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1.
Neurotrauma Rep ; 4(1): 655-662, 2023.
Artigo em Inglês | MEDLINE | ID: mdl-37908322

RESUMO

Each year in the United States, ∼2.7 million persons seek medical attention for traumatic brain injury (TBI), of which ∼85% are characterized as being mild brain injuries. Many different cell types in the brain are affected in these heterogeneous injuries, including neurons, glia, and the brain vasculature. Efforts to identify biomarkers that reflect the injury of these different cell types have been a focus of ongoing investigation. We hypothesized that von Willebrand factor (vWF) is a sensitive biomarker for acute traumatic vascular injury and correlates with symptom severity post-TBI. To address this, blood was collected from professional boxing athletes (n = 17) before and within 30 min after competition. Plasma levels of vWF and neuron-specific enolase were measured using the Meso Scale Discovery, LLC. (MSD) electrochemiluminescence array-based multi-plex format (MSD, Gaithersburg, MD). Additional symptom and outcome data from boxers and patients, such as the Rivermead symptom scores (Rivermead Post Concussion Symptoms Questionnaire [RPQ-3]), were collected. We found that, subsequent to boxing bouts, there was a 1.8-fold increase in vWF levels within 30 min of injury (p < 0.0009). Moreover, fold-change in vWF correlates moderately (r = 0.51; p = 0.03) with the number of head blows. We also found a positive correlation (r = 0.69; p = 0.002) between fold-change in vWF and self-reported post-concussive symptoms, measured by the RPQ-3. The receiver operating curve analysis of vWF plasma levels and RPQ-3 scoring yielded a sensitivity of 94.12% and a specificity of 76.5% with an area under the curve of 83% for boxers after a fight compared to the pre-bout baseline. This study suggests that vWF is a potential blood biomarker measurable in the hyperacute period after blunt mild TBI. This biomarker may prove to be useful in diagnosing and monitoring traumatic vascular injury.

3.
J Gen Intern Med ; 38(10): 2374-2382, 2023 08.
Artigo em Inglês | MEDLINE | ID: mdl-37268779

RESUMO

BACKGROUND: Many patients hospitalized for COVID-19 experience prolonged symptoms months after discharge. Little is known abou t patients' personal experiences recovering from COVID-19 in the United States (US), where medically underserved populations are at particular risk of adverse outcomes. OBJECTIVE: To explore patients' perspectives on the impact of COVID-19 hospitalization and barriers to and facilitators of recovery 1 year after hospital discharge in a predominantly Black American study population with high neighborhood-level socioeconomic disadvantage. DESIGN: Qualitative study utilizing individual, semi-structured interviews. PARTICIPANTS: Adult patients hospitalized for COVID-19 approximately 1 year after discharge home who were engaged in a COVID-19 longitudinal cohort study. APPROACH: The interview guide was developed and piloted by a multidisciplinary team. Interviews were audio-recorded and transcribed. Data were coded and organized into discrete themes using qualitative content analysis with constant comparison techniques. KEY RESULTS: Of 24 participants, 17 (71%) self-identified as Black, and 13 (54%) resided in neighborhoods with the most severe neighborhood-level socioeconomic disadvantage. One year after discharge, participants described persistent deficits in physical, cognitive, or psychological health that impacted their current lives. Repercussions included financial suffering and a loss of identity. Participants reported that clinicians often focused on physical health over cognitive and psychological health, an emphasis that posed a barrier to recovering holistically. Facilitators of recovery included robust financial or social support systems and personal agency in health maintenance. Spirituality and gratitude were common coping mechanisms. CONCLUSIONS: Persistent health deficits after COVID-19 resulted in downstream consequences in participants' lives. Though participants received adequate care to address physical needs, many described persistent unmet cognitive and psychological needs. A more comprehensive understanding of barriers and facilitators for COVID-19 recovery, contextualized by specific healthcare and socioeconomic needs related to socioeconomic disadvantage, is needed to better inform intervention delivery to patients that experience long-term sequelae of COVID-19 hospitalization.


Assuntos
COVID-19 , Adulto , Humanos , Estados Unidos , COVID-19/epidemiologia , Estudos Longitudinais , Hospitalização , Alta do Paciente , Atenção à Saúde , Pesquisa Qualitativa
4.
J Neurotrauma ; 40(15-16): 1625-1637, 2023 08.
Artigo em Inglês | MEDLINE | ID: mdl-37021339

RESUMO

Traumatic brain injury (TBI) is characterized by heterogeneity in terms of injury severity, mechanism, outcome, and pathophysiology. A single biomarker alone is unlikely to capture the heterogeneity of even one injury subtype, necessitating the use of panels of biomarkers. Herein, we focus on traumatic cerebrovascular injury and investigate associations of a panel of 16 vascular injury-related biomarkers with indices of TBI severity and outcomes using data from 159 participants in the Transforming Research and Clinical Knowledge in TBI (TRACK-TBI) Pilot Study. Associations of individual biomarkers and clusters of biomarkers identified using non-linear principal components analysis with TBI severity and outcomes were assessed using logistic regression models and Spearman's correlations. As individual biomarkers, higher levels of thrombomodulin, angiopoietin (Ang)-2, von Willebrand factor, and P-selectin were associated with more severe injury; higher levels of Ang-1, Tie2, vascular endothelial growth factor (VEGF)-C, and basic fibroblast growth factor (bFGF) were associated with less severe injury (all p < 0.05 in age-adjusted models). After false discovery rate correction for multiple comparisons, higher levels of Ang-2 remained associated with more severe injury and higher levels of Ang-1, Tie2, and bFGF remained associated with less severe injury at a p < 0.05 level. In principal components analysis, principal component (PC)1, comprised of Ang1, bFGF, P-selectin, VEGF-C, VEGF-A, and Tie2, was associated with less severe injury (age-adjusted odds ratio [OR]: 0.63, 95% confidence interval [CI]: 0.44-0.88 for head computer tomography [CT] positive vs. negative) and PC2 (Ang-2, E-selectin, Flt-1, placental growth factor, thrombomodulin, and vascular cell adhesion protein 1) was associated with greater injury severity (age-adjusted OR: 2.29, 95% CI: 1.49-3.69 for Glasgow Coma Scale [GCS] 3-12 vs. 13-15 and age-adjusted OR 1.59, 95% CI: 1.11-2.32 for head CT positive vs. negative). Neither individual biomarkers nor PCs were associated with outcomes in adjusted models (all p > 0.05). In conclusion, in this trauma-center based population of acute TBI patients, biomarkers of microvascular injury were associated with TBI severity.


Assuntos
Lesões Encefálicas Traumáticas , Selectina-P , Humanos , Feminino , Projetos Piloto , Trombomodulina , Fator A de Crescimento do Endotélio Vascular , Fator de Crescimento Placentário , Lesões Encefálicas Traumáticas/diagnóstico , Biomarcadores , Escala de Coma de Glasgow
5.
Neuroimaging Clin N Am ; 33(2): 261-269, 2023 May.
Artigo em Inglês | MEDLINE | ID: mdl-36965944

RESUMO

The acute and long-term neurobiological sequelae of concussion (mild traumatic brain injury [mTBI]) and sub-concussive head trauma have become increasingly apparent in recent decades in part due to neuroimaging research. Although imaging has an established role in the clinical management of mTBI for the identification of intracranial lesions warranting urgent interventions, MR imaging is increasingly employed for the detection of post-traumatic sequelae which carry important prognostic significance. As neuroimaging research continues to elucidate the pathophysiology of TBI underlying prolonged recovery and the development of persistent post-concussive symptoms, there is a strong motivation to translate these techniques into clinical use for improved diagnosis and therapeutic monitoring.


Assuntos
Concussão Encefálica , Humanos , Concussão Encefálica/diagnóstico , Neuroimagem/métodos , Imageamento por Ressonância Magnética/métodos , Prognóstico
6.
Neuroimaging Clin N Am ; 33(2): 271-278, 2023 May.
Artigo em Inglês | MEDLINE | ID: mdl-36965945

RESUMO

Traumatic brain injury (TBI) affects > 3 million people in the United States annually. Although the number of deaths related to severe TBIs has stabalized, mild TBIs, often termed concussions, are increasing. As evidence indicates that a significant proportion of these mild injuries are associated with long-lasting functional deficits that impact work performance, social integration, and may predispose to later cognitive decline, it is important that we (a) recognize these injuries, (b) identify those at highest risk of poor recovery, and (c) initiate appropriate treatments promptly. We discuss the epidemiology of TBI, the most common persistent symptoms, and treatment approaches.


Assuntos
Concussão Encefálica , Humanos , Estados Unidos , Concussão Encefálica/diagnóstico por imagem , Concussão Encefálica/epidemiologia , Concussão Encefálica/terapia
7.
Neurocrit Care ; 39(2): 378-385, 2023 10.
Artigo em Inglês | MEDLINE | ID: mdl-36788180

RESUMO

BACKGROUND: Conflicting evidence exists surrounding systolic blood pressure (SBP) control in patients with acute intracerebral hemorrhage (ICH). The 2022 American Heart Association and American Stroke Association guidelines recommend targeting a SBP of 140 mm Hg while maintaining the range of 130-150 mm Hg. The current practice at our health system is to titrate antihypertensives to a SBP goal of < 160 mm Hg, which aligns with previous recommendations. We hypothesized that the prior lack of guidance to a specific SBP target range predisposed patients to hypotension leading to an increased risk of brain and renal adverse events. METHODS: This retrospective, multicenter, single health system cohort study included adults admitted to the neurointensive care unit or intermediate unit with acute ICH from June 2019 to June 2021. The primary objective evaluated the frequency of time within SBP range (140-160 mm Hg) in the first 48 h. Secondary and safety end points included the frequency of time above and below the established SBP range, episodes of hypotension (defined as a decrease in SBP < 140 mm Hg prompting discontinuation in antihypertensive[s] or the initiation of vasopressor[s]), the incidence of new brain or renal adverse events within 7 days, and modified Rankin Scale at discharge. RESULTS: A total of 80 patients (59% men; median age 62 years) were included. The majority of ICHs in this cohort were intraparenchymal (70%). Nearly one third were attributed to systemic hypertension (31%). During the first 48 h of admission, the frequency of time spent above, within, and below the target SBP range were 6 h (12%), 16 h (34%), and 26 h (54%), respectively. Hypotension was associated with renal adverse events (odds ratio [OR] 3.36, 95% confidence interval [CI] 1.10-11.44, p = 0.023). A relative SBP reduction > 20% in the first 48 h was associated with renal adverse events (OR 8.99, 95% CI 2.57-35.25, p < 0.001), brain ischemia (OR 22.5, 95% CI 1.92-300.11, p = 0.005), and an increased odd of a modified Rankin Scale of 4-6 at discharge (OR 11.79, 95% CI 2.79-57.02, p < 0.001). CONCLUSIONS: In individuals with nontraumatic/nonaneurysmal ICH, SBP measurements were observed to be < 140 mm Hg for > 50% of the initial 48 h following admission. Hypotension and relative SBP reduction > 20% were also independent predictors of renal adverse events. SBP reduction > 20% was also an independent predictor of brain ischemia. These data indicate that intensive SBP reduction following ICH predispose patients to secondary organ injury that may impact long-term outcomes. Our data suggest that a more modest lowering of the SBP within 48 h, as recommended in the most recent guidelines, may minimize the risk of further adverse events.


Assuntos
Isquemia Encefálica , Hipertensão , Hipotensão , Masculino , Adulto , Humanos , Pessoa de Meia-Idade , Feminino , Pressão Sanguínea/fisiologia , Estudos de Coortes , Estudos Retrospectivos , Resultado do Tratamento , Anti-Hipertensivos/uso terapêutico , Anti-Hipertensivos/farmacologia , Hipertensão/complicações , Hipertensão/tratamento farmacológico , Hemorragia Cerebral , Hipotensão/etiologia , Isquemia Encefálica/tratamento farmacológico
8.
J Neurotrauma ; 40(7-8): 683-692, 2023 04.
Artigo em Inglês | MEDLINE | ID: mdl-36448583

RESUMO

Traumatic brain injury is a global public health problem associated with chronic neurological complications and long-term disability. Biomarkers that map onto the underlying brain pathology driving these complications are urgently needed to identify individuals at risk for poor recovery and to inform design of clinical trials of neuroprotective therapies. Neuroinflammation and neurodegeneration are two endophenotypes potentially associated with increases in brain extracellular water content, but the nature of extracellular free water abnormalities after neurotrauma and its relationship to measures typically thought to reflect traumatic axonal injury are not well characterized. The objective of this study was to describe the relationship between a neuroimaging biomarker of extracellular free water content and the clinical features of a cohort with primarily complicated mild traumatic brain injury. We analyzed a cohort of 59 adult patients requiring hospitalization for non-penetrating traumatic brain injury of all severities as well as 36 healthy controls. Patients underwent brain magnetic resonance imaging (MRI) at 2 weeks (n = 59) and 6 months (n = 29) post-injury, and controls underwent a single MRI. Of the participants with TBI, 50 underwent clinical neuropsychological assessment at 2 weeks and 28 at 6 months. For each subject, we derived a summary score representing deviations in whole brain white matter extracellular free water volume fraction (VF) and free water-corrected fractional anisotropy (fw-FA). The summary specific anomaly score (SAS) for VF was significantly higher in TBI patients at 2 weeks and 6 months post-injury relative to controls. SAS for VF exhibited moderate correlation with neuropsychological functioning, particularly on measures of executive function. These findings indicate abnormalities in whole brain white matter extracellular water fraction in patients with TBI and are an important step toward identifying and validating noninvasive biomarkers that map onto the pathology driving disability after TBI.


Assuntos
Lesões Encefálicas Traumáticas , Substância Branca , Adulto , Humanos , Substância Branca/diagnóstico por imagem , Substância Branca/patologia , Lesões Encefálicas Traumáticas/complicações , Lesões Encefálicas Traumáticas/diagnóstico por imagem , Lesões Encefálicas Traumáticas/patologia , Encéfalo/patologia , Biomarcadores , Água
9.
J Law Med Ethics ; 51(4): 874-879, 2023.
Artigo em Inglês | MEDLINE | ID: mdl-38477267

RESUMO

Through qualitative surveys, a team of law students, law professors, physicians, and residents explored the perceptions of neurology residents towards referral to appropriate legal resources in an academic training program. Respondents reported feeling uncomfortable screening their patients for health-harming legal needs, which many attributed to a lack of training in this area. These findings indicate that neurology residents would benefit from training on screening for social factors that may be impacting their patients' health.


Assuntos
Internato e Residência , Médicos , Humanos , Fatores Sociais , Determinantes Sociais da Saúde , Inquéritos e Questionários
10.
Curr Opin Crit Care ; 28(6): 715-724, 2022 12 01.
Artigo em Inglês | MEDLINE | ID: mdl-36302199

RESUMO

PURPOSE OF REVIEW: This review will highlight the latest research relevant to the clinical care of traumatic brain injury (TBI) patients over the last 2 years while underscoring the implications of these advances in the understanding of diagnosis, treatment, and prognosis of TBI. RECENT FINDINGS: Brain tissue oxygenation monitoring can identify hypoperfusion as an adjunct to intracerebral pressure monitoring. Multiple biomarker assays are now available to help clinicians screen for mild TBI and biomarker elevations correlate with the size of intracranial injury. Beta-blocker exposure following TBI has demonstrated a survival benefit in those with TBI though the mechanism for this remains unknown. The optimal timing for venous thromboembolism prophylaxis for TBI patients is still uncertain. SUMMARY: The current characterization of TBI as mild, moderate, or severe fails to capture the complexity of the disease process and helps little with prognostication. Molecular biomarkers and invasive monitoring devices including brain tissue oxygenation and measures of cerebral autoregulation are being utilized more commonly and can help guide therapy. Extracranial complications following TBI are common and include infection, respiratory failure, coagulopathy, hypercoagulability, and paroxysmal sympathetic hyperactivity.


Assuntos
Lesões Encefálicas Traumáticas , Tromboembolia Venosa , Humanos , Pressão Intracraniana/fisiologia , Lesões Encefálicas Traumáticas/complicações , Lesões Encefálicas Traumáticas/terapia , Encéfalo , Tromboembolia Venosa/tratamento farmacológico , Tromboembolia Venosa/etiologia , Homeostase/fisiologia
11.
Neuroimage Clin ; 36: 103236, 2022.
Artigo em Inglês | MEDLINE | ID: mdl-36274377

RESUMO

BACKGROUND AND PURPOSE: Dysfunction of the blood-brain-barrier (BBB) is a recognized pathological consequence of traumatic brain injury (TBI) which may play an important role in chronic TBI pathophysiology. We hypothesized that BBB disruption can be detected with dynamic contrast-enhanced (DCE) MRI not only in association with focal traumatic lesions but also in normal-appearing brain tissue of TBI patients, reflecting microscopic microvascular injury. We further hypothesized that BBB integrity would improve but not completely normalize months after TBI. MATERIALS AND METHODS: DCE MRI was performed in 40 adult patients a median of 23 days after hospitalized TBI and in 21 healthy controls. DCE data was analyzed using Patlak and linear models, and derived metrics of BBB leakage including the volume transfer constant (Ktrans) and the normalized permeability index (NPI) were compared between groups. BBB metrics were compared with focal lesion distribution as well as with contemporaneous measures of symptomatology and cognitive function in TBI patients. Finally, BBB metrics were examined longitudinally among 18 TBI patients who returned for a second MRI a median of 204 days postinjury. RESULTS: TBI patients exhibited higher mean Ktrans (p = 0.0028) and proportion of suprathreshold NPI voxels (p = 0.001) relative to controls. Tissue-based analysis confirmed greatest TBI-related BBB disruption in association with focal lesions, however elevated Ktrans was also observed in perilesional (p = 0.011) and nonlesional (p = 0.044) regions. BBB disruption showed inverse correlation with quality of life (rho = -0.51, corrected p = 0.016). Among the subset of TBI patients who underwent a second MRI several months after the initial evaluation, metrics of BBB disruption did not differ significantly at the group level, though variable longitudinal changes were observed at the individual subject level. CONCLUSIONS: This pilot investigation suggests that TBI-related BBB disruption is detectable in the early post-injury period in association with focal and diffuse brain injury.


Assuntos
Barreira Hematoencefálica , Lesões Encefálicas Traumáticas , Adulto , Humanos , Barreira Hematoencefálica/diagnóstico por imagem , Qualidade de Vida , Imageamento por Ressonância Magnética , Lesões Encefálicas Traumáticas/complicações , Lesões Encefálicas Traumáticas/diagnóstico por imagem , Lesões Encefálicas Traumáticas/patologia , Encéfalo , Meios de Contraste
12.
Crit Care Explor ; 4(4): e0673, 2022 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-35372848

RESUMO

To determine the prevalence and extent of impairments impacting health-related quality of life among survivors of COVID-19 who required mechanical ventilation, 6 months after hospital discharge. DESIGN: Multicenter, prospective cohort study, enrolling adults 18 years old or older with laboratory-confirmed severe acute respiratory syndrome coronavirus 2 infection who received mechanical ventilation for 48 hours or more and survived to hospital discharge. Eligible patients were contacted 6 months after discharge for telephone-based interviews from March 2020 to December 2020. Assessments included: Montreal Cognitive Assessment-Blind, Hospital Anxiety and Depression Scale, Impact of Event Scale-6, EuroQOL 5 domain quality-of-life questionnaire, and components of the Multidimensional Dyspnea Profile. SETTING: Two tertiary academic health systems. PATIENTS: Of 173 eligible survivors, a random sample of 63 were contacted and 60 consented and completed interviews. INTERVENTIONS: None. MEASUREMENTS AND MAIN RESULTS: Mean age was 57 + 13 years and mean duration of invasive mechanical ventilation was 14 + 8.2 days. Six months post-discharge, 48 patients (80%; 95% CI, 68-88%) met criteria for post-intensive care syndrome (PICS), with one or more domains impaired. Among patients with PICS, 28 (47%; 95% CI, 35-59%) were impaired in at least 2 domains, and 12 (20%; 95% CI, 12-32%) impaired in all three domains. Significant symptoms of post-traumatic stress were present in 20 patients (33%; 95% CI, 23-46%), anxiety in 23 (38%; 95% CI, 27-51%), and depression in 25 (42%; 95% CI, 30-54%). Thirty-three patients (55%; 95% CI, 42-67%) had impairments in physical activity; 25 patients (42%; 95% CI, 30-54%) demonstrated cognitive impairment. CONCLUSIONS: Eighty percent of COVID-19 survivors who required mechanical ventilation demonstrated PICS 6 months after hospital discharge. Patients were commonly impaired in multiple PICS domains as well as coexisting mental health domains.

13.
Mayo Clin Proc ; 96(7): 2005-2007, 2021 07.
Artigo em Inglês | MEDLINE | ID: mdl-34218872
14.
J Neurotrauma ; 38(18): 2538-2548, 2021 09 15.
Artigo em Inglês | MEDLINE | ID: mdl-34115539

RESUMO

Imaging detection of brain perfusion alterations after traumatic brain injury (TBI) may provide prognostic insights. In this study, we used arterial spin labeling (ASL) to quantify cross-sectional and longitudinal changes in cerebral blood flow (CBF) after TBI and correlated changes with clinical outcome. We analyzed magnetic resonance imaging scans from adult participants with TBI requiring hospitalization in the acute (2 weeks post-injury, n = 33) and chronic (6 months post-injury, n = 16) phases, with 13 participants scanned longitudinally at both time points. We also analyzed 18 age- and sex-matched healthy controls. Whole-brain CBF maps were derived using a three-dimensional pseudo-continuous arterial spin label technique. Mean CBF across tissue-based regions (whole brain, gray matter, and white matter) was compared cross-sectionally and longitudinally. In addition, individual-level clusters of abnormal perfusion were identified using voxel-based z-score analysis of relative CBF maps, and number and volume of abnormally hypo- and hyperperfused clusters were assessed cross-sectionally and longitudinally. Finally, all CBF measures were correlated with clinical outcome measures. Mean global and gray matter CBF were significantly elevated in acute and chronic TBI participants compared to controls. Participants with better outcome at 6 months post-injury tended to have higher CBF in the acute phase compared to those with poorer outcome. Acute TBI participants had a significantly greater volume of hypo- and hyperperfused brain tissue compared to controls, with these regions partially normalizing by the chronic phase. Our findings demonstrate global elevation of CBF with focal hypo- and hyperperfusion in the early post-injury period and suggest a reparative role for acute elevation in CBF post-TBI.


Assuntos
Lesões Encefálicas Traumáticas/diagnóstico por imagem , Artérias Cerebrais/diagnóstico por imagem , Circulação Cerebrovascular , Hipertensão Intracraniana/diagnóstico por imagem , Hipotensão Intracraniana/diagnóstico por imagem , Adolescente , Adulto , Encéfalo/diagnóstico por imagem , Lesões Encefálicas Traumáticas/complicações , Mapeamento Encefálico , Estudos Transversais , Feminino , Substância Cinzenta/diagnóstico por imagem , Humanos , Processamento de Imagem Assistida por Computador , Imageamento Tridimensional , Hipertensão Intracraniana/etiologia , Hipotensão Intracraniana/etiologia , Estudos Longitudinais , Imageamento por Ressonância Magnética , Masculino , Pessoa de Meia-Idade , Marcadores de Spin , Resultado do Tratamento , Substância Branca/diagnóstico por imagem , Adulto Jovem
15.
J Cereb Blood Flow Metab ; 41(8): 1924-1938, 2021 08.
Artigo em Inglês | MEDLINE | ID: mdl-33444092

RESUMO

Traumatic Brain Injury (TBI) is associated with both diffuse axonal injury (DAI) and diffuse vascular injury (DVI), which result from inertial shearing forces. These terms are often used interchangeably, but the spatial relationships between DAI and DVI have not been carefully studied. Multimodal magnetic resonance imaging (MRI) can help distinguish these injury mechanisms: diffusion tensor imaging (DTI) provides information about axonal integrity, while arterial spin labeling (ASL) can be used to measure cerebral blood flow (CBF), and the reactivity of the Blood Oxygen Level Dependent (BOLD) signal to a hypercapnia challenge reflects cerebrovascular reactivity (CVR). Subjects with chronic TBI (n = 27) and healthy controls (n = 14) were studied with multimodal MRI. Mean values of mean diffusivity (MD), fractional anisotropy (FA), CBF, and CVR were extracted for pre-determined regions of interest (ROIs). Normalized z-score maps were generated from the pool of healthy controls. Abnormal ROIs in one modality were not predictive of abnormalities in another. Approximately 9-10% of abnormal voxels for CVR and CBF also showed an abnormal voxel value for MD, while only 1% of abnormal CVR and CBF voxels show a concomitant abnormal FA value. These data indicate that DAI and DVI represent two distinct TBI endophenotypes that are spatially independent.


Assuntos
Axônios/patologia , Biomarcadores/metabolismo , Lesões Encefálicas Traumáticas/diagnóstico por imagem , Lesão Encefálica Crônica/diagnóstico por imagem , Circulação Cerebrovascular/fisiologia , Adulto , Anisotropia , Encéfalo/irrigação sanguínea , Encéfalo/fisiopatologia , Encéfalo/ultraestrutura , Lesões Encefálicas Traumáticas/patologia , Lesão Encefálica Crônica/patologia , Mapeamento Encefálico , Estudos de Casos e Controles , Feminino , Humanos , Hipercapnia/diagnóstico por imagem , Hipocapnia/fisiopatologia , Processamento de Imagem Assistida por Computador , Imageamento por Ressonância Magnética , Masculino , Pessoa de Meia-Idade , Marcadores de Spin
18.
J Neurotrauma ; 37(12): 1431-1444, 2020 06 15.
Artigo em Inglês | MEDLINE | ID: mdl-32008422

RESUMO

The heterogeneity of traumatic brain injury (TBI) remains a core challenge for the success of interventional clinical trials. Data-driven approaches for patient stratification may help to identify TBI patient phenotypes during the acute injury period as well as facilitate targeted trial patient enrollment and analysis of treatment efficacy. In this study, we implemented an unsupervised machine learning approach to identify TBI subpopulations at injury baseline using data from 1213 TBI patients who participated in the Citicoline Brain Injury Treatment Trial (COBRIT) Trial. A wrapper framework utilizing generalized low-rank models automatically selected relevant clinical features that were subsequently used to cluster patients using a partitioning around medoids clustering algorithm. Using this approach, we identified three patient phenotypes with unique clinical injury profiles based on a subset of acute injury features. Phenotype-specific differences in long-term functional outcome trajectories were respectively observed at 3 and 6 months after injury. In comparison, when patients were grouped by baseline Glasgow Coma Scale (GCS), no differences in baseline clinical feature profiles or long-term outcomes were observed. To test phenotype reproducibility in an external validation data set, we used a K-nearest neighbors algorithm to classify subjects in the Transforming Research and Clinical Knowledge in Traumatic Brain Injury (TRACK-TBI) Pilot data set into corresponding phenotypes, then measured the Gower's dissimilarities between TRACK-TBI and COBRIT subjects in each phenotype. No significant differences were found between trial subjects within two phenotypes, suggesting that these phenotypes may be generalizable within a broad range of TBI severity. Further, Extended Glasgow Outcome Scale (GOS-E) outcomes in the TRACK-TBI data set similarly demonstrated phenotype-specific differences in long-term outcomes. Our results suggest that unsupervised machine learning is a promising and effective approach for discovery of novel injury subpopulations over the conventional GCS-based method, and may improve patient selection in future TBI clinical trials.


Assuntos
Lesões Encefálicas Traumáticas/diagnóstico por imagem , Lesões Encefálicas Traumáticas/terapia , Fenótipo , Aprendizado de Máquina não Supervisionado , Adolescente , Adulto , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Fatores de Tempo , Resultado do Tratamento , Adulto Jovem
19.
Curr Opin Crit Care ; 26(2): 103-108, 2020 04.
Artigo em Inglês | MEDLINE | ID: mdl-32004197

RESUMO

PURPOSE OF REVIEW: The aim of the article is to summarize recent advances in the field of molecular biomarkers in neurocritical care. RECENT FINDINGS: Advances in ultrasensitive immunoassay technology have made it possible to measure brain-derived proteins that are present at subfemtomolar concentrations in blood. These assays have made it possible to measure neurofilament light chain (NfL) in serum or plasma, and early studies indicate that NfL is a promising prognostic and pharmacodynamic biomarker across a broad range of neurologic disorders, including cardiac arrest and traumatic brain injury. However, as acquired brain injury is a complex and heterogeneous disorder, it is likely that assays of panels of biomarkers will ultimately be needed to maximally impact practice. Micro-RNAs are a novel but exciting class of molecules that also show potential to provide clinically actionable information. SUMMARY: Although not yet ready for adoption into routine clinical practice, several molecular biomarkers are on the cusp of clinical validation. The availability of such tests likely will revolutionize the practice of neurocritical care.


Assuntos
Biomarcadores , MicroRNAs , Doenças do Sistema Nervoso , Proteínas de Neurofilamentos , Humanos , Unidades de Terapia Intensiva , Doenças do Sistema Nervoso/diagnóstico , Prognóstico
20.
J Neurotrauma ; 37(22): 2424-2434, 2020 11 15.
Artigo em Inglês | MEDLINE | ID: mdl-30950328

RESUMO

The diagnosis and prognosis of traumatic brain injury (TBI) is complicated by variability in the type and severity of injuries and the multiple endophenotypes that describe each patient's response and recovery to the injury. It has been challenging to capture the multiple dimensions that describe an injury and its recovery to provide clinically useful information. To address this challenge, we have performed an open-ended search for panels of microRNA (miRNA) biomarkers, packaged inside of brain-derived extracellular vesicles (EVs), that can be combined algorithmically to accurately classify various states of injury. We mapped GluR2+ EV miRNA across a variety of injury types, injury intensities, history of injuries, and time elapsed after injury, and sham controls in a pre-clinical murine model (n = 116), as well as in clinical samples (n = 36). We combined next-generation sequencing with a technology recently developed by our lab, Track Etched Magnetic Nanopore (TENPO) sorting, to enrich for GluR2+ EVs and profile their miRNA. By mapping and comparing brain-derived EV miRNA between various injuries, we have identified signaling pathways in the packaged miRNA that connect these biomarkers to underlying mechanisms of TBI. Many of these pathways are shared between the pre-clinical model and the clinical samples, and present distinct signatures across different injury models and times elapsed after injury. Using this map of EV miRNA, we applied machine learning to define a panel of biomarkers to successfully classify specific states of injury, paving the way for a prognostic blood test for TBI. We generated a panel of eight miRNAs (miR-150-5p, miR-669c-5p, miR-488-3p, miR-22-5p, miR-9-5p, miR-6236, miR-219a.2-3p, miR-351-3p) for injured mice versus sham mice and four miRNAs (miR-203b-5p, miR-203a-3p, miR-206, miR-185-5p) for TBI patients versus healthy controls.


Assuntos
Biomarcadores/sangue , Lesões Encefálicas Traumáticas/diagnóstico , Vesículas Extracelulares , Aprendizado de Máquina , MicroRNAs/sangue , Animais , Humanos , Masculino , Camundongos , Camundongos Endogâmicos C57BL , Receptores de AMPA/metabolismo
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