供必要的及时干预和护理。