Transcranial Transmission Ultrasound for Reliable Noninvasive Exclusion of Intracranial Hypertension in Traumatic Brain Injury Patients: A Proof of Concept Study

创伤性脑损伤 医学 颅内压 四分位数 血压 重症监护室 冲程(发动机) 脑外伤 内科学 心脏病学 麻醉 精神科 机械工程 工程类 置信区间
作者
Sandro M. Krieg,Maximilian Schwendner,Leonie Kram,Haosu Zhang,Raimunde Liang,Chiara Negwer,Bernhard Meyer
出处
期刊:Journal of Neurotrauma [Mary Ann Liebert, Inc.]
卷期号:41 (19-20): 2298-2306 被引量:2
标识
DOI:10.1089/neu.2024.0027
摘要

For many years, noninvasive methods to measure intracranial pressure (ICP) have been unsuccessful. However, such methods are crucial for the assessment of patients with nonpenetrating traumatic brain injuries (TBIs) who are unconscious. In this study, we explored the use of transcranial transmission ultrasound (TTUS) to gather experimental data through brain pulsatility, assessing its effectiveness in detecting high ICP using machine learning analysis. We included patients with severe TBI under invasive ICP monitoring in our intensive care unit. During periods of both normal and elevated ICP, we simultaneously recorded ICP, arterial blood pressure, heart rate, and TTUS measurements. Our classification model was based on data from 9 patients, encompassing 387 instances of elevated ICP (>15 mmHg) and 345 instances of normal ICP (<10 mmHg), and validated through a leave-one-subject-out method. The study, conducted from October 2021 to October 2022, involved 25 patients with an average age of 61.6 ± 17.6 years, producing 279 datasets with an average ICP of 11.3 mmHg (1st quartile 6.1 mmHg; 3rd quartile 14.8 mmHg). The automated TTUS analysis effectively identified ICP values over 15 mmHg with 100% sensitivity and 47% specificity. It achieved a 100% negative predictive value and a 14% positive predictive value. This suggests that TTUS can accurately rule out high ICP above 15 mmHg in TBI patients, indicating patients who may need immediate imaging or intervention. These promising results, if confirmed and expanded in larger studies, could lead to the first reliable, noninvasive screening tool for detecting elevated ICP.
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