Annu Int Conf IEEE Eng Med Biol Soc. 2022 Jul;2022:1742-1746. doi: 10.1109/EMBC48229.2022.9871403.
Intracranial hypertension (IH) is associated with poor outcome in traumatic brain injury (TBI) patients and must be avoided to prevent secondary brain injury. In clinical practice the most common method of IH detection is the calculation of the mean value of intracranial pressure (ICP) and the therapeutic intervention is usually introduced when the mean exceeds a certain threshold. This threshold, however, is rather individual for each patient than universal for all. Impaired cerebrovascular reactivity and reduced intracranial compliance are associated with raised ICP. This work explores a new definition of life-threatening hypertension (LTH) which accounts for the state of cerebral compliance. In the proposed method, changes in compliance are analysed through identification of likely pathological and/or pathological shapes of ICP pulse waveforms using a neural network. In terms of predictive power for mortality in TBI, detection of both shape clasess of ICP pulse waveforms during raised ICP offers similar results to previously proposed LTH definition accounting for the state of cerebrovascular reactivity (77.8% vs 76.9% accuracy, respectively). On the other hand, the fully pathological shapes of ICP pulses are present during ICP rises almost only in recordings of patients who died: out of 216 analysed patients only 6% of surviving and as many as 42% of deceased patients developed this type of LTH event. The stricter definition of LTH events including only pathological shape of ICP pulses presents the highest accuracy among the analysed approaches for mortality prediction (87.9%). Clinical relevance-Reliable detection of potentially life-threatening episodes of ICP elevation offers the possibility of improving clinical management of TBI by identifying the patients at risk of unfavourable outcome.
颅内高压(IH)与创伤性脑损伤(TBI)患者的预后不良有关,必须加以避免以防止继发性脑损伤。在临床实践中,IH 检测最常用的方法是计算颅内压(ICP)的平均值,当平均值超过一定阈值时,通常会进行治疗干预。然而,这个阈值对每个患者而言是因人而异的,而不是对所有患者都是通用的。脑血管反应性受损和颅内顺应性降低与 ICP 升高有关。这项工作探索了一种新的危及生命的高血压(LTH)定义,该定义考虑了脑顺应性的状态。在提出的方法中,通过使用神经网络识别 ICP 脉搏波形的可能病理性和/或病理性形状来分析顺应性的变化。在 TBI 死亡率的预测能力方面,在升高的 ICP 期间检测到 ICP 脉搏波形的这两种形状类别提供了与之前提出的考虑脑血管反应性状态的 LTH 定义相似的结果(分别为 77.8%和 76.9%的准确性)。另一方面,在几乎仅在记录死亡患者的记录中才会出现 ICP 升高期间的完全病理性 ICP 脉冲形状:在分析的 216 名患者中,仅有 6%的存活患者和多达 42%的死亡患者出现了这种类型的 LTH 事件。仅包括 ICP 脉冲病理性形状的 LTH 事件的更严格定义在分析的死亡率预测方法中具有最高的准确性(87.9%)。临床相关性-可靠地检测潜在危及生命的 ICP 升高事件提供了通过识别有不良预后风险的患者来改善 TBI 临床管理的可能性。