1
|
Torregrossa W, Raciti L, Rifici C, Rizzo G, Raciti G, Casella C, Naro A, Calabrò RS. Behavioral and Psychiatric Symptoms in Patients with Severe Traumatic Brain Injury: A Comprehensive Overview. Biomedicines 2023; 11:biomedicines11051449. [PMID: 37239120 DOI: 10.3390/biomedicines11051449] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2023] [Revised: 04/29/2023] [Accepted: 05/09/2023] [Indexed: 05/28/2023] Open
Abstract
Traumatic brain injury (TBI) is defined as an altered brain structure or function produced by an external force. Adults surviving moderate and severe TBI often experience long-lasting neuropsychological and neuropsychiatric disorders (NPS). NPS can occur as primary psychiatric complications or could be an exacerbation of pre-existing compensated conditions. It has been shown that changes in behavior following moderate to severe TBI have a prevalence rate of 25-88%, depending on the methodology used by the different studies. Most of current literature has found that cognitive behavioral and emotional deficit following TBI occurs within the first six months whereas after 1-2 years the condition becomes stable. Identifying the risk factors for poor outcome is the first step to reduce the sequelae. Patients with TBI have an adjusted relative risk of developing any NPS several-fold higher than in the general population after six months of moderate-severe TBI. All NPS features of an individual's life, including social, working, and familiar relationships, may be affected by the injury, with negative consequences on quality of life. This overview aims to investigate the most frequent psychiatric, behavioral, and emotional symptoms in patients suffering from TBI as to improve the clinical practice and tailor a more specific rehabilitation training.
Collapse
Affiliation(s)
- William Torregrossa
- Istituti di Ricovero e Cura a Carattere Scientifico (IRCCS) Centro Neurolesi Bonino Pulejo, Via Palermo S.S. 113 C.da Casazza, 98124 Messina, Italy
| | - Loredana Raciti
- Istituti di Ricovero e Cura a Carattere Scientifico (IRCCS) Centro Neurolesi Bonino Pulejo, Via Palermo S.S. 113 C.da Casazza, 98124 Messina, Italy
| | - Carmela Rifici
- Istituti di Ricovero e Cura a Carattere Scientifico (IRCCS) Centro Neurolesi Bonino Pulejo, Via Palermo S.S. 113 C.da Casazza, 98124 Messina, Italy
| | - Giuseppina Rizzo
- Azienda Ospedaliera Universitaria (AOU) Policlinico G. Martino, Via Consolare Valeria, 1, 98124 Messina, Italy
| | - Gianfranco Raciti
- Istituti di Ricovero e Cura a Carattere Scientifico (IRCCS) Centro Neurolesi Bonino Pulejo, Via Palermo S.S. 113 C.da Casazza, 98124 Messina, Italy
| | - Carmela Casella
- Azienda Ospedaliera Universitaria (AOU) Policlinico G. Martino, Via Consolare Valeria, 1, 98124 Messina, Italy
| | - Antonino Naro
- Azienda Ospedaliera Universitaria (AOU) Policlinico G. Martino, Via Consolare Valeria, 1, 98124 Messina, Italy
| | - Rocco Salvatore Calabrò
- Istituti di Ricovero e Cura a Carattere Scientifico (IRCCS) Centro Neurolesi Bonino Pulejo, Via Palermo S.S. 113 C.da Casazza, 98124 Messina, Italy
| |
Collapse
|
2
|
Braga MFM, Juranek J, Eiden LE, Li Z, Figueiredo TH, de Araujo Furtado M, Marini AM. GABAergic circuits of the basolateral amygdala and generation of anxiety after traumatic brain injury. Amino Acids 2022; 54:1229-1249. [PMID: 35798984 DOI: 10.1007/s00726-022-03184-y] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2022] [Accepted: 06/20/2022] [Indexed: 11/25/2022]
Abstract
Traumatic brain injury (TBI) has reached epidemic proportions around the world and is a major public health concern in the United States. Approximately 2.8 million individuals sustain a traumatic brain injury and are treated in an Emergency Department yearly in the U.S., and about 50,000 of them die. Persistent symptoms develop in 10-15% of the cases including neuropsychiatric disorders. Anxiety is the second most common neuropsychiatric disorder that develops in those with persistent neuropsychiatric symptoms after TBI. Abnormalities or atrophy in the temporal lobe has been shown in the overwhelming number of TBI cases. The basolateral amygdala (BLA), a temporal lobe structure that consolidates, stores and generates fear and anxiety-based behavioral outputs, is a critical brain region in the anxiety circuitry. In this review, we sought to capture studies that characterized the relationship between human post-traumatic anxiety and structural/functional alterations in the amygdala. We compared the human findings with results obtained with a reproducible mild TBI animal model that demonstrated a direct relationship between the alterations in the BLA and an anxiety-like phenotype. From this analysis, both preliminary insights, and gaps in knowledge, have emerged which may open new directions for the development of rational and more efficacious treatments.
Collapse
Affiliation(s)
- Maria F M Braga
- Department of Anatomy, Physiology and Genetics and Program in Neuroscience, Uniformed Services University of the Health Science School of Medicine, 4301 Jones Bridge Road, Bethesda, MD, 20814, USA
| | - Jenifer Juranek
- Department of Pediatric Surgery, McGovern Medical School at the University of Texas Health Science Center at Houston (UTHealth), Houston, TX, 77030, USA
| | - Lee E Eiden
- Section On Molecular Neuroscience, National Institute of Mental Health, Intramural Research Program, Bethesda, MD, 20814, USA
| | - Zheng Li
- Section On Synapse Development and Plasticity, National Institute of Mental Health, Intramural Research Program, Bethesda, MD, 20814, USA
| | - Taiza H Figueiredo
- Department of Anatomy, Physiology and Genetics and Program in Neuroscience, Uniformed Services University of the Health Science School of Medicine, 4301 Jones Bridge Road, Bethesda, MD, 20814, USA
| | - Marcio de Araujo Furtado
- Department of Anatomy, Physiology and Genetics and Program in Neuroscience, Uniformed Services University of the Health Science School of Medicine, 4301 Jones Bridge Road, Bethesda, MD, 20814, USA
| | - Ann M Marini
- Department of Neurology and Program in Neuroscience, Uniformed Services University of the Health Sciences, 4301 Jones Bridge Road, Bethesda, MD, 20814, USA.
| |
Collapse
|
3
|
Macruz FBDC, Feltrin FS, Zaninotto A, Guirado VMDP, Otaduy MCG, Tsunemi MH, Nucci MP, Rimkus C, Andrade CS, Leite CDC. Longitudinal assessment of magnetization transfer ratio, brain volume, and cognitive functions in diffuse axonal injury. Brain Behav 2022; 12:e2490. [PMID: 35103410 PMCID: PMC8933768 DOI: 10.1002/brb3.2490] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/05/2020] [Revised: 11/08/2021] [Accepted: 12/29/2021] [Indexed: 11/09/2022] Open
Abstract
BACKGROUND Diffuse axonal injury (DAI) is a frequent mechanism of traumatic brain injury (TBI) that triggers a sequence of parenchymal changes that progresses from focal axonal shear injuries up to inflammatory response and delayed axonal disconnection. OBJECTIVE The main purpose of this study is to evaluate changes in the axonal/myelinic content and the brain volume up to 12 months after TBI and to correlate these changes with neuropsychological results. METHODS Patients with DAI (n = 25) were scanned at three time points after trauma (2, 6, and 12 months), and the total brain volume (TBV), gray matter volume, and white matter volume (WMV) were calculated in each time point. The magnetization transfer ratio (MTR) for the total brain (TB MTR), gray matter (GM MTR), and white matter (WM MTR) was also quantified. In addition, Hopkins verbal learning test (HVLT), Trail Making Test (TMT), and Rey-Osterrieth Complex Figure test were performed at 6 and 12 months after the trauma. RESULTS There was a significant reduction in the mean TBV, WMV, TB MTR, GM MTR, and WM MTR between time points 1 and 3 (p < .05). There was also a significant difference in HVLT-immediate, TMT-A, and TMT-B scores between time points 2 and 3. The MTR decline correlated more with the cognitive dysfunction than the volume reduction. CONCLUSION A progressive axonal/myelinic rarefaction and volume loss were characterized, especially in the white matter (WM) up to 1 year after the trauma. Despite that, specific neuropsychological tests revealed that patients' episodic verbal memory, attention, and executive function improved during the study. The current findings may be valuable in developing long-term TBI rehabilitation management programs.
Collapse
Affiliation(s)
| | - Fabrício Stewan Feltrin
- Department of Radiology and Oncology, Hospital das Clínicas, Faculdade de Medicina da USP, São Paulo, Brazil
| | - Ana Zaninotto
- Neuropsychology Division, Department of Neurology, Hospital das Clínicas, Faculdade de Medicina da USP, São Paulo, Brazil
| | | | | | - Miriam Harumi Tsunemi
- Department of Biostatistics, Universidade Estadual Paulista, Botucatu, São Paulo, Brazil
| | - Mariana Penteado Nucci
- Department of Radiology and Oncology, Hospital das Clínicas, Faculdade de Medicina da USP, São Paulo, Brazil
| | - Carolina Rimkus
- Department of Radiology and Oncology, Hospital das Clínicas, Faculdade de Medicina da USP, São Paulo, Brazil
| | - Celi Santos Andrade
- Department of Radiology and Oncology, Hospital das Clínicas, Faculdade de Medicina da USP, São Paulo, Brazil
| | - Claudia da Costa Leite
- Department of Radiology and Oncology, Hospital das Clínicas, Faculdade de Medicina da USP, São Paulo, Brazil
| |
Collapse
|
4
|
King DJ, Seri S, Catroppa C, Anderson VA, Wood AG. Structural-covariance networks identify topology-based cortical-thickness changes in children with persistent executive function impairments after traumatic brain injury. Neuroimage 2021; 244:118612. [PMID: 34563681 PMCID: PMC8591373 DOI: 10.1016/j.neuroimage.2021.118612] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2021] [Revised: 09/14/2021] [Accepted: 09/20/2021] [Indexed: 11/05/2022] Open
Abstract
Paediatric traumatic brain injury (pTBI) results in inconsistent changes to regional morphometry of the brain across studies. Structural-covariance networks represent the degree to which the morphology (typically cortical-thickness) of cortical-regions co-varies with other regions, driven by both biological and developmental factors. Understanding how heterogeneous regional changes may influence wider cortical network organization may more appropriately capture prognostic information in terms of long term outcome following a pTBI. The current study aimed to investigate the relationships between cortical organisation as measured by structural-covariance, and long-term cognitive impairment following pTBI. T1-weighted magnetic resonance imaging (MRI) from n = 83 pTBI patients and 33 typically developing controls underwent 3D-tissue segmentation using Freesurfer to estimate cortical-thickness across 68 cortical ROIs. Structural-covariance between regions was estimated using Pearson's correlations between cortical-thickness measures across 68 regions-of-interest (ROIs), generating a group-level 68 × 68 adjacency matrix for patients and controls. We grouped a subset of patients who underwent executive function testing at 2-years post-injury using a neuropsychological impairment (NPI) rule, defining impaired- and non-impaired subgroups. Despite finding no significant reductions in regional cortical-thickness between the control and pTBI groups, we found specific reductions in graph-level strength of the structural covariance graph only between controls and the pTBI group with executive function (EF) impairment. Node-level differences in strength for this group were primarily found in frontal regions. We also investigated whether the top n nodes in terms of effect-size of cortical-thickness reductions were nodes that had significantly greater strength in the typically developing brain than n randomly selected regions. We found that acute cortical-thickness reductions post-pTBI are loaded onto regions typically high in structural covariance. This association was found in those patients with persistent EF impairment at 2-years post-injury, but not in those for whom these abilities were spared. This study posits that the topography of post-injury cortical-thickness reductions in regions that are central to the typical structural-covariance topology of the brain, can explain which patients have poor EF at follow-up.
Collapse
Affiliation(s)
- Daniel J King
- College of Health and Life Sciences and Aston Institute of Health and Neurodevelopment, Aston University, Birmingham B4 7ET, UK.
| | - Stefano Seri
- College of Health and Life Sciences and Aston Institute of Health and Neurodevelopment, Aston University, Birmingham B4 7ET, UK; Department of Clinical Neurophysiology, Birmingham Women's and Children's Hospital NHS Foundation Trust, UK
| | - Cathy Catroppa
- Brain and Mind Research, Clinical Sciences, Murdoch Children's Research Institute, Melbourne, Australia; Department of Psychology, Royal Children's Hospital, Melbourne, Australia
| | - Vicki A Anderson
- Brain and Mind Research, Clinical Sciences, Murdoch Children's Research Institute, Melbourne, Australia; Department of Psychology, Royal Children's Hospital, Melbourne, Australia
| | - Amanda G Wood
- College of Health and Life Sciences and Aston Institute of Health and Neurodevelopment, Aston University, Birmingham B4 7ET, UK; Brain and Mind Research, Clinical Sciences, Murdoch Children's Research Institute, Melbourne, Australia; School of Psychology, Faculty of Health, Melbourne Burwood Campus, Deakin University, Geelong, Victoria, Australia
| |
Collapse
|
5
|
Bohyn C, Vyvere TV, Keyzer FD, Sima DM, Demaerel P. Morphometric evaluation of traumatic axonal injury and the correlation with post-traumatic cerebral atrophy and functional outcome. Neuroradiol J 2021; 35:468-476. [PMID: 34643120 PMCID: PMC9437508 DOI: 10.1177/19714009211049714] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022] Open
Abstract
INTRODUCTION Imaging plays a crucial role in the diagnosis, prognosis and follow-up of traumatic brain injury. Whereas computed tomography plays a pivotal role in the acute setting, magnetic resonance imaging is best suited to detect the true extent of traumatic brain injury, and more specifically diffuse axonal injury. Post-traumatic brain atrophy is a well-known complication of traumatic brain injury. PURPOSE This study investigated the correlation between diffuse axonal injury detected with fluid-attenuated inversion recovery and susceptibility-weighted imaging magnetic resonance imaging, post-traumatic brain atrophy and functional outcome (Glasgow outcome scale - extended). MATERIALS AND METHODS Twenty patients with a closed head injury and diffuse axonal injury detected with fluid-attenuated inversion recovery and susceptibility-weighted imaging were included. The total volumes of the diffuse axonal injury fluid-attenuated inversion recovery lesions were determined for each subject's initial (<14 days) and follow-up magnetic resonance scan (average: day 303 ± 83 standard deviation). The different brain volumes were automatically quantified using a validated and both US Food and Drug Administration-cleared and CE-marked machine learning algorithm (icobrain). The number of susceptibility-weighted imaging lesions and functional outcome scores (Glasgow outcome scale - extended) were retrieved from the Collaborative European NeuroTrauma Effectiveness Research Traumatic Brain Injury dataset. RESULTS The volumetric fluid-attenuated inversion recovery diffuse axonal injury lesion load showed a significant inverse correlation with functional outcome (Glasgow outcome scale - extended) (r = -0.57; P = 0.0094) and white matter volume change (r = -0.50; P = 0.027). In addition, white matter volume change correlated significantly with the Glasgow outcome scale - extended score (P = 0.0072; r = 0.58). Moreover, there was a strong inverse correlation between longitudinal fluid-attenuated inversion recovery lesion volume change and whole brain volume change (r = -0.63; P = 0.0028). No significant correlation existed between the number of diffuse axonal injury susceptibility-weighted imaging lesions, brain atrophy and functional outcome. CONCLUSIONS Volumetric analysis of diffuse axonal injury on fluid-attenuated inversion recovery imaging and automated brain atrophy calculation are potentially useful tools in the clinical management and follow-up of traumatic brain injury patients with diffuse axonal injury.
Collapse
Affiliation(s)
- Cedric Bohyn
- Department of Radiology, University Hospital Leuven, Belgium
| | | | - Frederik De Keyzer
- Department of Medical Physics and Quality Control, University Hospital Leuven, Belgium
| | | | | |
Collapse
|
6
|
Ferrazzano P, Yeske B, Mumford J, Kirk G, Bigler ED, Bowen K, O'Brien N, Rosario B, Beers SR, Rathouz P, Bell MJ, Alexander AL. Brain Magnetic Resonance Imaging Volumetric Measures of Functional Outcome after Severe Traumatic Brain Injury in Adolescents. J Neurotrauma 2021; 38:1799-1808. [PMID: 33487126 PMCID: PMC8219192 DOI: 10.1089/neu.2019.6918] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022] Open
Abstract
Adolescent traumatic brain injury (TBI) is a major public health concern, resulting in >35,000 hospitalizations in the United States each year. Although neuroimaging is a primary diagnostic tool in the clinical assessment of TBI, our understanding of how specific neuroimaging findings relate to outcome remains limited. Our study aims to identify imaging biomarkers of long-term neurocognitive outcome after severe adolescent TBI. Twenty-four adolescents with severe TBI (Glasgow Coma Scale ≤8) enrolled in the ADAPT (Approaches and Decisions after Pediatric TBI) study were recruited for magnetic resonance imaging (MRI) scanning 1-2 years post-injury at 13 participating sites. Subjects underwent outcome assessments ∼1-year post-injury, including the Wechsler Abbreviated Scale of Intelligence (IQ) and the Pediatric Glasgow Outcome Scale-Extended (GOSE-Peds). A typically developing control cohort of 38 age-matched adolescents also underwent scanning and neurocognitive assessment. Brain-image segmentation was performed on T1-weighted images using Freesurfer. Brain and ventricular cerebrospinal fluid volumes were used to compute a ventricle-to-brain ratio (VBR) for each subject, and the corpus callosum cross-sectional area was determined in the midline for each subject. The TBI group demonstrated higher VBR and lower corpus callosum area compared to the control cohort. After adjusting for age and sex, VBR was significantly related with GOSE-Peds score in the TBI group (n = 24, p = 0.01, cumulative odds ratio = 2.18). After adjusting for age, sex, intracranial volume, and brain volume, corpus callosum cross-sectional area correlated significantly with IQ score in the TBI group (partial cor = 0.68, n = 18, p = 0.007) and with PSI (partial cor = 0.33, p = 0.02). No association was found between VBR and IQ or between corpus callosum and GOSE-Peds. After severe adolescent TBI, quantitative MRI measures of VBR and corpus callosum cross-sectional area are associated with global functional outcome and neurocognitive outcomes, respectively.
Collapse
Affiliation(s)
- Peter Ferrazzano
- Waisman Center, University of Wisconsin, Madison, Wisconsin, USA
- Department of Pediatrics, University of Wisconsin, Madison, Wisconsin, USA
| | - Benjamin Yeske
- Waisman Center, University of Wisconsin, Madison, Wisconsin, USA
| | - Jeanette Mumford
- Center for Healthy Minds, University of Wisconsin, Madison, Wisconsin, USA
| | - Gregory Kirk
- Waisman Center, University of Wisconsin, Madison, Wisconsin, USA
| | - Erin D. Bigler
- Department of Psychology and Neuroscience Center, Brigham Young University, Provo, Utah, USA
- Department of Neurology, University of Utah, Salt Lake City, Utah, USA
- Department of Psychiatry, University of Utah, Salt Lake City, Utah, USA
| | | | - Nicole O'Brien
- Department of Pediatrics, Division of Critical Care Medicine Nationwide Children's Hospital, The Ohio State University, Columbus, Ohio, USA
| | - Bedda Rosario
- Department of Epidemiology, School of Medicine, University of Pittsburgh, Pittsburgh, Pennsylvania, USA
| | - Sue R. Beers
- Department of Psychiatry, School of Medicine, University of Pittsburgh, Pittsburgh, Pennsylvania, USA
| | - Paul Rathouz
- Department of Population Health, University of Texas at Austin Dell Medical School, Austin, Texas, USA
| | - Michael J. Bell
- Department of Pediatrics, Children's National Medical Center, Washington, DC, USA
| | - Andrew L. Alexander
- Waisman Center, University of Wisconsin, Madison, Wisconsin, USA
- Waisman Center Brain Imaging Laboratory, University of Wisconsin, Madison, Wisconsin, USA
- Department of Medical Physics, University of Wisconsin, Madison, Wisconsin, USA
- Department of Psychiatry, University of Wisconsin, Madison, Wisconsin, USA
| |
Collapse
|
7
|
Gonzalez AC, Kim M, Keser Z, Ibrahim L, Singh SK, Ahmad MJ, Hasan O, Kamali A, Hasan KM, Schulz PE. Diffusion Tensor Imaging Correlates of Concussion Related Cognitive Impairment. Front Neurol 2021; 12:639179. [PMID: 34108926 PMCID: PMC8180854 DOI: 10.3389/fneur.2021.639179] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/08/2020] [Accepted: 04/20/2021] [Indexed: 11/13/2022] Open
Abstract
Introduction: Cognitive impairment after concussion has been widely reported, but there is no reliable imaging biomarker that predicts the severity of cognitive decline post-concussion. This study tests the hypothesis that patients with a history of concussion and persistent cognitive impairment have fractional anisotropy (FA) and mean diffusivity (MD) values from diffusion tensor imaging (DTI) that are specifically associated with poor performance on the Montreal Cognitive Assessment (MoCA). Methods: Fifty-three subjects (19 females) with concussions and persistent cognitive symptoms had MR imaging and the MoCA. Imaging was analyzed by atlas-based, whole-brain DTI segmentation and FLAIR lesion segmentation. Then, we conducted a random forest-based recursive feature elimination (RFE) with 10-fold cross-validation on the entire dataset, and with partial correlation adjustment for age and lesion load. Results: RFE showed that 11 DTI variables were found to be important predictors of MoCA scores. Partial correlation analyses, corrected for age and lesion load, showed significant correlations between MoCA scores and right fronto-temporal regions: inferior temporal gyrus MD (r = -0.62, p = 0.00001), middle temporal gyrus MD (r = -0.54, p = 0.0001), angular gyrus MD (r = -0.48, p = 0.0008), and inferior frontal gyrus FA (r = 0.44, p = 0.002). Discussion: This is the first study to demonstrate a correlation between MoCA scores and DTI variables in patients with a history of concussion and persistent cognitive impairment. This kind of research will significantly increase our understanding of why certain persons have persistent cognitive changes after concussion which, in turn, may allow us to predict persistent impairment after concussion and suggest new interventions.
Collapse
Affiliation(s)
- Angelica C. Gonzalez
- Department of Neurology, University of Texas McGovern Medical School, Houston, TX, United States
| | - Minseon Kim
- Department of Neurology, University of Texas McGovern Medical School, Houston, TX, United States
| | - Zafer Keser
- Department of Neurology, University of Texas McGovern Medical School, Houston, TX, United States
| | - Lamya Ibrahim
- Department of Neurology, University of Texas McGovern Medical School, Houston, TX, United States
| | - Sonia K. Singh
- Department of Neurology, University of Texas McGovern Medical School, Houston, TX, United States
| | - Mohammed J. Ahmad
- Department of Neurology, University of Texas McGovern Medical School, Houston, TX, United States
| | - Omar Hasan
- Department of Neurology, University of Texas McGovern Medical School, Houston, TX, United States
| | - Arash Kamali
- Department of Diagnostic and Interventional Radiology, University of Texas McGovern Medical School, Houston, TX, United States
| | - Khader M. Hasan
- Department of Diagnostic and Interventional Radiology, University of Texas McGovern Medical School, Houston, TX, United States
| | - Paul E. Schulz
- Department of Neurology, University of Texas McGovern Medical School, Houston, TX, United States
| |
Collapse
|
8
|
Yamakawa G, Brady R, Sun M, McDonald S, Shultz S, Mychasiuk R. The interaction of the circadian and immune system: Desynchrony as a pathological outcome to traumatic brain injury. Neurobiol Sleep Circadian Rhythms 2020; 9:100058. [PMID: 33364525 PMCID: PMC7752723 DOI: 10.1016/j.nbscr.2020.100058] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2020] [Revised: 09/11/2020] [Accepted: 10/07/2020] [Indexed: 12/16/2022] Open
Abstract
Traumatic brain injury (TBI) is a complex and costly worldwide phenomenon that can lead to many negative health outcomes including disrupted circadian function. There is a bidirectional relationship between the immune system and the circadian system, with mammalian coordination of physiological activities being controlled by the primary circadian pacemaker in the suprachiasmatic nucleus (SCN) of the hypothalamus. The SCN receives light information from the external environment and in turn synchronizes rhythms throughout the brain and body. The SCN is capable of endogenous self-sustained oscillatory activity through an intricate clock gene negative feedback loop. Following TBI, the response of the immune system can become prolonged and pathophysiological. This detrimental response not only occurs in the brain, but also within the periphery, where a leaky blood brain barrier can permit further infiltration of immune and inflammatory factors. The prolonged and pathological immune response that follows TBI can have deleterious effects on clock gene cycling and circadian function not only in the SCN, but also in other rhythmic areas throughout the body. This could bring about a state of circadian desynchrony where different rhythmic structures are no longer working together to promote optimal physiological function. There are many parallels between the negative symptomology associated with circadian desynchrony and TBI. This review discusses the significant contributions of an immune-disrupted circadian system on the negative symptomology following TBI. The implications of TBI symptomology as a disorder of circadian desynchrony are discussed.
Collapse
Affiliation(s)
- G.R. Yamakawa
- Department of Neuroscience, Central Clinical School, Monash University, Melbourne, Australia
| | - R.D. Brady
- Department of Neuroscience, Central Clinical School, Monash University, Melbourne, Australia
- Department of Medicine, University of Melbourne, Parkville, Australia
| | - M. Sun
- Department of Neuroscience, Central Clinical School, Monash University, Melbourne, Australia
| | - S.J. McDonald
- Department of Neuroscience, Central Clinical School, Monash University, Melbourne, Australia
- Department of Physiology, Anatomy and Microbiology, La Trobe University, Melbourne, Australia
| | - S.R. Shultz
- Department of Neuroscience, Central Clinical School, Monash University, Melbourne, Australia
- Department of Medicine, University of Melbourne, Parkville, Australia
| | - R. Mychasiuk
- Department of Neuroscience, Central Clinical School, Monash University, Melbourne, Australia
| |
Collapse
|
9
|
Wright MJ, Monti MM, Lutkenhoff ES, Hardy DJ, Litvin PY, Kelly DF, Guskiewicz K, Cantu RC, Vespa PM, Hovda DA, Lopez WD, Wang C, Swerdloff R, Fuster JM. Memory in repeat sports-related concussive injury and single-impact traumatic brain injury. Brain Inj 2020; 34:1666-1673. [PMID: 32990043 DOI: 10.1080/02699052.2020.1825806] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
Background: Repeat sports-related concussive/subconcussive injury (RC/SCI) is related to memory impairment. Objective & Methods: We sought to determine memory differences between persons with RC/SCI, moderate-to-severe single-impact traumatic brain injury (SI-TBI), and healthy controls. MRI scans from a subsample of participants with SI-TBI were used to identify the neuroanatomical correlates of observed memory process differences between the brain injury groups. Results: Both brain injury groups evidenced worse learning and recall in contrast to controls, although SI-TBI group had poorer memory than the RC/SCI group. Regarding memory process differences, in contrast to controls, the SI-TBI group evidenced difficulties with encoding, consolidation, and retrieval, while the RC/SCI group showed deficits in consolidation and retrieval. Delayed recall was predicted by encoding, with consolidation as a secondary predictor in the SI-TBI group. In the RC/SCI group, delayed recall was only predicted by consolidation. MRI data showed that the consolidation index we used mapped onto hippocampal atrophy. Conclusions: RC/SCI is primarily associated with consolidation deficits, which differs from SI-TBI. Given the role of the hippocampus in memory consolidation and the fact that hyperphosphorylated tau tends to accumulate in the medial temporal lobe in RC/SCI, consolidation deficits may be a cognitive marker of chronic traumatic encephalopathy in athletes.
Collapse
Affiliation(s)
- Matthew J Wright
- Lundquist Institute at Harbor-UCLA Medical Center , Torrance, California, USA.,Department of Psychiatry and Biobehavioral Sciences, UCLA School of Medicine , Los Angeles, California, USA
| | - Martin M Monti
- Department of Psychology, UCLA , Los Angeles, California, USA.,Department of Neurosurgery, UCLA School of Medicine , Los Angeles, California, USA
| | - Evan S Lutkenhoff
- Department of Psychology, UCLA , Los Angeles, California, USA.,Department of Neurosurgery, UCLA School of Medicine , Los Angeles, California, USA
| | - David J Hardy
- Department of Psychiatry and Biobehavioral Sciences, UCLA School of Medicine , Los Angeles, California, USA.,Department of Psychology, Loyola Marymount University , Los Angeles, California, USA
| | - Pavel Y Litvin
- Lundquist Institute at Harbor-UCLA Medical Center , Torrance, California, USA
| | - Daniel F Kelly
- Department of Neurosurgery, Brain Tumor Center & Pituitary Disorders Program, John Wayne Cancer Institute at Saint John's Health Center , Santa Monica, California, USA
| | - Kevin Guskiewicz
- Department of Exercise & Sports Science, Center for the Study of Retired Athletes at the University of North Carolina , Chapel Hill, North Carolina, USA
| | - Robert C Cantu
- Department of Neurosurgery, Boston University School of Medicine , Boston, Massachusetts, USA
| | - Paul M Vespa
- Department of Neurosurgery, UCLA School of Medicine , Los Angeles, California, USA.,Department of Neurology, UCLA School of Medicine , Los Angeles, California, USA
| | - David A Hovda
- Department of Neurosurgery, UCLA School of Medicine , Los Angeles, California, USA
| | - Walter D Lopez
- Lundquist Institute at Harbor-UCLA Medical Center , Torrance, California, USA
| | - Christina Wang
- Lundquist Institute at Harbor-UCLA Medical Center , Torrance, California, USA
| | - Ronald Swerdloff
- Lundquist Institute at Harbor-UCLA Medical Center , Torrance, California, USA
| | - Joaquín M Fuster
- Department of Psychiatry and Biobehavioral Sciences, UCLA School of Medicine , Los Angeles, California, USA
| |
Collapse
|
10
|
Östberg A, Ledig C, Katila A, Maanpää HR, Posti JP, Takala R, Tallus J, Glocker B, Rueckert D, Tenovuo O. Volume Change in Frontal Cholinergic Structures After Traumatic Brain Injury and Cognitive Outcome. Front Neurol 2020; 11:832. [PMID: 32903569 PMCID: PMC7438550 DOI: 10.3389/fneur.2020.00832] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2020] [Accepted: 07/03/2020] [Indexed: 01/02/2023] Open
Abstract
The cholinergic nuclei in the basal forebrain innervate frontal cortical structures regulating attention. Our aim was to investigate if cognitive test results measuring attention relate to the longitudinal volume change of cholinergically innervated structures following traumatic brain injury (TBI). During the prospective, observational TBIcare project patients with all severities of TBI (n = 114) and controls with acute orthopedic injuries (n = 17) were recruited. Head MRI was obtained in both acute (mean 2 weeks post-injury) and late (mean 8 months) time points. T1-weighted 3D MR images were analyzed with an automatic segmentation method to evaluate longitudinal, structural brain volume change. The cognitive outcome was assessed with the Cambridge Neuropsychological Test Automated Battery (CANTAB). Analyses included 16 frontal cortical structures, of which four showed a significant correlation between post-traumatic volume change and the CANTAB test results. The strongest correlation was found between the volume loss of the supplementary motor cortex and motor screening task results (R-sq 0.16, p < 0.0001), where poorer test results correlated with greater atrophy. Of the measured sum structures, greater cortical gray matter atrophy rate showed a significant correlation with the poorer CANTAB test results. TBI caused volume loss of frontal cortical structures that are heavily innervated by cholinergic neurons is associated with neuropsychological test results measuring attention.
Collapse
Affiliation(s)
- Anna Östberg
- Division of Clinical Neurosciences, Turku Brain Injury Centre, Turku University Hospital, Turku, Finland.,Department of Neurology, Institute of Clinical Medicine, University of Turku, Turku, Finland.,Department of Neurosurgery, Neurocenter, Turku University Hospital, Turku, Finland
| | - Christian Ledig
- Department of Computing, Imperial College London, London, United Kingdom
| | - Ari Katila
- Department of Perioperative Services, Intensive Care and Pain Medicine, Turku University Hospital, Turku, Finland
| | - Henna-Riikka Maanpää
- Department of Neurology, Institute of Clinical Medicine, University of Turku, Turku, Finland.,Department of Neurosurgery, Neurocenter, Turku University Hospital, Turku, Finland
| | - Jussi P Posti
- Division of Clinical Neurosciences, Turku Brain Injury Centre, Turku University Hospital, Turku, Finland.,Department of Neurology, Institute of Clinical Medicine, University of Turku, Turku, Finland.,Department of Neurosurgery, Neurocenter, Turku University Hospital, Turku, Finland
| | - Riikka Takala
- Department of Perioperative Services, Intensive Care and Pain Medicine, Turku University Hospital, Turku, Finland
| | - Jussi Tallus
- Department of Neurology, Institute of Clinical Medicine, University of Turku, Turku, Finland
| | - Ben Glocker
- Department of Computing, Imperial College London, London, United Kingdom
| | - Daniel Rueckert
- Department of Computing, Imperial College London, London, United Kingdom
| | - Olli Tenovuo
- Division of Clinical Neurosciences, Turku Brain Injury Centre, Turku University Hospital, Turku, Finland.,Department of Neurology, Institute of Clinical Medicine, University of Turku, Turku, Finland
| |
Collapse
|
11
|
Bhatt D, Hazari A, Yamakawa GR, Salberg S, Sgro M, Shultz SR, Mychasiuk R. Investigating the cumulative effects of Δ9-tetrahydrocannabinol and repetitive mild traumatic brain injury on adolescent rats. Brain Commun 2020; 2:fcaa042. [PMID: 32954298 PMCID: PMC7425386 DOI: 10.1093/braincomms/fcaa042] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/26/2019] [Revised: 03/04/2020] [Accepted: 03/12/2020] [Indexed: 12/24/2022] Open
Abstract
The prevalence of mild traumatic brain injury is highest amongst the adolescent population and can lead to complications including neuroinflammation and excitotoxicity. Also pervasive in adolescents is recreational cannabis use. Δ9-Tetrahydrocannabinol, the main psychoactive component of cannabis, is known to have anti-inflammatory properties and serves as a neuroprotective agent against excitotoxicity. Thus, we investigated the effects of Δ9-tetrahydrocannabinol on recovery when administered either prior to or following repeated mild brain injuries. Male and female Sprague-Dawley rats were randomly assigned to receive Δ9-tetrahydrocannabinol or vehicle either prior to or following the repeated injuries. Rats were then tested on a behavioural test battery designed to measure post-concussive symptomology. The hippocampus, nucleus accumbens and prefrontal cortex were extracted from all animals to examine mRNA expression changes (Bdnf, Cnr1, Comt, GR, Iba-1 and Vegf-2R). We hypothesized that, in both experiments, Δ9-tetrahydrocannabinol administration would provide neuroprotection against mild injury outcomes and confer therapeutic benefit. Δ9-Tetrahydrocannabinol administration following repeated mild traumatic brain injury was beneficial to three of the six behavioural outcomes affected by injury (reducing anxiety and depressive-like behaviours while also mitigating injury-induced deficits in short-term working memory). Δ9-Tetrahydrocannabinol administration following injury also showed beneficial effects on the expression of Cnr1, Comt and Vegf-2R in the hippocampus, nucleus accumbens and prefrontal cortex. There were no notable benefits of Δ9-tetrahydrocannabinol when administered prior to injury, suggesting that Δ9-tetrahydrocannabinol may have potential therapeutic benefit on post-concussive symptomology when administered post-injury, but not pre-injury.
Collapse
Affiliation(s)
- Dhyey Bhatt
- Department of Psychology, Alberta Children’s Hospital Research Institute, Hotchkiss Brain Institute, The University of Calgary, Calgary, AB T2N 4N1, Canada
| | - Ali Hazari
- Department of Psychology, Alberta Children’s Hospital Research Institute, Hotchkiss Brain Institute, The University of Calgary, Calgary, AB T2N 4N1, Canada
| | - Glenn R Yamakawa
- Department of Psychology, Alberta Children’s Hospital Research Institute, Hotchkiss Brain Institute, The University of Calgary, Calgary, AB T2N 4N1, Canada
- Department of Neuroscience, Central Clinical School, Monash University, Melbourne, VIC 3004, Australia
| | - Sabrina Salberg
- Department of Psychology, Alberta Children’s Hospital Research Institute, Hotchkiss Brain Institute, The University of Calgary, Calgary, AB T2N 4N1, Canada
- Department of Neuroscience, Central Clinical School, Monash University, Melbourne, VIC 3004, Australia
| | - Marissa Sgro
- Department of Neuroscience, Central Clinical School, Monash University, Melbourne, VIC 3004, Australia
| | - Sandy R Shultz
- Department of Neuroscience, Central Clinical School, Monash University, Melbourne, VIC 3004, Australia
- Department of Medicine, Royal Melbourne Hospital, University of Melbourne, Melbourne, VIC 3050, Australia
| | - Richelle Mychasiuk
- Department of Psychology, Alberta Children’s Hospital Research Institute, Hotchkiss Brain Institute, The University of Calgary, Calgary, AB T2N 4N1, Canada
- Department of Neuroscience, Central Clinical School, Monash University, Melbourne, VIC 3004, Australia
| |
Collapse
|
12
|
Jak AJ, Jurick S, Hoffman S, Evangelista ND, Deford N, Keller A, Merritt VC, Sanderson-Cimino M, Sorg S, Delano-Wood L, Bangen KJ. PTSD, but not history of mTBI, is associated with altered myelin in combat-exposed Iraq and Afghanistan Veterans. Clin Neuropsychol 2020; 34:1070-1087. [PMID: 32176590 DOI: 10.1080/13854046.2020.1730975] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
OBJECTIVE To investigate the biological, cognitive, and psychological presentations of combat-exposed Veterans with a history of mild traumatic brain injury (mTBI) and/or posttraumatic stress disorder (PTSD) using a novel white matter imaging technique and comprehensive neuropsychological assessment. METHOD 74 Iraq and Afghanistan Veterans (mean age 33.89, 90.5% male) with history of mTBI (average 7.25 years since injury), PTSD, both, or neither underwent magnetic resonance imaging (MRI) exams including acquisition of a novel imaging technique, multicomponent-driven equilibrium single-pulse observation of T1/T2 (mcDESPOT) to quantify myelin water fraction (MWF), a surrogate measure of myelin content. Participants also underwent comprehensive neuropsychological assessment and three cognitive composite scores (memory, working memory/processing speed, and executive functioning) were created. RESULTS There were no significant group differences on the neuropsychological composite scores. ANCOVAs revealed a main effect of PTSD across all a priori regions of interest (ROI) in which PTSD was associated with higher MWF. There was no main effect of mTBI history or TBI by PTSD interaction on any ROI. Significant positive associations were observed between myelin and PTSD symptoms, but no significant associations were found between myelin and neurobehavioral symptoms. No significant associations were found between myelin in the a priori ROIs and the cognitive composite scores. CONCLUSION This study did not find neuropsychological or MWF differences in combat Veterans with a remote history of mTBI but did find myelin alterations related to PTSD. Psychological trauma should be a primary target for intervention in Veterans with comorbid PTSD and mTBI reporting subjective complaints, given its salience.
Collapse
Affiliation(s)
- Amy J Jak
- Veterans Affairs San Diego Healthcare System (VASDHS), San Diego, CA, USA.,VASDHS Center of Excellence for Stress and Mental Health (CESAMH), San Diego, CA, USA.,Department of Psychiatry, San Diego School of Medicine, University California, San Diego, CA, USA
| | - Sarah Jurick
- Veterans Affairs San Diego Healthcare System (VASDHS), San Diego, CA, USA.,VASDHS Center of Excellence for Stress and Mental Health (CESAMH), San Diego, CA, USA
| | - Samantha Hoffman
- Veterans Affairs San Diego Healthcare System (VASDHS), San Diego, CA, USA.,Department of Psychiatry, San Diego School of Medicine, University California, San Diego, CA, USA
| | - Nicole D Evangelista
- Department of Clinical and Health Psychology, University of Florida, Gainesville, FL, USA
| | | | - Amber Keller
- Veterans Affairs San Diego Healthcare System (VASDHS), San Diego, CA, USA
| | - Victoria C Merritt
- Veterans Affairs San Diego Healthcare System (VASDHS), San Diego, CA, USA
| | - Mark Sanderson-Cimino
- Department of Psychiatry, San Diego School of Medicine, University California, San Diego, CA, USA
| | - Scott Sorg
- Veterans Affairs San Diego Healthcare System (VASDHS), San Diego, CA, USA.,Department of Psychiatry, San Diego School of Medicine, University California, San Diego, CA, USA
| | - Lisa Delano-Wood
- Veterans Affairs San Diego Healthcare System (VASDHS), San Diego, CA, USA.,VASDHS Center of Excellence for Stress and Mental Health (CESAMH), San Diego, CA, USA.,Department of Psychiatry, San Diego School of Medicine, University California, San Diego, CA, USA
| | - Katherine J Bangen
- Veterans Affairs San Diego Healthcare System (VASDHS), San Diego, CA, USA.,Department of Psychiatry, San Diego School of Medicine, University California, San Diego, CA, USA
| |
Collapse
|
13
|
Yamakawa GR, Weerawardhena H, Eyolfson E, Griep Y, Antle MC, Mychasiuk R. Investigating the Role of the Hypothalamus in Outcomes to Repetitive Mild Traumatic Brain Injury: Neonatal Monosodium Glutamate Does Not Exacerbate Deficits. Neuroscience 2019; 413:264-278. [DOI: 10.1016/j.neuroscience.2019.06.022] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2018] [Revised: 05/29/2019] [Accepted: 06/15/2019] [Indexed: 12/20/2022]
|
14
|
King DJ, Ellis KR, Seri S, Wood AG. A systematic review of cross-sectional differences and longitudinal changes to the morphometry of the brain following paediatric traumatic brain injury. Neuroimage Clin 2019; 23:101844. [PMID: 31075554 PMCID: PMC6510969 DOI: 10.1016/j.nicl.2019.101844] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/08/2018] [Revised: 04/26/2019] [Accepted: 04/29/2019] [Indexed: 01/27/2023]
Abstract
Paediatric traumatic brain injury (pTBI) is a leading cause of disability for children and young adults. Children are a uniquely vulnerable group with the disease process that occurs following a pTBI interacting with the trajectory of normal brain development. Quantitative MRI post-injury has suggested a long-term, neurodegenerative effect of TBI on the morphometry of the brain, in both adult and childhood TBI. Changes to the brain beyond that of anticipated, age-dependant differences may allow us to estimate the state of the brain post-injury and produce clinically relevant predictions for long-term outcome. The current review synthesises the existing literature to assess whether, following pTBI, the morphology of the brain exhibits either i) longitudinal change and/or ii) differences compared to healthy controls and outcomes. The current literature suggests that morphometric differences from controls are apparent cross-sectionally at both acute and late-chronic timepoints post-injury, thus suggesting a non-transient effect of injury. Developmental trajectories of morphometry are altered in TBI groups compared to patients, and it is unlikely that typical maturation overcomes damage post-injury, or even 'catches up' with that of typically-developing peers. However, there is limited evidence for diverted developmental trajectories being associated with cognitive impairment post-injury. The current review also highlights the apparent challenges to the existing literature and potential methods by which these can be addressed.
Collapse
Affiliation(s)
- D J King
- School of Life and Health Sciences & Aston Brain Centre, Aston University, Birmingham, UK
| | - K R Ellis
- School of Life and Health Sciences & Aston Brain Centre, Aston University, Birmingham, UK
| | - S Seri
- School of Life and Health Sciences & Aston Brain Centre, Aston University, Birmingham, UK
| | - A G Wood
- School of Life and Health Sciences & Aston Brain Centre, Aston University, Birmingham, UK; Child Neuropsychology, Clinical Sciences, Murdoch Children's Research Institute, Melbourne, Australia.
| |
Collapse
|
15
|
Jurick SM, Hoffman SN, Sorg S, Keller AV, Evangelista ND, DeFord NE, Sanderson-Cimino M, Bangen KJ, Delano-Wood L, Deoni S, Jak AJ. Pilot investigation of a novel white matter imaging technique in Veterans with and without history of mild traumatic brain injury. Brain Inj 2018; 32:1256-1265. [DOI: 10.1080/02699052.2018.1493225] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Affiliation(s)
- Sarah M. Jurick
- San Diego State University/University of California San Diego Joint Doctoral Program in Clinical Psychology, San Diego, CA, USA
| | | | - Scott Sorg
- Research Service, VA San Diego Healthcare System, San Diego, CA, USA
- Department of Psychiatry, University of California San Diego, San Diego, CA, USA
| | - Amber V. Keller
- Research Service, VA San Diego Healthcare System, San Diego, CA, USA
| | | | - Nicole E. DeFord
- Research Service, VA San Diego Healthcare System, San Diego, CA, USA
| | - Mark Sanderson-Cimino
- San Diego State University/University of California San Diego Joint Doctoral Program in Clinical Psychology, San Diego, CA, USA
| | - Katherine J. Bangen
- Research Service, VA San Diego Healthcare System, San Diego, CA, USA
- Department of Psychiatry, University of California San Diego, San Diego, CA, USA
| | - Lisa Delano-Wood
- Research Service, VA San Diego Healthcare System, San Diego, CA, USA
- Department of Psychiatry, University of California San Diego, San Diego, CA, USA
| | - Sean Deoni
- Department of Pediatrics, Brown University, Providence, RI, USA
| | - Amy J. Jak
- Research Service, VA San Diego Healthcare System, San Diego, CA, USA
- Department of Psychiatry, University of California San Diego, San Diego, CA, USA
| |
Collapse
|
16
|
Madan H, Pernuš F, Špiclin Ž. Reference-free error estimation for multiple measurement methods. Stat Methods Med Res 2018; 28:2196-2209. [PMID: 29384043 DOI: 10.1177/0962280217754231] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Abstract
We present a computational framework to select the most accurate and precise method of measurement of a certain quantity, when there is no access to the true value of the measurand. A typical use case is when several image analysis methods are applied to measure the value of a particular quantitative imaging biomarker from the same images. The accuracy of each measurement method is characterized by systematic error (bias), which is modeled as a polynomial in true values of measurand, and the precision as random error modeled with a Gaussian random variable. In contrast to previous works, the random errors are modeled jointly across all methods, thereby enabling the framework to analyze measurement methods based on similar principles, which may have correlated random errors. Furthermore, the posterior distribution of the error model parameters is estimated from samples obtained by Markov chain Monte-Carlo and analyzed to estimate the parameter values and the unknown true values of the measurand. The framework was validated on six synthetic and one clinical dataset containing measurements of total lesion load, a biomarker of neurodegenerative diseases, which was obtained with four automatic methods by analyzing brain magnetic resonance images. The estimates of bias and random error were in a good agreement with the corresponding least squares regression estimates against a reference.
Collapse
Affiliation(s)
- Hennadii Madan
- Faculty of Electrical Engineering, University of Ljubljana, Ljubljana, Slovenia
| | - Franjo Pernuš
- Faculty of Electrical Engineering, University of Ljubljana, Ljubljana, Slovenia
| | - Žiga Špiclin
- Faculty of Electrical Engineering, University of Ljubljana, Ljubljana, Slovenia
| |
Collapse
|
17
|
Ali A, Tanirgan G, Sabanci PA, Sivrikoz N, Abdullah T, Sencer A, Sencer S, Orhan-Sungur M, Akinci IO. Relation of gray-white matter ratio with long-term cognitive functions and quality of life in patients with mild to moderate aneurysmal subarachnoid hemorrhage: a prospective observational study. Acta Neurochir (Wien) 2018; 160:181-189. [PMID: 29075902 DOI: 10.1007/s00701-017-3374-y] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2017] [Accepted: 10/17/2017] [Indexed: 11/30/2022]
Abstract
BACKGROUND In the present study, we hypothesized that a low gray matter-white matter ratio (GWR) is associated with poor cognitive function and low quality of life in patients with mild to moderate (WFNS ≤3) aneurysmal subarachnoid hemorrhage (aSAH). METHODS All patients with aSAH who were admitted to the neurointensive care unit (Neuro ICU) and whose WFNS score was ≤ 3 were enrolled in the study. During the Neuro ICU follow-up period, the following variables were recorded: demographics, neurological status, comorbidities, time elapsed between onset of bleeding and Neuro ICU admission, treatment method, number of days with vasospasm symptoms (DVS) and vasopressor usage. One year after bleeding, all patients except those who could not answer the questionnaires appropriately were administered the MoCA and SF-36 tests, and brain magnetic resonance imaging and then volumetric brain analysis were performed. RESULTS Eighty-two patients completed the study. One year after aSAH, cognitive dysfunction and low quality of life were observed in 59.8% and 25.6% of patients, respectively. Among the variables obtained during Neuro ICU follow-up, DVS was found to be a major risk factor for cognitive dysfunction (OR: 3.9, 95% CI: 1.9-7.8; p < 0.001), poor quality of life (OR: 2.8, 95% CI: 1.4-5.3, p = 0.002) and a lower GWR value (p < 0.001, correlation coefficient = -0.410, R2 = 0.234). One year after aSAH, higher GWR values were associated with higher MoCA (R2 = 0.506 for males, R2 = 0.413 for females) and SF-36 (R2 = 0.270 for males, R2 = 0.364 for females) scores in both genders. Also, GWR ≤ 1.35 in males and GWR ≤1.33 in females indicated MoCApoor patients with over 80% specificity and sensitivity. CONCLUSION GWR has good correlation with the MoCA and SF-36 score, and a low GWR can indicate cognitive dysfunction. In this context, GWR can be used as an additional method to evaluate cognitive function and quality of life.
Collapse
Affiliation(s)
- Achmet Ali
- Department of Anesthesiology and Reanimation, Istanbul University, Istanbul Medical Faculty, Istanbul, Turkey
| | - Gamze Tanirgan
- Department of Anesthesiology and Reanimation, Istanbul University, Istanbul Medical Faculty, Istanbul, Turkey
| | - Pulat Akin Sabanci
- Department of Neurosurgery, Istanbul University, Istanbul Medical Faculty, Istanbul, Turkey
| | - Nukhet Sivrikoz
- Department of Anesthesiology and Reanimation, Istanbul University, Istanbul Medical Faculty, Istanbul, Turkey
| | - Taner Abdullah
- Department of Anesthesiology and Reanimation, Istanbul University, Istanbul Medical Faculty, Istanbul, Turkey
| | - Altay Sencer
- Department of Neurosurgery, Istanbul University, Istanbul Medical Faculty, Istanbul, Turkey
| | - Serra Sencer
- Department of Neuroradiology, Istanbul University, Istanbul Medical Faculty, Istanbul, Turkey
| | - Mukadder Orhan-Sungur
- Department of Anesthesiology and Reanimation, Istanbul University, Istanbul Medical Faculty, Istanbul, Turkey
| | - Ibrahim Ozkan Akinci
- Department of Anesthesiology and Reanimation, Istanbul University, Istanbul Medical Faculty, Istanbul, Turkey.
- İ.Ü. İstanbul Tıp Fakültesi Anesteziyoloji ABD, Turgut Ozal Cad, Fatih, Istanbul, Turkey.
| |
Collapse
|
18
|
Ledig C, Kamnitsas K, Koikkalainen J, Posti JP, Takala RSK, Katila A, Frantzén J, Ala-Seppälä H, Kyllönen A, Maanpää HR, Tallus J, Lötjönen J, Glocker B, Tenovuo O, Rueckert D. Regional brain morphometry in patients with traumatic brain injury based on acute- and chronic-phase magnetic resonance imaging. PLoS One 2017; 12:e0188152. [PMID: 29182625 PMCID: PMC5705131 DOI: 10.1371/journal.pone.0188152] [Citation(s) in RCA: 22] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2017] [Accepted: 11/01/2017] [Indexed: 02/02/2023] Open
Abstract
Traumatic brain injury (TBI) is caused by a sudden external force and can be very heterogeneous in its manifestation. In this work, we analyse T1-weighted magnetic resonance (MR) brain images that were prospectively acquired from patients who sustained mild to severe TBI. We investigate the potential of a recently proposed automatic segmentation method to support the outcome prediction of TBI. Specifically, we extract meaningful cross-sectional and longitudinal measurements from acute- and chronic-phase MR images. We calculate regional volume and asymmetry features at the acute/subacute stage of the injury (median: 19 days after injury), to predict the disability outcome of 67 patients at the chronic disease stage (median: 229 days after injury). Our results indicate that small structural volumes in the acute stage (e.g. of the hippocampus, accumbens, amygdala) can be strong predictors for unfavourable disease outcome. Further, group differences in atrophy are investigated. We find that patients with unfavourable outcome show increased atrophy. Among patients with severe disability outcome we observed a significantly higher mean reduction of cerebral white matter (3.1%) as compared to patients with low disability outcome (0.7%).
Collapse
Affiliation(s)
- Christian Ledig
- Imperial College London, Department of Computing, London, United Kingdom
- * E-mail:
| | | | - Juha Koikkalainen
- Combinostics, Tampere, Finland
- VTT Technical Research Centre of Finland, Tampere, Finland
| | - Jussi P. Posti
- Department of Clinical Medicine, University of Turku, Turku, Finland
- Division of Clinical Neurosciences, Turku Brain Injury Centre, Turku University Hospital, Turku, Finland
- Division of Clinical Neurosciences, Department of Neurosurgery, Turku University Hospital, Turku, Finland
| | - Riikka S. K. Takala
- Perioperative Services, Intensive Care Medicine and Pain Management, Turku University Hospital and University of Turku, Turku, Finland
| | - Ari Katila
- Perioperative Services, Intensive Care Medicine and Pain Management, Turku University Hospital and University of Turku, Turku, Finland
| | - Janek Frantzén
- Department of Clinical Medicine, University of Turku, Turku, Finland
- Division of Clinical Neurosciences, Turku Brain Injury Centre, Turku University Hospital, Turku, Finland
- Division of Clinical Neurosciences, Department of Neurosurgery, Turku University Hospital, Turku, Finland
| | - Henna Ala-Seppälä
- Department of Clinical Medicine, University of Turku, Turku, Finland
| | - Anna Kyllönen
- Department of Clinical Medicine, University of Turku, Turku, Finland
| | | | - Jussi Tallus
- Department of Clinical Medicine, University of Turku, Turku, Finland
| | - Jyrki Lötjönen
- Combinostics, Tampere, Finland
- VTT Technical Research Centre of Finland, Tampere, Finland
| | - Ben Glocker
- Imperial College London, Department of Computing, London, United Kingdom
| | - Olli Tenovuo
- Department of Clinical Medicine, University of Turku, Turku, Finland
- Division of Clinical Neurosciences, Turku Brain Injury Centre, Turku University Hospital, Turku, Finland
| | - Daniel Rueckert
- Imperial College London, Department of Computing, London, United Kingdom
| |
Collapse
|
19
|
Kislay K, Devi BI, Bhat DI, Shukla DP, Gupta AK, Panda R. Novel Findings in Obstetric Brachial Plexus Palsy: A Study of Corpus Callosum Volumetry and Resting-State Functional Magnetic Resonance Imaging of Sensorimotor Network. Neurosurgery 2017; 83:905-914. [DOI: 10.1093/neuros/nyx495] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/25/2017] [Accepted: 09/11/2017] [Indexed: 01/23/2023] Open
Abstract
Abstract
BACKGROUND
The response of the brain to obstetric brachial plexus palsy (OBPP) is not clearly understood. We propose that even a peripheral insult at the developmental stage may result in changes in the volume of white matter of the brain, which we studied using corpus callosum volumetry and resting-state functional magnetic resonance imaging (rsfMRI) of sensorimotor network.
OBJECTIVE
To study the central neural effects in OBPP.
METHODS
We performed an MRI study on a cohort of 14 children who had OBPP and 14 healthy controls. The mean age of the test subjects was 10.07 ± 1.22 yr (95% confidence interval). Corpus callosum volumetry was compared with that of age-matched healthy subjects. Hofer and Frahm segmentation was used. Resting-state fMRI data were analyzed using the FSL software (FMRIB Software Library v5.0, Oxford, United Kingdom), and group analysis of the sensorimotor network was performed.
RESULTS
Statistical analysis of corpus callosum volume revealed significant differences between the OBPP cohort and healthy controls, especially in the motor association areas. Independent t-test revealed statistically significant volume loss in segments I (prefrontal), II (premotor), and IV (primary sensory area). rsfMRI of sensorimotor network showed decreased activation in the test hemisphere (the side contralateral to the injured brachial plexus) and also decreased activation in the ipsilateral hemisphere, when compared with healthy controls.
CONCLUSION
OBPP occurs in an immature brain and causes central cortical changes. There is secondary corpus callosum atrophy which may be due to retrograde transneuronal degeneration. This in turn may result in disruption of interhemispheric coactivation and consequent reduction in activation of sensorimotor network even in the ipsilateral hemisphere.
Collapse
Affiliation(s)
- Kishore Kislay
- Departments of Neurosurgery, Nation-al Institute of Mental Health and Neu-rosciences (NIMHANS), Bangalore, India
| | - Bhagavatula Indira Devi
- Departments of Neurosurgery, Nation-al Institute of Mental Health and Neu-rosciences (NIMHANS), Bangalore, India
| | - Dhananjaya Ishwar Bhat
- Departments of Neurosurgery, Nation-al Institute of Mental Health and Neu-rosciences (NIMHANS), Bangalore, India
| | - Dhaval Prem Shukla
- Departments of Neurosurgery, Nation-al Institute of Mental Health and Neu-rosciences (NIMHANS), Bangalore, India
| | - Arun Kumar Gupta
- Departments of Neuroimaging and In-terventional Radiology, National Institute of Mental Health and Neurosciences (NIMHANS), Bangalore, India
| | - Rajanikant Panda
- Departments of Neuroimaging and In-terventional Radiology, National Institute of Mental Health and Neurosciences (NIMHANS), Bangalore, India
| |
Collapse
|
20
|
Yu K, Seal ML, Reyes J, Godfrey C, Anderson V, Adamson C, Ryan NP, Hearps SJC, Catroppa C. Brain volumetric correlates of inhibition and cognitive flexibility 16 years following childhood traumatic brain injury. J Neurosci Res 2017; 96:642-651. [PMID: 28675465 DOI: 10.1002/jnr.24087] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2017] [Revised: 04/06/2017] [Accepted: 05/01/2017] [Indexed: 01/08/2023]
Abstract
Executive functions (EFs), such as inhibition and cognitive flexibility, are essential for everyday functioning, including regulation of socially appropriate emotional responses. These skills develop during childhood and continue maturing into early adulthood. The current study aimed to investigate the very long-term impact of childhood traumatic brain injury (TBI) on inhibition and cognitive flexibility, and to examine whether global white matter is associated with these abilities. Twenty-eight young adult survivors of childhood TBI (mean age at 16-year follow-up = 21.67 years, SD = 2.70) and 16 typically developing controls (TDCs), group-matched for age, sex, and socioeconomic status, completed tests of inhibition and cognitive flexibility and underwent structural MRI. Survivors of childhood TBI did not significantly differ from TDCs on EF or white matter volume. However, the relationship between EF and white matter volume differed between survivors of TBI and TDCs. Survivors of TBI did not mimic the brain behavior relationship that characterized EF in TDCs. The inverse brain behavior relationship, exhibited by childhood TBI survivors, suggests disruptions in the whole brain underpinning EF following childhood TBI.
Collapse
Affiliation(s)
- Kelleynne Yu
- Clinical Sciences, Murdoch Childrens Research Institute, Parkville, Victoria, Australia
| | - Marc L Seal
- Clinical Sciences, Murdoch Childrens Research Institute, Parkville, Victoria, Australia.,Department of Paediatrics, University of Melbourne, Parkville, Victoria, Australia
| | - Jonathan Reyes
- Clinical Sciences, Murdoch Childrens Research Institute, Parkville, Victoria, Australia
| | - Celia Godfrey
- Clinical Sciences, Murdoch Childrens Research Institute, Parkville, Victoria, Australia.,Department of Paediatrics, University of Melbourne, Parkville, Victoria, Australia
| | - Vicki Anderson
- Clinical Sciences, Murdoch Childrens Research Institute, Parkville, Victoria, Australia.,Department of Paediatrics, University of Melbourne, Parkville, Victoria, Australia.,Department of Psychology, Royal Children's Hospital, Parkville, Victoria, Australia.,Melbourne School of Psychological Sciences (MSPS), University of Melbourne, Parkville, Victoria, Australia
| | - Chris Adamson
- Clinical Sciences, Murdoch Childrens Research Institute, Parkville, Victoria, Australia
| | - Nicholas P Ryan
- Clinical Sciences, Murdoch Childrens Research Institute, Parkville, Victoria, Australia.,Melbourne School of Psychological Sciences (MSPS), University of Melbourne, Parkville, Victoria, Australia
| | - Stephen J C Hearps
- Clinical Sciences, Murdoch Childrens Research Institute, Parkville, Victoria, Australia
| | - Cathy Catroppa
- Clinical Sciences, Murdoch Childrens Research Institute, Parkville, Victoria, Australia.,Department of Paediatrics, University of Melbourne, Parkville, Victoria, Australia.,Department of Psychology, Royal Children's Hospital, Parkville, Victoria, Australia.,Melbourne School of Psychological Sciences (MSPS), University of Melbourne, Parkville, Victoria, Australia
| |
Collapse
|
21
|
Mannino C, Glenn TC, Hovda DA, Vespa PM, McArthur DL, Van Horn JD, Wright MJ. Acute glucose and lactate metabolism are associated with cognitive recovery following traumatic brain injury. J Neurosci Res 2017; 96:696-701. [PMID: 28609544 DOI: 10.1002/jnr.24097] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2017] [Revised: 05/11/2017] [Accepted: 05/12/2017] [Indexed: 11/08/2022]
Abstract
Traumatic brain injury (TBI) is associated with acute cerebral metabolic crisis (ACMC). ACMC-related atrophy appears to be prominent in frontal and temporal lobes following moderate-to-severe TBI. This atrophy is correlated with poorer cognitive outcomes in TBI. The current study investigated ability of acute glucose and lactate metabolism to predict long-term recovery of frontal-temporal cognitive function in participants with moderate-to-severe TBI. Cerebral metabolic rate of glucose and lactate were measured by the Kety-Schmidt method on days 0-7 post-injury. Indices of frontal-temporal cognitive processing were calculated for six months post-injury; 12 months post-injury; and recovery (the difference between the six- and 12-month scores). Glucose and lactate metabolism were included in separate regression models, as they were highly intercorrelated. Also, glucose and lactate values were centered and averaged and included in a final regression model. Models for the prediction frontal-temporal cognition at six and 12 months post-injury were not significant. However, average glucose and lactate metabolism predicted recovery of frontal-temporal cognition, accounting for 23% and 22% of the variance, respectively. Also, maximum glucose metabolism, but not maximum lactate metabolism, was an inverse predictor in the recovery of frontal-temporal cognition, accounting for 23% of the variance. Finally, the average of glucose and lactate metabolism predicted frontal-temporal cognitive recovery, accounting for 22% of the variance. These data indicate that acute glucose and lactate metabolism both support cognitive recovery from TBI. Also, our data suggest that control of endogenous fuels and/or supplementation with exogenous fuels may have therapeutic potential for cognitive recovery from TBI.
Collapse
Affiliation(s)
| | - Thomas C Glenn
- University of California, Los Angeles, Department of Neurosurgery
| | - David A Hovda
- University of California, Los Angeles, Department of Neurosurgery
| | - Paul M Vespa
- University of California, Los Angeles, Department of Neurosurgery.,University of California, Los Angeles, Department of Neurology
| | - David L McArthur
- University of California, Los Angeles, Department of Neurosurgery
| | - John D Van Horn
- University of Southern California, Laboratory of Neuro Imaging, Institute for Neuroimaging Informatics, Department of Neurology
| | - Matthew J Wright
- University of California, Los Angeles, Department of Psychiatry and Biobehavioral Sciences.,Los Angeles Biomedical Research Institute at Harbor-UCLA Medical Center
| |
Collapse
|
22
|
Martin RM, Wright MJ, Lutkenhoff ES, Ellingson BM, Van Horn JD, Tubi M, Alger JR, McArthur DL, Vespa PM. Traumatic hemorrhagic brain injury: impact of location and resorption on cognitive outcome. J Neurosurg 2017; 126:796-804. [DOI: 10.3171/2016.3.jns151781] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/28/2023]
Abstract
OBJECTIVE
Hemorrhagic contusions are often the most visible lesions following traumatic brain injury. However, the incidence, location, and natural history of traumatic parenchymal hemorrhage and its impact on neurological outcome have been understudied. The authors sought to examine the location and longitudinal evolution of traumatic parenchymal hemorrhage and its association with cognitive outcome.
METHODS
Sixteen patients with hemorrhagic contusions due to acceleration-deceleration injuries underwent MRI in the acute (mean 6.3 days postinjury) and chronic (mean 192.9 days postinjury) phases. ImageJ was used to generate GRE and FLAIR volumes. To account for the effect of head-size variability across individuals, the authors calculated each patient's total brain tissue volume using SIENAX. GRE and FLAIR volumes were normalized to the total brain tissue volume, and values for absolute and percent lesion volume and total brain volume change were generated. Spearman's rank correlations were computed to determine associations between neuroimaging and 6-month postinjury neuropsychological testing of attention (Symbol Digit Modalities Test [SDMT], oral [O] and written [W] versions), memory (Selective Reminding Test, total learning and delayed recall), and executive function (Trail Making Test Part B [TMT-B]).
RESULTS
The patients' mean age was 31.4 ± 14.0 years and their mean Glasgow Coma Scale score at admission was 7.9 ± 2.8. Lesions were predominantly localized to the frontal (11 lesions) and temporal (9 lesions) lobes. The average percent reductions in GRE and FLAIR volumes were 44.2% ± 46.1% and 80.5% ± 26.3%, respectively. While total brain and frontal lesion volumes did not correlate with brain atrophy, larger temporal lobe GRE and FLAIR volumes were associated with larger volumes of atrophy (GRE: acute, −0.87, p < 0.01, chronic, −0.78, p < 0.01; FLAIR: acute, −0.81, p < 0.01, chronic, −0.88, p < 0.01). Total percent volume change of GRE lesions correlated with TMT-B (0.53, p < 0.05) and SDMT-O (0.62, p < 0.05) scores. Frontal lobe lesion volume did not correlate with neuropsychological outcome. However, robust relationships were seen in the temporal lobe, with larger acute temporal lobe GRE volumes were associated with worse scores on both oral and written versions of the SDMT (SDMT-W, −0.85, p < 0.01; SDMT-O, −0.73, p < 0.05). Larger absolute change in temporal GRE volume was strongly associated with worse SDMT scores (SDMT-W, 0.88, p < 0.01; SDMT-O, 0.75, p < 0.05). The same relationships were also seen between temporal FLAIR lesion volumes and neuropsychological outcome.
CONCLUSIONS
Traumatic parenchymal hemorrhages are largely clustered in the frontal and temporal lobes, and significant residual blood products are present at 6 months postinjury, a potential source of ongoing secondary brain injury. Neuropsychological outcome is closely tied to lesion volume size, particularly in the temporal lobe, where larger GRE and FLAIR volumes are associated with more brain atrophy and worse SDMT scores. Interestingly, larger volumes of hemorrhage resorption were associated with worse SDMT and TMT-B scores, suggesting that the initial tissue damage had a lasting impact on attention and executive function.
Collapse
Affiliation(s)
| | | | | | | | - John D. Van Horn
- 6Department of Neurology, University of Southern California, Los Angeles, California
| | | | | | | | | |
Collapse
|
23
|
Drijkoningen D, Chalavi S, Sunaert S, Duysens J, Swinnen SP, Caeyenberghs K. Regional Gray Matter Volume Loss Is Associated with Gait Impairments in Young Brain-Injured Individuals. J Neurotrauma 2017; 34:1022-1034. [DOI: 10.1089/neu.2016.4500] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Affiliation(s)
- David Drijkoningen
- University Medical Center Utrecht, Utrecht, the Netherlands
- Movement Control and Neuroplasticity Research Group, Group Biomedical Sciences, Leuven, Belgium
| | - Sima Chalavi
- Movement Control and Neuroplasticity Research Group, Group Biomedical Sciences, Leuven, Belgium
| | - Stefan Sunaert
- Department of Radiology, University Hospital, Leuven, Belgium
| | - Jacques Duysens
- Movement Control and Neuroplasticity Research Group, Group Biomedical Sciences, Leuven, Belgium
| | - Stephan P. Swinnen
- Movement Control and Neuroplasticity Research Group, Group Biomedical Sciences, Leuven, Belgium
- Leuven Research Institute for Neuroscience and Disease, Leuven, Belgium
| | - Karen Caeyenberghs
- Movement Control and Neuroplasticity Research Group, Group Biomedical Sciences, Leuven, Belgium
- Australian Catholic University, Melbourne, Australia
| |
Collapse
|
24
|
Abstract
OBJECTIVES Concussion is defined as a complex pathophysiological process affecting the brain. Although the cumulative and long-term effects of multiple concussions are now well documented on cognitive and motor function, little is known about their effects on emotion recognition. Recent studies have suggested that concussion can result in emotional sequelae, particularly in females and multi-concussed athletes. The objective of this study was to investigate sex-related differences in emotion recognition in asymptomatic male and female multi-concussed athletes. METHODS We tested 28 control athletes (15 males) and 22 multi-concussed athletes (10 males) more than a year since the last concussion. Participants completed the Post-Concussion Symptom Scale, the Beck Depression Inventory-II, the Beck Anxiety Inventory, a neuropsychological test battery and a morphed emotion recognition task. Pictures of a male face expressing basic emotions (anger, disgust, fear, happiness, sadness, surprise) morphed with another emotion were randomly presented. After each face presentation, participants were asked to indicate the emotion expressed by the face. RESULTS Results revealed significant sex by group interactions in accuracy and intensity threshold for negative emotions, together with significant main effects of emotion and group. CONCLUSIONS Male concussed athletes were significantly impaired in recognizing negative emotions and needed more emotional intensity to correctly identify these emotions, compared to same-sex controls. In contrast, female concussed athletes performed similarly to same-sex controls. These findings suggest that sex significantly modulates concussion effects on emotional facial expression recognition. (JINS, 2017, 23, 65-77).
Collapse
|
25
|
Warren DE, Denburg NL, Power JD, Bruss J, Waldron EJ, Sun H, Petersen SE, Tranel D. Brain Network Theory Can Predict Whether Neuropsychological Outcomes Will Differ from Clinical Expectations. Arch Clin Neuropsychol 2016; 32:40-52. [PMID: 27789443 DOI: 10.1093/arclin/acw091] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 10/03/2016] [Indexed: 12/19/2022] Open
Abstract
OBJECTIVE Theories of brain-network organization based on neuroimaging data have burgeoned in recent years, but the predictive power of such theories for cognition and behavior has only rarely been examined. Here, predictions from clinical neuropsychologists about the cognitive profiles of patients with focal brain lesions were used to evaluate a brain-network theory (Warren et al., 2014). METHOD Neuropsychologists made predictions regarding the neuropsychological profiles of a neurological patient sample (N = 30) based on lesion location. The neuropsychologists then rated the congruence of their predictions with observed neuropsychological outcomes, in regard to the "severity" of neuropsychological deficits and the "focality" of neuropsychological deficits. Based on the network theory, two types of lesion locations were identified: "target" locations (putative hubs in a brain-wide network) and "control" locations (hypothesized to play limited roles in network function). RESULTS We found that patients with lesions of target locations (N = 19) had deficits of greater than expected severity that were more widespread than expected, whereas patients with lesions of control locations (N = 11) showed milder, circumscribed deficits that were more congruent with expectations. CONCLUSIONS The findings for the target brain locations suggest that prevailing views of brain-behavior relationships may be sharpened and refined by integrating recently proposed network-oriented perspectives.
Collapse
Affiliation(s)
- David E Warren
- Department of Neurology, University of Iowa Carver College of Medicine, Iowa City, IA, USA
| | - Natalie L Denburg
- Department of Neurology, University of Iowa Carver College of Medicine, Iowa City, IA, USA.,Department of Psychology, University of Iowa, Iowa City, IA, USA
| | - Jonathan D Power
- Department of Neurology, Washington University School of Medicine, St Louis, MO, USA
| | - Joel Bruss
- Department of Neurology, University of Iowa Carver College of Medicine, Iowa City, IA, USA
| | - Eric J Waldron
- Department of Neurology, University of Iowa Carver College of Medicine, Iowa City, IA, USA
| | - Haoxin Sun
- Department of Neurology, Washington University School of Medicine, St Louis, MO, USA
| | - Steve E Petersen
- Department of Neurology, Washington University School of Medicine, St Louis, MO, USA.,Department of Radiology, Washington University School of Medicine, St Louis, MO, USA.,Department of Anatomy and Neurobiology, Washington University School of Medicine, St Louis, MO, USA.,Department of Psychology, Washington University in Saint Louis, St Louis, MO, USA.,Department of Neurosurgery, Washington University School of Medicine, St Louis, MO, USA.,Department of Biomedical Engineering, Washington University in Saint Louis, St Louis, MO, USA
| | - Daniel Tranel
- Department of Neurology, University of Iowa Carver College of Medicine, Iowa City, IA, USA .,Department of Psychology, University of Iowa, Iowa City, IA, USA
| |
Collapse
|
26
|
Affiliation(s)
- Graham Martin
- Accident Compensation Corporation of New Zealand, Wellington, New Zealand
| |
Collapse
|
27
|
Sorg SF, Schiehser DM, Bondi MW, Luc N, Clark AL, Jacobson MW, Frank LR, Delano-Wood L. White Matter Microstructural Compromise Is Associated With Cognition But Not Posttraumatic Stress Disorder Symptoms in Military Veterans With Traumatic Brain Injury. J Head Trauma Rehabil 2016; 31:297-308. [PMID: 26360008 PMCID: PMC5997182 DOI: 10.1097/htr.0000000000000189] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Abstract
OBJECTIVE To investigate white matter microstructure compromise in Veterans with a history of traumatic brain injury (TBI) and its possible contribution to posttraumatic stress disorder (PTSD) symptomatology and neuropsychological functioning via diffusion tensor imaging. PARTICIPANTS AND METHODS Thirty-eight Veterans with mild (n = 33) and moderate (n = 5) TBI and 17 military control participants without TBI completed neuropsychological testing and psychiatric screening and underwent magnetic resonance imaging an average of 4 years following their TBI event(s). Fractional anisotropy (FA) and diffusivity measures were extracted from 9 white matter tracts. RESULTS Compared with military control participants, TBI participants reported higher levels of PTSD symptoms and performed worse on measures of memory and psychomotor-processing speed. Traumatic brain injury was associated with lower FA in the genu of the corpus callosum and left cingulum bundle. Fractional anisotropy negatively correlated with processing speed and/or executive functions in 7 of the 8 tracts. Regional FA did not correlate with memory or PTSD symptom ratings. CONCLUSION Results suggest that current PTSD symptoms are independent of TBI-related white matter alterations, as measured by diffusion tensor imaging. In addition, white matter microstructural compromise may contribute to reduced processing speed in our sample of participants with history of neurotrauma. Findings of the current study add insight into the factors associated with complicated recovery from mild to moderate TBI.
Collapse
Affiliation(s)
- Scott F. Sorg
- Veterans Affairs San Diego Healthcare System, San Diego, CA, 92161, USA
- Dept. of Psychiatry, University of California, San Diego, La Jolla, CA, 92093, USA
| | - Dawn M. Schiehser
- Veterans Affairs San Diego Healthcare System, San Diego, CA, 92161, USA
- Dept. of Psychiatry, University of California, San Diego, La Jolla, CA, 92093, USA
| | - Mark W. Bondi
- Veterans Affairs San Diego Healthcare System, San Diego, CA, 92161, USA
- Dept. of Psychiatry, University of California, San Diego, La Jolla, CA, 92093, USA
| | - Norman Luc
- Veterans Affairs San Diego Healthcare System, San Diego, CA, 92161, USA
| | - Alexandra L. Clark
- San Diego State University/University of California, San Diego Joint Doctoral Program in Clinical Psychology, San Diego CA, 92120
| | - Mark W. Jacobson
- Veterans Affairs San Diego Healthcare System, San Diego, CA, 92161, USA
- Dept. of Psychiatry, University of California, San Diego, La Jolla, CA, 92093, USA
| | - Lawrence R. Frank
- Dept. of Radiology, University of California, San Diego, La Jolla, CA, 92093, USA
| | - Lisa Delano-Wood
- Veterans Affairs San Diego Healthcare System, San Diego, CA, 92161, USA
- Center of Excellence for Stress and Mental Health, VA San Diego Healthcare System, San Diego, CA 92161, USA
- Dept. of Psychiatry, University of California, San Diego, La Jolla, CA, 92093, USA
| |
Collapse
|
28
|
Lalonde G, Bernier A, Beaudoin C, Gravel J, Beauchamp MH. Investigating social functioning after early mild TBI: the quality of parent-child interactions. J Neuropsychol 2016; 12:1-22. [DOI: 10.1111/jnp.12104] [Citation(s) in RCA: 33] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2015] [Revised: 02/23/2016] [Indexed: 11/29/2022]
Affiliation(s)
- Gabrielle Lalonde
- Ste-Justine Research Centre; Montreal Quebec Canada
- Department of psychology; University of Montreal; Quebec Canada
| | - Annie Bernier
- Department of psychology; University of Montreal; Quebec Canada
| | | | - Jocelyn Gravel
- Ste-Justine Research Centre; Montreal Quebec Canada
- Ste-Justine Hospital; Montreal; Quebec Canada
| | - Miriam H. Beauchamp
- Ste-Justine Research Centre; Montreal Quebec Canada
- Department of psychology; University of Montreal; Quebec Canada
| |
Collapse
|
29
|
Abstract
In the 20th century, the complications of head injuries were controlled but not eliminated. The wars of the 21st century turned attention to blast, the instant of impact and the primary injury of concussion. Computer calculations have established that in the first 5 milliseconds after the impact, four independent injuries on the brain are inflicted: 1) impact and its shockwave, 2) deceleration, 3) rotation and 4) skull deformity with vibration (or resonance). The recovery, pathology and symptoms after acute brain trauma have always been something of a puzzle. The variability of these four modes of injury, along with a variable reserve of neurones, explains some of this problem.
Collapse
Affiliation(s)
- G T Martin
- Accident Compensation Corporation , New Zealand
| |
Collapse
|
30
|
Drijkoningen D, Leunissen I, Caeyenberghs K, Hoogkamer W, Sunaert S, Duysens J, Swinnen SP. Regional volumes in brain stem and cerebellum are associated with postural impairments in young brain-injured patients. Hum Brain Mapp 2015; 36:4897-909. [PMID: 26441014 DOI: 10.1002/hbm.22958] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2015] [Revised: 08/19/2015] [Accepted: 08/20/2015] [Indexed: 01/08/2023] Open
Abstract
Many patients with traumatic brain injury (TBI) suffer from postural control impairments that can profoundly affect daily life. The cerebellum and brain stem are crucial for the neural control of posture and have been shown to be vulnerable to primary and secondary structural consequences of TBI. The aim of this study was to investigate whether morphometric differences in the brain stem and cerebellum can account for impairments in static and dynamic postural control in TBI. TBI patients (n = 18) and healthy controls (n = 30) completed three challenging postural control tasks on the EquiTest® system (Neurocom). Infratentorial grey matter (GM) and white matter (WM) volumes were analyzed with cerebellum-optimized voxel-based morphometry using the spatially unbiased infratentorial toolbox. Volume loss in TBI patients was revealed in global cerebellar GM, global infratentorial WM, middle cerebellar peduncles, pons and midbrain. In the TBI group and across both groups, lower postural control performance was associated with reduced GM volume in the vermal/paravermal regions of lobules I-IV, V and VI. Moreover, across all participants, worse postural control performance was associated with lower WM volume in the pons, medulla, midbrain, superior and middle cerebellar peduncles and cerebellum. This is the first study in TBI patients to demonstrate an association between postural impairments and reduced volume in specific infratentorial brain areas. Volumetric measures of the brain stem and cerebellum may be valuable prognostic markers of the chronic neural pathology, which complicates rehabilitation of postural control in TBI.
Collapse
Affiliation(s)
- David Drijkoningen
- KU Leuven, Movement Control and Neuroplasticity Research Group, Group Biomedical Sciences, Leuven, Belgium
| | - Inge Leunissen
- KU Leuven, Movement Control and Neuroplasticity Research Group, Group Biomedical Sciences, Leuven, Belgium
| | - Karen Caeyenberghs
- School of Psychology, Faculty of Health Sciences, Australian Catholic University, Melbourne, Victoria, Australia
| | - Wouter Hoogkamer
- KU Leuven, Movement Control and Neuroplasticity Research Group, Group Biomedical Sciences, Leuven, Belgium
| | - Stefan Sunaert
- KU Leuven, Department of Radiology, University Hospital, Leuven, Belgium
| | - Jacques Duysens
- KU Leuven, Movement Control and Neuroplasticity Research Group, Group Biomedical Sciences, Leuven, Belgium
| | - Stephan P Swinnen
- KU Leuven, Movement Control and Neuroplasticity Research Group, Group Biomedical Sciences, Leuven, Belgium.,KU Leuven, Leuven Research Institute for Neuroscience & Disease (LIND), Belgium
| |
Collapse
|
31
|
Dymowski AR, Owens JA, Ponsford JL, Willmott C. Speed of processing and strategic control of attention after traumatic brain injury. J Clin Exp Neuropsychol 2015; 37:1024-35. [DOI: 10.1080/13803395.2015.1074663] [Citation(s) in RCA: 32] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
|
32
|
Smitherman E, Hernandez A, Stavinoha PL, Huang R, Kernie SG, Diaz-Arrastia R, Miles DK. Predicting Outcome after Pediatric Traumatic Brain Injury by Early Magnetic Resonance Imaging Lesion Location and Volume. J Neurotrauma 2015; 33:35-48. [PMID: 25808802 DOI: 10.1089/neu.2014.3801] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/20/2023] Open
Abstract
Brain lesions after traumatic brain injury (TBI) are heterogeneous, rendering outcome prognostication difficult. The aim of this study is to investigate whether early magnetic resonance imaging (MRI) of lesion location and lesion volume within discrete brain anatomical zones can accurately predict long-term neurological outcome in children post-TBI. Fluid-attenuated inversion recovery (FLAIR) MRI hyperintense lesions in 63 children obtained 6.2±5.6 days postinjury were correlated with the Glasgow Outcome Scale Extended-Pediatrics (GOS-E Peds) score at 13.5±8.6 months. FLAIR lesion volume was expressed as hyperintensity lesion volume index (HLVI)=(hyperintensity lesion volume / whole brain volume)×100 measured within three brain zones: zone A (cortical structures); zone B (basal ganglia, corpus callosum, internal capsule, and thalamus); and zone C (brainstem). HLVI-total and HLVI-zone C predicted good and poor outcome groups (p<0.05). GOS-E Peds correlated with HLVI-total (r=0.39; p=0.002) and HLVI in all three zones: zone A (r=0.31; p<0.02); zone B (r=0.35; p=0.004); and zone C (r=0.37; p=0.003). In adolescents ages 13-17 years, HLVI-total correlated best with outcome (r=0.5; p=0.007), whereas in younger children under the age of 13, HLVI-zone B correlated best (r=0.52; p=0.001). Compared to patients with lesions in zone A alone or in zones A and B, patients with lesions in all three zones had a significantly higher odds ratio (4.38; 95% confidence interval, 1.19-16.0) for developing an unfavorable outcome.
Collapse
Affiliation(s)
- Emily Smitherman
- 1 University of Texas Southwestern Medical Center, University of Texas Southwestern Medical Center , Dallas, Texas
| | - Ana Hernandez
- 2 Department of Neuropsychology, Children's Medical Center , Dallas, Texas
| | - Peter L Stavinoha
- 2 Department of Neuropsychology, Children's Medical Center , Dallas, Texas.,3 Department of Psychiatry, University of Texas Southwestern Medical Center , Dallas, Texas
| | - Rong Huang
- 4 Department of Clinical Research, Children's Medical Center , Dallas, Texas
| | - Steven G Kernie
- 5 Department of Pediatrics, University of Texas Southwestern Medical Center , Dallas, Texas
| | - Ramon Diaz-Arrastia
- 6 Department of Neurology, University of Texas Southwestern Medical Center , Dallas, Texas
| | - Darryl K Miles
- 5 Department of Pediatrics, University of Texas Southwestern Medical Center , Dallas, Texas
| |
Collapse
|
33
|
Agoston DV. Bench-to-Bedside and Bedside Back to the Bench; Seeking a Better Understanding of the Acute Pathophysiological Process in Severe Traumatic Brain Injury. Front Neurol 2015; 6:47. [PMID: 25852631 PMCID: PMC4362297 DOI: 10.3389/fneur.2015.00047] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/26/2014] [Accepted: 02/23/2015] [Indexed: 12/11/2022] Open
Abstract
Despite substantial investments, traumatic brain injury (TBI) remains one of the major disorders that lack specific pharmacotherapy. To a substantial degree, this situation is due to lack of understanding of the pathophysiological process of the disease. Experimental TBI research offers controlled, rapid, and cost-effective means to identify the pathophysiology but translating experimental findings into clinical practice can be further improved by using the same or similar outcome measures and clinically relevant time points. The pathophysiology during the acute phase of severe TBI is especially poorly understood. In this Mini review, I discuss some of the incongruences between current clinical practices and needs versus information provided by experimental TBI research as well as the benefits of designing animal experiments with translation into clinical practice in mind.
Collapse
Affiliation(s)
- Denes V Agoston
- Department of Anatomy, Physiology and Genetics, Uniformed Services University , Bethesda, MD , USA ; Department of Neuroscience, Experimental Neurotrauma, Karolinska Institutet , Stockholm , Sweden
| |
Collapse
|
34
|
Plassman BL, Grafman J. Traumatic brain injury and late-life dementia. HANDBOOK OF CLINICAL NEUROLOGY 2015; 128:711-22. [DOI: 10.1016/b978-0-444-63521-1.00044-3] [Citation(s) in RCA: 31] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
|
35
|
Mansour A, Lajiness-O’Neill R. Call for an Integrative and Multi-Disciplinary Approach to Traumatic Brain Injury (TBI). ACTA ACUST UNITED AC 2015. [DOI: 10.4236/psych.2015.64033] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
|
36
|
Robust whole-brain segmentation: application to traumatic brain injury. Med Image Anal 2014; 21:40-58. [PMID: 25596765 DOI: 10.1016/j.media.2014.12.003] [Citation(s) in RCA: 100] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2014] [Revised: 12/14/2014] [Accepted: 12/15/2014] [Indexed: 11/23/2022]
Abstract
We propose a framework for the robust and fully-automatic segmentation of magnetic resonance (MR) brain images called "Multi-Atlas Label Propagation with Expectation-Maximisation based refinement" (MALP-EM). The presented approach is based on a robust registration approach (MAPER), highly performant label fusion (joint label fusion) and intensity-based label refinement using EM. We further adapt this framework to be applicable for the segmentation of brain images with gross changes in anatomy. We propose to account for consistent registration errors by relaxing anatomical priors obtained by multi-atlas propagation and a weighting scheme to locally combine anatomical atlas priors and intensity-refined posterior probabilities. The method is evaluated on a benchmark dataset used in a recent MICCAI segmentation challenge. In this context we show that MALP-EM is competitive for the segmentation of MR brain scans of healthy adults when compared to state-of-the-art automatic labelling techniques. To demonstrate the versatility of the proposed approach, we employed MALP-EM to segment 125 MR brain images into 134 regions from subjects who had sustained traumatic brain injury (TBI). We employ a protocol to assess segmentation quality if no manual reference labels are available. Based on this protocol, three independent, blinded raters confirmed on 13 MR brain scans with pathology that MALP-EM is superior to established label fusion techniques. We visually confirm the robustness of our segmentation approach on the full cohort and investigate the potential of derived symmetry-based imaging biomarkers that correlate with and predict clinically relevant variables in TBI such as the Marshall Classification (MC) or Glasgow Outcome Score (GOS). Specifically, we show that we are able to stratify TBI patients with favourable outcomes from non-favourable outcomes with 64.7% accuracy using acute-phase MR images and 66.8% accuracy using follow-up MR images. Furthermore, we are able to differentiate subjects with the presence of a mass lesion or midline shift from those with diffuse brain injury with 76.0% accuracy. The thalamus, putamen, pallidum and hippocampus are particularly affected. Their involvement predicts TBI disease progression.
Collapse
|
37
|
Hillary FG, Rajtmajer SM, Roman CA, Medaglia JD, Slocomb-Dluzen JE, Calhoun VD, Good DC, Wylie GR. The rich get richer: brain injury elicits hyperconnectivity in core subnetworks. PLoS One 2014; 9:e104021. [PMID: 25121760 PMCID: PMC4133194 DOI: 10.1371/journal.pone.0104021] [Citation(s) in RCA: 106] [Impact Index Per Article: 10.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/29/2013] [Accepted: 07/09/2014] [Indexed: 11/22/2022] Open
Abstract
There remains much unknown about how large-scale neural networks accommodate neurological disruption, such as moderate and severe traumatic brain injury (TBI). A primary goal in this study was to examine the alterations in network topology occurring during the first year of recovery following TBI. To do so we examined 21 individuals with moderate and severe TBI at 3 and 6 months after resolution of posttraumatic amnesia and 15 age- and education-matched healthy adults using functional MRI and graph theoretical analyses. There were two central hypotheses in this study: 1) physical disruption results in increased functional connectivity, or hyperconnectivity, and 2) hyperconnectivity occurs in regions typically observed to be the most highly connected cortical hubs, or the "rich club". The current findings generally support the hyperconnectivity hypothesis showing that during the first year of recovery after TBI, neural networks show increased connectivity, and this change is disproportionately represented in brain regions belonging to the brain's core subnetworks. The selective increases in connectivity observed here are consistent with the preferential attachment model underlying scale-free network development. This study is the largest of its kind and provides the unique opportunity to examine how neural systems adapt to significant neurological disruption during the first year after injury.
Collapse
Affiliation(s)
- Frank G. Hillary
- The Pennsylvania State University, Department of Psychology, University Park, Pennsylvania, United States of America
| | - Sarah M. Rajtmajer
- The Pennsylvania State University, Department of Mathematics, University Park, Pennsylvania, United States of America
| | - Cristina A. Roman
- The Pennsylvania State University, Department of Psychology, University Park, Pennsylvania, United States of America
| | - John D. Medaglia
- The Pennsylvania State University, Department of Psychology, University Park, Pennsylvania, United States of America
| | - Julia E. Slocomb-Dluzen
- Hershey Medical Center, Department of Neurology, Hershey, Pennsylvania, United States of America
| | - Vincent D. Calhoun
- The Mind Research Network, Albuquerque, New Mexico, United States of America
| | - David C. Good
- Hershey Medical Center, Department of Neurology, Hershey, Pennsylvania, United States of America
| | - Glenn R. Wylie
- Kessler Foundation Research Center, West Orange, New Jersey, United States of America
| |
Collapse
|
38
|
Early metabolic crisis-related brain atrophy and cognition in traumatic brain injury. Brain Imaging Behav 2014; 7:307-15. [PMID: 23636971 DOI: 10.1007/s11682-013-9231-6] [Citation(s) in RCA: 30] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/25/2023]
Abstract
Traumatic brain injury often results in acute metabolic crisis. We recently demonstrated that this is associated with chronic brain atrophy, which is most prominent in the frontal and temporal lobes. Interestingly, the neuropsychological profile of traumatic brain injury is often characterized as 'frontal-temporal' in nature, suggesting a possible link between acute metabolic crisis-related brain atrophy and neurocognitive impairment in this population. While focal lesions and diffuse axonal injury have a well-established role in the neuropsychological deficits observed following traumatic brain injury, no studies to date have examined the possible contribution of acute metabolic crisis-related atrophy in the neuropsychological sequelae of traumatic brain injury. In the current study we employed positron emission tomography, magnetic resonance imaging, and neuropsychological assessments to ascertain the relationship between acute metabolic crisis-related brain atrophy and neurocognitive outcome in a sample of 14 right-handed traumatic brain injury survivors. We found that acute metabolic crisis-related atrophy in the frontal and temporal lobes was associated with poorer attention, executive functioning, and psychomotor abilities at 12 months post-injury. Furthermore, participants with gross frontal and/or temporal lobe atrophy exhibited numerous clinically significant neuropsychological deficits in contrast to participants with other patterns of brain atrophy. Our findings suggest that interventions that reduce acute metabolic crisis may lead to improved functional outcomes for traumatic brain injury survivors.
Collapse
|
39
|
Kamnaksh A, Budde MD, Kovesdi E, Long JB, Frank JA, Agoston DV. Diffusion tensor imaging reveals acute subcortical changes after mild blast-induced traumatic brain injury. Sci Rep 2014; 4:4809. [PMID: 24786839 PMCID: PMC4019232 DOI: 10.1038/srep04809] [Citation(s) in RCA: 35] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2014] [Accepted: 03/27/2014] [Indexed: 12/17/2022] Open
Abstract
Mild blast-induced traumatic brain injury (mbTBI) poses special diagnostic challenges due
to its overlapping symptomatology with other neuropsychiatric conditions and the lack of
objective outcome measures. Diffusion tensor imaging (DTI) can potentially provide
clinically relevant information toward a differential diagnosis. In this study, we aimed to
determine if single and repeated (5 total; administered on consecutive days) mild blast
overpressure exposure results in detectable structural changes in the brain, especially in
the hippocampus. Fixed rat brains were analyzed by ex vivo DTI at 2 h and 42 days after
blast (or sham) exposure(s). An anatomy-based region of interest analysis revealed
significant interactions in axial and radial diffusivity in a number of subcortical
structures at 2 h only. Differences between single- and multiple-injured rats were largely
in the thalamus but not the hippocampus. Our findings demonstrate the value and the
limitations of DTI in providing a better understanding of mbTBI pathobiology.
Collapse
Affiliation(s)
- Alaa Kamnaksh
- 1] Department of Anatomy, Physiology and Genetics, The Uniformed Services University, 4301 Jones Bridge Road, Bethesda, MD 20814 [2] Center for Neuroscience and Regenerative Medicine, The Uniformed Services University, 4301 Jones Bridge Road, Bethesda, MD 20814
| | - Matthew D Budde
- 1] Radiology and Imaging Sciences, National Institute of Biomedical Imaging and Bioengineering, National Institutes of Health, Room B1N256 MSC 1074, 10 Center Drive, Bethesda, MD 20892 [2]
| | - Erzsebet Kovesdi
- US Department of Veterans Affairs, Veterans Affairs Central Office, 810 Vermont Avenue NW, Washington, DC 20420
| | - Joseph B Long
- Blast-Induced Neurotrauma Branch, Center for Military Psychiatry and Neuroscience, Walter Reed Army Institute of Research, 503 Robert Grant Avenue, Silver Spring, MD 20910
| | - Joseph A Frank
- Radiology and Imaging Sciences, National Institute of Biomedical Imaging and Bioengineering, National Institutes of Health, Room B1N256 MSC 1074, 10 Center Drive, Bethesda, MD 20892
| | - Denes V Agoston
- Department of Anatomy, Physiology and Genetics, The Uniformed Services University, 4301 Jones Bridge Road, Bethesda, MD 20814
| |
Collapse
|
40
|
Wright MJ, Wong AL, Obermeit LC, Woo E, Schmitter-Edgecombe M, Fuster JM. Memory for performed and observed activities following traumatic brain injury. J Clin Exp Neuropsychol 2014; 36:268-77. [PMID: 24524393 DOI: 10.1080/13803395.2014.884543] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/18/2023]
Abstract
Traumatic brain injury (TBI) is associated with deficits in memory for the content of completed activities. However, TBI groups have shown variable memory for the temporal order of activities. We sought to clarify the conditions under which temporal order memory for activities is intact following TBI. Additionally, we evaluated activity source memory and the relationship between activity memory and functional outcome in TBI participants. Thus, we completed a study of activity memory with 18 severe TBI survivors and 18 healthy age- and education-matched comparison participants. Both groups performed eight activities and observed eight activities that were fashioned after routine daily tasks. Incidental encoding conditions for activities were utilized. The activities were drawn from two counterbalanced lists, and both performance and observation were randomly determined and interspersed. After all of the activities were completed, content memory (recall and recognition), source memory (conditional source identification), and temporal order memory (correlation between order reconstruction and actual order) for the activities were assessed. Functional ability was assessed via the Community Integration Questionnaire (CIQ). In terms of content memory, TBI participants recalled and recognized fewer activities than comparison participants. Recognition of performed and observed activities was strongly associated with social integration on the CIQ. There were no between- or within-group differences in temporal order or source memory, although source memory performances were near ceiling. The findings were interpreted as suggesting that temporal order memory following TBI is intact under conditions of both purposeful activity completion and incidental encoding, and that activity memory is related to functional outcomes following TBI.
Collapse
Affiliation(s)
- Matthew J Wright
- a Los Angeles Biomedical Research Institute at Harbor-UCLA Medical Center , Torrance , CA , USA
| | | | | | | | | | | |
Collapse
|
41
|
Brain morphometric changes and cognitive domain correlations in early mild to moderate traumatic brain injury. INDIAN JOURNAL OF NEUROTRAUMA 2013. [DOI: 10.1016/j.ijnt.2013.10.006] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
|
42
|
Spitz G, Bigler ED, Abildskov T, Maller JJ, O’Sullivan R, Ponsford JL. Regional cortical volume and cognitive functioning following traumatic brain injury. Brain Cogn 2013; 83:34-44. [DOI: 10.1016/j.bandc.2013.06.007] [Citation(s) in RCA: 43] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/15/2012] [Revised: 05/15/2013] [Accepted: 06/18/2013] [Indexed: 11/30/2022]
|
43
|
Treble A, Hasan KM, Iftikhar A, Stuebing KK, Kramer LA, Cox CS, Swank PR, Ewing-Cobbs L. Working memory and corpus callosum microstructural integrity after pediatric traumatic brain injury: a diffusion tensor tractography study. J Neurotrauma 2013; 30:1609-19. [PMID: 23627735 DOI: 10.1089/neu.2013.2934] [Citation(s) in RCA: 52] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
Deficits in working memory (WM) are a common consequence of pediatric traumatic brain injury (TBI) and are believed to contribute to difficulties in a range of cognitive and academic domains. Reduced integrity of the corpus callosum (CC) after TBI may disrupt the connectivity between bilateral frontoparietal neural networks underlying WM. In the present investigation, diffusion tensor imaging (DTI) tractography of eight callosal subregions (CC1-CC8) was examined in relation to measures of verbal and visuospatial WM in 74 children sustaining TBI and 49 typically developing comparison children. Relative to the comparison group, children with TBI demonstrated poorer visuospatial WM, but comparable verbal WM. Microstructure of the CC was significantly compromised in brain-injured children, with lower fractional anisotropy (FA) and higher axial and radial diffusivity metrics in all callosal subregions. In both groups of children, lower FA and/or higher radial diffusivity in callosal subregions connecting anterior and posterior parietal cortical regions predicted poorer verbal WM, whereas higher radial diffusivity in callosal subregions connecting anterior and posterior parietal, as well as temporal, cortical regions predicted poorer visuospatial WM. DTI metrics, especially radial diffusivity, in predictive callosal subregions accounted for significant variance in WM over and above remaining callosal subregions. Reduced microstructural integrity of the CC, particularly in subregions connecting parietal and temporal cortices, may act as a neuropathological mechanism contributing to long-term WM deficits. The future clinical use of neuroanatomical biomarkers may allow for the early identification of children at highest risk for WM deficits and earlier provision of interventions for these children.
Collapse
Affiliation(s)
- Amery Treble
- 1 Department of Psychology, University of Houston , Houston, Texas
| | | | | | | | | | | | | | | |
Collapse
|
44
|
Abstract
Traumatic brain injury (TBI) is the most common cause of brain damage, resulting in long-term disability. The "reserve" construct has been proposed to account for the reported mismatch between brain damage and its clinical expression. Although numerous studies have used various measures thought to reflect this construct, few studies have examined its underlying structure in clinical populations, and no studies have systematically studied this construct in TBI. In the present study, structural equation modeling technique was used to evaluate several models hypothesized to represent cognitive reserve (CR) in TBI. A broad range of data typically reported in the literature as representing CR was collected from 89 individuals who sustained moderate-to-severe TBI. Analyses revealed a best fitting model that consisted of three separate factors representing premorbid intelligence, socioeconomic status and leisure activity, with distinct pattern of associations among the three factors. Findings provide empirical support for the notion of a multi-factorial CR and suggest a coherent framework for further investigation.
Collapse
|
45
|
Palacios EM, Sala-Llonch R, Junque C, Fernandez-Espejo D, Roig T, Tormos JM, Bargallo N, Vendrell P. Long-term declarative memory deficits in diffuse TBI: Correlations with cortical thickness, white matter integrity and hippocampal volume. Cortex 2013; 49:646-57. [DOI: 10.1016/j.cortex.2012.02.011] [Citation(s) in RCA: 98] [Impact Index Per Article: 8.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2011] [Revised: 01/17/2012] [Accepted: 02/24/2012] [Indexed: 11/25/2022]
|
46
|
Nicholls E, Hildenbrand AK, Aggarwal R, McCarthy L, Daly B. The use of stimulant medication to treat neurocognitive deficits in patients with pediatric cancer, traumatic brain injury, and sickle cell disease: a review. Postgrad Med 2013; 124:78-90. [PMID: 23095428 DOI: 10.3810/pgm.2012.09.2596] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
Abstract
Several chronic health conditions of childhood, including pediatric cancers, traumatic brain injury (TBI), and sickle cell disease (SCD) are associated with significant neurocognitive impairments that can compromise educational attainment and future vocational opportunities. The prominence of attentional deficits as part of the neurocognitive sequelae associated with each of these conditions has led some researchers to draw parallels with another chronic condition that manifests in childhood, specifically the inattentive subtype of attention-deficit/hyperactivity disorder (ADHD). Because ADHD shares similar neurocognitive and symptomatological features with pediatric cancer, TBI, and SCD, stimulant medications may be indicated to treat associated deficits in each condition. However, relatively few studies have investigated the safety and effectiveness of stimulant medications in treating neurocognitive sequelae in children with cancer, TBI, or SCD. Thus, clinicians have received little guidance regarding a potentially useful treatment modality for ameliorating the neurocognitive deficits that can profoundly impact the educational, psychosocial, and vocational development of youth with these chronic health conditions. We provide a review of the literature and synthesize current developments in research regarding treatment with stimulant medication for children with cancer, TBI, and SCD, as well as discuss special considerations for each condition.
Collapse
|
47
|
Mayer AR, Yang Z, Yeo RA, Pena A, Ling JM, Mannell MV, Stippler M, Mojtahed K. A functional MRI study of multimodal selective attention following mild traumatic brain injury. Brain Imaging Behav 2012; 6:343-54. [PMID: 22673802 DOI: 10.1007/s11682-012-9178-z] [Citation(s) in RCA: 51] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Previous work suggests that the ability to selectively attend to and resolve conflicting information may be the most enduring cognitive deficit following mild traumatic brain injury (mTBI). The current study used fMRI to evaluate potential differences in hemodynamic activation in 22 mTBI patients and 22 carefully matched healthy controls (HC) during a multimodal selective attention task (numeric Stroop). Behavioral data indicated faster reaction times for congruent versus incongruent trials and for stimuli presented at 0.66 compared to 0.33 Hz across both groups, with minimal differences in behavioral performance across the groups. Similarly, there were no group-wise differences in functional activation within lateral and medial prefrontal cortex during the execution of cognitive control (incongruent versus congruent trials). In contrast, within-group comparisons indicated robust patterns of attention-related modulations (ARM) within the bilateral dorsolateral prefrontal cortex and bilateral visual streams for HC but not mTBI patients. In addition, mTBI patients failed to exhibit task-induced deactivation within the default-mode network (DMN) under conditions of higher attentional load. In summary, in spite of near normal behavioral performance, current results suggest within-group abnormalities during both the top-down allocation of visual attention and in regulating the DMN during the semi-acute stage of mTBI.
Collapse
Affiliation(s)
- Andrew R Mayer
- The Mind Research Network/Lovelace Biomedical and Environmental Research Institute, Albuquerque, NM 87106, USA.
| | | | | | | | | | | | | | | |
Collapse
|
48
|
Stevens MC, Lovejoy D, Kim J, Oakes H, Kureshi I, Witt ST. Multiple resting state network functional connectivity abnormalities in mild traumatic brain injury. Brain Imaging Behav 2012; 6:293-318. [PMID: 22555821 DOI: 10.1007/s11682-012-9157-4] [Citation(s) in RCA: 148] [Impact Index Per Article: 12.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
Several reports show that traumatic brain injury (TBI) results in abnormalities in the coordinated activation among brain regions. Because most previous studies examined moderate/severe TBI, the extensiveness of functional connectivity abnormalities and their relationship to postconcussive complaints or white matter microstructural damage are unclear in mild TBI. This study characterized widespread injury effects on multiple integrated neural networks typically observed during a task-unconstrained "resting state" in mild TBI patients. Whole brain functional connectivity for twelve separate networks was identified using independent component analysis (ICA) of fMRI data collected from thirty mild TBI patients mostly free of macroscopic intracerebral injury and thirty demographically-matched healthy control participants. Voxelwise group comparisons found abnormal mild TBI functional connectivity in every brain network identified by ICA, including visual processing, motor, limbic, and numerous circuits believed to underlie executive cognition. Abnormalities not only included functional connectivity deficits, but also enhancements possibly reflecting compensatory neural processes. Postconcussive symptom severity was linked to abnormal regional connectivity within nearly every brain network identified, particularly anterior cingulate. A recently developed multivariate technique that identifies links between whole brain profiles of functional and anatomical connectivity identified several novel mild TBI abnormalities, and represents a potentially important new tool in the study of the complex neurobiological sequelae of TBI.
Collapse
Affiliation(s)
- Michael C Stevens
- Olin Neuropsychiatry Research Center, The Institute of Living/Hartford Hospital, CT, USA.
| | | | | | | | | | | |
Collapse
|
49
|
Irimia A, Wang B, Aylward SR, Prastawa MW, Pace DF, Gerig G, Hovda DA, Kikinis R, Vespa PM, Van Horn JD. Neuroimaging of structural pathology and connectomics in traumatic brain injury: Toward personalized outcome prediction. NEUROIMAGE-CLINICAL 2012; 1:1-17. [PMID: 24179732 PMCID: PMC3757727 DOI: 10.1016/j.nicl.2012.08.002] [Citation(s) in RCA: 74] [Impact Index Per Article: 6.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/19/2012] [Revised: 08/14/2012] [Accepted: 08/15/2012] [Indexed: 11/01/2022]
Abstract
Recent contributions to the body of knowledge on traumatic brain injury (TBI) favor the view that multimodal neuroimaging using structural and functional magnetic resonance imaging (MRI and fMRI, respectively) as well as diffusion tensor imaging (DTI) has excellent potential to identify novel biomarkers and predictors of TBI outcome. This is particularly the case when such methods are appropriately combined with volumetric/morphometric analysis of brain structures and with the exploration of TBI-related changes in brain network properties at the level of the connectome. In this context, our present review summarizes recent developments on the roles of these two techniques in the search for novel structural neuroimaging biomarkers that have TBI outcome prognostication value. The themes being explored cover notable trends in this area of research, including (1) the role of advanced MRI processing methods in the analysis of structural pathology, (2) the use of brain connectomics and network analysis to identify outcome biomarkers, and (3) the application of multivariate statistics to predict outcome using neuroimaging metrics. The goal of the review is to draw the community's attention to these recent advances on TBI outcome prediction methods and to encourage the development of new methodologies whereby structural neuroimaging can be used to identify biomarkers of TBI outcome.
Collapse
Key Words
- 3D, three-dimensional
- AAL, Automatic Anatomical Labeling
- ADC, apparent diffusion coefficient
- ANTS, Advanced Normalization ToolS
- BOLD, blood oxygen level dependent
- CC, corpus callosum
- CT, computed tomography
- DAI, diffuse axonal injury
- DSI, diffusion spectrum imaging
- DTI, diffusion tensor imaging
- DWI, diffusion weighted imaging
- Diffusion tensor
- FA, fractional anisotropy
- FLAIR, Fluid Attenuated Inversion Recovery
- FSE, Functional Status Examination
- GCS, Glasgow Coma Score
- GM, gray matter
- GOS, Glasgow Outcome Score
- GRE, Gradient Recalled Echo
- HARDI, high-angular-resolution diffusion imaging
- IBA, Individual Brain Atlas
- LDA, linear discriminant analysis
- MRI, magnetic resonance imaging
- MRI/fMRI
- NINDS, National Institute of Neurological Disorders and Stroke
- Neuroimaging
- Outcome measures
- PCA, principal component analysis
- PROMO, PROspective MOtion Correction
- SPM, Statistical Parametric Mapping
- SWI, Susceptibility Weighted Imaging
- TBI, traumatic brain injury
- TBSS, tract-based spatial statistics
- Trauma
- WM, white matter
- fMRI, functional magnetic resonance imaging
Collapse
Affiliation(s)
- Andrei Irimia
- Laboratory of Neuro Imaging, Department of Neurology, University of California, Los Angeles, CA 90095, USA
| | | | | | | | | | | | | | | | | | | |
Collapse
|
50
|
Gunther ML, Morandi A, Krauskopf E, Pandharipande P, Girard TD, Jackson JC, Thompson J, Shintani AK, Geevarghese S, Miller RR, Canonico A, Merkle K, Cannistraci CJ, Rogers BP, Gatenby JC, Heckers S, Gore JC, Hopkins RO, Ely EW. The association between brain volumes, delirium duration, and cognitive outcomes in intensive care unit survivors: the VISIONS cohort magnetic resonance imaging study*. Crit Care Med 2012; 40:2022-32. [PMID: 22710202 PMCID: PMC3697780 DOI: 10.1097/ccm.0b013e318250acc0] [Citation(s) in RCA: 190] [Impact Index Per Article: 15.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
OBJECTIVE Delirium duration is predictive of long-term cognitive impairment in intensive care unit survivors. Hypothesizing that a neuroanatomical basis may exist for the relationship between delirium and long-term cognitive impairment, we conducted this exploratory investigation of the associations between delirium duration, brain volumes, and long-term cognitive impairment. DESIGN, SETTING, AND PATIENTS A prospective cohort of medical and surgical intensive care unit survivors with respiratory failure or shock. MEASUREMENTS Quantitative high resolution 3-Tesla brain magnetic resonance imaging was used to calculate brain volumes at discharge and 3-month follow-up. Delirium was evaluated using the confusion assessment method for the intensive care unit; cognitive outcomes were tested at 3- and 12-month follow-up. Linear regression was used to examine associations between delirium duration and brain volumes, and between brain volumes and cognitive outcomes. RESULTS A total of 47 patients completed the magnetic resonance imaging protocol. Patients with longer duration of delirium displayed greater brain atrophy as measured by a larger ventricle-to-brain ratio at hospital discharge (0.76, 95% confidence intervals [0.10, 1.41]; p = .03) and at 3-month follow-up (0.62 [0.02, 1.21], p = .05). Longer duration of delirium was associated with smaller superior frontal lobe (-2.11 cm(3) [-3.89, -0.32]; p = .03) and hippocampal volumes at discharge (-0.58 cm(3) [-0.85, -0.31], p < .001)--regions responsible for executive functioning and memory, respectively. Greater brain atrophy (higher ventricle-to-brain ratio) at 3 months was associated with worse cognitive performances at 12 months (lower Repeatable Battery for the Assessment of Neuropsychological Status score -11.17 [-21.12, -1.22], p = .04). Smaller superior frontal lobes, thalamus, and cerebellar volumes at 3 months were associated with worse executive functioning and visual attention at 12 months. CONCLUSIONS These preliminary data show that longer duration of delirium is associated with smaller brain volumes up to 3 months after discharge, and that smaller brain volumes are associated with long-term cognitive impairment up to 12 months. We cannot, however, rule out that smaller preexisting brain volumes explain these findings.
Collapse
Affiliation(s)
- Max L. Gunther
- Department of Psychiatry, Vanderbilt University Medical Center
- Department of Radiological Sciences, Vanderbilt University Medical Center
- Vanderbilt University Institute of Imaging Sciences, Nashville, TN
- Center for Quality of Aging, Vanderbilt University Medical Center
- Center for Health Services Research in the Department of Medicine
| | - Alessandro Morandi
- Center for Quality of Aging, Vanderbilt University Medical Center
- Center for Health Services Research in the Department of Medicine
- Division of Allergy, Pulmonary, Critical Care Medicine, Center for Health Services Research, Department of Medicine, Vanderbilt University School of Medicine
| | - Erin Krauskopf
- Psychology Department, Brigham Young University, Provo, Utah
| | - Pratik Pandharipande
- Anesthesia Service, Department of Veterans Affairs Medical Center, Tennessee Valley Healthcare System
- Division of Critical Care in the Department of Anesthesiology, Vanderbilt University School of Medicine, Nashville, TN
| | - Timothy D. Girard
- Center for Quality of Aging, Vanderbilt University Medical Center
- Center for Health Services Research in the Department of Medicine
- Division of Allergy, Pulmonary, Critical Care Medicine, Center for Health Services Research, Department of Medicine, Vanderbilt University School of Medicine
- Geriatric Research, Education and Clinical Center (GRECC) Service, Department of Veterans Affairs Medical Center, Tennessee Valley Healthcare System, Nashville, TN
| | - James C. Jackson
- Department of Psychiatry, Vanderbilt University Medical Center
- Center for Quality of Aging, Vanderbilt University Medical Center
- Center for Health Services Research in the Department of Medicine
- Geriatric Research, Education and Clinical Center (GRECC) Service, Department of Veterans Affairs Medical Center, Tennessee Valley Healthcare System, Nashville, TN
| | - Jennifer Thompson
- Department of Biostatistics, Vanderbilt University School of Medicine, Nashville, TN
| | - Ayumi K. Shintani
- Department of Biostatistics, Vanderbilt University School of Medicine, Nashville, TN
| | - Sunil Geevarghese
- Division of Hepatobiliary Surgery & Liver Transplantation, Vanderbilt University School of Medicine, Nashville, TN
| | - Russell R Miller
- Department of Medicine, Pulmonary and Critical Care Division, Intermountain Medical Center, Murray Utah
| | - Angelo Canonico
- Department of Medicine, Saint Thomas Hospital, Nashville, TN
| | - Kristen Merkle
- Vanderbilt University Institute of Imaging Sciences, Nashville, TN
| | | | - Baxter P. Rogers
- Department of Radiological Sciences, Vanderbilt University Medical Center
- Vanderbilt University Institute of Imaging Sciences, Nashville, TN
- Department of Biomedical Engineering, Vanderbilt University Medical Center
| | - J. Chris Gatenby
- Department of Radiological Sciences, Vanderbilt University Medical Center
- Vanderbilt University Institute of Imaging Sciences, Nashville, TN
- Department of Biomedical Engineering, Vanderbilt University Medical Center
| | - Stephan Heckers
- Department of Psychiatry, Vanderbilt University Medical Center
- Department of Radiological Sciences, Vanderbilt University Medical Center
| | - John C. Gore
- Department of Radiological Sciences, Vanderbilt University Medical Center
- Vanderbilt University Institute of Imaging Sciences, Nashville, TN
- Department of Biomedical Engineering, Vanderbilt University Medical Center
| | - Ramona O. Hopkins
- Psychology Department, Brigham Young University, Provo, Utah
- Department of Medicine, Pulmonary and Critical Care Division, Intermountain Medical Center, Murray Utah
- Neuroscience Center, Brigham Young University, Provo, Utah
| | - E. Wesley Ely
- Center for Quality of Aging, Vanderbilt University Medical Center
- Center for Health Services Research in the Department of Medicine
- Division of Allergy, Pulmonary, Critical Care Medicine, Center for Health Services Research, Department of Medicine, Vanderbilt University School of Medicine
- Geriatric Research, Education and Clinical Center (GRECC) Service, Department of Veterans Affairs Medical Center, Tennessee Valley Healthcare System, Nashville, TN
| | | |
Collapse
|