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Linking Symptom Phenotypes to Patterns of White Matter Injury in Mild Traumatic Brain Injury: A Latent Class Analysis
Chung, Sohae; Shin, Seon-Hi; Alivar, Alaleh; McGiffin, Jed N; Coelho, Santiago; Rath, Joseph F; Fieremans, Els; Novikov, Dmitry S; El Berkaoui, Ali; Foo, Farng-Yang; Rashbaum, Ira G; Amorapanth, Prin; Flanagan, Steven R; Lui, Yvonne W
BACKGROUND AND PURPOSE/OBJECTIVE:Mild traumatic brain injury (MTBI) is a common public health concern with potential long-term consequences, yet its underlying pathophysiology remains poorly understood. Clinical heterogeneity of individuals having diverse extent and array of symptoms has impeded the identification of reliable imaging biomarkers. Traditional group-level analyses may obscure biologically meaningful subtypes. This study uses latent class analysis (LCA) to classify MTBI subjects into symptom-defined subgroups and examines corresponding WM microstructural alterations using advanced diffusion MRI. MATERIALS AND METHODS/METHODS:Sixty-one patients with MTBI completed the Rivermead Post-Concussion Symptoms Questionnaire within 1 month of injury. LCA was used to identify symptom-based subgroups. Of these, 54 patients with MTBI underwent multishell diffusion MRI and were compared with 31 controls. WM changes were assessed across subgroups using ROI-based diffusion analyses. RESULTS:LCA identified 3 distinct MTBI subgroups: those with minimal to no symptoms (31.5%), the cognitively symptomatic (38.9%), and the more globally symptomatic (29.6%). The 3 groups were associated with different patterns of diffusion MRI differences compared with controls. The cognitively symptomatic subgroup showed predominantly central WM differences, the globally symptomatic subgroup exhibited more peripheral differences with right-hemisphere predominance and sparing the corpus callosum, marked by reduced fractional anisotropy and kurtosis and elevated diffusivities, and the less symptomatic subgroup demonstrated focal differences in the callosal genu, with increased fractional anisotropy and kurtosis and decreased diffusivity measures. CONCLUSIONS:MTBI comprises biologically distinct phenotypes with subgroup-specific WM signatures on diffusion MRI. Even individuals with minimal to no symptoms show WM differences compared with controls, underscoring the limitations of symptom reporting alone. Integrating symptom-based classification with advanced diffusion MRI may improve diagnostic precision to help risk stratification and provide insight into mechanisms of injury.
PMCID:13052446
PMID: 41203427
ISSN: 1936-959x
CID: 6072103
An Urban Transdisciplinary Concussion Center: A Model for Clinical Care, Education, and Research
Olivera, Anlys; Pagnotta, Geraldine; Sproul, Mara; Phillips, Laura; Syed, Nuha; Drattell, Julia D; Juanito, Ma Victoria Castaneda; Fay, Jennifer; Denham, Teresa V; Serrano, Liliana; Zhao, Jiangyue; Parkin, Catherine A; Datta, Shae; Im, Brian S; Cardone, Dennis; Hainline, Brian; Flanagan, Steven; Galetta, Steven L; Balcer, Laura J; Arciniega, Hector
BACKGROUND:Public awareness of concussion has grown significantly over the past 2 decades, driven largely by media coverage of sports-related injuries. This has paralleled a rise in traumatic brain injury (TBI)-related emergency department visits, underscoring the need for specialized concussion care centers. Despite this, most existing programs focus on sports or pediatric populations, leaving critical care gaps. RECENT FINDINGS/RESULTS:The NYU Langone Concussion Center was established in 2013 to address these gaps by providing interdisciplinary care for both sports-related and non-sports-related concussions. Approximately 60% of cases seen at the center are not sports related. This article outlines the center's inception, operational model, patient demographics, and evolution over the past decade. IMPLICATIONS FOR PRACTICE/CONCLUSIONS:Lessons learned from the NYU Langone model offer valuable guidance for developing comprehensive concussion programs that can serve diverse urban populations. Key strategies include cross-specialty collaboration, flexible infrastructure, and systems-level integration to address heterogeneous mechanisms of injury and outcomes.
PMCID:13240711
PMID: 42678908
ISSN: 2163-0933
CID: 6071946
Dose-dependent white matter changes associated with repetitive head impacts in former American football players
Arciniega, Hector; Wickham, Alana; Szekely, Brian; Kim, Nicholas; Cho, Kang I; Carrington, Holly; Knyazhanskaya, Evdokiya E; John, Omar; Jung, Leonard B; Breedlove, Katherine; Mirmajlesi, Anya S; Stearns, Jared; Rushmore, Richard Jarrett; Daneshvar, Daniel H; Wiegand, Tim L T; Billah, Tashrif; Pasternak, Ofer; Cetin-Karayumak, Suheyla; Rathi, Yogesh; Coleman, Michael J; Adler, Charles H; Bernick, Charles; Balcer, Laura J; Im, Brian S; Datta, Shae; Alosco, Michael L; Koerte, Inga K; Lin, Alexander P; Cummings, Jeffrey L; Reiman, Eric M; Stern, Robert A; Shenton, Martha E; Bouix, Sylvain; ,
Repetitive head impacts sustained during American football have been associated with neuropathological changes such as white matter shear injuries. However, the impact of specific factors, such as age of first exposure and cumulative head impact burden, on white matter integrity remains unclear. This study investigated in vivo white matter microstructural changes using diffusion tensor imaging and tract-based spatial statistics in 165 male former American football players (mean age 57.3 years, range 45-74) and 52 unexposed asymptomatic male controls (mean age 59.4 years, range 45-74) in the DIAGNOSE CTE Research Project. Compared to controls, former football players exhibited significantly higher fractional anisotropy (FA) in 1.97% of the white matter skeleton (1552 voxels; Cohen's d = 0.587) and higher tissue-corrected FA (FAt) in 1.48% of the white matter skeleton (1004 voxels; Cohen's d = 0.616). No significant differences were observed for mean diffusivity, axial diffusivity, radial diffusivity, or free water between football players and controls. Among football players, there were no significant differences in the white matter microstructure between players diagnosed with traumatic encephalopathy syndrome and those without the diagnosis. Lower FA was significantly associated with older age (P < 0.00001) and an earlier age of first exposure to tackle football (P < 0.01), while lower FAt was associated with greater cumulative head impact burden, specifically higher linear acceleration (P < 0.04) and rotational force (P < 0.02). This study highlights the influential role of exposure factors on white matter microstructure in former American football players, as well as the utility of diffusion tensor imaging to aid in characterizing the long-term effects of repetitive head impacts in contact sport athletes.
PMCID:13253572
PMID: 42293319
ISSN: 2632-1297
CID: 6049362
Computerized Cognitive Remediation Affects White Matter Microstructure in Relation to Improved Cognitive Function in Adults with Chronic Traumatic Brain Injury
Lindsey, Hannah M; Rath, Joseph F; Bushnik, Tamara; Flanagan, Steven; Lazar, Mariana; Voelbel, Gerald T
Traumatic brain injury (TBI) frequently results in long-term cognitive deficits due to traumatic axonal injury and disruption of structural brain connectivity. Computerized cognitive remediation (CCR) has shown promise for improving cognitive outcomes in chronic TBI; however, diffusion imaging studies evaluating its effectiveness have often relied on tensor-based metrics that are limited in their ability to detect subtle treatment-related changes. This study used correlational tractography, a diffusion magnetic resonance imaging (dMRI) connectometry method sensitive to localized, fiber-specific changes, to investigate the effects of CCR on white matter microstructure in adults with chronic TBI and to further examine the relationship between white matter changes and improvements in cognitive function. Seventeen adults with chronic mild to severe TBI were assigned to an experimental group (n = 10), who received 40 hours of CCR over 14 weeks, or a nonintervention control group (n = 7). All participants underwent dMRI scans and cognitive assessments at pre- and postintervention visits. Correlational tractography was used to assess differences in longitudinal change of normalized quantitative anisotropy (QA), a tensor-free metric associated with axonal density and plasticity, across whole-brain white matter between CCR and nonintervention control groups. Following the intervention period, increased QA was observed in the CCR group, relative to the nonintervention control group, and changes in QA in the CCR group were related to improvements on objective measures of processing speed, attention, and working memory. These results provide preliminary evidence that CCR may promote white matter plasticity in relation to improved cognitive function in individuals with chronic TBI. Furthermore, by leveraging QA and correlational tractography, we were able to detect regionally specific changes that may have been overlooked using traditional tensor-derived diffusion metrics or tract-averaged approaches. Overall, our findings support the potential of CCR as a scalable intervention to facilitate structural and functional plasticity in adults with chronic TBI.
PMID: 41700705
ISSN: 1557-9042
CID: 6004512
Linking Symptom Phenotypes to Patterns of White Matter Injury in Mild Traumatic Brain Injury: A Latent Class Analysis
Chung, Sohae; Shin, Seon-Hi; Alivar, Alaleh; McGiffin, Jed N; Coelho, Santiago; Rath, Joseph F; Fieremans, Els; Novikov, Dmitry S; El Berkaoui, Ali; Foo, Farng-Yang; Rashbaum, Ira G; Amorapanth, Prin; Flanagan, Steven R; Lui, Yvonne W
BACKGROUND AND PURPOSE/OBJECTIVE:Mild traumatic brain injury (MTBI) is a common public health concern with potential long-term consequences, yet its underlying pathophysiology remains poorly understood. Clinical heterogeneity of individuals having diverse extent and array of symptoms has impeded the identification of reliable imaging biomarkers. Traditional group-level analyses may obscure biologically meaningful subtypes. This study uses latent class analysis (LCA) to classify MTBI subjects into symptom-defined subgroups and examines corresponding WM microstructural alterations using advanced diffusion MRI. MATERIALS AND METHODS/METHODS:Sixty-one MTBI patients within one month of injury completed the Rivermead Post-Concussion Symptoms Questionnaire (RPQ). LCA was used to identify symptom-based subgroups. Of these, 54 MTBI patients underwent multi-shell diffusion MRI and were compared with 31 controls. WM changes were assessed across subgroups using ROI-based diffusion analyses. RESULTS:LCA identified three distinct MTBI subgroups: those with minimal to no symptoms (31.5%), the cognitively symptomatic (38.9%), and the more globally symptomatic (29.6%). The three groups were associated with different patterns of diffusion MRI differences compared with controls. The cognitively symptomatic subgroup showed predominantly central WM differences, the globally symptomatic subgroup exhibited more peripheral differences with right-hemisphere predominance and sparing the corpus callosum, marked by reduced fractional anisotropy and kurtosis and elevated diffusivities, the less symptomatic subgroup demonstrated focal differences in the callosal genu, with increased fractional anisotropy and kurtosis and decreased diffusivity measures. CONCLUSIONS:MTBI comprises biologically distinct phenotypes with subgroup-specific WM signatures on diffusion MRI. Even individuals with minimal to no symptoms show WM differences compared with controls, underscoring the limitations of symptom reporting alone. Integrating symptom-based classification with advanced diffusion MRI may improve diagnostic precision to help risk stratification and provide insight into mechanisms of injury. ABBREVIATIONS/BACKGROUND:LCA = latent class analysis; MTBI = mild traumatic brain injury; RPQ = Rivermead post-concussion symptoms questionnaire.
PMID: 41203427
ISSN: 1936-959x
CID: 5960522
Sulcal morphology in former American football players
Jung, Leonard B; Mirmajlesi, Anya S; Stearns, Jared; Breedlove, Katherine; John, Omar; Kim, Nicholas; Wickham, Alana; Su, Yi; Protas, Hillary; Baucom, Zachary H; Tuz-Zahra, Fatima; Tripodis, Yorghos; Daneshvar, Daniel H; Wiegand, Tim L T; Billah, Tashrif; Pasternak, Ofer; Heller, Carina; Im, Brian S; Datta, Shae; Coleman, Michael J; Adler, Charles H; Bernick, Charles; Balcer, Laura J; Alosco, Michael L; Lin, Alexander P; Cummings, Jeffrey L; Reiman, Eric M; Stern, Robert A; Shenton, Martha E; Bouix, Sylvain; Koerte, Inga K; Arciniega, Hector; ,
Repetitive head impacts are associated with structural brain changes and an increased risk for chronic traumatic encephalopathy, a progressive neurodegenerative disease that can only be diagnosed after death. Chronic traumatic encephalopathy is defined by the abnormal accumulation of phosphorylated tau protein, particularly at the depths of the superior frontal sulci, suggesting that sulcal morphology may serve as a relevant structural biomarker. Contact sport athletes, such as former football players, are at elevated risk due to their prolonged exposure to repetitive head impacts. Cortical atrophy linked to underlying tau accumulation may result in shallower and wider sulci, potentially making sulcal morphology an imaging marker for identifying individuals at risk for this disease. This study investigated sulcal morphological differences in former football players and examined associations with age, football-related exposure, clinical diagnosis of traumatic encephalopathy syndrome, levels of certainty for chronic traumatic encephalopathy pathology, neuropsychological performance, and positron emission tomography imaging using flortaucipir. We analysed structural magnetic resonance imaging data from 169 male former football players (mean age 57.2 (8.2) years, range 45-74) and 54 age-matched, unexposed asymptomatic male controls (mean age 59.4 (8.5) years, range 45-74). Sulcal depth and width were quantified using the CalcSulc, focusing on two regions in each hemisphere commonly affected by chronic traumatic encephalopathy pathology: the superior frontal and occipitotemporal sulci. Generalized least squares models were used to assess group differences and interactions with age and football exposure variables, including age of first exposure, total years played, and cumulative head impact exposure. An analysis of covariance evaluated relationships between sulcal morphology, clinical measures, and flortaucipir uptake, adjusting for age, race, body mass index, education, imaging site, apolipoprotein E4 status, and total intracranial volume. Former football players demonstrated significantly shallower sulcal depth in the left superior frontal sulcus compared to unexposed controls. Earlier age of first exposure and longer football careers were associated with greater widening of the left occipitotemporal sulcus. Higher cumulative head impact exposure was linked to reduced sulcal depth in the left superior frontal region. However, sulcal morphology was not associated with clinical diagnosis, levels of certainty, neuropsychological test performance, or flortaucipir imaging. These findings suggest that sulcal morphology may reflect cumulative exposure to repetitive head impacts, particularly in brain regions vulnerable to chronic traumatic encephalopathy pathology. Future ante- and post-mortem validation studies are needed to determine whether sulcal morphology can serve as a reliable in vivo biomarker of risk.
PMCID:12492488
PMID: 41048544
ISSN: 2632-1297
CID: 5951472
Multi-modal proton and sodium MRI for outcome prediction in mild traumatic brain injury
Chen, Anna M; Gerhalter, Teresa; Ma, Zhongyang; Gajdošík, Martin; Dehkharghani, Seena; Peralta, Rosemary; Gajdošík, Mia; Sheriff, Sulaiman; Ahn, Sinyeob; Li, Xiaochun; Goldberg, Judith D; Bushnik, Tamara; Zarate, Alejandro; Silver, Jonathan M; Im, Brian S; Wall, Stephen P; Cloos, Martijn A; Baete, Steven; Brown, Ryan; Madelin, Guillaume; Kirov, Ivan I
OBJECTIVES/OBJECTIVE:In mild traumatic brain injury, imaging biomarkers are needed to support clinical management. In four antecedent publications, we used two new (sodium and fingerprinting) and two established (spectroscopy and diffusion) MR techniques in a longitudinally followed patient cohort. Here we report final results and combine all data to determine which marker(s) from the four modalities offer the greatest utility for detecting injury and predicting outcomes. We also leverage the independent specificities offered by each modality to explore injury mechanisms. MATERIALS AND METHODS/METHODS:The longitudinal spectroscopy data were analysed to complete a full data set of proton (spectroscopy, fingerprinting, diffusion) and sodium MRI, acquired alongside symptomatic, cognitive, and functional assessments in 27 patients at 1, 3, and 12 months following injury. Twenty-three matched controls were scanned once. Testing for associations between nine MR markers and three outcome measures was standardized across the entire data set, and performed using Spearman correlations and logistic regression. RESULTS:from fingerprinting (marker of the cellular microenvironment). CONCLUSIONS:We identified independent, dynamic, metabolic and ionic changes, with choline and creatine from spectroscopy fulfilling the most criteria for a clinical biomarker.
PMID: 40794310
ISSN: 1432-1459
CID: 5907082
Alexithymia Prevalence, Characterization, and Associations With Emotional Functioning and Life Satisfaction: A Traumatic Brain Injury Model System Study
Neumann, Dawn; Hammond, Flora M; Sander, Angelle M; Bogner, Jennifer; Bushnik, Tamara; Finn, Jacob A; Chung, Joyce S; Klyce, Daniel W; Sevigny, Mitch; Ketchum, Jessica M
OBJECTIVES/OBJECTIVE:Alexithymia an emotional processing deficit that interferes with a person's ability to recognize, express, and differentiate emotional states. Study objectives were to (1) determine rates of elevated alexithymia among people with moderate-to-severe traumatic brain injury (TBI) 1-year post-injury, (2) identify demographic and injury-related variables associated with high versus low-average levels of alexithymia, and (3) examine associations among alexithymia with other aspects of emotional functioning and life satisfaction. SETTING/METHODS:Data were collected during follow-up interviews across four TBI Model System (TBIMS) centers. PARTICIPANTS/METHODS:The sample consisted of 196 participants with moderate-to-severe TBI enrolled in the TBIMS. They were predominately male (77%), White (69%), and had no history of pre-injury mental health treatment (66.3%). DESIGN/METHODS:Cross-sectional survey data were obtained at study enrollment and 1-year post-injury. MAIN MEASURES/METHODS:Toronto Alexithymia Scale-20 (TAS-20) as well as measures of anger, aggression, hostility, emotional dysregulation, post-traumatic stress, anxiety, depression, resilience and life satisfaction. Sociodemographic information, behavioral health history and injury-related variables were also included. RESULTS:High levels of alexithymia (TAS-20 score > 1.5 standard deviation above the normative mean) were observed for 14.3%. Compared to individuals with low/average levels of alexithymia, the high alexithymia group tended to have lower levels of education. At 1-year follow-up, high TAS-20 scores were strongly associated with emotional dysregulation and post-traumatic stress; moderately associated with anger, hostility, depression, anxiety, lower resilience and lower satisfaction with life; and weakly associated with aggression. CONCLUSION/CONCLUSIONS:These findings provide further evidence that alexithymia is associated with poor emotional functioning and life satisfaction after TBI. Longitudinal studies are needed to determine if alexithymia is a risk factor that precipitates and predicts worse emotional outcomes in the TBI population. This line of work is important for informing treatment targets that could prevent or reduce of psychological distress after TBI.
PMID: 39146446
ISSN: 1550-509x
CID: 5697292
Callosal Interhemispheric Communication in Mild Traumatic Brain Injury: A Mediation Analysis on WM Microstructure Effects
Chung, Sohae; Bacon, Tamar; Rath, Joseph F; Alivar, Alaleh; Coelho, Santiago; Amorapanth, Prin; Fieremans, Els; Novikov, Dmitry S; Flanagan, Steven R; Bacon, Joshua H; Lui, Yvonne W
BACKGROUND AND PURPOSE:Because the corpus callosum connects the left and right hemispheres and a variety of WM bundles across the brain in complex ways, damage to the neighboring WM microstructure may specifically disrupt interhemispheric communication through the corpus callosum following mild traumatic brain injury. Here we use a mediation framework to investigate how callosal interhemispheric communication is affected by WM microstructure in mild traumatic brain injury. MATERIALS AND METHODS:Multishell diffusion MR imaging was performed on 23 patients with mild traumatic brain injury within 1 month of injury and 17 healthy controls, deriving 11 diffusion metrics, including DTI, diffusional kurtosis imaging, and compartment-specific standard model parameters. Interhemispheric processing speed was assessed using the interhemispheric speed of processing task (IHSPT) by measuring the latency between word presentation to the 2 hemivisual fields and oral word articulation. Mediation analysis was performed to assess the indirect effect of neighboring WM microstructures on the relationship between the corpus callosum and IHSPT performance. In addition, we conducted a univariate correlation analysis to investigate the direct association between callosal microstructures and IHSPT performance as well as a multivariate regression analysis to jointly evaluate both callosal and neighboring WM microstructures in association with IHSPT scores for each group. RESULTS:Several significant mediators in the relationships between callosal microstructure and IHSPT performance were found in healthy controls. However, patients with mild traumatic brain injury appeared to lose such normal associations when microstructural changes occurred compared with healthy controls. CONCLUSIONS:This study investigates the effects of neighboring WM microstructure on callosal interhemispheric communication in healthy controls and patients with mild traumatic brain injury, highlighting that neighboring noncallosal WM microstructures are involved in callosal interhemispheric communication and information transfer. Further longitudinal studies may provide insight into the temporal dynamics of interhemispheric recovery following mild traumatic brain injury.
PMCID:11288603
PMID: 38637026
ISSN: 1936-959x
CID: 6072096
Longitudinal changes in sodium concentration and in clinical outcome in mild traumatic brain injury
Gerhalter, Teresa; Chen, Anna M; Dehkharghani, Seena; Peralta, Rosemary; Gajdosik, Mia; Zarate, Alejandro; Bushnik, Tamara; Silver, Jonathan M; Im, Brian S; Wall, Stephen P; Madelin, Guillaume; Kirov, Ivan I
Ionic imbalances and sodium channel dysfunction, well-known sequelae of traumatic brain injury (TBI), promote functional impairment in affected subjects. Therefore, non-invasive measurement of sodium concentrations using 23Na MRI has the potential to detect clinically relevant injury and predict persistent symptoms. Recently, we reported diffusely lower apparent total sodium concentrations (aTSC) in mild TBI patients compared to controls, as well as correlations between lower aTSC and worse clinical outcomes. The main goal of this study was to determine whether these aTSC findings, and their changes over time, predict outcomes at 3- and 12-month from injury. Twenty-seven patients previously studied with 23Na MRI and outcome measures at 22 ± 10 days (average ± standard deviation) after injury (visit-1, v1) were contacted at 3- (visit-2, v2) and 12-month after injury (visit-3, v3) to complete the Rivermead post-concussion symptoms questionnaire (RPQ), the extended Glasgow outcome scale (GOSE), and the brief test of adult cognition by telephone (BTACT). Follow-up 1H and 23Na MRI were additionally scheduled at v2. Linear regression was used to calculate aTSC in global grey and white matters. Six hypotheses were tested in relation to the serial changes in outcome measures and in aTSC, and in relation to the cross-sectional and serial relationships between aTSC and outcome. Twenty patients contributed data at v2 and fifteen at v3. Total RPQ and composite BTACT z-scores differed significantly for v2 and v3 in comparison to v1 (each P < 0.01), reflecting longitudinally reduced symptomatology and improved performance on cognitive testing. No associations between aTSC and outcome were observed at v2. Previously lower grey and white matter aTSC normalized at v2 in comparison to controls, in line with a statistically detectable longitudinal increase in grey matter aTSC between v1 and v2 (P = 0.0004). aTSC values at v1 predicted a subset of future BTACT subtest scores, but not future RPQ scores nor GOSE-defined recovery status. Similarly, aTSC rates of change correlated with BTACT rates of change, but not with those of RPQ. Tissue aTSC, previously shown to be diffusely decreased compared to controls at v1, was no longer reduced by v2, suggesting normalization of the sodium ionic equilibrium. These changes were accompanied by marked improvement in outcome. The results support the notion that early aTSC from 23Na MRI predicts future BTACT, but not RPQ scores, nor future GOSE status.
PMCID:11258572
PMID: 39035416
ISSN: 2632-1297
CID: 5723412