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应用弥散张量成像(DTI)多参数分析快速预测和准确选择轻度创伤性脑损伤(mTBI):关联和临床方法的整合。

Rapid Prediction and Accurate Location Selection of Mild Traumatic Brain Injury (mTBI) by Using Multiple Parameter Analysis of Diffusion Tensor Imaging (DTI): Integrating Correlational and Clinical Approaches.

机构信息

Department of Radiology, The Third Xiangya Hospital, Central South University, 410013 Changsha, China.

Department of Mechanical and Aerospace Engineering, Rutgers University, 08854 Piscataway, USA.

出版信息

Biomed Res Int. 2023 Jan 16;2023:7467479. doi: 10.1155/2023/7467479. eCollection 2023.

Abstract

BACKGROUND

Mild traumatic brain injury (mTBI) is a widespread and serious public health problem which also causes physical and psychological suffering to patients and their families and imposes a significant economic burden on society. But it is usually very difficult to detect and provide warning of mTBI in early stage. Therefore, a novel method is urgent for the increasing demands on the accurate and rapid prediction and feature selection of mTBI.

OBJECTIVES

To establish a better idea of the performance of neuroimage biomarker in the acute phase of mTBI, our study adopts diffusion tensor imaging (DTI) which could present the pathophysiological changes of white matter through several parameters noninvasively and combined with behavioral experiments such as intelligence quotient test, memory, executive function, and motion function to find the relationship between DTI abnormal brain regions and behavioral abnormalities. Then, provide new method for rapid prediction and feature selection of mTBI.

METHODS

77 mTBI patients were admitted to the Emergency and Neurosurgery Departments of the Third Xiangya Hospital of Central South University from August 2019 to July 2021; the patients (41 males and 36 females) suffered mTBI because of car accident (36), assault (11), and fall (30). All the mTBI patients were examined through MRI scan and behavioral psychology test within 3 days after injury. MRI images and behavioral psychology tests were also collected; the correlation between the DTI biomarker and the cognitive psychological outcome was analyzed. A series of integration and computational methods were also used for fusion arithmetic and result analysis.

RESULTS

Compared with the healthy control group, the patients in the acute stage of mTBI presented lower scores in the digit symbol substitution test (DSST), suggesting that mTBI patients in the acute stage had decline in information processing speed and associative learning. The difference of DTI parameters in acute stage mTBI patients was mainly manifested as increased AD and MD values in multiple brain regions, while RD and FA values have no significant difference. The most significant brain regions were bilateral corticospinal tracts (CST), bilateral posterior internal capsule lentiform nucleus, bilateral superior longitudinal fasciculus, left terminal striae, and left sagittal plane with right posterior thalamic radiation. The Pearson correlation coefficient was significantly positive correlation between AD and MD elevation in the left sagittal layer and the results of DSST and digit span in acute stage mTBI patients.

CONCLUSIONS

The acute phase mTBI patients performed lower score on the DSST than those in the normal control group. This neuropsychological change was associated with increased AD value and MD value in the left sagittal layer, which indicated reduction of information processing speed in mTBI patients in the acute phase. It might be related to abnormal AD value and MD value in the upper longitudinal tract, lower longitudinal tract, lower frontal occipital tract, and sagittal layer. In this study, combined with neuropsychological test and increase of the AD value and MD value in certain brain region, neurosurgeon should pay more attention to the abnormal of the upper longitudinal tract and the patients' information processing speed in the diagnosis and treatment of the acute phase mTBI patients. The study offers a much more secure and integrated method for rapid prediction and feature selection of mTBI, which could have broader clinical approaches and application prospects.

摘要

背景

轻度创伤性脑损伤(mTBI)是一个广泛而严重的公共卫生问题,它也给患者及其家属带来身体和心理上的痛苦,并给社会带来巨大的经济负担。但是,在早期阶段通常很难检测到 mTBI 并发出警告。因此,对于越来越需要准确快速预测和特征选择 mTBI 的情况来说,需要一种新的方法。

目的

为了更好地了解神经影像学生物标志物在 mTBI 急性期的表现,我们的研究采用弥散张量成像(DTI),通过几个参数无创地呈现白质的病理生理变化,并结合智商测试、记忆、执行功能和运动功能等行为实验,寻找 DTI 异常脑区与行为异常之间的关系。然后,为 mTBI 的快速预测和特征选择提供新的方法。

方法

2019 年 8 月至 2021 年 7 月,中南大学湘雅三医院急诊和神经外科收治了 77 例 mTBI 患者(男 41 例,女 36 例),因车祸(36 例)、殴打(11 例)和跌倒(30 例)而患有 mTBI。所有 mTBI 患者均在损伤后 3 天内接受 MRI 扫描和行为心理学测试检查。还收集了 MRI 图像和行为心理学测试结果,分析了 DTI 生物标志物与认知心理结局之间的相关性。还使用了一系列集成和计算方法进行融合算法和结果分析。

结果

与健康对照组相比,mTBI 患者在急性期的数字符号替换测试(DSST)中得分较低,表明 mTBI 患者在急性期的信息处理速度和联想学习能力下降。急性期 mTBI 患者的 DTI 参数差异主要表现为多个脑区的 AD 和 MD 值增加,而 RD 和 FA 值无明显差异。最显著的脑区是双侧皮质脊髓束(CST)、双侧内囊后肢、双侧上纵束、左侧终纹和右侧后丘脑辐射的左侧矢状层。AD 和 MD 升高在左侧矢状层与急性 mTBI 患者 DSST 和数字跨度结果之间的 Pearson 相关系数呈显著正相关。

结论

与正常对照组相比,急性 mTBI 患者在 DSST 上的得分较低。这种神经心理学变化与左侧矢状层 AD 值和 MD 值的升高有关,表明急性 mTBI 患者的信息处理速度减慢。这可能与上纵束、下纵束、下额枕束和矢状层的 AD 值和 MD 值异常有关。在这项研究中,结合神经心理学测试和特定脑区 AD 值和 MD 值的增加,神经外科医生在诊断和治疗急性 mTBI 患者时应更加注意上纵束和患者信息处理速度的异常。该研究为 mTBI 的快速预测和特征选择提供了一种更安全、更综合的方法,具有更广泛的临床途径和应用前景。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3fe4/9870681/671205b136f4/BMRI2023-7467479.001.jpg

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