Cusimano Michael D, Saha Ashirbani, Zhang Daniel, Zhang Stanley, Casey Julia, Rabski Jessica, Carpino Melissa, Hwang Stephen W
Injury Prevention Research Office, Division of Neurosurgery, Li Ka Shing Knowledge Institute, St. Michael's Hospital, Toronto, Ontario, Canada.
Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada.
Neurotrauma Rep. 2021 Mar 5;2(1):136-148. doi: 10.1089/neur.2020.0031. eCollection 2021.
Although homeless persons experience traumatic brain injury (TBI) frequently, little is known about the structural and functional brain changes in this group. We aimed to describe brain volume changes and related cognitive/motor deficits in homeless persons with or without TBI versus controls. Participants underwent T1-weighted magnetic resonance imaging (MRI), neuropsychological (NP) tests (the Grooved Pegboard Test [GPT]/Finger Tapping Test [FTT]), alcohol/drug use screens (the Alcohol Use Disorders Identification Test [AUDIT]/Drug Abuse Screening Test [DAST]), and questionnaires (the Brain Injury Screening Questionnaire [BISQ]/General Information Questionnaire [GIQ]) to determine TBI. Normalized volumes of brain substructures from MRI were derived from FreeSurfer. Comparisons were tested by Mann-Whitney U and Kruskal-Wallis rank sum tests. Leave-one-out cross-validation using random forest classifier was applied to determine the ability of predicting TBI. Diagnostic ability of this classifier was assessed using area under the receiver operating characteristic curve (AUC). Fifty-one participants-25 homeless persons (9 with TBI) and 26 controls-were included. The homeless group had higher AUDIT scores and smaller thalamus and brainstem volumes ( 0.001) than controls. Within homeless participants, the TBI group had reduced normalized volumes of nucleus accumbens, thalamus, ventral diencephalon, and brainstem compared with the non-TBI group ( 0.001). Homeless participants took more time on the GPT compared with controls using both hands ( 0.0001); but the observed effects were more pronounced in the homeless group with TBI in the non-dominant hand. Homeless persons with TBI had fewer dominant hand finger taps than controls ( 0.0096), and homeless participants with ( 0.0148) or without TBI ( 0.0093) tapped less than controls with their non-dominant hand. In all participants, TBI was predicted with an AUC of 0.95 (95% confidence interval [CI]: 0.89-1.00) by the classifier modeled on MRI, NP tests, and screening data combined. The MRI-data-based classifier was the best predictor of TBI within the homeless group (AUC: 0.76, 95% CI: 0.53-0.99). Normalized volumes of specific brain substructures were important indicators of TBI in homeless participants and they are important indicators of TBI in the state of homelessness itself. They may improve predictive ability of NP and screening tests in determining these outcomes.
尽管无家可归者经常遭受创伤性脑损伤(TBI),但对于该群体大脑的结构和功能变化却知之甚少。我们旨在描述有无TBI的无家可归者与对照组相比的脑容量变化及相关的认知/运动缺陷。参与者接受了T1加权磁共振成像(MRI)、神经心理学(NP)测试(明尼苏达操作速度测验[GPT]/手指敲击测试[FTT])、酒精/药物使用筛查(酒精使用障碍识别测试[AUDIT]/药物滥用筛查测试[DAST])以及问卷(脑损伤筛查问卷[BISQ]/一般信息问卷[GIQ])以确定是否存在TBI。MRI得出的脑亚结构标准化体积来自FreeSurfer。通过曼-惠特尼U检验和克鲁斯卡尔-沃利斯秩和检验进行比较。使用随机森林分类器进行留一法交叉验证以确定预测TBI的能力。使用受试者工作特征曲线下面积(AUC)评估该分类器的诊断能力。纳入了51名参与者——25名无家可归者(9名有TBI)和26名对照组。无家可归组的AUDIT得分更高,丘脑和脑干体积比对照组更小(<0.001)。在无家可归参与者中,与非TBI组相比,TBI组的伏隔核、丘脑、腹侧间脑和脑干的标准化体积减小(<0.001)。与对照组双手相比,无家可归参与者在GPT上花费的时间更多(<0.0001);但在非优势手方面,观察到的效应在有TBI的无家可归组中更为明显。有TBI的无家可归者优势手的手指敲击次数比对照组少(<0.0096),有(<0.0148)或无TBI(<0.0093)的无家可归参与者非优势手的敲击次数比对照组少。在所有参与者中,通过结合MRI、NP测试和筛查数据建立的分类器预测TBI的AUC为0.95(95%置信区间[CI]:0.89 - 1.00)。基于MRI数据的分类器是无家可归组中TBI的最佳预测指标(AUC:0.76,95% CI:0.53 - 0.99)。特定脑亚结构的标准化体积是无家可归参与者中TBI的重要指标,也是无家可归状态本身中TBI的重要指标。它们可能会提高NP和筛查测试在确定这些结果方面的预测能力。