Validation of optimised intracranial spectroscopic probe for instantaneous in-situ monitoring and classification of traumatic brain injury

IF 4.6 2区 医学 Q1 NEUROSCIENCES Experimental Neurology Pub Date : 2024-09-18 DOI:10.1016/j.expneurol.2024.114960
Clarissa A. Stickland , Zoltan Sztranyovszky , Jonathan J.S. Rickard , Pola Goldberg Oppenheimer
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Abstract

The development of an optical interface to directly distinguish the brain tissue's biochemistry is the next step in understanding traumatic brain injury (TBI) pathophysiology and the best and most appropriate treatment in cases where in-hospital intracranial access is required. Despite TBI being a globally leading cause of morbidity and mortality in patients under 40, there is still a lack of objective diagnostical tools. Further, given its pathophysiological complexity the majority of treatments provided are purely symptomatic without standardized therapeutic targets. Our tailor-engineered prototype of the intracranial Raman spectroscopy probe (Intra-RSP) is designed to bridge the gap and provide real-time spectroscopic insights to monitor TBI and its evolution as well as identify patient-specific molecular targets for timely intervention. Raman spectroscopy being rapid, label-free and non-destructive, renders it an ideal portable diagnostics tool. In combination with our in-house developed software, using machine learning algorithms for multivariate analysis, the Intra-RSP is shown to accurately differentiate simulated TBI conditions in rat brains from the healthy controls, directly from the brain surface as well as through the rat's skull. Using clinically pre-established methods of cranial entry, the Intra-RSP can be inserted into a 2-piece optimised cranial bolt with integrated focussing and correctly identify a sample in real-life conditions with an accuracy >80 %. To further validate the Intra-RSP's efficiency as a TBI monitoring device, rat brains mildly damaged from inflicted spinal cord injury were found to be correctly classified with 94.5 % accuracy. Through optimization and rigorous in-vivo validation, the Intra-RSP prototype is envisioned to seamlessly integrate into existing standards of neurological care, serving as a minimally invasive, in-situ neuromonitoring tool. This transformative approach has the potential to revolutionize the landscape of neurological care by providing clinicians with unprecedented insights into the nature of brain injuries and fostering targeted, timely and effective therapeutic interventions.
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用于瞬时原位监测和脑外伤分类的优化颅内光谱探针的验证。
开发一种可直接分辨脑组织生化的光学界面,是了解创伤性脑损伤(TBI)病理生理学以及在需要院内颅内通路的情况下最佳和最合适治疗的下一步。尽管创伤性脑损伤是导致 40 岁以下患者发病和死亡的全球主要原因,但目前仍缺乏客观的诊断工具。此外,鉴于其病理生理的复杂性,大多数治疗方法都是纯粹的对症治疗,没有标准化的治疗目标。我们量身定制的颅内拉曼光谱探头(Intra-RSP)原型旨在弥合这一差距,并提供实时光谱洞察力,以监测创伤性脑损伤及其演变情况,以及识别患者特定的分子目标,以便及时干预。拉曼光谱快速、无标记、无损,是理想的便携式诊断工具。结合我们自主开发的软件,利用机器学习算法进行多变量分析,Intra-RSP 可以直接从大鼠大脑表面以及通过大鼠头骨准确区分大鼠大脑中的模拟 TBI 状况和健康对照组。使用临床上预先确定的颅骨进入方法,Intra-RSP 可以插入带集成聚焦功能的两件式优化颅骨螺栓,并在实际条件下正确识别样本,准确率大于 80%。为了进一步验证 Intra-RSP 作为创伤性脑损伤监测设备的效率,研究人员对脊髓损伤造成轻度损伤的大鼠大脑进行了正确分类,准确率达到 94.5%。通过优化和严格的体内验证,Intra-RSP 原型有望无缝集成到现有的神经护理标准中,成为一种微创、原位神经监测工具。这种变革性的方法为临床医生提供了前所未有的脑损伤本质洞察力,促进了有针对性的、及时有效的治疗干预,从而有可能彻底改变神经系统护理的格局。
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来源期刊
Experimental Neurology
Experimental Neurology 医学-神经科学
CiteScore
10.10
自引率
3.80%
发文量
258
审稿时长
42 days
期刊介绍: Experimental Neurology, a Journal of Neuroscience Research, publishes original research in neuroscience with a particular emphasis on novel findings in neural development, regeneration, plasticity and transplantation. The journal has focused on research concerning basic mechanisms underlying neurological disorders.
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