Cognitive Dysfunction, Brain Volumes, and Traumatic Brain Injury in Homeless Persons

被引:5
作者
Cusimano, Michael D. [1 ,2 ,5 ]
Saha, Ashirbani [1 ]
Zhang, Daniel [1 ]
Zhang, Stanley [1 ]
Casey, Julia [1 ]
Rabski, Jessica [1 ]
Carpino, Melissa [1 ]
Hwang, Stephen W. [3 ,4 ]
机构
[1] St Michaels Hosp, Li Ka Shing Knowledge Inst, Div Neurosurg, Injury Prevent Res Off, Toronto, ON, Canada
[2] Univ Toronto, Dalla Lana Sch Publ Hlth, Toronto, ON, Canada
[3] Univ Toronto, Dept Med, Toronto, ON, Canada
[4] St Michaels Hosp, Ctr Urban Hlth Solut, Toronto, ON, Canada
[5] Univ Toronto, St Michaels Hosp, Div Neurosurg, 30 Bond St, Toronto, ON M5B 1W8, Canada
来源
NEUROTRAUMA REPORTS | 2021年 / 2卷 / 01期
基金
加拿大健康研究院;
关键词
biomarkers; brain volume; cognitive function; concussion; homeless persons; neuroimaging; random forest; traumatic brain injury; CORTICAL THICKNESS; HOUSED INDIVIDUALS; HEALTH; ABUSE; ATROPHY; TESTS;
D O I
10.1089/neur.2020.0031
中图分类号
R74 [神经病学与精神病学];
学科分类号
摘要
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 (p < 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 (p < 0.001). Homeless participants took more time on the GPT compared with controls using both hands (p < 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 (p = 0.0096), and homeless participants with (p = 0.0148) or without TBI (p = 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.
引用
收藏
页码:136 / 148
页数:13
相关论文
共 50 条
  • [1] Can Eye Fixation During the Grooved Pegboard Test Distinguish Between Planning and Online Correction?
    Albuquerque, Maicon R.
    Malloy-Diniz, Leandro F.
    Romano-Silva, Marco A.
    de Paula, Jonas J.
    de Castro Neves, Maila
    Lage, Guilherme M.
    [J]. PERCEPTUAL AND MOTOR SKILLS, 2017, 124 (02) : 380 - 392
  • [2] American Public Health Association, 2019, ALC OTH DRUG PROBL H
  • [3] [Anonymous], 2019, TBI: Get the facts
  • [4] Motor Tests and Cognition in Healthy Older Adults
    Ashendorf, Lee
    Vanderslice-Barr, Jana L.
    McCaffrey, Robert J.
    [J]. APPLIED NEUROPSYCHOLOGY, 2009, 16 (03): : 171 - 176
  • [5] Grooved Pegboard Predicates More of Cognitive Than Motor Involvement in Parkinson's Disease
    Bezdicek, Ondrej
    Nikolai, Tomas
    Hoskovcova, Martina
    Stochl, Jan
    Brozova, Hana
    Dusek, Petr
    Zarubova, Katerina
    Jech, Robert
    Ruzicka, Evzen
    [J]. ASSESSMENT, 2014, 21 (06) : 723 - 730
  • [6] A random forest guided tour
    Biau, Gerard
    Scornet, Erwan
    [J]. TEST, 2016, 25 (02) : 197 - 227
  • [7] NORMATIVE DATA ON INTERMANUAL DIFFERENCES ON 3 TESTS OF MOTOR-PERFORMANCE
    BORNSTEIN, RA
    [J]. JOURNAL OF CLINICAL AND EXPERIMENTAL NEUROPSYCHOLOGY, 1986, 8 (01) : 12 - 20
  • [8] Random forests
    Breiman, L
    [J]. MACHINE LEARNING, 2001, 45 (01) : 5 - 32
  • [9] Neuroinflammation and brain atrophy in former NFL players: An in vivo multimodal imaging pilot study
    Coughlin, Jennifer M.
    Wang, Yuchuan
    Munro, Cynthia A.
    Ma, Shuangchao
    Yue, Chen
    Chen, Shaojie
    Airan, Raag
    Kim, Pearl K.
    Adams, Ashley V.
    Garcia, Cinthya
    Higgs, Cecilia
    Sair, Haris I.
    Sawa, Akira
    Smith, Gwenn
    Lyketsos, Constantine G.
    Caffo, Brian
    Kassiou, Michael
    Guilarte, Tomas R.
    Pomper, Martin G.
    [J]. NEUROBIOLOGY OF DISEASE, 2015, 74 : 58 - 65
  • [10] Screening for Traumatic Brain Injury: Findings and Public Health Implications
    Dams-O'Connor, Kristen
    Cantor, Joshua B.
    Brown, Margaret
    Dijkers, Marcel P.
    Spielman, Lisa A.
    Gordon, Wayne A.
    [J]. JOURNAL OF HEAD TRAUMA REHABILITATION, 2014, 29 (06) : 479 - 489