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Caeyenberghs K, Imms P, Irimia A, Monti MM, Esopenko C, de Souza NL, Dominguez D JF, Newsome MR, Dobryakova E, Cwiek A, Mullin HAC, Kim NJ, Mayer AR, Adamson MM, Bickart K, Breedlove KM, Dennis EL, Disner SG, Haswell C, Hodges CB, Hoskinson KR, Johnson PK, Königs M, Li LM, Liebel SW, Livny A, Morey RA, Muir AM, Olsen A, Razi A, Su M, Tate DF, Velez C, Wilde EA, Zielinski BA, Thompson PM, Hillary FG. ENIGMA's simple seven: Recommendations to enhance the reproducibility of resting-state fMRI in traumatic brain injury. Neuroimage Clin 2024; 42:103585. [PMID: 38531165 PMCID: PMC10982609 DOI: 10.1016/j.nicl.2024.103585] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/21/2023] [Revised: 02/22/2024] [Accepted: 02/25/2024] [Indexed: 03/28/2024]
Abstract
Resting state functional magnetic resonance imaging (rsfMRI) provides researchers and clinicians with a powerful tool to examine functional connectivity across large-scale brain networks, with ever-increasing applications to the study of neurological disorders, such as traumatic brain injury (TBI). While rsfMRI holds unparalleled promise in systems neurosciences, its acquisition and analytical methodology across research groups is variable, resulting in a literature that is challenging to integrate and interpret. The focus of this narrative review is to address the primary methodological issues including investigator decision points in the application of rsfMRI to study the consequences of TBI. As part of the ENIGMA Brain Injury working group, we have collaborated to identify a minimum set of recommendations that are designed to produce results that are reliable, harmonizable, and reproducible for the TBI imaging research community. Part one of this review provides the results of a literature search of current rsfMRI studies of TBI, highlighting key design considerations and data processing pipelines. Part two outlines seven data acquisition, processing, and analysis recommendations with the goal of maximizing study reliability and between-site comparability, while preserving investigator autonomy. Part three summarizes new directions and opportunities for future rsfMRI studies in TBI patients. The goal is to galvanize the TBI community to gain consensus for a set of rigorous and reproducible methods, and to increase analytical transparency and data sharing to address the reproducibility crisis in the field.
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Affiliation(s)
- Karen Caeyenberghs
- Cognitive Neuroscience Unit, School of Psychology, Deakin University, Geelong, Australia.
| | - Phoebe Imms
- Ethel Percy Andrus Gerontology Center, Leonard Davis School of Gerontology, University of Southern California, Los Angeles, CA, USA.
| | - Andrei Irimia
- Ethel Percy Andrus Gerontology Center, Leonard Davis School of Gerontology, University of Southern California, Los Angeles, CA, USA; Alfred E. Mann Department of Biomedical Engineering, Andrew & Erna Viterbi School of Engineering, University of Southern California, Los Angeles, CA, USA; Department of Quantitative & Computational Biology, Dana and David Dornsife College of Arts & Sciences, University of Southern California, Los Angeles, CA, USA.
| | - Martin M Monti
- Department of Psychology, UCLA, USA; Brain Injury Research Center (BIRC), Department of Neurosurgery, UCLA, USA.
| | - Carrie Esopenko
- Department of Rehabilitation and Human Performance, Icahn School of Medicine at Mount Sinai, NY, USA.
| | - Nicola L de Souza
- Department of Rehabilitation and Human Performance, Icahn School of Medicine at Mount Sinai, NY, USA.
| | - Juan F Dominguez D
- Cognitive Neuroscience Unit, School of Psychology, Deakin University, Geelong, Australia.
| | - Mary R Newsome
- Michael E. DeBakey VA Medical Center, Houston, TX, USA; H. Ben Taub Department of Physical Medicine and Rehabilitation, Baylor College of Medicine, Houston, TX, USA; TBI and Concussion Center, Department of Neurology, University of Utah, Salt Lake City, UT, USA.
| | - Ekaterina Dobryakova
- Center for Traumatic Brain Injury, Kessler Foundation, East Hanover, NJ, USA; Rutgers New Jersey Medical School, Newark, NJ, USA.
| | - Andrew Cwiek
- Department of Psychology, Penn State University, State College, PA, USA.
| | - Hollie A C Mullin
- Department of Psychology, Penn State University, State College, PA, USA.
| | - Nicholas J Kim
- Ethel Percy Andrus Gerontology Center, Leonard Davis School of Gerontology, University of Southern California, Los Angeles, CA, USA; Alfred E. Mann Department of Biomedical Engineering, Andrew & Erna Viterbi School of Engineering, University of Southern California, Los Angeles, CA, USA.
| | - Andrew R Mayer
- Mind Research Network, Albuquerque, NM, USA; Departments of Neurology and Psychiatry, University of New Mexico School of Medicine, Albuquerque, NM, USA.
| | - Maheen M Adamson
- Women's Operational Military Exposure Network (WOMEN) & Rehabilitation Department, VA Palo Alto, Palo Alto, CA, USA; Rehabilitation Service, VA Palo Alto, Palo Alto, CA, USA; Neurosurgery, Stanford School of Medicine, Stanford, CA, USA.
| | - Kevin Bickart
- UCLA Steve Tisch BrainSPORT Program, USA; Department of Neurology, David Geffen School of Medicine at UCLA, USA.
| | - Katherine M Breedlove
- Center for Clinical Spectroscopy, Brigham and Women's Hospital, Boston, MA, USA; Department of Radiology, Harvard Medical School, Boston, MA, USA.
| | - Emily L Dennis
- TBI and Concussion Center, Department of Neurology, University of Utah, Salt Lake City, UT, USA; George E. Wahlen Veterans Affairs Medical Center, Salt Lake City, UT, USA.
| | - Seth G Disner
- Minneapolis VA Health Care System, Minneapolis, MN, USA; Department of Psychiatry and Behavioral Sciences, University of Minnesota Medical School, Minneapolis, MN, USA.
| | - Courtney Haswell
- Department of Psychiatry and Behavioral Sciences, Duke University, Durham, NC, USA.
| | - Cooper B Hodges
- TBI and Concussion Center, Department of Neurology, University of Utah, Salt Lake City, UT, USA; George E. Wahlen Veterans Affairs Medical Center, Salt Lake City, UT, USA; Department of Psychology, Brigham Young University, Provo, UT, USA.
| | - Kristen R Hoskinson
- Center for Biobehavioral Health, The Abigail Wexner Research Institute at Nationwide Children's Hospital, Columbus, OH, USA; Department of Pediatrics, The Ohio State University College of Medicine, OH, USA.
| | - Paula K Johnson
- TBI and Concussion Center, Department of Neurology, University of Utah, Salt Lake City, UT, USA; Neuroscience Center, Brigham Young University, Provo, UT, USA.
| | - Marsh Königs
- Emma Children's Hospital, Amsterdam UMC, University of Amsterdam, Emma Neuroscience Group, The Netherlands; Amsterdam Reproduction and Development, Amsterdam, The Netherlands.
| | - Lucia M Li
- C3NL, Imperial College London, United Kingdom; UK DRI Centre for Health Care and Technology, Imperial College London, United Kingdom.
| | - Spencer W Liebel
- TBI and Concussion Center, Department of Neurology, University of Utah, Salt Lake City, UT, USA; George E. Wahlen Veterans Affairs Medical Center, Salt Lake City, UT, USA.
| | - Abigail Livny
- Division of Diagnostic Imaging, Sheba Medical Center, Tel-Hashomer, Israel; Sagol School of Neuroscience, Tel-Aviv University, Tel-Aviv, Israel; Sackler Faculty of Medicine, Tel-Aviv University, Tel-Aviv, Israel.
| | - Rajendra A Morey
- Department of Psychiatry and Behavioral Sciences, Duke University, Durham, NC, USA; Duke-UNC Brain Imaging and Analysis Center, Duke University, Durham, NC, USA; VA Mid-Atlantic Mental Illness Research Education and Clinical Center, Durham, NC, USA.
| | - Alexandra M Muir
- Department of Psychology, Brigham Young University, Provo, UT, USA.
| | - Alexander Olsen
- Department of Psychology, Norwegian University of Science and Technology, Trondheim, Norway; Clinic of Rehabilitation, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway; NorHEAD - Norwegian Centre for Headache Research, Norwegian University of Science and Technology, Trondheim, Norway.
| | - Adeel Razi
- Turner Institute for Brain and Mental Health, School of Psychological Sciences, Monash University, Clayton, VIC 3800, Australia; Wellcome Centre for Human Neuroimaging, University College London, WC1N 3AR London, United Kingdom; CIFAR Azrieli Global Scholars Program, CIFAR, Toronto, ON, Canada.
| | - Matthew Su
- H. Ben Taub Department of Physical Medicine and Rehabilitation, Baylor College of Medicine, Houston, TX, USA.
| | - David F Tate
- TBI and Concussion Center, Department of Neurology, University of Utah, Salt Lake City, UT, USA; George E. Wahlen Veterans Affairs Medical Center, Salt Lake City, UT, USA.
| | - Carmen Velez
- TBI and Concussion Center, Department of Neurology, University of Utah, Salt Lake City, UT, USA; George E. Wahlen Veterans Affairs Medical Center, Salt Lake City, UT, USA.
| | - Elisabeth A Wilde
- H. Ben Taub Department of Physical Medicine and Rehabilitation, Baylor College of Medicine, Houston, TX, USA; TBI and Concussion Center, Department of Neurology, University of Utah, Salt Lake City, UT, USA; George E. Wahlen Veterans Affairs Medical Center, Salt Lake City, UT, USA.
| | - Brandon A Zielinski
- Departments of Pediatrics, Neurology, and Neuroscience, University of Florida, Gainesville, FL, USA; Departments of Pediatrics, Neurology, and Radiology, University of Utah, Salt Lake City, UT, USA.
| | - Paul M Thompson
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging & Informatics Institute, University of Southern California, Marina del Rey, CA, USA.
| | - Frank G Hillary
- Department of Psychology, Penn State University, State College, PA, USA; Department of Neurology, Hershey Medical Center, PA, USA.
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2
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Tate DF, Wade BSC, Velez CS, Bigler ED, Davenport ND, Dennis EL, Esopenko C, Hinds SR, Kean J, Kennedy E, Kenney K, Mayer AR, Newsome MR, Philippi CL, Pugh MJ, Scheibel RS, Taylor BA, Troyanskaya M, Werner JK, York GE, Walker W, Wilde EA. Persistent MRI Findings Unique to Blast and Repetitive Mild TBI: Analysis of the CENC/LIMBIC Cohort Injury Characteristics. Mil Med 2024:usae031. [PMID: 38401164 DOI: 10.1093/milmed/usae031] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/21/2023] [Revised: 08/04/2023] [Accepted: 02/02/2024] [Indexed: 02/26/2024] Open
Abstract
INTRODUCTION MRI represents one of the clinical tools at the forefront of research efforts aimed at identifying diagnostic and prognostic biomarkers following traumatic brain injury (TBI). Both volumetric and diffusion MRI findings in mild TBI (mTBI) are mixed, making the findings difficult to interpret. As such, additional research is needed to continue to elucidate the relationship between the clinical features of mTBI and quantitative MRI measurements. MATERIAL AND METHODS Volumetric and diffusion imaging data in a sample of 976 veterans and service members from the Chronic Effects of Neurotrauma Consortium and now the Long-Term Impact of Military-Relevant Brain Injury Consortium observational study of the late effects of mTBI in combat with and without a history of mTBI were examined. A series of regression models with link functions appropriate for the model outcome were used to evaluate the relationships among imaging measures and clinical features of mTBI. Each model included acquisition site, participant sex, and age as covariates. Separate regression models were fit for each region of interest where said region was a predictor. RESULTS After controlling for multiple comparisons, no significant main effect was noted for comparisons between veterans and service members with and without a history of mTBI. However, blast-related mTBI were associated with volumetric reductions of several subregions of the corpus callosum compared to non-blast-related mTBI. Several volumetric (i.e., hippocampal subfields, etc.) and diffusion (i.e., corona radiata, superior longitudinal fasciculus, etc.) MRI findings were noted to be associated with an increased number of repetitive mTBIs versus. CONCLUSIONS In deployment-related mTBI, significant findings in this cohort were only observed when considering mTBI sub-groups (blast mechanism and total number/dose). Simply comparing healthy controls and those with a positive mTBI history is likely an oversimplification that may lead to non-significant findings, even in consortium analyses.
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Affiliation(s)
- David F Tate
- Department of Neurology, Traumatic Brain Injury and Concussion Center, University of Utah, Salt Lake City, UT 84132, USA
- George E. Wahlen VA Salt Lake City Healthcare System, Salt Lake City, UT 84148, USA
- Department of Psychology, Brigham Young University, Provo, UT 84604, USA
| | - Benjamin S C Wade
- Department of Neurology, Traumatic Brain Injury and Concussion Center, University of Utah, Salt Lake City, UT 84132, USA
- Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114, USA
| | - Carmen S Velez
- Department of Neurology, Traumatic Brain Injury and Concussion Center, University of Utah, Salt Lake City, UT 84132, USA
- George E. Wahlen VA Salt Lake City Healthcare System, Salt Lake City, UT 84148, USA
| | - Erin D Bigler
- Department of Neurology, Traumatic Brain Injury and Concussion Center, University of Utah, Salt Lake City, UT 84132, USA
- Department of Psychology, Brigham Young University, Provo, UT 84604, USA
- Departments of Neuroscience, Brigham Young University, Provo, UT 84604, USA
| | - Nicholas D Davenport
- Minneapolis Veterans Affairs Health Care System, Minneapolis, MN 55417, USA
- Department of Psychiatry and Behavioral Sciences, University of Minnesota, Minneapolis, MN 55454, USA
| | - Emily L Dennis
- Department of Neurology, Traumatic Brain Injury and Concussion Center, University of Utah, Salt Lake City, UT 84132, USA
- George E. Wahlen VA Salt Lake City Healthcare System, Salt Lake City, UT 84148, USA
| | - Carrie Esopenko
- Department of Rehabilitation and Human Performance, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Sidney R Hinds
- Department of Neurology, Uniformed Services University, Bethesda, MD 20814, USA
| | - Jacob Kean
- George E. Wahlen VA Salt Lake City Healthcare System, Salt Lake City, UT 84148, USA
- Department of Population Health Sciences, University of Utah, Salt Lake City, UT 84108, USA
| | - Eamonn Kennedy
- Department of Population Health Sciences, University of Utah, Salt Lake City, UT 84108, USA
| | - Kimbra Kenney
- Department of Neurology, Uniformed Services University, Bethesda, MD 20814, USA
- National Intrepid Center of Excellence, Walter Reed National Military Medical Center, Bethesda, MD 20814, USA
| | - Andrew R Mayer
- The Mind Research Network, University of New Mexico Health Science Center, Albuquerque, NM 87106, USA
| | - Mary R Newsome
- Michael E. DeBakey Veterans Affairs Medical Center, Houston, TX 77030, USA
- H. Ben Taub Department of Physical Medicine & Rehabilitation, Baylor College of Medicine, Houston, TX 77030, USA
| | - Carissa L Philippi
- Department of Psychological Sciences, University of Missouri-St. Louis, St. Louis, MO 63121, St. Louis
| | - Mary J Pugh
- George E. Wahlen VA Salt Lake City Healthcare System, Salt Lake City, UT 84148, USA
- Department of Population Health Sciences, University of Utah, Salt Lake City, UT 84108, USA
| | - Randall S Scheibel
- Michael E. DeBakey Veterans Affairs Medical Center, Houston, TX 77030, USA
- H. Ben Taub Department of Physical Medicine & Rehabilitation, Baylor College of Medicine, Houston, TX 77030, USA
| | - Brian A Taylor
- Department of Imaging Physics, The University of Texas M. D. Anderson Cancer Center, Houston, TX 77030, USA
| | - Maya Troyanskaya
- Michael E. DeBakey Veterans Affairs Medical Center, Houston, TX 77030, USA
- H. Ben Taub Department of Physical Medicine & Rehabilitation, Baylor College of Medicine, Houston, TX 77030, USA
| | - John K Werner
- Department of Neurology, Uniformed Services University, Bethesda, MD 20814, USA
| | - Gerald E York
- Imaging Associates of Alaska, Anchorage, AK 99508, USA
| | - William Walker
- Department of Physical Medicine and Rehabilitation, Virginia Commonwealth University, Richmond, VA 23298, USA
| | - Elisabeth A Wilde
- Department of Neurology, Traumatic Brain Injury and Concussion Center, University of Utah, Salt Lake City, UT 84132, USA
- George E. Wahlen VA Salt Lake City Healthcare System, Salt Lake City, UT 84148, USA
- Michael E. DeBakey Veterans Affairs Medical Center, Houston, TX 77030, USA
- H. Ben Taub Department of Physical Medicine & Rehabilitation, Baylor College of Medicine, Houston, TX 77030, USA
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3
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Yang J, Huggins AA, Sun D, Baird CL, Haswell CC, Frijling JL, Olff M, van Zuiden M, Koch SBJ, Nawijn L, Veltman DJ, Suarez-Jimenez B, Zhu X, Neria Y, Hudson AR, Mueller SC, Baker JT, Lebois LAM, Kaufman ML, Qi R, Lu GM, Říha P, Rektor I, Dennis EL, Ching CRK, Thomopoulos SI, Salminen LE, Jahanshad N, Thompson PM, Stein DJ, Koopowitz SM, Ipser JC, Seedat S, du Plessis S, van den Heuvel LL, Wang L, Zhu Y, Li G, Sierk A, Manthey A, Walter H, Daniels JK, Schmahl C, Herzog JI, Liberzon I, King A, Angstadt M, Davenport ND, Sponheim SR, Disner SG, Straube T, Hofmann D, Grupe DW, Nitschke JB, Davidson RJ, Larson CL, deRoon-Cassini TA, Blackford JU, Olatunji BO, Gordon EM, May G, Nelson SM, Abdallah CG, Levy I, Harpaz-Rotem I, Krystal JH, Morey RA, Sotiras A. Examining the association between posttraumatic stress disorder and disruptions in cortical networks identified using data-driven methods. Neuropsychopharmacology 2024; 49:609-619. [PMID: 38017161 PMCID: PMC10789873 DOI: 10.1038/s41386-023-01763-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/10/2023] [Revised: 10/02/2023] [Accepted: 10/23/2023] [Indexed: 11/30/2023]
Abstract
Posttraumatic stress disorder (PTSD) is associated with lower cortical thickness (CT) in prefrontal, cingulate, and insular cortices in diverse trauma-affected samples. However, some studies have failed to detect differences between PTSD patients and healthy controls or reported that PTSD is associated with greater CT. Using data-driven dimensionality reduction, we sought to conduct a well-powered study to identify vulnerable networks without regard to neuroanatomic boundaries. Moreover, this approach enabled us to avoid the excessive burden of multiple comparison correction that plagues vertex-wise methods. We derived structural covariance networks (SCNs) by applying non-negative matrix factorization (NMF) to CT data from 961 PTSD patients and 1124 trauma-exposed controls without PTSD. We used regression analyses to investigate associations between CT within SCNs and PTSD diagnosis (with and without accounting for the potential confounding effect of trauma type) and symptom severity in the full sample. We performed additional regression analyses in subsets of the data to examine associations between SCNs and comorbid depression, childhood trauma severity, and alcohol abuse. NMF identified 20 unbiased SCNs, which aligned closely with functionally defined brain networks. PTSD diagnosis was most strongly associated with diminished CT in SCNs that encompassed the bilateral superior frontal cortex, motor cortex, insular cortex, orbitofrontal cortex, medial occipital cortex, anterior cingulate cortex, and posterior cingulate cortex. CT in these networks was significantly negatively correlated with PTSD symptom severity. Collectively, these findings suggest that PTSD diagnosis is associated with widespread reductions in CT, particularly within prefrontal regulatory regions and broader emotion and sensory processing cortical regions.
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Affiliation(s)
- Jin Yang
- Department of Radiology, Washington University in St. Louis, St. Louis, MO, USA
| | - Ashley A Huggins
- Duke-UNC Brain Imaging and Analysis Center, Duke University, Durham, NC, USA
- Mid-Atlantic Mental Illness Research Education and Clinical Center, Durham VA Medical Center, Durham, NC, USA
| | - Delin Sun
- Duke-UNC Brain Imaging and Analysis Center, Duke University, Durham, NC, USA
- Mid-Atlantic Mental Illness Research Education and Clinical Center, Durham VA Medical Center, Durham, NC, USA
- Department of Psychology, The Education University of Hong Kong, Hong Kong, China
| | - C Lexi Baird
- Duke-UNC Brain Imaging and Analysis Center, Duke University, Durham, NC, USA
- Mid-Atlantic Mental Illness Research Education and Clinical Center, Durham VA Medical Center, Durham, NC, USA
| | - Courtney C Haswell
- Duke-UNC Brain Imaging and Analysis Center, Duke University, Durham, NC, USA
- Mid-Atlantic Mental Illness Research Education and Clinical Center, Durham VA Medical Center, Durham, NC, USA
| | - Jessie L Frijling
- Department of Psychiatry, Amsterdam University Medical Center, Amsterdam, The Netherlands
| | - Miranda Olff
- Department of Psychiatry, Amsterdam University Medical Center, Amsterdam, The Netherlands
- ARQ National Psychotrauma Centre, Diemen, The Netherlands
| | - Mirjam van Zuiden
- Department of Psychiatry, Amsterdam University Medical Center, Amsterdam, The Netherlands
| | - Saskia B J Koch
- Department of Psychiatry, Amsterdam University Medical Center, Amsterdam, The Netherlands
- Donders Institute for Brain, Cognition and Behavior, Centre for Cognitive Neuroimaging, Radboud University Nijmegen, Nijmegen, The Netherlands
| | - Laura Nawijn
- Department of Psychiatry, Amsterdam University Medical Center, Amsterdam, The Netherlands
| | - Dick J Veltman
- Department of Psychiatry, Amsterdam University Medical Center, Amsterdam, The Netherlands
| | - Benjamin Suarez-Jimenez
- Del Monte Institute for Neuroscience, University of Rochester Medical Center, Rochester, NY, USA
| | - Xi Zhu
- Department of Psychiatry, Columbia University Medical Center, New York, NY, USA
- New York State Psychiatric Institute, New York, NY, USA
| | - Yuval Neria
- Department of Psychiatry, Columbia University Medical Center, New York, NY, USA
- New York State Psychiatric Institute, New York, NY, USA
| | - Anna R Hudson
- Department of Experimental Clinical and Health Psychology, Ghent University, Ghent, Belgium
| | - Sven C Mueller
- Department of Experimental Clinical and Health Psychology, Ghent University, Ghent, Belgium
| | - Justin T Baker
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA
- Institute for Technology in Psychiatry, McLean Hospital, Harvard University, Belmont, MA, USA
| | - Lauren A M Lebois
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA
- Division of Depression and Anxiety Disorders, McLean Hospital, Belmont, MA, USA
| | - Milissa L Kaufman
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA
- Division of Women's Mental Health, McLean Hospital, Belmont, MA, USA
| | - Rongfeng Qi
- Department of Medical Imaging, Jinling Hospital, Medical School of Nanjing University, Jiangsu, China
| | - Guang Ming Lu
- Department of Medical Imaging, Jinling Hospital, Medical School of Nanjing University, Jiangsu, China
| | - Pavel Říha
- First Department of Neurology, St. Anne's University Hospital and Faculty of Medicine, Masaryk University, Brno, Czech Republic
- CEITEC-Central European Institute of Technology, Multimodal and Functional Neuroimaging Research Group, Masaryk University, Brno, Czech Republic
| | - Ivan Rektor
- CEITEC-Central European Institute of Technology, Multimodal and Functional Neuroimaging Research Group, Masaryk University, Brno, Czech Republic
| | - Emily L Dennis
- Department of Neurology, University of Utah, Salt Lake City, UT, USA
- George E. Wahlen Veterans Affairs Medical Center, Salt Lake City, UT, USA
| | - Christopher R K Ching
- Imaging Genetics Center, Mark & Mary Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina del Rey, CA, USA
| | - Sophia I Thomopoulos
- Imaging Genetics Center, Mark & Mary Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina del Rey, CA, USA
| | - Lauren E Salminen
- Imaging Genetics Center, Mark & Mary Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina del Rey, CA, USA
| | - Neda Jahanshad
- Imaging Genetics Center, Mark & Mary Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina del Rey, CA, USA
| | - Paul M Thompson
- Imaging Genetics Center, Mark & Mary Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina del Rey, CA, USA
| | - Dan J Stein
- Department of Psychiatry and Neuroscience Institute, University of Cape Town, Cape Town, South Africa
| | - Sheri M Koopowitz
- Department of Psychiatry and Neuroscience Institute, University of Cape Town, Cape Town, South Africa
| | - Jonathan C Ipser
- Department of Psychiatry and Neuroscience Institute, University of Cape Town, Cape Town, South Africa
| | - Soraya Seedat
- Department of Psychiatry, Stellenbosch University, Cape Town, South Africa
| | - Stefan du Plessis
- Department of Psychiatry, Stellenbosch University, Cape Town, South Africa
| | | | - Li Wang
- Laboratory for Traumatic Stress Studies, Chinese Academy of Sciences Key Laboratory of Mental Health, Institute of Psychology, Chinese Academy of Sciences, Beijing, China
- Department of Psychology, University of Chinese Academy of Sciences, Beijing, China
| | - Ye Zhu
- Laboratory for Traumatic Stress Studies, Chinese Academy of Sciences Key Laboratory of Mental Health, Institute of Psychology, Chinese Academy of Sciences, Beijing, China
- Department of Psychology, University of Chinese Academy of Sciences, Beijing, China
| | - Gen Li
- Laboratory for Traumatic Stress Studies, Chinese Academy of Sciences Key Laboratory of Mental Health, Institute of Psychology, Chinese Academy of Sciences, Beijing, China
- Department of Psychology, University of Chinese Academy of Sciences, Beijing, China
| | - Anika Sierk
- University Medical Centre Charité, Berlin, Germany
| | | | | | - Judith K Daniels
- Department of Clinical Psychology, University of Groningen, Groningen, The Netherlands
| | - Christian Schmahl
- Department of Psychosomatic Medicine and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Heidelberg, Germany
| | - Julia I Herzog
- Department of Psychosomatic Medicine and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Heidelberg, Germany
| | - Israel Liberzon
- Department of Psychiatry and Behavioral Science, Texas A&M University, College Station, TX, USA
| | - Anthony King
- Department of Psychiatry, University of Michigan, Ann Arbor, MI, USA
| | - Mike Angstadt
- Department of Psychiatry, University of Michigan, Ann Arbor, MI, USA
| | - Nicholas D Davenport
- Minneapolis VA Health Care System, Minneapolis, MN, USA
- Department of Psychiatry, University of Minnesota, Minneapolis, MN, USA
| | - Scott R Sponheim
- Minneapolis VA Health Care System, Minneapolis, MN, USA
- Department of Psychiatry, University of Minnesota, Minneapolis, MN, USA
| | - Seth G Disner
- Minneapolis VA Health Care System, Minneapolis, MN, USA
- Department of Psychiatry, University of Minnesota, Minneapolis, MN, USA
| | - Thomas Straube
- Institute of Medical Psychology and Systems Neuroscience, University of Münster, Münster, Germany
| | - David Hofmann
- Institute of Medical Psychology and Systems Neuroscience, University of Münster, Münster, Germany
| | - Daniel W Grupe
- Center for Healthy Minds, University of Wisconsin-Madison, Madison, WI, USA
| | - Jack B Nitschke
- Department of Psychiatry, University of Wisconsin-Madison, Madison, WI, USA
| | - Richard J Davidson
- Center for Healthy Minds, University of Wisconsin-Madison, Madison, WI, USA
- Department of Psychiatry, University of Wisconsin-Madison, Madison, WI, USA
- Department of Psychology, University of Wisconsin-Madison, Madison, WI, USA
| | - Christine L Larson
- Department of Psychology, University of Wisconsin-Milwaukee, Milwaukee, WI, USA
| | - Terri A deRoon-Cassini
- Division of Trauma and Acute Care Surgery, Department of Surgery, Medical College of Wisconsin, Milwaukee, WI, USA
- Comprehensive Injury Center, Medical College of Wisconsin, Milwaukee, WI, USA
| | - Jennifer U Blackford
- Munroe-Meyer Institute, University of Nebraska Medical Center, Omaha, NE, USA
- Department of Psychiatry and Behavioral Sciences, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Bunmi O Olatunji
- Department of Psychology, Vanderbilt University, Nashville, TN, USA
| | - Evan M Gordon
- Department of Radiology, Washington University in St. Louis, St. Louis, MO, USA
| | - Geoffrey May
- Veterans Integrated Service Network-17 Center of Excellence for Research on Returning War Veterans, Waco, TX, USA
- Department of Psychology and Neuroscience, Baylor University, Waco, TX, USA
- Center for Vital Longevity, School of Behavioral and Brain Sciences, University of Texas at Dallas, Dallas, TX, USA
- Department of Psychiatry and Behavioral Science, Texas A&M University Health Science Center, Bryan, TX, USA
| | - Steven M Nelson
- Veterans Integrated Service Network-17 Center of Excellence for Research on Returning War Veterans, Waco, TX, USA
- Department of Psychology and Neuroscience, Baylor University, Waco, TX, USA
- Center for Vital Longevity, School of Behavioral and Brain Sciences, University of Texas at Dallas, Dallas, TX, USA
- Department of Psychiatry and Behavioral Science, Texas A&M University Health Science Center, Bryan, TX, USA
| | - Chadi G Abdallah
- Department of Psychiatry, Yale University School of Medicine, New Haven, CT, USA
- Department of Psychiatry of Behavioral Sciences, Baylor College of Medicine, Houston, TX, USA
| | - Ifat Levy
- Department of Comparative Medicine, Yale University, New Haven, CT, USA
- Department of Neuroscience, Yale University, New Haven, CT, USA
- Department of Psychology, Yale University, New Haven, CT, USA
- Wu Tsai Institute, Yale University, New Haven, CT, USA
- Division of Clinical Neuroscience, National Center for PTSD, West Haven, CT, USA
| | - Ilan Harpaz-Rotem
- Department of Psychiatry, Yale University School of Medicine, New Haven, CT, USA
- Department of Psychology, Yale University, New Haven, CT, USA
- Division of Clinical Neuroscience, National Center for PTSD, West Haven, CT, USA
| | - John H Krystal
- Department of Psychiatry, Yale University School of Medicine, New Haven, CT, USA
- Division of Clinical Neuroscience, National Center for PTSD, West Haven, CT, USA
| | - Rajendra A Morey
- Duke-UNC Brain Imaging and Analysis Center, Duke University, Durham, NC, USA.
- Mid-Atlantic Mental Illness Research Education and Clinical Center, Durham VA Medical Center, Durham, NC, USA.
| | - Aristeidis Sotiras
- Department of Radiology, Washington University in St. Louis, St. Louis, MO, USA
- Institute for Informatics, Data Science & Biostatistics, Washington University in St. Louis, St. Louis, MO, USA
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4
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Huggins AA, Baird CL, Briggs M, Laskowitz S, Hussain A, Fouda S, Haswell C, Sun D, Salminen LE, Jahanshad N, Thomopoulos SI, Veltman DJ, Frijling JL, Olff M, van Zuiden M, Koch SBJ, Nawjin L, Wang L, Zhu Y, Li G, Stein DJ, Ipser J, Seedat S, du Plessis S, van den Heuvel LL, Suarez-Jimenez B, Zhu X, Kim Y, He X, Zilcha-Mano S, Lazarov A, Neria Y, Stevens JS, Ressler KJ, Jovanovic T, van Rooij SJH, Fani N, Hudson AR, Mueller SC, Sierk A, Manthey A, Walter H, Daniels JK, Schmahl C, Herzog JI, Říha P, Rektor I, Lebois LAM, Kaufman ML, Olson EA, Baker JT, Rosso IM, King AP, Liberzon I, Angstadt M, Davenport ND, Sponheim SR, Disner SG, Straube T, Hofmann D, Qi R, Lu GM, Baugh LA, Forster GL, Simons RM, Simons JS, Magnotta VA, Fercho KA, Maron-Katz A, Etkin A, Cotton AS, O'Leary EN, Xie H, Wang X, Quidé Y, El-Hage W, Lissek S, Berg H, Bruce S, Cisler J, Ross M, Herringa RJ, Grupe DW, Nitschke JB, Davidson RJ, Larson CL, deRoon-Cassini TA, Tomas CW, Fitzgerald JM, Blackford JU, Olatunji BO, Kremen WS, Lyons MJ, Franz CE, Gordon EM, May G, Nelson SM, Abdallah CG, Levy I, Harpaz-Rotem I, Krystal JH, Dennis EL, Tate DF, Cifu DX, Walker WC, Wilde EA, Harding IH, Kerestes R, Thompson PM, Morey R. Smaller total and subregional cerebellar volumes in posttraumatic stress disorder: a mega-analysis by the ENIGMA-PGC PTSD workgroup. Mol Psychiatry 2024:10.1038/s41380-023-02352-0. [PMID: 38195980 DOI: 10.1038/s41380-023-02352-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/10/2023] [Revised: 11/22/2023] [Accepted: 11/27/2023] [Indexed: 01/11/2024]
Abstract
Although the cerebellum contributes to higher-order cognitive and emotional functions relevant to posttraumatic stress disorder (PTSD), prior research on cerebellar volume in PTSD is scant, particularly when considering subregions that differentially map on to motor, cognitive, and affective functions. In a sample of 4215 adults (PTSD n = 1642; Control n = 2573) across 40 sites from the ENIGMA-PGC PTSD working group, we employed a new state-of-the-art deep-learning based approach for automatic cerebellar parcellation to obtain volumetric estimates for the total cerebellum and 28 subregions. Linear mixed effects models controlling for age, gender, intracranial volume, and site were used to compare cerebellum volumes in PTSD compared to healthy controls (88% trauma-exposed). PTSD was associated with significant grey and white matter reductions of the cerebellum. Compared to controls, people with PTSD demonstrated smaller total cerebellum volume, as well as reduced volume in subregions primarily within the posterior lobe (lobule VIIB, crus II), vermis (VI, VIII), flocculonodular lobe (lobule X), and corpus medullare (all p-FDR < 0.05). Effects of PTSD on volume were consistent, and generally more robust, when examining symptom severity rather than diagnostic status. These findings implicate regionally specific cerebellar volumetric differences in the pathophysiology of PTSD. The cerebellum appears to play an important role in higher-order cognitive and emotional processes, far beyond its historical association with vestibulomotor function. Further examination of the cerebellum in trauma-related psychopathology will help to clarify how cerebellar structure and function may disrupt cognitive and affective processes at the center of translational models for PTSD.
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Affiliation(s)
- Ashley A Huggins
- Brain Imaging and Analysis Center, Duke University, Durham, NC, USA.
- Department of Veteran Affairs Mid-Atlantic Mental Illness Research, Education and Clinical Center, Durham, NC, USA.
| | - C Lexi Baird
- Brain Imaging and Analysis Center, Duke University, Durham, NC, USA
- Department of Veteran Affairs Mid-Atlantic Mental Illness Research, Education and Clinical Center, Durham, NC, USA
| | - Melvin Briggs
- Brain Imaging and Analysis Center, Duke University, Durham, NC, USA
- Department of Veteran Affairs Mid-Atlantic Mental Illness Research, Education and Clinical Center, Durham, NC, USA
| | - Sarah Laskowitz
- Brain Imaging and Analysis Center, Duke University, Durham, NC, USA
- Department of Veteran Affairs Mid-Atlantic Mental Illness Research, Education and Clinical Center, Durham, NC, USA
| | - Ahmed Hussain
- Brain Imaging and Analysis Center, Duke University, Durham, NC, USA
- Department of Veteran Affairs Mid-Atlantic Mental Illness Research, Education and Clinical Center, Durham, NC, USA
| | - Samar Fouda
- Brain Imaging and Analysis Center, Duke University, Durham, NC, USA
- Department of Veteran Affairs Mid-Atlantic Mental Illness Research, Education and Clinical Center, Durham, NC, USA
- Department of Psychiatry & Behavioral Sciences, Duke School of Medicine, Durham, NC, USA
| | - Courtney Haswell
- Brain Imaging and Analysis Center, Duke University, Durham, NC, USA
- Department of Veteran Affairs Mid-Atlantic Mental Illness Research, Education and Clinical Center, Durham, NC, USA
| | - Delin Sun
- Brain Imaging and Analysis Center, Duke University, Durham, NC, USA
- Department of Veteran Affairs Mid-Atlantic Mental Illness Research, Education and Clinical Center, Durham, NC, USA
- Department of Psychology, The Education University of Hong Kong, Ting Kok, Hong Kong
| | - Lauren E Salminen
- Imaging Genetics Center, Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina del Rey, CA, USA
| | - Neda Jahanshad
- Imaging Genetics Center, Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina del Rey, CA, USA
| | - Sophia I Thomopoulos
- Imaging Genetics Center, Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina del Rey, CA, USA
| | - Dick J Veltman
- Amsterdam UMC Vrije Universiteit, Psychiatry, Amsterdam Neuroscience, Amsterdam, The Netherlands
| | - Jessie L Frijling
- Amsterdam UMC University of Amsterdam, Psychiatry, Amsterdam Neuroscience, Amsterdam, The Netherlands
- Department of Psychiatry, Erasmus University Medical Center, Rotterdam, the Netherlands
| | - Miranda Olff
- Amsterdam UMC University of Amsterdam, Psychiatry, Amsterdam Neuroscience, Amsterdam, The Netherlands
- ARQ National Psychotrauma Centre, Diemen, The Netherlands
| | - Mirjam van Zuiden
- Amsterdam UMC University of Amsterdam, Psychiatry, Amsterdam Neuroscience, Amsterdam, The Netherlands
| | - Saskia B J Koch
- Amsterdam UMC University of Amsterdam, Psychiatry, Amsterdam Neuroscience, Amsterdam, The Netherlands
- Donders Institute for Brain, Cognition and Behavior, Centre for Cognitive Neuroimaging, Radboud University Nijmegen, Nijmegen, The Netherlands
| | - Laura Nawjin
- Amsterdam UMC Vrije Universiteit, Psychiatry, Amsterdam Neuroscience, Amsterdam, The Netherlands
- Amsterdam UMC University of Amsterdam, Psychiatry, Amsterdam Neuroscience, Amsterdam, The Netherlands
| | - Li Wang
- Laboratory for Traumatic Stress Studies, Chinese Academy of Sciences Key Laboratory of Mental Health, Institute of Psychology, Chinese Academy of Sciences, Beijing, China
- Department of Psychology, University of Chinese Academy of Sciences, Beijing, China
| | - Ye Zhu
- Laboratory for Traumatic Stress Studies, Chinese Academy of Sciences Key Laboratory of Mental Health, Institute of Psychology, Chinese Academy of Sciences, Beijing, China
- Department of Psychology, University of Chinese Academy of Sciences, Beijing, China
| | - Gen Li
- Laboratory for Traumatic Stress Studies, Chinese Academy of Sciences Key Laboratory of Mental Health, Institute of Psychology, Chinese Academy of Sciences, Beijing, China
- Center for Global Health Equity, New York University Shanghai, Shanghai, China
| | - Dan J Stein
- SA MRC Unit on Risk & Resilience in Mental Disorders, Department of Psychiatry and Neuroscience Institute, University of Cape Town, Cape Town, South Africa
| | - Jonathan Ipser
- SA MRC Unit on Risk & Resilience in Mental Disorders, Department of Psychiatry and Neuroscience Institute, University of Cape Town, Cape Town, South Africa
| | - Soraya Seedat
- Department of Psychiatry, Stellenbosch University, Cape Town, South Africa
- South African Medical Research Council Unit on the Genomics of Brain Disorders (GBD), Department of Psychiatry, Stellenbosch University, Stellenbosch, South Africa
| | - Stefan du Plessis
- Department of Psychiatry, Stellenbosch University, Cape Town, South Africa
- South African Medical Research Council Unit on the Genomics of Brain Disorders (GBD), Department of Psychiatry, Stellenbosch University, Stellenbosch, South Africa
| | - Leigh L van den Heuvel
- Department of Psychiatry, Stellenbosch University, Cape Town, South Africa
- South African Medical Research Council Unit on the Genomics of Brain Disorders (GBD), Department of Psychiatry, Stellenbosch University, Stellenbosch, South Africa
| | | | - Xi Zhu
- Department of Psychiatry, Columbia University Medical Center, New York, NY, USA
- New York State Psychiatric Institute, New York, NY, USA
| | - Yoojean Kim
- New York State Psychiatric Institute, New York, NY, USA
| | - Xiaofu He
- Department of Psychiatry, Columbia University Medical Center, New York, NY, USA
- New York State Psychiatric Institute, New York, NY, USA
| | | | - Amit Lazarov
- Department of Psychiatry, Columbia University Medical Center, New York, NY, USA
- Tel-Aviv University, Tel Aviv-Yafo, Israel
| | - Yuval Neria
- Department of Psychiatry, Columbia University Medical Center, New York, NY, USA
- New York State Psychiatric Institute, New York, NY, USA
| | - Jennifer S Stevens
- Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta, GA, USA
| | - Kerry J Ressler
- Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta, GA, USA
- Division of Depression and Anxiety Disorders, McLean Hospital, Belmont, MA, USA
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA
| | - Tanja Jovanovic
- Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta, GA, USA
- Department of Psychiatry and Behavioral Neuroscience, Wayne State University School of Medicine, Detroit, MI, USA
| | - Sanne J H van Rooij
- Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta, GA, USA
| | - Negar Fani
- Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta, GA, USA
| | - Anna R Hudson
- Department of Experimental Clinical and Health Psychology, Ghent University, Ghent, Belgium
| | - Sven C Mueller
- Department of Experimental Clinical and Health Psychology, Ghent University, Ghent, Belgium
| | - Anika Sierk
- University Medical Centre Charité, Berlin, Germany
| | | | | | - Judith K Daniels
- Department of Clinical Psychology, University of Groningen, Groningen, The Netherlands
| | - Christian Schmahl
- Department of Psychosomatic Medicine and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Heidelberg, Germany
| | - Julia I Herzog
- Department of Psychosomatic Medicine and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Heidelberg, Germany
| | - Pavel Říha
- First Department of Neurology, St. Anne's University Hospital and Faculty of Medicine, Masaryk University, Brno, Czech Republic
- CEITEC-Central European Institute of Technology, Multimodal and Functional Neuroimaging Research Group, Masaryk University, Brno, Czech Republic
| | - Ivan Rektor
- CEITEC-Central European Institute of Technology, Multimodal and Functional Neuroimaging Research Group, Masaryk University, Brno, Czech Republic
| | - Lauren A M Lebois
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA
- Center for Depression, Anxiety, and Stress Research, McLean Hospital, Harvard University, Belmont, MA, USA
| | - Milissa L Kaufman
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA
- Division of Women's Mental Health, McLean Hospital, Belmont, MA, USA
| | - Elizabeth A Olson
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA
- Center for Depression, Anxiety, and Stress Research, McLean Hospital, Harvard University, Belmont, MA, USA
| | - Justin T Baker
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA
- Institute for Technology in Psychiatry, McLean Hospital, Belmont, MA, USA
| | - Isabelle M Rosso
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA
- Center for Depression, Anxiety, and Stress Research, McLean Hospital, Harvard University, Belmont, MA, USA
| | - Anthony P King
- Department of Psychiatry and Behavioral Health, Institute for Behavioral Medicine Research, The Ohio State University, Columbus, OH, USA
| | - Isreal Liberzon
- Department of Psychiatry, Texas A&M University, Bryan, Texas, USA
| | - Mike Angstadt
- Department of Psychiatry, University of Michigan, Ann Arbor, MI, USA
| | - Nicholas D Davenport
- Minneapolis VA Health Care System, Minneapolis, MN, USA
- Department of Psychiatry and Behavioral Sciences, University of Minnesota, Minneapolis, MN, USA
| | - Scott R Sponheim
- Minneapolis VA Health Care System, Minneapolis, MN, USA
- Department of Psychiatry and Behavioral Sciences, University of Minnesota, Minneapolis, MN, USA
| | - Seth G Disner
- Minneapolis VA Health Care System, Minneapolis, MN, USA
- Department of Psychiatry and Behavioral Sciences, University of Minnesota, Minneapolis, MN, USA
| | - Thomas Straube
- Institute of Medical Psychology and Systems Neuroscience, University of Münster, Münster, Germany
| | - David Hofmann
- Institute of Medical Psychology and Systems Neuroscience, University of Münster, Münster, Germany
| | - Rongfeng Qi
- Department of Medical Imaging, Jinling Hospital, Medical School of Nanjing University, Nanjing, Jiangsu, China
| | - Guang Ming Lu
- Department of Medical Imaging, Jinling Hospital, Medical School of Nanjing University, Nanjing, Jiangsu, China
| | - Lee A Baugh
- Division of Basic Biomedical Sciences, Sanford School of Medicine, University of South Dakota, Vermillion, SD, USA
- Center for Brain and Behavior Research, University of South Dakota, Vermillion, SD, USA
- Sioux Falls VA Health Care System, Sioux Falls, SD, USA
| | - Gina L Forster
- Division of Basic Biomedical Sciences, Sanford School of Medicine, University of South Dakota, Vermillion, SD, USA
- Center for Brain and Behavior Research, University of South Dakota, Vermillion, SD, USA
- Brain Health Research Centre, Department of Anatomy, University of Otago, Dunedin, New Zealand
| | - Raluca M Simons
- Center for Brain and Behavior Research, University of South Dakota, Vermillion, SD, USA
- Department of Psychology, University of South Dakota, Vermillion, SD, USA
- Disaster Mental Health Institute, Vermillion, SD, USA
| | - Jeffrey S Simons
- Sioux Falls VA Health Care System, Sioux Falls, SD, USA
- Department of Psychology, University of South Dakota, Vermillion, SD, USA
| | - Vincent A Magnotta
- Departments of Radiology, Psychiatry, and Biomedical Engineering, University of Iowa, Iowa City, IA, USA
| | - Kelene A Fercho
- Division of Basic Biomedical Sciences, Sanford School of Medicine, University of South Dakota, Vermillion, SD, USA
- Center for Brain and Behavior Research, University of South Dakota, Vermillion, SD, USA
- Sioux Falls VA Health Care System, Sioux Falls, SD, USA
- Civil Aerospace Medical Institute, US Federal Aviation Administration, Oklahoma City, OK, USA
| | - Adi Maron-Katz
- Department of Psychiatry and Behavioral Sciences, Stanford University, Stanford, CA, USA
| | - Amit Etkin
- Department of Psychiatry and Behavioral Sciences, Stanford University, Stanford, CA, USA
- VA Palo Alto Health Care System, Palo Alto, CA, USA
| | - Andrew S Cotton
- Department of Psychiatry, University of Toledo, Toledo, OH, USA
| | - Erin N O'Leary
- Department of Psychiatry, University of Toledo, Toledo, OH, USA
| | - Hong Xie
- Department of Neurosciences, University of Toledo, Toledo, OH, USA
| | - Xin Wang
- Department of Psychiatry, University of Toledo, Toledo, OH, USA
| | - Yann Quidé
- School of Psychology, University of New South Wales (UNSW) Sydney, Sydney, NSW, Australia
- Neuroscience Research Australia, Randwick, NSW, Australia
| | - Wissam El-Hage
- UMR1253, Université de Tours, Inserm, Tours, France
- CIC1415, CHRU de Tours, Inserm, Tours, France
| | - Shmuel Lissek
- Department of Psychology, University of Minnesota, Minneapolis, MN, USA
| | - Hannah Berg
- Department of Psychology, University of Minnesota, Minneapolis, MN, USA
| | - Steven Bruce
- Department of Psychological Sciences, Center for Trauma Recovery University of Missouri-St. Louis, St. Louis, MO, USA
| | - Josh Cisler
- Department of Psychiatry, University of Texas at Austin, Austin, TX, USA
| | - Marisa Ross
- Northwestern Neighborhood and Network Initiative, Northwestern University Institute for Policy Research, Evanston, IL, USA
| | - Ryan J Herringa
- School of Medicine and Public Health, University of Wisconsin Madison, Madison, WI, USA
| | - Daniel W Grupe
- Center for Healthy Minds, University of Wisconsin-Madison, Madison, WI, USA
| | - Jack B Nitschke
- Department of Psychiatry, University of Wisconsin-Madison, Madison, WI, USA
| | - Richard J Davidson
- Center for Healthy Minds, University of Wisconsin-Madison, Madison, WI, USA
- Department of Psychiatry, University of Wisconsin-Madison, Madison, WI, USA
- Department of Psychology, University of Wisconsin-Madison, Madison, WI, USA
| | - Christine L Larson
- Department of Psychology, University of Wisconsin-Milwaukee, Milwaukee, WI, USA
| | - Terri A deRoon-Cassini
- Division of Trauma and Acute Care Surgery, Department of Surgery, Medical College of Wisconsin, Milwaukee, WI, USA
- Comprehensive Injury Center, Medical College of Wisconsin, Milwaukee, WI, USA
| | - Carissa W Tomas
- Comprehensive Injury Center, Medical College of Wisconsin, Milwaukee, WI, USA
- Division of Epidemiology and Social Sciences, Institute of Health and Equity, Medical College of Wisconsin Milwaukee, Milwaukee, WI, USA
| | | | - Jennifer Urbano Blackford
- Munroe-Meyer Institute, University of Nebraska Medical Center, Omaha, NE, USA
- Department of Psychiatry and Behavioral Sciences, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Bunmi O Olatunji
- Department of Psychology, Vanderbilt University, Nashville, TN, USA
| | - William S Kremen
- Department of Psychiatry, University of California, San Diego, La Jolla, CA, USA
- Center for Behavior Genetics of Aging, University of California, San Diego, La Jolla, CA, USA
| | - Michael J Lyons
- Dept. of Psychological & Brain Sciences, Boston University, Boston, MA, USA
| | - Carol E Franz
- Department of Psychiatry, University of California, San Diego, La Jolla, CA, USA
- Center for Behavior Genetics of Aging, University of California, San Diego, La Jolla, CA, USA
| | - Evan M Gordon
- Department of Radiology, Washington University School of Medicine, St. Louis, MO, USA
| | - Geoffrey May
- Veterans Integrated Service Network-17 Center of Excellence for Research on Returning War Veterans, Waco, TX, USA
- Department of Psychology and Neuroscience, Baylor University, Waco, TX, USA
- Center for Vital Longevity, School of Behavioral and Brain Sciences, University of Texas at Dallas, Dallas, TX, USA
- Department of Psychiatry and Behavioral Science, Texas A&M University Health Science Center, Bryan, TX, USA
| | - Steven M Nelson
- Department of Pediatrics, University of Minnesota, Minneapolis, MN, USA
- Masonic Institute for the Developing Brain, Minneapolis, MN, USA
| | - Chadi G Abdallah
- Department of Psychiatry, Baylor College of Medicine, Houston, TX, USA
- Department of Psychiatry, Yale University School of Medicine, New Haven, CT, USA
| | - Ifat Levy
- Departments of Comparative Medicine, Neuroscience and Psychology, Wu Tsai Institute, Yale University, New Haven, CT, USA
- Division of Clinical Neuroscience, National Center for PTSD, West Haven, CT, USA
| | - Ilan Harpaz-Rotem
- Division of Clinical Neuroscience, National Center for PTSD, West Haven, CT, USA
- Departments of Psychiatry and of Psychology, Wu Tsai Institute, Yale University, New Haven, CT, USA
| | - John H Krystal
- Department of Psychiatry, Yale University School of Medicine, New Haven, CT, USA
- Division of Clinical Neuroscience, National Center for PTSD, West Haven, CT, USA
| | - Emily L Dennis
- Department of Neurology, University of Utah School of Medicine, Salt Lake City, UT, USA
- George E. Wahlen Veterans Affairs Medical Center, Salt Lake City, UT, USA
| | - David F Tate
- Department of Neurology, University of Utah School of Medicine, Salt Lake City, UT, USA
- George E. Wahlen Veterans Affairs Medical Center, Salt Lake City, UT, USA
| | - David X Cifu
- Department of Physical Medicine and Rehabilitation, Virginia Commonwealth University, Richmond, VA, USA
| | - William C Walker
- Department of Physical Medicine and Rehabilitation, Virginia Commonwealth University, Richmond, VA, USA
- Veterans Affairs (VA) Richmond Health Care, Richmond, VA, USA
| | - Elizabeth A Wilde
- Department of Neurology, University of Utah School of Medicine, Salt Lake City, UT, USA
- George E. Wahlen Veterans Affairs Medical Center, Salt Lake City, UT, USA
- H. Ben Taub Department of Physical Medicine and Rehabilitation, Baylor College of Medicine, Houston, TX, USA
| | - Ian H Harding
- Department of Neuroscience, Central Clinical School, Monash University, Melbourne, Vic, Australia
- Monash Biomedical Imaging, Monash University, Melbourne, Vic, Australia
| | - Rebecca Kerestes
- Department of Neuroscience, Central Clinical School, Monash University, Melbourne, Vic, Australia
| | - Paul M Thompson
- Imaging Genetics Center, Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina del Rey, CA, USA
| | - Rajendra Morey
- Brain Imaging and Analysis Center, Duke University, Durham, NC, USA
- Department of Veteran Affairs Mid-Atlantic Mental Illness Research, Education and Clinical Center, Durham, NC, USA
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5
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Wade BSC, Tate DF, Kennedy E, Bigler ED, York GE, Taylor BA, Troyanskaya M, Hovenden ES, Goodrich-Hunsaker N, Newsome MR, Dennis EL, Abildskov T, Pugh MJ, Walker WC, Kenney K, Betts A, Shih R, Welsh RC, Wilde EA. Microstructural Organization of Distributed White Matter Associated With Fine Motor Control in US Service Members With Mild Traumatic Brain Injury. J Neurotrauma 2024; 41:32-40. [PMID: 37694678 DOI: 10.1089/neu.2022.0094] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/12/2023] Open
Abstract
Mild traumatic brain injury (mTBI) is the most common form of brain injury. While most individuals recover from mTBI, roughly 20% experience persistent symptoms, potentially including reduced fine motor control. We investigate relationships between regional white matter organization and subcortical volumes associated with performance on the Grooved Pegboard (GPB) test in a large cohort of military Service Members and Veterans (SM&Vs) with and without a history of mTBI(s). Participants were enrolled in the Long-term Impact of Military-relevant Brain Injury Consortium-Chronic Effects of Neurotrauma Consortium. SM&Vs with a history of mTBI(s) (n = 847) and without mTBI (n = 190) underwent magnetic resonance imaging and the GPB test. We first examined between-group differences in GPB completion time. We then investigated associations between GPB performance and regional structural imaging measures (tractwise diffusivity, subcortical volumes, and cortical thickness) in SM&Vs with a history of mTBI(s). Lastly, we explored whether mTBI history moderated associations between imaging measures and GPB performance. SM&Vs with mTBI(s) performed worse than those without mTBI(s) on the non-dominant hand GPB test at a trend level (p < 0.1). Higher fractional anisotropy (FA) of tracts including the posterior corona radiata, superior longitudinal fasciculus, and uncinate fasciculus were associated with better GPB performance in the dominant hand in SM&Vs with mTBI(s). These findings support that the organization of several white matter bundles are associated with fine motor performance in SM&Vs. We did not observe that mTBI history moderated associations between regional FA and GPB test completion time, suggesting that chronic mTBI may not significantly influence fine motor control.
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Affiliation(s)
- Benjamin S C Wade
- TBI and Concussion Center, Department of Neurology, University of Utah, Salt Lake City, Utah, USA
- Ahmanson-Lovelace Brain Mapping Center, Department of Neurology, University of California, Los Angeles, Los Angeles, California, USA
| | - David F Tate
- TBI and Concussion Center, Department of Neurology, University of Utah, Salt Lake City, Utah, USA
- George E. Wahlen Veterans Affairs Medical Center, Salt Lake City, Utah, USA
| | - Eamonn Kennedy
- TBI and Concussion Center, Department of Neurology, University of Utah, Salt Lake City, Utah, USA
- Epidemiology, Department of Internal Medicine, University of Utah, Salt Lake City, Utah, USA
| | - Erin D Bigler
- TBI and Concussion Center, Department of Neurology, University of Utah, Salt Lake City, Utah, USA
- Department of Psychology, Brigham Young University, Provo, Utah, USA
| | | | - Brian A Taylor
- Department of Imaging Physics, the University of Texas M. D. Anderson Cancer Center, Houston, Texas, USA
| | - Maya Troyanskaya
- H. Ben Taub Department of Physical Medicine and Rehabilitation, Baylor College of Medicine, Houston, Texas, USA
- Michael E. Debakey Veterans Affairs Medical Center, Houston, Texas, USA
| | - Elizabeth S Hovenden
- TBI and Concussion Center, Department of Neurology, University of Utah, Salt Lake City, Utah, USA
| | - Naomi Goodrich-Hunsaker
- TBI and Concussion Center, Department of Neurology, University of Utah, Salt Lake City, Utah, USA
| | - Mary R Newsome
- H. Ben Taub Department of Physical Medicine and Rehabilitation, Baylor College of Medicine, Houston, Texas, USA
- Michael E. Debakey Veterans Affairs Medical Center, Houston, Texas, USA
| | - Emily L Dennis
- TBI and Concussion Center, Department of Neurology, University of Utah, Salt Lake City, Utah, USA
- George E. Wahlen Veterans Affairs Medical Center, Salt Lake City, Utah, USA
| | - Tracy Abildskov
- TBI and Concussion Center, Department of Neurology, University of Utah, Salt Lake City, Utah, USA
| | - Mary Jo Pugh
- Epidemiology, Department of Internal Medicine, University of Utah, Salt Lake City, Utah, USA
- Decision-Enhancement and Analytic Sciences Center, Department of Informatics, VA Salt Lake City Health Care System, Salt Lake City, Utah, USA
| | - William C Walker
- Physical Medicine & Rehabilitation, Virginia Commonwealth University, Richmond, Virginia, USA
| | - Kimbra Kenney
- National Intrepid Center of Excellence, Walter Reed National Military Medical Center, Bethesda, Maryland, USA
- Center for Neuroscience and Regenerative Medicine, Department of Neurology, Uniformed Services University of the Health Sciences, Bethesda, Maryland, USA
| | - Aaron Betts
- San Antonio Military Medical Center, San Antonio, Texas, USA
| | - Robert Shih
- American Institute for Radiologic Pathology, Silver Spring, Maryland, USA
| | - Robert C Welsh
- Department of Psychiatry, University of Utah, Salt Lake City, Utah, USA
| | - Elisabeth A Wilde
- TBI and Concussion Center, Department of Neurology, University of Utah, Salt Lake City, Utah, USA
- George E. Wahlen Veterans Affairs Medical Center, Salt Lake City, Utah, USA
- H. Ben Taub Department of Physical Medicine and Rehabilitation, Baylor College of Medicine, Houston, Texas, USA
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6
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Giza CC, Gioia G, Cook LJ, Asarnow R, Snyder A, Babikian T, Thompson P, Bazarian JJ, Whitlow CT, Miles CM, Otallah S, Kamins J, Didehbani N, Rosenbaum PE, Chrisman SPD, Vaughan CG, Cullum M, Popoli DM, Choe M, Gill J, Dennis EL, Donald CLM, Rivara FP. CARE4Kids Study: Endophenotypes of Persistent Post-Concussive Symptoms in Adolescents: Study Rationale and Protocol. J Neurotrauma 2024; 41:171-185. [PMID: 37463061 DOI: 10.1089/neu.2023.0073] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/20/2023] Open
Abstract
Treatment of youth concussion during the acute phase continues to evolve, and this has led to the emergence of guidelines to direct care. While symptoms after concussion typically resolve in 14-28 days, a portion (∼20%) of adolescents endorse persistent post-concussive symptoms (PPCS) beyond normal resolution. This report outlines a study implemented in response to the National Institute of Neurological Diseases and Stroke call for the development and initial clinical validation of objective biological measures to predict risk of PPCS in adolescents. We describe our plans for recruitment of a Development cohort of 11- to 17-year-old youth with concussion, and collection of autonomic, neurocognitive, biofluid, and imaging biomarkers. The most promising of these measures will then be validated in a separate Validation cohort of youth with concussion, and a final, clinically useful algorithm will be developed and disseminated. Upon completion of this study, we will have generated a battery of measures predictive of high risk for PPCS, which will allow for identification and testing of interventions to prevent PPCS in the most high-risk youth.
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Affiliation(s)
- Christopher C Giza
- Department of Neurology, UCLA School of Medicine, University of California Los Angeles, Los Angeles, California, USA
- Department of Neurosurgery, UCLA School of Medicine, University of California Los Angeles, Los Angeles, California, USA
- UCLA BrainSPORT Program, Los Angeles, California, USA
| | - Gerard Gioia
- Department of Neuropsychology, Children's National Hospital and George Washington University School of Medicine, Washington, DC, USA
| | - Lawrence J Cook
- Department of Pediatric Critical Care, University of Utah, Salt Lake City, Utah, USA
| | - Robert Asarnow
- Department of Psychiatry and Biobehavioral Sciences, UCLA School of Medicine, University of California Los Angeles, Los Angeles, California, USA
- Department of Psychology, UCLA School of Medicine, University of California Los Angeles, Los Angeles, California, USA
| | - Aliyah Snyder
- UCLA BrainSPORT Program, Los Angeles, California, USA
- Departent of Clinical and Health Psychology, University of Florida, Gainesville, Florida, USA
- Fixel Institute, University of Florida, Gainesville, Florida, USA
| | - Talin Babikian
- Department of Psychiatry and Biobehavioral Sciences, UCLA School of Medicine, University of California Los Angeles, Los Angeles, California, USA
| | - Paul Thompson
- Departments of Ophthalmology, Neurology, Psychiatry and the Behavioral Sciences, and Radiology and Engineering, University of Southern California, Los Angeles, California, USA
| | - Jeffery J Bazarian
- Department of Emergency Medicine, University of Rochester School of Medicine and Dentistry, Rochester, New York, USA
| | - Christopher T Whitlow
- Department of Radiology, Wake Forest University School of Medicine, Atrium Health Wake Forest Baptist, Winston-Salem, North Carolina, USA
- Department of Biostatistics and Data Science, Wake Forest University School of Medicine, Atrium Health Wake Forest Baptist, Winston-Salem, North Carolina, USA
| | - Christopher M Miles
- Department of Family and Community Medicine, Wake Forest University School of Medicine, Atrium Health Wake Forest Baptist, Winston-Salem, North Carolina, USA
| | - Scott Otallah
- Department of Neurology, Wake Forest University School of Medicine, Atrium Health Wake Forest Baptist, Winston-Salem, North Carolina, USA
| | - Joshua Kamins
- Department of Neurology, UCLA School of Medicine, University of California Los Angeles, Los Angeles, California, USA
| | - Nyaz Didehbani
- Department of Psychiatry, University of Texas Southwestern Medical Center, Dallas, Texas, USA
- Department of Physical Medicine and Rehabilitation, University of Texas Southwestern Medical Center, Dallas, Texas, USA
| | - Philip E Rosenbaum
- Department of Neurosurgery, UCLA School of Medicine, University of California Los Angeles, Los Angeles, California, USA
- UCLA BrainSPORT Program, Los Angeles, California, USA
| | - Sara P D Chrisman
- Department of Pediatrics, University of Washington School of Medicine University of Washington, Seattle, Washington, USA
- Center for Child Health, Behavior and Development, Seattle Children's Research Institute, Seattle, Washington, USA
| | - Christopher G Vaughan
- Department of Neuropsychology, Children's National Hospital and George Washington University School of Medicine, Washington, DC, USA
- Children's National Hospital, Washington, DC, USA
| | - Munro Cullum
- Department of Psychiatry, University of Texas Southwestern Medical Center, Dallas, Texas, USA
- Department of Neurology, University of Texas Southwestern Medical Center, Dallas, Texas, USA
- Department of Neurosurgery, University of Texas Southwestern Medical Center, Dallas, Texas, USA
| | - David M Popoli
- Department of Orthopedics and Rehabilitation, Wake Forest University School of Medicine, Atrium Health Wake Forest Baptist, Winston-Salem, North Carolina, USA
| | - Meeryo Choe
- Department of Pediatric Neurology, UCLA School of Medicine, University of California Los Angeles, Los Angeles, California, USA
| | - Jessica Gill
- School of Nursing, Johns Hopkins University, Baltimore, Maryland, USA
| | - Emily L Dennis
- TBI and Concussion Center, University of Utah, Salt Lake City, Utah, USA
- Department of Neurology, University of Utah, Salt Lake City, Utah, USA
| | - Christine L Mac Donald
- Department of Neurological Surgery, University of Washington School of Medicine University of Washington, Seattle, Washington, USA
| | - Frederick P Rivara
- Department of Pediatrics, University of Washington School of Medicine University of Washington, Seattle, Washington, USA
- Department of Epidemiology, University of Washington School of Medicine University of Washington, Seattle, Washington, USA
- Center for Child Health, Behavior and Development, Seattle Children's Research Institute, Seattle, Washington, USA
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7
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Newsome MR, Martindale SL, Davenport N, Dennis EL, Diaz M, Esopenko C, Hodges C, Jackson GR, Liu Q, Kenney K, Mayer AR, Rowland JA, Scheibel RS, Steinberg JL, Taylor BA, Tate DF, Werner JK, Walker WC, Wilde EA. Subcortical functional connectivity and its association with walking performance following deployment related mild TBI. Front Neurol 2023; 14:1276437. [PMID: 38156092 PMCID: PMC10752967 DOI: 10.3389/fneur.2023.1276437] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/11/2023] [Accepted: 09/18/2023] [Indexed: 12/30/2023] Open
Abstract
Introduction The relation between traumatic brain injury (TBI), its acute and chronic symptoms, and the potential for remote neurodegenerative disease is a priority for military research. Structural and functional connectivity (FC) of the basal ganglia, involved in motor tasks such as walking, are altered in some samples of Service Members and Veterans with TBI, but any behavioral implications are unclear and could further depend on the context in which the TBI occurred. Methods In this study, FC from caudate and pallidum seeds was measured in Service Members and Veterans with a history of mild TBI that occurred during combat deployment, Service Members and Veterans whose mild TBI occurred outside of deployment, and Service Members and Veterans who had no lifetime history of TBI. Results FC patterns differed for the two contextual types of mild TBI. Service Members and Veterans with deployment-related mild TBI demonstrated increased FC between the right caudate and lateral occipital regions relative to both the non-deployment mild TBI and TBI-negative groups. When evaluating the association between FC from the caudate and gait, the non-deployment mild TBI group showed a significant positive relationship between walking time and FC with the frontal pole, implicated in navigational planning, whereas the deployment-related mild TBI group trended towards a greater negative association between walking time and FC within the occipital lobes, associated with visuo-spatial processing during navigation. Discussion These findings have implications for elucidating subtle motor disruption in Service Members and Veterans with deployment-related mild TBI. Possible implications for future walking performance are discussed.
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Affiliation(s)
- Mary R. Newsome
- Research Service Line, George E. Wahlen VA Medical Center, Salt Lake City, UT, United States
- Traumatic Brain Injury and Concussion Center, Department of Neurology, University of Utah, Salt Lake City, UT, United States
- H. Ben Taub Department of Physical Medicine and Rehabilitation, Baylor College of Medicine, Houston, TX, United States
| | - Sarah L. Martindale
- Research and Academic Affairs Service Line, W. G. (Bill) Hefner VA Healthcare System, Salisbury, NC, United States
- Veterans Integrated Service Networks (VISN)-6 Mid-Atlantic Mental Illness, Research Education and Clinical Center (MIRECC), Durham, NC, United States
- Department of Physiology and Pharmacology, Wake Forest School of Medicine, Winston-Salem, NC, United States
| | - Nicholas Davenport
- Research Service Line, Minneapolis VA Health Care System, Minneapolis, MN, United States
- Department of Psychiatry and Behavioral Sciences, University of Minnesota, Minneapolis, MN, United States
| | - Emily L. Dennis
- Research Service Line, George E. Wahlen VA Medical Center, Salt Lake City, UT, United States
- Traumatic Brain Injury and Concussion Center, Department of Neurology, University of Utah, Salt Lake City, UT, United States
| | - Marlene Diaz
- Research Service Line, Michael E. DeBakey Veterans Affairs Medical Center, Houston, TX, United States
| | - Carrie Esopenko
- Department of Rehabilitation and Human Performance, Icahn School of Medicine, New York, NY, United States
| | - Cooper Hodges
- Department of Psychology, Brigham Young University, Provo, UT, United States
| | - George R. Jackson
- Parkinson's Disease Research, Education and Clinical Center (PADRECC), Michael E. DeBakey VA Medical Center, Houston, TX, United States
- Department of Neurology, Baylor College of Medicine, Houston, TX, United States
| | - Qisheng Liu
- Research Service Line, Michael E. DeBakey Veterans Affairs Medical Center, Houston, TX, United States
- Center for Translational Research on Inflammatory Diseases (CTRID), Baylor College of Medicine, Houston, TX, United States
| | - Kimbra Kenney
- Department of Neurology, Uniform Services University, Bethesda, MD, United States
| | - Andrew R. Mayer
- The Mind Research Network/Lovelace Biomedical and Environmental Research Institute, Albuquerque, NM, United States
- Departments of Psychiatry and Behavioral Sciences, Psychology and Neurology, University of New Mexico, Albuquerque, NM, United States
| | - Jared A. Rowland
- Research and Academic Affairs Service Line, W. G. (Bill) Hefner VA Healthcare System, Salisbury, NC, United States
- Veterans Integrated Service Networks (VISN)-6 Mid-Atlantic Mental Illness, Research Education and Clinical Center (MIRECC), Durham, NC, United States
- Department of Neurobiology and Anatomy, Wake Forest School of Medicine, Winston-Salem, NC, United States
| | - Randall S. Scheibel
- H. Ben Taub Department of Physical Medicine and Rehabilitation, Baylor College of Medicine, Houston, TX, United States
- Research Service Line, Michael E. DeBakey Veterans Affairs Medical Center, Houston, TX, United States
| | - Joel L. Steinberg
- Department of Psychiatry, Institute for Drug and Alcohol Studies, Virginia Commonwealth University, Richmond, VA, United States
| | - Brian A. Taylor
- Department of Imaging Physics, The University of Texas MD Anderson Cancer Center, Houston, TX, United States
| | - David F. Tate
- Research Service Line, George E. Wahlen VA Medical Center, Salt Lake City, UT, United States
- Traumatic Brain Injury and Concussion Center, Department of Neurology, University of Utah, Salt Lake City, UT, United States
| | - J. Kent Werner
- Department of Neurology, Uniform Services University, Bethesda, MD, United States
- National Intrepid Center of Excellence, Walter Reed National Military Medical Center, Bethesda, MD, United States
| | - William C. Walker
- Department of Physical Medicine and Rehabilitation, Virginia Commonwealth University, Richmond, VA, United States
| | - Elisabeth A. Wilde
- Research Service Line, George E. Wahlen VA Medical Center, Salt Lake City, UT, United States
- Traumatic Brain Injury and Concussion Center, Department of Neurology, University of Utah, Salt Lake City, UT, United States
- H. Ben Taub Department of Physical Medicine and Rehabilitation, Baylor College of Medicine, Houston, TX, United States
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8
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Zhu X, Kim Y, Ravid O, He X, Suarez-Jimenez B, Zilcha-Mano S, Lazarov A, Lee S, Abdallah CG, Angstadt M, Averill CL, Baird CL, Baugh LA, Blackford JU, Bomyea J, Bruce SE, Bryant RA, Cao Z, Choi K, Cisler J, Cotton AS, Daniels JK, Davenport ND, Davidson RJ, DeBellis MD, Dennis EL, Densmore M, deRoon-Cassini T, Disner SG, Hage WE, Etkin A, Fani N, Fercho KA, Fitzgerald J, Forster GL, Frijling JL, Geuze E, Gonenc A, Gordon EM, Gruber S, Grupe DW, Guenette JP, Haswell CC, Herringa RJ, Herzog J, Hofmann DB, Hosseini B, Hudson AR, Huggins AA, Ipser JC, Jahanshad N, Jia-Richards M, Jovanovic T, Kaufman ML, Kennis M, King A, Kinzel P, Koch SBJ, Koerte IK, Koopowitz SM, Korgaonkar MS, Krystal JH, Lanius R, Larson CL, Lebois LAM, Li G, Liberzon I, Lu GM, Luo Y, Magnotta VA, Manthey A, Maron-Katz A, May G, McLaughlin K, Mueller SC, Nawijn L, Nelson SM, Neufeld RWJ, Nitschke JB, O'Leary EM, Olatunji BO, Olff M, Peverill M, Phan KL, Qi R, Quidé Y, Rektor I, Ressler K, Riha P, Ross M, Rosso IM, Salminen LE, Sambrook K, Schmahl C, Shenton ME, Sheridan M, Shih C, Sicorello M, Sierk A, Simmons AN, Simons RM, Simons JS, Sponheim SR, Stein MB, Stein DJ, Stevens JS, Straube T, Sun D, Théberge J, Thompson PM, Thomopoulos SI, van der Wee NJA, van der Werff SJA, van Erp TGM, van Rooij SJH, van Zuiden M, Varkevisser T, Veltman DJ, Vermeiren RRJM, Walter H, Wang L, Wang X, Weis C, Winternitz S, Xie H, Zhu Y, Wall M, Neria Y, Morey RA. Neuroimaging-based classification of PTSD using data-driven computational approaches: A multisite big data study from the ENIGMA-PGC PTSD consortium. Neuroimage 2023; 283:120412. [PMID: 37858907 PMCID: PMC10842116 DOI: 10.1016/j.neuroimage.2023.120412] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2023] [Revised: 09/10/2023] [Accepted: 10/16/2023] [Indexed: 10/21/2023] Open
Abstract
BACKGROUND Recent advances in data-driven computational approaches have been helpful in devising tools to objectively diagnose psychiatric disorders. However, current machine learning studies limited to small homogeneous samples, different methodologies, and different imaging collection protocols, limit the ability to directly compare and generalize their results. Here we aimed to classify individuals with PTSD versus controls and assess the generalizability using a large heterogeneous brain datasets from the ENIGMA-PGC PTSD Working group. METHODS We analyzed brain MRI data from 3,477 structural-MRI; 2,495 resting state-fMRI; and 1,952 diffusion-MRI. First, we identified the brain features that best distinguish individuals with PTSD from controls using traditional machine learning methods. Second, we assessed the utility of the denoising variational autoencoder (DVAE) and evaluated its classification performance. Third, we assessed the generalizability and reproducibility of both models using leave-one-site-out cross-validation procedure for each modality. RESULTS We found lower performance in classifying PTSD vs. controls with data from over 20 sites (60 % test AUC for s-MRI, 59 % for rs-fMRI and 56 % for d-MRI), as compared to other studies run on single-site data. The performance increased when classifying PTSD from HC without trauma history in each modality (75 % AUC). The classification performance remained intact when applying the DVAE framework, which reduced the number of features. Finally, we found that the DVAE framework achieved better generalization to unseen datasets compared with the traditional machine learning frameworks, albeit performance was slightly above chance. CONCLUSION These results have the potential to provide a baseline classification performance for PTSD when using large scale neuroimaging datasets. Our findings show that the control group used can heavily affect classification performance. The DVAE framework provided better generalizability for the multi-site data. This may be more significant in clinical practice since the neuroimaging-based diagnostic DVAE classification models are much less site-specific, rendering them more generalizable.
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Affiliation(s)
- Xi Zhu
- Department of Psychiatry, Columbia University Medical Center, New York, NY, USA; New York State Psychiatric Institute, New York, NY, USA
| | - Yoojean Kim
- New York State Psychiatric Institute, New York, NY, USA
| | - Orren Ravid
- New York State Psychiatric Institute, New York, NY, USA
| | - Xiaofu He
- Department of Psychiatry, Columbia University Medical Center, New York, NY, USA
| | | | | | | | - Seonjoo Lee
- Department of Psychiatry, Columbia University Medical Center, New York, NY, USA; New York State Psychiatric Institute, New York, NY, USA
| | - Chadi G Abdallah
- Baylor College of Medicine, Houston, TX, USA; Yale University School of Medicine, New Haven, CT, USA
| | | | - Christopher L Averill
- Baylor College of Medicine, Houston, TX, USA; Yale University School of Medicine, New Haven, CT, USA
| | | | - Lee A Baugh
- Sanford School of Medicine, University of South Dakota, Vermillion, SD, USA
| | | | | | - Steven E Bruce
- Center for Trauma Recovery, Department of Psychological Sciences, University of Missouri-St. Louis, St. Louis, MO, USA
| | - Richard A Bryant
- School of Psychology, University of New South Wales, Sydney, NSW, Australia
| | - Zhihong Cao
- Department of Radiology, The Affiliated Yixing Hospital of Jiangsu University, Yixing, Jiangsu, China
| | - Kyle Choi
- University of California San Diego, La Jolla, CA, USA
| | - Josh Cisler
- Department of Psychiatry, University of Texas at Austin, Austin, TX, USA
| | | | | | | | | | | | - Emily L Dennis
- University of Utah School of Medicine, Salt Lake City, UT, USA
| | - Maria Densmore
- Departments of Psychology and Psychiatry, Neuroscience Program, Western University, London, ON, Canada; Department of Psychology, University of British Columbia, Okanagan, Kelowna, British Columbia, Canada
| | | | - Seth G Disner
- Minneapolis VA Health Care System, Minneapolis, MN, USA
| | - Wissam El Hage
- UMR 1253, CIC 1415, University of Tours, CHRU de Tours, INSERM, France
| | | | - Negar Fani
- Emory University Department of Psychiatry and Behavioral Sciences, Atlanta, GA, USA
| | - Kelene A Fercho
- Civil Aerospace Medical Institute, US Federal Aviation Administration, Oklahoma City, OK, USA
| | | | - Gina L Forster
- Brain Health Research Centre, Department of Anatomy, University of Otago, Dunedin, New Zealand
| | - Jessie L Frijling
- Department of Psychiatry, Amsterdam University Medical Centers, Academic Medical Center, University of Amsterdam, Amsterdam, The Netherlands
| | - Elbert Geuze
- Brain Research and Innovation Centre, Ministry of Defence, Utrecht, The Netherlands
| | - Atilla Gonenc
- Cognitive and Clinical Neuroimaging Core, McLean Hospital, Belmont, MA, USA
| | - Evan M Gordon
- Department of Radiology, Washington University School of Medicine, St. Louis, MO, USA
| | - Staci Gruber
- Cognitive and Clinical Neuroimaging Core, McLean Hospital, Belmont, MA, USA
| | | | - Jeffrey P Guenette
- Division of Neuroradiology, Brigham and Women's Hospital, Boston, MA, USA
| | | | - Ryan J Herringa
- School of Medicine and Public Health, University of Wisconsin-Madison, Madison, WI, USA
| | | | | | | | | | | | | | - Neda Jahanshad
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine of the University of Southern California, Marina del Rey, CA, USA
| | | | | | - Milissa L Kaufman
- Division of Women's Mental Health, McLean Hospital, Belmont, MA, USA
| | - Mitzy Kennis
- Brain Research and Innovation Centre, Ministry of Defence, Utrecht, The Netherlands
| | | | - Philipp Kinzel
- Department of Child and Adolescent Psychiatry, Psychosomatic and Psychotherapy, Ludwig Maximilian University of Munich, Munich, Germany; Psychiatry Neuroimaging Laboratory, Brigham and Women's Hospital, Boston, MA, USA
| | - Saskia B J Koch
- Donders Institute for Brain, Cognition and Behavior, Centre for Cognitive Neuroimaging, Radboud University Nijmegen, Nijmegen, The Netherlands
| | - Inga K Koerte
- Department of Child and Adolescent Psychiatry, Psychosomatic and Psychotherapy, Ludwig Maximilian University of Munich, Munich, Germany; Psychiatry Neuroimaging Laboratory, Brigham and Women's Hospital, Boston, MA, USA
| | | | | | | | - Ruth Lanius
- Department of Neuroscience, Western University, London, ON, Canada
| | | | - Lauren A M Lebois
- McLean Hospital, Belmont, MA, USA; Harvard Medical School, Boston, MA, USA
| | - Gen Li
- Institute of Psychology, Chinese Academy of Sciences, Beijing, China
| | - Israel Liberzon
- Psychiatry and Behavioral Science, Texas A&M University Health Science Center, College Station, TX, USA
| | - Guang Ming Lu
- Department of Medical Imaging, Jinling Hospital, Medical School of Nanjing University, Nanjing, Jiangsu, China
| | - Yifeng Luo
- Department of Radiology, The Affiliated Yixing Hospital of Jiangsu University, Yixing, Jiangsu, China
| | | | - Antje Manthey
- Charité Universitätsmedizin Berlin Campus Charite Mitte: Charite Universitatsmedizin Berlin, Berlin, Germany
| | | | - Geoffery May
- VISN 17 Center of Excellence for Research on Returning War Veterans, Waco, TX, USA
| | | | | | - Laura Nawijn
- Department of Psychiatry, Amsterdam University Medical Centers, VU University Medical Center, VU University, Amsterdam, The Netherlands
| | - Steven M Nelson
- Department of Pediatrics, University of Minnesota, Minneapolis, MN, USA
| | - Richard W J Neufeld
- Departments of Psychology and Psychiatry, Neuroscience Program, Western University, London, ON, Canada; Department of Psychology, University of British Columbia, Okanagan, Kelowna, British Columbia, Canada
| | | | | | - Bunmi O Olatunji
- Department of Psychology, Vanderbilt University, Nashville, TN, USA
| | - Miranda Olff
- Department of Psychiatry, Amsterdam University Medical Centers, Academic Medical Center, University of Amsterdam, Amsterdam, The Netherlands
| | | | - K Luan Phan
- Department of Psychiatry and Behavioral Health, Ohio State University, Columbus, OH, USA
| | - Rongfeng Qi
- Department of Medical Imaging, Jinling Hospital, Medical School of Nanjing University, Nanjing, Jiangsu, China
| | - Yann Quidé
- School of Psychology, University of New South Wales, Sydney, NSW, Australia; Neuroscience Research Australia, Randwick, NSW, Australia
| | | | - Kerry Ressler
- McLean Hospital, Belmont, MA, USA; Harvard Medical School, Boston, MA, USA
| | | | - Marisa Ross
- Northwestern Neighborhood and Networks Initiative, Northwestern University Institute for Policy Research, Evanston, IL, USA
| | - Isabelle M Rosso
- McLean Hospital, Belmont, MA, USA; Harvard Medical School, Boston, MA, USA
| | - Lauren E Salminen
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine of the University of Southern California, Marina del Rey, CA, USA
| | | | | | - Martha E Shenton
- Psychiatry Neuroimaging Laboratory, Brigham and Women's Hospital, Boston, MA, USA
| | | | | | | | - Anika Sierk
- Charité Universitätsmedizin Berlin Campus Charite Mitte: Charite Universitatsmedizin Berlin, Berlin, Germany
| | - Alan N Simmons
- Center of Excellence for Stress and Mental Health, VA San Diego Healthcare System, San Diego, CA, USA
| | | | | | - Scott R Sponheim
- Minneapolis VA Health Care System, Minneapolis, MN, USA; University of Minnesota, Minneapolis, MN, USA
| | | | - Dan J Stein
- University of Cape Town, Cape Town, South Africa
| | - Jennifer S Stevens
- Emory University Department of Psychiatry and Behavioral Sciences, Atlanta, GA, USA
| | | | | | - Jean Théberge
- Departments of Psychology and Psychiatry, Neuroscience Program, Western University, London, ON, Canada; Department of Psychology, University of British Columbia, Okanagan, Kelowna, British Columbia, Canada
| | - Paul M Thompson
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine of the University of Southern California, Marina del Rey, CA, USA
| | - Sophia I Thomopoulos
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine of the University of Southern California, Marina del Rey, CA, USA
| | | | | | | | - Sanne J H van Rooij
- Emory University Department of Psychiatry and Behavioral Sciences, Atlanta, GA, USA
| | - Mirjam van Zuiden
- Department of Psychiatry, Amsterdam University Medical Centers, Academic Medical Center, University of Amsterdam, Amsterdam, The Netherlands
| | - Tim Varkevisser
- Brain Research and Innovation Centre, Ministry of Defence, Utrecht, The Netherlands
| | - Dick J Veltman
- Department of Psychiatry, Amsterdam University Medical Centers, VU University Medical Center, VU University, Amsterdam, The Netherlands
| | | | - Henrik Walter
- Charité Universitätsmedizin Berlin Campus Charite Mitte: Charite Universitatsmedizin Berlin, Berlin, Germany
| | - Li Wang
- Institute of Psychology, Chinese Academy of Sciences, Beijing, China; Department of Psychology, University of Chinese Academy of Sciences, Beijing, China
| | - Xin Wang
- University of Toledo, Toledo, OH, USA
| | - Carissa Weis
- Medical College of Wisconsin, Milwaukee, WI, USA
| | - Sherry Winternitz
- Division of Women's Mental Health, McLean Hospital, Belmont, MA, USA
| | - Hong Xie
- University of Toledo, Toledo, OH, USA
| | - Ye Zhu
- Institute of Psychology, Chinese Academy of Sciences, Beijing, China
| | - Melanie Wall
- Department of Psychiatry, Columbia University Medical Center, New York, NY, USA; New York State Psychiatric Institute, New York, NY, USA
| | - Yuval Neria
- Department of Psychiatry, Columbia University Medical Center, New York, NY, USA
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9
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Keleher F, Lindsey HM, Kerestes R, Amiri H, Asarnow RF, Babikian T, Bartnik-Olson B, Bigler ED, Caeyenberghs K, Esopenko C, Ewing-Cobbs L, Giza CC, Goodrich-Hunsaker NJ, Hodges CB, Hoskinson KR, Irimia A, Königs M, Max JE, Newsome MR, Olsen A, Ryan NP, Schmidt AT, Stein DJ, Suskauer SJ, Ware AL, Wheeler AL, Zielinski BA, Thompson PM, Harding IH, Tate DF, Wilde EA, Dennis EL. Multimodal Analysis of Secondary Cerebellar Alterations After Pediatric Traumatic Brain Injury. JAMA Netw Open 2023; 6:e2343410. [PMID: 37966838 PMCID: PMC10652147 DOI: 10.1001/jamanetworkopen.2023.43410] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/27/2023] [Accepted: 10/04/2023] [Indexed: 11/16/2023] Open
Abstract
Importance Traumatic brain injury (TBI) is known to cause widespread neural disruption in the cerebrum. However, less is known about the association of TBI with cerebellar structure and how such changes may alter executive functioning. Objective To investigate alterations in subregional cerebellum volume and cerebral white matter microstructure after pediatric TBI and examine subsequent changes in executive function. Design, Setting, and Participants This retrospective cohort study combined 12 data sets (collected between 2006 and 2020) from 9 sites in the Enhancing Neuroimaging Genetics Through Meta-Analysis Consortium Pediatric TBI working group in a mega-analysis of cerebellar structure. Participants with TBI or healthy controls (some with orthopedic injury) were recruited from trauma centers, clinics, and institutional trauma registries, some of which were followed longitudinally over a period of 0.7 to 1.9 years. Healthy controls were recruited from the surrounding community. Data analysis occurred from October to December 2022. Exposure Accidental mild complicated-severe TBI (msTBI) for those in the TBI group. Some controls received a diagnosis of orthopedic injury. Main Outcomes and Measures Volume of 18 cerebellar lobules and vermal regions were estimated from 3-dimensional T1-weighted magnetic resonance imaging (MRI) scans. White matter organization in 28 regions of interest was assessed with diffusion tensor MRI. Executive function was measured by parent-reported scores from the Behavior Rating Inventory of Executive Functioning. Results A total of 598 children and adolescents (mean [SD] age, 14.05 [3.06] years; range, 5.45-19.70 years; 386 male participants [64.5%]; 212 female participants [35.5%]) were included in the study, with 314 participants in the msTBI group, and 284 participants in the non-TBI group (133 healthy individuals and 151 orthopedically injured individuals). Significantly smaller total cerebellum volume (d = -0.37; 95% CI, -0.52 to -0.22; P < .001) and subregional cerebellum volumes (eg, corpus medullare; d = -0.43; 95% CI, -0.58 to -0.28; P < .001) were observed in the msTBI group. These alterations were primarily seen in participants in the chronic phase (ie, >6 months postinjury) of injury (total cerebellar volume, d = -0.55; 95% CI, -0.75 to -0.35; P < .001). Smaller cerebellum volumes were associated with higher scores on the Behavior Rating Inventory of Executive Functioning Global Executive Composite score (β = -208.9 mm3; 95% CI, -319.0 to -98.0 mm3; P = .008) and Metacognition Index score (β = -202.5 mm3; 95% CI, -319.0 to -85.0 mm3; P = .02). In a subset of 185 participants with longitudinal data, younger msTBI participants exhibited cerebellum volume reductions (β = 0.0052 mm3; 95% CI, 0.0013 to 0.0090 mm3; P = .01), and older participants slower growth rates. Poorer white matter organization in the first months postinjury was associated with decreases in cerebellum volume over time (β=0.52 mm3; 95% CI, 0.19 to 0.84 mm3; P = .005). Conclusions and Relevance In this cohort study of pediatric msTBI, our results demonstrated robust cerebellar volume alterations associated with pediatric TBI, localized to the posterior lobe. Furthermore, longitudinal cerebellum changes were associated with baseline diffusion tensor MRI metrics, suggesting secondary cerebellar atrophy. These results provide further understanding of secondary injury mechanisms and may point to new opportunities for intervention.
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Affiliation(s)
- Finian Keleher
- TBI and Concussion Center, Department of Neurology, University of Utah School of Medicine, Salt Lake City
| | - Hannah M. Lindsey
- TBI and Concussion Center, Department of Neurology, University of Utah School of Medicine, Salt Lake City
- George E. Wahlen Veterans Affairs Medical Center, Salt Lake City, Utah
| | - Rebecca Kerestes
- Department of Neuroscience, Central Clinical School, Monash University, Melbourne, Victoria, Australia
| | - Houshang Amiri
- Institute of Neuropharmacology, Neuroscience Research Center, Kerman University of Medical Sciences, Kerman, Iran
| | - Robert F. Asarnow
- Semel Institute for Neuroscience and Human Behavior, Department of Psychiatry and Biobehavioral Sciences, University of California, Los Angeles
- Brain Research Institute, University of California, Los Angeles
- Department of Psychology, University of California, Los Angeles
| | - Talin Babikian
- Semel Institute for Neuroscience and Human Behavior, Department of Psychiatry and Biobehavioral Sciences, University of California, Los Angeles
- Steve Tisch BrainSPORT Program, University of California, Los Angeles
| | - Brenda Bartnik-Olson
- Department of Radiology, Loma Linda University Medical Center, Loma Linda, California
| | - Erin D. Bigler
- TBI and Concussion Center, Department of Neurology, University of Utah School of Medicine, Salt Lake City
- Department of Psychology, Brigham Young University, Provo, Utah
- Neuroscience Center, Brigham Young University, Provo, Utah
| | - Karen Caeyenberghs
- Cognitive Neuroscience Unit, School of Psychology, Deakin University, Geelong, Victoria, Australia
| | - Carrie Esopenko
- Department of Rehabilitation and Human Performance, Icahn School of Medicine at Mount Sinai, New York, New York
| | - Linda Ewing-Cobbs
- Children’s Learning Institute, Department of Pediatrics, University of Texas Health Science Center at Houston
| | - Christopher C. Giza
- Steve Tisch BrainSPORT Program, University of California, Los Angeles
- Division of Neurology, Department of Pediatrics, Mattel Children’s Hospital University of California, Los Angeles
- Department of Neurosurgery, David Geffen School of Medicine at the University of California, Los Angeles
| | - Naomi J. Goodrich-Hunsaker
- TBI and Concussion Center, Department of Neurology, University of Utah School of Medicine, Salt Lake City
- George E. Wahlen Veterans Affairs Medical Center, Salt Lake City, Utah
- Department of Psychology, Brigham Young University, Provo, Utah
| | - Cooper B. Hodges
- Department of Psychology, Brigham Young University, Provo, Utah
- School of Social and Behavioral Sciences, Andrews University, Berrien Springs, Michigan
| | - Kristen R. Hoskinson
- Center for Biobehavioral Health, The Abigail Wexner Research Institute at Nationwide Children’s Hospital, Columbus, Ohio
- Department of Pediatrics, The Ohio State University College of Medicine, Columbus
| | - Andrei Irimia
- Ethel Percy Andrus Gerontology Center, Leonard Davis School of Gerontology, University of Southern California, Los Angeles
- Department of Biomedical Engineering, Viterbi School of Engineering, University of Southern California, Los Angeles
| | - Marsh Königs
- Emma Neuroscience Group, Emma Children’s Hospital, Amsterdam University Medical Centers, University of Amsterdam, Amsterdam, the Netherlands
| | - Jeffrey E. Max
- Department of Psychiatry, University of California, San Diego, La Jolla
- Department of Psychiatry, Rady Children’s Hospital, San Diego, California
| | - Mary R. Newsome
- H. Ben Taub Department of Physical Medicine and Rehabilitation, Baylor College of Medicine, Houston, Texas
| | - Alexander Olsen
- Department of Psychology, Norwegian University of Science and Technology, Trondheim, Norway
- Clinic of Rehabilitation, St Olavs Hospital, Trondheim University Hospital, Trondheim, Norway
- NorHEAD-Norwegian Centre for Headache Research, Trondheim, Norway
| | - Nicholas P. Ryan
- Cognitive Neuroscience Unit, School of Psychology, Deakin University, Geelong, Victoria, Australia
- Department of Clinical Sciences, Murdoch Children’s Research Institute, Melbourne, Victoria, Australia
- Department of Paediatrics, The University of Melbourne, Melbourne, Victoria, Australia
| | - Adam T. Schmidt
- Department of Psychological Sciences, Texas Tech University, Lubbock
| | - Dan J. Stein
- South African Medical Research Council Unit on Risk and Resilience in Mental Disorders, Department of Psychiatry, Cape Town University, Cape Town, South Africa
- South African Medical Research Council Unit on Risk and Resilience in Mental Disorders, Neuroscience Institute, Cape Town University, Cape Town, South Africa
| | - Stacy J. Suskauer
- Kennedy Krieger Institute, Baltimore, Maryland
- Department of Physical Medicine and Rehabilitation, Johns Hopkins University School of Medicine, Baltimore, Maryland
- Department of Pediatrics, Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Ashley L. Ware
- TBI and Concussion Center, Department of Neurology, University of Utah School of Medicine, Salt Lake City
- Department of Psychology, Georgia State University, Atlanta
| | - Anne L. Wheeler
- Neuroscience and Mental Health Program, Hospital for Sick Children, Toronto, Ontario, Canada
- Physiology Department, University of Toronto, Toronto, Ontario, Canada
| | - Brandon A. Zielinski
- TBI and Concussion Center, Department of Neurology, University of Utah School of Medicine, Salt Lake City
- Department of Pediatrics, University of Florida, Gainesville
- Department of Pediatrics, University of Utah School of Medicine, Salt Lake City
- Department of Neurology, University of Florida, Gainesville
| | - Paul M. Thompson
- Imaging Genetics Center, Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of the University of Southern California, Marina del Rey
- Department of Neurology, University of Southern California, Los Angeles
- Department of Pediatrics, University of Southern California, Los Angeles
- Department of Psychiatry, University of Southern California, Los Angeles
- Department of Radiology, University of Southern California, Los Angeles
- Department of Engineering, University of Southern California, Los Angeles
- Department of Ophthalmology, University of Southern California, Los Angeles
| | - Ian H. Harding
- Department of Neuroscience, Central Clinical School, Monash University, Melbourne, Victoria, Australia
- Monash Biomedical Imaging, Monash University, Melbourne, Victoria, Australia
| | - David F. Tate
- TBI and Concussion Center, Department of Neurology, University of Utah School of Medicine, Salt Lake City
- George E. Wahlen Veterans Affairs Medical Center, Salt Lake City, Utah
- Department of Psychology, Brigham Young University, Provo, Utah
| | - Elisabeth A. Wilde
- TBI and Concussion Center, Department of Neurology, University of Utah School of Medicine, Salt Lake City
- George E. Wahlen Veterans Affairs Medical Center, Salt Lake City, Utah
- H. Ben Taub Department of Physical Medicine and Rehabilitation, Baylor College of Medicine, Houston, Texas
| | - Emily L. Dennis
- TBI and Concussion Center, Department of Neurology, University of Utah School of Medicine, Salt Lake City
- George E. Wahlen Veterans Affairs Medical Center, Salt Lake City, Utah
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10
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Kennedy E, Dennis EL, Lindsey HM, deRoon-Cassini T, Du Plessis S, Fani N, Kaufman ML, Koen N, Larson CL, Laskowitz S, Lebois LAM, Morey RA, Newsome MR, Palermo C, Pastorek NJ, Powers A, Scheibel R, Seedat S, Seligowski A, Stein DJ, Stevens J, Sun D, Thompson P, Troyanskaya M, van Rooij SJH, Watts AA, Tomas CW, Williams W, Hillary FG, Pugh MJ, Wilde EA, Tate DF. Harmonizing PTSD severity scales across instruments and sites. Neuropsychology 2023; 37:398-408. [PMID: 35797175 PMCID: PMC9948684 DOI: 10.1037/neu0000823] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022] Open
Abstract
OBJECTIVE The variety of instruments used to assess posttraumatic stress disorder (PTSD) allows for flexibility, but also creates challenges for data synthesis. The objective of this work was to use a multisite mega analysis to derive quantitative recommendations for equating scores across measures of PTSD severity. METHOD Empirical Bayes harmonization and linear models were used to describe and mitigate site and covariate effects. Quadratic models for converting scores across PTSD assessments were constructed using bootstrapping and tested on hold out data. RESULTS We aggregated 17 data sources and compiled an n = 5,634 sample of individuals who were assessed for PTSD symptoms. We confirmed our hypothesis that harmonization and covariate adjustments would significantly improve inference of scores across instruments. Harmonization significantly reduced cross-dataset variance (28%, p < .001), and models for converting scores across instruments were well fit (median R² = 0.985) with an average root mean squared error of 1.46 on sum scores. CONCLUSIONS These methods allow PTSD symptom severity to be placed on multiple scales and offers interesting empirical perspectives on the role of harmonization in the behavioral sciences. (PsycInfo Database Record (c) 2023 APA, all rights reserved).
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Affiliation(s)
- Eamonn Kennedy
- Department of Neurology, University of Utah School of Medicine
| | - Emily L Dennis
- Department of Neurology, University of Utah School of Medicine
| | | | - Terri deRoon-Cassini
- Department of Surgery, Division of Trauma and Acute Care Surgery, Medical College of Wisconsin
| | | | - Negar Fani
- Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine
| | | | - Nastassja Koen
- Department of Psychiatry and Mental Health, University of Cape Town
| | | | | | | | | | - Mary R Newsome
- H. Ben Taub Department of Physical Medicine and Rehabilitation, Baylor College of Medicine
| | - Cori Palermo
- Department of Psychiatry, Harvard Medical School
| | - Nicholas J Pastorek
- H. Ben Taub Department of Physical Medicine and Rehabilitation, Baylor College of Medicine
| | - Abigail Powers
- Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine
| | - Randall Scheibel
- H. Ben Taub Department of Physical Medicine and Rehabilitation, Baylor College of Medicine
| | - Soraya Seedat
- SU/UCT MRC Unit on Risk and Resilience in Mental Disorders, Department of Psychiatry, Stellenbosch University
| | | | - Dan J Stein
- Department of Psychiatry and Mental Health, University of Cape Town
| | - Jennifer Stevens
- Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine
| | - Delin Sun
- Brain Imaging and Analysis Center, Duke University
| | - Paul Thompson
- Imaging Genetics Center, Stevens Neuroimaging and Informatics Institute, Keck School of Medicine of USC
| | - Maya Troyanskaya
- H. Ben Taub Department of Physical Medicine and Rehabilitation, Baylor College of Medicine
| | - Sanne J H van Rooij
- Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine
| | | | | | | | | | - Mary Jo Pugh
- Department of Neurology, University of Utah School of Medicine
| | | | - David F Tate
- Department of Neurology, University of Utah School of Medicine
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11
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Kennedy E, Vadlamani S, Lindsey HM, Lei PW, Jo-Pugh M, Adamson M, Alda M, Alonso-Lana S, Ambrogi S, Anderson TJ, Arango C, Asarnow RF, Avram M, Ayesa-Arriola R, Babikian T, Banaj N, Bird LJ, Borgwardt S, Brodtmann A, Brosch K, Caeyenberghs K, Calhoun VD, Chiaravalloti ND, Cifu DX, Crespo-Facorro B, Dalrymple-Alford JC, Dams-O’Connor K, Dannlowski U, Darby D, Davenport N, DeLuca J, Diaz-Caneja CM, Disner SG, Dobryakova E, Ehrlich S, Esopenko C, Ferrarelli F, Frank LE, Franz C, Fuentes-Claramonte P, Genova H, Giza CC, Goltermann J, Grotegerd D, Gruber M, Gutierrez-Zotes A, Ha M, Haavik J, Hinkin C, Hoskinson KR, Hubl D, Irimia A, Jansen A, Kaess M, Kang X, Kenney K, Keřková B, Khlif MS, Kim M, Kindler J, Kircher T, Knížková K, Kolskår KK, Krch D, Kremen WS, Kuhn T, Kumari V, Kwon JS, Langella R, Laskowitz S, Lee J, Lengenfelder J, Liebel SW, Liou-Johnson V, Lippa SM, Løvstad M, Lundervold A, Marotta C, Marquardt CA, Mattos P, Mayeli A, McDonald CR, Meinert S, Melzer TR, Merchán-Naranjo J, Michel C, Morey RA, Mwangi B, Myall DJ, Nenadić I, Newsome MR, Nunes A, O’Brien T, Oertel V, Ollinger J, Olsen A, de la Foz VOG, Ozmen M, Pardoe H, Parent M, Piras F, Piras F, Pomarol-Clotet E, Repple J, Richard G, Rodriguez J, Rodriguez M, Rootes-Murdy K, Rowland J, Ryan NP, Salvador R, Sanders AM, Schmidt A, Soares JC, Spalleta G, Španiel F, Stasenko A, Stein F, Straube B, Thames A, Thomas-Odenthal F, Thomopoulos SI, Tone E, Torres I, Troyanskaya M, Turner JA, Ulrichsen KM, Umpierrez G, Vilella E, Vivash L, Walker WC, Werden E, Westlye LT, Wild K, Wroblewski A, Wu MJ, Wylie GR, Yatham LN, Zunta-Soares GB, Thompson PM, Tate DF, Hillary FG, Dennis EL, Wilde EA. Bridging Big Data: Procedures for Combining Non-equivalent Cognitive Measures from the ENIGMA Consortium. bioRxiv 2023:2023.01.16.524331. [PMID: 36712107 PMCID: PMC9882238 DOI: 10.1101/2023.01.16.524331] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 01/21/2023]
Abstract
Investigators in neuroscience have turned to Big Data to address replication and reliability issues by increasing sample sizes, statistical power, and representativeness of data. These efforts unveil new questions about integrating data arising from distinct sources and instruments. We focus on the most frequently assessed cognitive domain - memory testing - and demonstrate a process for reliable data harmonization across three common measures. We aggregated global raw data from 53 studies totaling N = 10,505 individuals. A mega-analysis was conducted using empirical bayes harmonization to remove site effects, followed by linear models adjusting for common covariates. A continuous item response theory (IRT) model estimated each individual's latent verbal learning ability while accounting for item difficulties. Harmonization significantly reduced inter-site variance while preserving covariate effects, and our conversion tool is freely available online. This demonstrates that large-scale data sharing and harmonization initiatives can address reproducibility and integration challenges across the behavioral sciences.
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Affiliation(s)
- Eamonn Kennedy
- Department of Neurology, University of Utah School of Medicine, Salt Lake City, UT, 84132
- Division of Epidemiology, University of Utah, Salt Lake City, UT, 84132
- George E. Wahlen Veterans Affairs Medical Center, Salt Lake City, UT, 84132
| | - Shashank Vadlamani
- Department of Neurology, University of Utah School of Medicine, Salt Lake City, UT, 84132
| | - Hannah M Lindsey
- Department of Neurology, University of Utah School of Medicine, Salt Lake City, UT, 84132
- George E. Wahlen Veterans Affairs Medical Center, Salt Lake City, UT, 84132
| | - Pui-Wa Lei
- Department of Educational Psychology, Counseling, and Special Education, Pennsylvania State University, University Park, PA, 16801
| | - Mary Jo-Pugh
- Department of Neurology, University of Utah School of Medicine, Salt Lake City, UT, 84132
- Division of Epidemiology, University of Utah, Salt Lake City, UT, 84132
| | - Maheen Adamson
- WRIISC-WOMEN & Rehabilitation Department, VA Palo Alto, Palo Alto, CA, USA
- Neurosurgery, Stanford School of Medicine, Stanford, CA, USA
| | - Martin Alda
- Department of Psychiatry, Dalhousie University, Halifax, Canada
| | - Silvia Alonso-Lana
- FIDMAG Research Foundation, Barcelona, Spain
- Centro Investigación Biomédica en Red Salud Mental (CIBERSAM), Madrid, Spain
| | - Sonia Ambrogi
- Laboratory of Neuropsychiatry, Santa Lucia Foundation IRCCS, Rome, Italy
| | - Tim J Anderson
- Department of Medicine, University of Otago, Christchurch, New Zealand
- New Zealand Brain Research Institute, Christchurch, New Zealand
- Department of Neurology, Te Whatu Ora – Health New Zealand Waitaha Canterbury, Christchurch, New Zealand
| | - Celso Arango
- Department of Child and Adolescent Psychiatry, Institute of Psychiatry and Mental Health, Hospital General Universitario Gregorio Marañón, IiSGM, CIBERSAM, School of Medicine, Universidad Complutense, Madrid, Spain
| | - Robert F Asarnow
- Department of Psychiatry and Biobehavioral Sciences, Semel Institute for Neuroscience and Human Behavior, UCLA, Los Angeles, CA, USA
- Brain Research Institute, UCLA, Los Angeles, CA, USA
- Department of Psychology, UCLA, Los Angeles, CA, USA
| | - Mihai Avram
- Translational Psychiatry, Department of Psychiatry and Psychotherapy, University of Lübeck, Lübeck, Germany
| | - Rosa Ayesa-Arriola
- Centro Investigación Biomédica en Red Salud Mental (CIBERSAM), Madrid, Spain
- Department of Psychiatry, Marqués de Valdecilla University Hospital, IDIVAL, School of Medicine, University of Cantabria, Santander, Spain
| | - Talin Babikian
- Department of Psychiatry and Biobehavioral Sciences, Semel Institute for Neuroscience and Human Behavior, UCLA, Los Angeles, CA, USA
- UCLA Steve Tisch BrainSPORT Program, Los Angeles, CA, USA
| | - Nerisa Banaj
- Laboratory of Neuropsychiatry, Santa Lucia Foundation IRCCS, Rome, Italy
| | - Laura J Bird
- Turner Institute for Brain and Mental Health, School of Psychological Sciences, Monash University, Clayton, Melbourne, VIC, Australia
| | - Stefan Borgwardt
- Translational Psychiatry, Department of Psychiatry and Psychotherapy, University of Lübeck, Lübeck, Germany
- Center of Brain, Behaviour and Metabolism (CBBM), University of Lübeck, Lübeck, Germany
| | - Amy Brodtmann
- Cognitive Health Initiative, Central Clinical School, Monash University, Melbourne, VIC, Australia
- Department of Medicine, Royal Melbourne Hospital, Melbourne, VIC, Australia
| | - Katharina Brosch
- Department of Psychiatry and Psychotherapy, University of Marburg, Marburg, Germany
| | - Karen Caeyenberghs
- Cognitive Neuroscience Unit, School of Psychology, Deakin University, Geelong, Australia
| | - Vince D Calhoun
- Tri-institutional Center for Translational Research in Neuroimaging and Data Science (TReNDS), Georgia State University, Georgia Institute of Technology, and Emory University University, Atlanta, GA, USA
| | - Nancy D Chiaravalloti
- Centers for Neuropsychology, Neuroscience & Traumatic Brain Injury Research, Kessler Foundation, East Hanover, NJ, USA
- Department of Physical Medicine & Rehabilitation, Rutgers, New Jersey Medical School, Newark, NJ, USA
| | - David X Cifu
- Rehabilitation Medicine Department, National Institutes of Health Clinical Center, Bethesda, MD
| | - Benedicto Crespo-Facorro
- Centro Investigación Biomédica en Red Salud Mental (CIBERSAM), Madrid, Spain
- Department of Psychiatry, Virgen del Rocio University Hospital, School of Medicine, University of Seville, IBIS, Seville, Spain
| | - John C Dalrymple-Alford
- Department of Medicine, University of Otago, Christchurch, New Zealand
- New Zealand Brain Research Institute, Christchurch, New Zealand
- School of Psychology, Speech and Hearing, University of Canterbury, Christchurch, New Zealand
| | - Kristen Dams-O’Connor
- Department of Rehabilitation and Human Performance, Icahn School of Medicine at Mount Sinai, New York, NY
- Department of Neurology, Icahn School of Medicine at Mount Sinai, New York, NY
| | - Udo Dannlowski
- Institute for Translational Psychiatry, University of Münster, Germany
| | - David Darby
- Department of Neuroscience, Monash University, Melbourne, Australia
- Department of Neurology, Alfred Health, Melbourne, Australia
- The Florey Institute of Neuroscience and Mental Health, Melbourne, Australia
| | - Nicholas Davenport
- Department of Psychiatry and Behavioral Sciences, University of Minnesota Medical School, Minneapolis, MN
- Minneapolis VA Health Care System, Minneapolis, MN
| | - John DeLuca
- Department of Physical Medicine & Rehabilitation, Rutgers, New Jersey Medical School, Newark, NJ, USA
- Kessler Foundation, East Hanover, NJ, USA
| | - Covadonga M Diaz-Caneja
- Department of Child and Adolescent Psychiatry, Institute of Psychiatry and Mental Health, Hospital General Universitario Gregorio Marañón, IiSGM, CIBERSAM, School of Medicine, Universidad Complutense, Madrid, Spain
| | - Seth G Disner
- Department of Psychiatry and Behavioral Sciences, University of Minnesota Medical School, Minneapolis, MN
- Minneapolis VA Health Care System, Minneapolis, MN
| | - Ekaterina Dobryakova
- Department of Physical Medicine & Rehabilitation, Rutgers, New Jersey Medical School, Newark, NJ, USA
- Center for Traumatic Brain Injury, Kessler Foundation, East Hanover, NJ
| | - Stefan Ehrlich
- Translational Developmental Neuroscience Section, Division of Psychological and Social Medicine and Developmental Neurosciences, Faculty of Medicine, TU Dresden, Germany
- Eating Disorders Research and Treatment Center, Department of Child and Adolescent Psychiatry, Faculty of Medicine, TU Dresden, Germany
| | - Carrie Esopenko
- Department of Rehabilitation and Human Performance, Icahn School of Medicine at Mount Sinai, New York, NY
| | - Fabio Ferrarelli
- Department of Psychiatry, University of Pittsburgh, Pittsburgh, PA, USA
| | - Lea E Frank
- Department of Psychology, University of Oregon, Eugene, OR, USA
| | - Carol Franz
- Department of Psychiatry, University of California, San Diego, La Jolla, CA, USA
- Center for Behavior Genetics of Aging, University of California, San Diego, La Jolla, CA, USA
| | - Paola Fuentes-Claramonte
- FIDMAG Research Foundation, Barcelona, Spain
- Centro Investigación Biomédica en Red Salud Mental (CIBERSAM), Madrid, Spain
| | - Helen Genova
- Department of Physical Medicine & Rehabilitation, Rutgers, New Jersey Medical School, Newark, NJ, USA
- Center for Autism Research, Kessler Foundation, East Hanover, NJ, USA
| | - Christopher C Giza
- UCLA Steve Tisch BrainSPORT Program, Los Angeles, CA, USA
- Department of Pediatrics, Division of Neurology, UCLA Mattel Children’s Hospital, Los Angeles, CA, USA
- Department of Neurosurgery, David Geffen School of Medicine at UCLA, Los Angeles, CA, USA
| | - Janik Goltermann
- Institute for Translational Psychiatry, University of Münster, Germany
| | - Dominik Grotegerd
- Institute for Translational Psychiatry, University of Münster, Germany
| | - Marius Gruber
- Institute for Translational Psychiatry, University of Münster, Germany
- Department of Psychiatry, Psychosomatic Medicine and Psychotherapy, University Hospital Frankfurt, Goethe University, Frankfurt, Germany
| | - Alfonso Gutierrez-Zotes
- Centro Investigación Biomédica en Red Salud Mental (CIBERSAM), Madrid, Spain
- Hospital Universitari Institut Pere Mata, Tarragona, Spain
- Institut d’Investiació Sanitària Pere Virgili-CERCA, Universitat Rovira i Virgili, Tarragona, Spain
| | - Minji Ha
- Department of Brain and Cognitive Sciences, Seoul National University College of Natural Sciences, Seoul, South Korea
| | - Jan Haavik
- Department of Biomedicine, University of Bergen, Bergen, Norway
- Division of Psychiatry, Haukeland University Hospital, Bergen, Norway
| | - Charles Hinkin
- Department of Psychiatry and Biobehavioral Sciences, Semel Institute for Neuroscience and Human Behavior, UCLA, Los Angeles, CA, USA
| | - Kristen R Hoskinson
- Center for Biobehavioral Health, The Abigail Wexner Research Institute at Nationwide Children’s Hospital, Columbus, OH
- Section of Pediatrics, The Ohio State University College of Medicine, Columbus, Ohio, USA
| | - Daniela Hubl
- Translational Research Centre, University Hospital of Psychiatry and Psychotherapy, University of Bern, Bern, Switzerland
| | - Andrei Irimia
- Ethel Percy Andrus Gerontology Center, Leonard Davis School of Gerontology, University of Southern California, Los Angeles, CA, USA
- Department of Biomedical Engineering, Viterbi School of Engineering, University of Southern California, Los Angeles, CA, USA
- Department of Quantitative & Computational Biology, Dornsife College of Arts & Sciences, University of Southern California, Los Angeles CA, USA
| | - Andreas Jansen
- Department of Psychiatry and Psychotherapy, University of Marburg, Marburg, Germany
| | - Michael Kaess
- University Hospital of Child and Adolescent Psychiatry and Psychotherapy, University of Bern, Bern, Switzerland
- Clinic of Child and Adolescent Psychiatry, Centre of Psychosocial Medicine, University of Heidelberg, Heidelberg, Germany
| | - Xiaojian Kang
- WRIISC-WOMEN & Rehabilitation Department, VA Palo Alto, Palo Alto, CA, USA
| | - Kimbra Kenney
- Department of Neurology, Uniformed Services University, Bethesda, MD
- National Intrepid Center of Excellence, Walter Reed National Military Medical Center, Bethesda, MD
| | | | - Mohamed Salah Khlif
- Cognitive Health Initiative, Central Clinical School, Monash University, Melbourne, VIC, Australia
| | - Minah Kim
- Department of Neuropsychiatry, Seoul National University Hospital, Seoul, South Korea
- Department of Psychiatry, Seoul National University College of Medicine, Seoul, South Korea
| | - Jochen Kindler
- University Hospital of Child and Adolescent Psychiatry and Psychotherapy, University of Bern, Bern, Switzerland
| | - Tilo Kircher
- Department of Psychiatry and Psychotherapy, University of Marburg, Marburg, Germany
| | - Karolina Knížková
- National Institute of Mental Health, Klecany, Czech Republic
- Department of Psychiatry, First Faculty of Medicine, Charles University and General University Hospital, Prague, Czech Republic
| | - Knut K Kolskår
- NORMENT, Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
- Department of Psychology, University of Oslo, Oslo, Norway
- Sunnaas Rehabilitation Hospital, Nesodden, Norway
| | - Denise Krch
- Department of Physical Medicine & Rehabilitation, Rutgers, New Jersey Medical School, Newark, NJ, USA
- Center for Traumatic Brain Injury, Kessler Foundation, East Hanover, NJ
| | - William S Kremen
- Department of Psychiatry, University of California, San Diego, La Jolla, CA, USA
- Center for Behavior Genetics of Aging, University of California, San Diego, La Jolla, CA, USA
| | - Taylor Kuhn
- Department of Psychiatry and Biobehavioral Sciences, Semel Institute for Neuroscience and Human Behavior, UCLA, Los Angeles, CA, USA
| | - Veena Kumari
- Department of Life Sciences, College of Health, Medicine and Life Sciences, Brunel University London, Uxbridge, United Kingdom
| | - Jun Soo Kwon
- Department of Brain and Cognitive Sciences, Seoul National University College of Natural Sciences, Seoul, South Korea
- Department of Neuropsychiatry, Seoul National University Hospital, Seoul, South Korea
- Department of Psychiatry, Seoul National University College of Medicine, Seoul, South Korea
| | - Roberto Langella
- Laboratory of Neuropsychiatry, Santa Lucia Foundation IRCCS, Rome, Italy
| | - Sarah Laskowitz
- Brain Imaging and Analysis Center, Duke University, Durham, NC
| | - Jungha Lee
- Department of Brain and Cognitive Sciences, Seoul National University College of Natural Sciences, Seoul, South Korea
| | - Jean Lengenfelder
- Department of Physical Medicine & Rehabilitation, Rutgers, New Jersey Medical School, Newark, NJ, USA
- Center for Traumatic Brain Injury, Kessler Foundation, East Hanover, NJ
| | - Spencer W Liebel
- Department of Neurology, University of Utah School of Medicine, Salt Lake City, UT, 84132
- George E. Wahlen Veterans Affairs Medical Center, Salt Lake City, UT, 84132
| | | | - Sara M Lippa
- National Intrepid Center of Excellence, Walter Reed National Military Medical Center, Bethesda, MD
- Department of Neuroscience, Uniformed Services University of the Health Sciences, Bethesda, MD, USA
| | - Marianne Løvstad
- Department of Psychology, University of Oslo, Oslo, Norway
- Sunnaas Rehabilitation Hospital, Nesodden, Norway
| | - Astri Lundervold
- Department of Biological and Medical Psychology, University of Bergen, Bergen, Norway
| | - Cassandra Marotta
- Department of Neuroscience, Monash University, Melbourne, Australia
- Department of Neurology, Alfred Health, Melbourne, Australia
| | - Craig A Marquardt
- Department of Psychiatry and Behavioral Sciences, University of Minnesota Medical School, Minneapolis, MN
- Minneapolis VA Health Care System, Minneapolis, MN
| | - Paulo Mattos
- Institute D’Or for Research and Education (IDOR), São Paulo, Brazil
| | - Ahmad Mayeli
- Department of Psychiatry, University of Pittsburgh, Pittsburgh, PA, USA
| | - Carrie R McDonald
- Department of Radiation Medicine and Applied Sciences and Psychiatry, UC San Diego, La Jolla, CA, USA
- Center for Multimodal Imaging and Genetics, UC San Diego, San Diego, CA, USA
| | - Susanne Meinert
- Institute for Translational Psychiatry, University of Münster, Germany
- Institute for Translational Neuroscience, University of Münster, Münster, Germany
| | - Tracy R Melzer
- Department of Medicine, University of Otago, Christchurch, New Zealand
- New Zealand Brain Research Institute, Christchurch, New Zealand
- School of Psychology, Speech and Hearing, University of Canterbury, Christchurch, New Zealand
| | - Jessica Merchán-Naranjo
- Department of Child and Adolescent Psychiatry, Institute of Psychiatry and Mental Health, Hospital General Universitario Gregorio Marañón, IiSGM, CIBERSAM, School of Medicine, Universidad Complutense, Madrid, Spain
| | - Chantal Michel
- University Hospital of Child and Adolescent Psychiatry and Psychotherapy, University of Bern, Bern, Switzerland
| | - Rajendra A Morey
- Brain Imaging and Analysis Center, Duke University, Durham, NC
- VISN 6 MIRECC, Durham VA, Durham, NC
| | - Benson Mwangi
- Center of Excellence on Mood Disorders, Louis A. Faillace, MD, Department of Psychiatry and Behavioral Sciences, McGovern Medical School, The University of Texas Health Science Center at Houston, Houston, TX, USA
| | - Daniel J Myall
- New Zealand Brain Research Institute, Christchurch, New Zealand
| | - Igor Nenadić
- Department of Psychiatry and Psychotherapy, University of Marburg, Marburg, Germany
| | - Mary R Newsome
- Michael E. DeBakey Veterans Affairs Medical Center, Houston, TX
- H. Ben Taub Department of Physical Medicine and Rehabilitation, Baylor College of Medicine, Houston, TX
| | - Abraham Nunes
- Department of Psychiatry, Dalhousie University, Halifax, Canada
- Faculty of Computer Science, Dalhousie University, Halifax, NS, Canada
| | - Terence O’Brien
- Department of Medicine, The Royal Melbourne Hospital, The University of Melbourne, Parkville, VIC, Australia
- Department of Neuroscience, The Central Clinical School, Alfred Health, Monash University, Melbourne, VIC, Australia
| | - Viola Oertel
- Department of Psychiatry, Psychosomatic Medicine and Psychotherapiey, Frankfurt University, Frankfurt, Germany
| | - John Ollinger
- National Intrepid Center of Excellence, Walter Reed National Military Medical Center, Bethesda, MD
| | - Alexander Olsen
- Department of Psychology, Norwegian University of Science and Technology, Trondheim, Norway
- Department of Physical Medicine and Rehabilitation, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway
- NorHEAD - Norwegian Centre for Headache Research, Trondheim, Norway
| | - Victor Ortiz García de la Foz
- Department of Psychiatry, Marqués de Valdecilla University Hospital, IDIVAL, School of Medicine, University of Cantabria, Santander, Spain
| | - Mustafa Ozmen
- Department of Electrical and Electronics Engineering, Antalya Bilim University, Antalya, Turkey
| | - Heath Pardoe
- The Florey Institute of Neuroscience and Mental Health, Melbourne, Australia
| | - Marise Parent
- Neuroscience Institute & Department of Psychology, Georgia State University, Atlanta, GA, USA
| | - Fabrizio Piras
- Laboratory of Neuropsychiatry, Santa Lucia Foundation IRCCS, Rome, Italy
| | - Federica Piras
- Laboratory of Neuropsychiatry, Santa Lucia Foundation IRCCS, Rome, Italy
| | | | - Jonathan Repple
- Institute for Translational Psychiatry, University of Münster, Germany
- Department of Psychiatry, Psychosomatic Medicine and Psychotherapy, University Hospital Frankfurt, Goethe University, Frankfurt, Germany
| | - Geneviève Richard
- NORMENT, Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
| | - Jonathan Rodriguez
- Department of Psychiatry, University of California, San Diego, La Jolla, CA, USA
| | - Mabel Rodriguez
- National Institute of Mental Health, Klecany, Czech Republic
| | - Kelly Rootes-Murdy
- Tri-institutional Center for Translational Research in Neuroimaging and Data Science (TReNDS), Georgia State University, Georgia Institute of Technology, and Emory University University, Atlanta, GA, USA
| | - Jared Rowland
- W.G. (Bill) Hefner VA Medical Center, Salisbury, NC
- Department of Neurobiology & Anatomy, Wake Forest School of Medicine, Winston-Salem, NC
- VA Mid-Atlantic Mental Illness Research Education and Clinical Center (MA-MIRECC), Durham, NC
| | - Nicholas P Ryan
- Cognitive Neuroscience Unit, School of Psychology, Deakin University, Geelong, Australia
- Department of Paediatrics, The University of Melbourne, Parkville, VIC, Australia
| | - Raymond Salvador
- Centro Investigación Biomédica en Red Salud Mental (CIBERSAM), Madrid, Spain
| | - Anne-Marthe Sanders
- NORMENT, Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
- Department of Psychology, University of Oslo, Oslo, Norway
- Sunnaas Rehabilitation Hospital, Nesodden, Norway
| | - Andre Schmidt
- University of Basel, Department of Psychiatry (UPK), Basel, Switzerland
| | - Jair C Soares
- Center of Excellence on Mood Disorders, Louis A. Faillace, MD, Department of Psychiatry and Behavioral Sciences, McGovern Medical School, The University of Texas Health Science Center at Houston, Houston, TX, USA
| | | | - Filip Španiel
- National Institute of Mental Health, Klecany, Czech Republic
- 3rd Faculty of Medicine Charles University, Prague, Czech Republic
| | - Alena Stasenko
- Department of Psychiatry, University of California, San Diego, La Jolla, CA, USA
- Center for Multimodal Imaging and Genetics, UC San Diego, San Diego, CA, USA
| | - Frederike Stein
- Department of Psychiatry and Psychotherapy, University of Marburg, Marburg, Germany
| | - Benjamin Straube
- Department of Psychiatry and Psychotherapy, University of Marburg, Marburg, Germany
| | - April Thames
- Department of Psychiatry and Biobehavioral Sciences, Semel Institute for Neuroscience and Human Behavior, UCLA, Los Angeles, CA, USA
| | | | - Sophia I Thomopoulos
- Imaging Genetics Center, Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina del Rey, CA, 90007
| | - Erin Tone
- Department of Psychology, Georgia State University, Atlanta, GA
| | - Ivan Torres
- Department of Psychiatry, University of British Columbia, Vancouver, BC, Canada
- British Columbia Mental Health and Substance Use Services Research Institute, Vancouver, BC, Canada
| | - Maya Troyanskaya
- Michael E. DeBakey Veterans Affairs Medical Center, Houston, TX
- H. Ben Taub Department of Physical Medicine and Rehabilitation, Baylor College of Medicine, Houston, TX
| | - Jessica A Turner
- Psychiatry and Behavioral Health, Ohio State Wexner Medical Center, Columbus, OH, USA
| | - Kristine M Ulrichsen
- NORMENT, Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
- Department of Psychology, University of Oslo, Oslo, Norway
- Sunnaas Rehabilitation Hospital, Nesodden, Norway
| | - Guillermo Umpierrez
- Division of Endocrinology, Emory University School of Medicine, Atlanta, GA, USA
| | - Elisabet Vilella
- Centro Investigación Biomédica en Red Salud Mental (CIBERSAM), Madrid, Spain
- Hospital Universitari Institut Pere Mata, Tarragona, Spain
- Institut d’Investiació Sanitària Pere Virgili-CERCA, Universitat Rovira i Virgili, Tarragona, Spain
| | - Lucy Vivash
- Department of Neuroscience, Monash University, Melbourne, Australia
- Department of Neurology, Alfred Health, Melbourne, Australia
| | - William C Walker
- Department of Physical Medicine and Rehabilitation, Virginia Commonwealth University, Richmond, VA
- Richmond Veterans Affairs (VA) Medical Center, Central Virginia VA Health Care System , Richmond, VA
| | - Emilio Werden
- The Florey Institute of Neuroscience and Mental Health, Melbourne, Australia
| | - Lars T Westlye
- NORMENT, Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
- Department of Psychology, University of Oslo, Oslo, Norway
- KG Jebsen Center for Neurodevelopmental Disorders, University of Oslo, Oslo, Norway
| | - Krista Wild
- Department of Psychology, Phoenix VA Health Care System, Phoenix, AZ, USA
| | - Adrian Wroblewski
- Department of Psychiatry and Psychotherapy, University of Marburg, Marburg, Germany
| | - Mon-Ju Wu
- Center of Excellence on Mood Disorders, Louis A. Faillace, MD, Department of Psychiatry and Behavioral Sciences, McGovern Medical School, The University of Texas Health Science Center at Houston, Houston, TX, USA
| | - Glenn R Wylie
- Department of Physical Medicine & Rehabilitation, Rutgers, New Jersey Medical School, Newark, NJ, USA
- Rocco Ortenzio Neuroimaging Center, Kessler Foundation, East Hanover, NJ, USA
| | - Lakshmi N Yatham
- Department of Psychiatry, University of British Columbia, Vancouver, BC, Canada
| | - Giovana B Zunta-Soares
- Center of Excellence on Mood Disorders, Louis A. Faillace, MD, Department of Psychiatry and Behavioral Sciences, McGovern Medical School, The University of Texas Health Science Center at Houston, Houston, TX, USA
| | - Paul M Thompson
- Imaging Genetics Center, Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina del Rey, CA, 90007
- Departments of Neurology, Pediatrics, Psychiatry, Radiology, Engineering, and Ophthalmology, USC, Los Angeles, CA, 90007
| | - David F Tate
- Department of Neurology, University of Utah School of Medicine, Salt Lake City, UT, 84132
- George E. Wahlen Veterans Affairs Medical Center, Salt Lake City, UT, 84132
| | - Frank G Hillary
- Department of Psychology, Penn State University, State College, PA, 16801
- Department of Neurology, Hershey Medical Center, State College, PA, 16801
- Social Life and Engineering Science Imaging Center, Penn State University, State College, PA, 16801
| | - Emily L Dennis
- Department of Neurology, University of Utah School of Medicine, Salt Lake City, UT, 84132
- George E. Wahlen Veterans Affairs Medical Center, Salt Lake City, UT, 84132
| | - Elisabeth A Wilde
- Department of Neurology, University of Utah School of Medicine, Salt Lake City, UT, 84132
- George E. Wahlen Veterans Affairs Medical Center, Salt Lake City, UT, 84132
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12
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Dennis EL, Newsome MR, Lindsey HM, Adamson M, Austin TA, Disner SG, Eapen BC, Esopenko C, Franz CE, Geuze E, Haswell C, Hinds SR, Hodges CB, Irimia A, Kenney K, Koerte IK, Kremen WS, Levin HS, Morey RA, Ollinger J, Rowland JA, Scheibel RS, Shenton ME, Sullivan DR, Talbert LD, Thomopoulos SI, Troyanskaya M, Walker WC, Wang X, Ware AL, Werner JK, Williams W, Thompson PM, Tate DF, Wilde EA. Altered lateralization of the cingulum in deployment-related traumatic brain injury: An ENIGMA military-relevant brain injury study. Hum Brain Mapp 2023; 44:1888-1900. [PMID: 36583562 PMCID: PMC9980891 DOI: 10.1002/hbm.26179] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/05/2022] [Revised: 11/17/2022] [Accepted: 11/23/2022] [Indexed: 12/31/2022] Open
Abstract
Traumatic brain injury (TBI) in military populations can cause disruptions in brain structure and function, along with cognitive and psychological dysfunction. Diffusion magnetic resonance imaging (dMRI) can detect alterations in white matter (WM) microstructure, but few studies have examined brain asymmetry. Examining asymmetry in large samples may increase sensitivity to detect heterogeneous areas of WM alteration in mild TBI. Through the Enhancing Neuroimaging Genetics Through Meta-Analysis Military-Relevant Brain Injury working group, we conducted a mega-analysis of neuroimaging and clinical data from 16 cohorts of Active Duty Service Members and Veterans (n = 2598). dMRI data were processed together along with harmonized demographic, injury, psychiatric, and cognitive measures. Fractional anisotropy in the cingulum showed greater asymmetry in individuals with deployment-related TBI, driven by greater left lateralization in TBI. Results remained significant after accounting for potentially confounding variables including posttraumatic stress disorder, depression, and handedness, and were driven primarily by individuals whose worst TBI occurred before age 40. Alterations in the cingulum were also associated with slower processing speed and poorer set shifting. The results indicate an enhancement of the natural left laterality of the cingulum, possibly due to vulnerability of the nondominant hemisphere or compensatory mechanisms in the dominant hemisphere. The cingulum is one of the last WM tracts to mature, reaching peak FA around 42 years old. This effect was primarily detected in individuals whose worst injury occurred before age 40, suggesting that the protracted development of the cingulum may lead to increased vulnerability to insults, such as TBI.
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Affiliation(s)
- Emily L. Dennis
- Department of NeurologyUniversity of Utah School of MedicineSalt Lake CityUtahUSA
- George E. Wahlen Veterans Affairs Salt Lake City Healthcare SystemSalt Lake CityUtahUSA
| | - Mary R. Newsome
- Michael E. DeBakey Veterans Affairs Medical CenterHoustonTexasUSA
- H. Ben Taub Department of Physical Medicine and RehabilitationBaylor College of MedicineHoustonTexasUSA
| | - Hannah M. Lindsey
- Department of NeurologyUniversity of Utah School of MedicineSalt Lake CityUtahUSA
- George E. Wahlen Veterans Affairs Salt Lake City Healthcare SystemSalt Lake CityUtahUSA
| | - Maheen Adamson
- Rehabilitation DepartmentVA Palo Alto Health Care SystemPalo AltoCaliforniaUSA
- NeurosurgeryStanford School of MedicineStanfordCaliforniaUSA
- Operational Military Exposure Network (WOMEN), VA Palo Alto Healthcare SystemCaliforniaPalo Alto94304USA
| | - Tara A. Austin
- The VA Center of Excellence for Research on Returning War VeteransWacoTexasUSA
| | - Seth G. Disner
- Minneapolis VA Health Care SystemMinneapolisMinnesottaUSA
- Department of Psychiatry and Behavioral SciencesUniversity of Minnesota Medical SchoolMinneapolisMinnesottaUSA
| | - Blessen C. Eapen
- Department of Physical Medicine and RehabilitationVA Greater Los Angeles Health Care SystemLos AngelesCaliforniaUSA
- Department of MedicineDavid Geffen School of Medicine at UCLALos AngelesCaliforniaUSA
| | - Carrie Esopenko
- Department of Rehabilitation and Human PerformanceIcahn School of Medicine at Mount SinaiNew YorkNew YorkUSA
| | - Carol E. Franz
- Department of PsychiatryUniversity of California, San DiegoLa JollaCaliforniaUSA
- Center for Behavior Genetics of AgingUniversity of California, San DiegoLa JollaCaliforniaUSA
| | - Elbert Geuze
- University Medical Center UtrechtUtrechtThe Netherlands
- Brain Research and Innovation CentreMinistry of DefenceUtrechtThe Netherlands
| | - Courtney Haswell
- Department of Psychiatry and Behavioral SciencesDuke UniversityDurhamNorth CarolinaUSA
| | - Sidney R. Hinds
- Department of NeurologyUniformed Services UniversityBethesdaMarylandUSA
| | - Cooper B. Hodges
- Department of Physical Medicine and RehabilitationVirginia Commonwealth UniversityRichmondVirginiaUSA
| | - Andrei Irimia
- Ethel Percy Andrus Gerontology Center, Leonard Davis School of GerontologyUniversity of Southern CaliforniaLos AngelesCaliforniaUSA
- Department of Biomedical EngineeringViterbi School of Engineering, University of Southern CaliforniaLos AngelesCaliforniaUSA
| | - Kimbra Kenney
- Department of NeurologyUniformed Services UniversityBethesdaMarylandUSA
- National Intrepid Center of ExcellenceWalter Reed National Military Medical CenterBethesdaMarylandUSA
| | - Inga K. Koerte
- Psychiatry Neuroimaging LaboratoryBrigham and Women's HospitalBostonMassachusettsUSA
- Department of Child and Adolescent Psychiatry, Psychosomatics and PsychotherapyLudwig‐Maximilians‐UniversitätMunichGermany
| | - William S. Kremen
- Department of PsychiatryUniversity of California, San DiegoLa JollaCaliforniaUSA
- Center for Behavior Genetics of AgingUniversity of California, San DiegoLa JollaCaliforniaUSA
- Center of Excellence for Stress and Mental HealthVA San Diego Healthcare SystemLa JollaCaliforniaUSA
| | - Harvey S. Levin
- Michael E. DeBakey Veterans Affairs Medical CenterHoustonTexasUSA
- H. Ben Taub Department of Physical Medicine and RehabilitationBaylor College of MedicineHoustonTexasUSA
| | - Rajendra A. Morey
- Department of Psychiatry and Behavioral SciencesDuke UniversityDurhamNorth CarolinaUSA
- Duke‐UNC Brain Imaging and Analysis CenterDuke UniversityDurhamNorth CarolinaUSA
- VA Mid‐Atlantic Mental Illness Research Education and Clinical Center (MA‐MIRECC)DurhamNorth CarolinaUSA
| | - John Ollinger
- National Intrepid Center of ExcellenceWalter Reed National Military Medical CenterBethesdaMarylandUSA
| | - Jared A. Rowland
- VA Mid‐Atlantic Mental Illness Research Education and Clinical Center (MA‐MIRECC)DurhamNorth CarolinaUSA
- W.G. (Bill) Hefner VA Medical CenterSalisburyNorth CarolinaUSA
- Department of Neurobiology & AnatomyWake Forest School of MedicineWinston‐SalemNorth CarolinaUSA
| | - Randall S. Scheibel
- Michael E. DeBakey Veterans Affairs Medical CenterHoustonTexasUSA
- H. Ben Taub Department of Physical Medicine and RehabilitationBaylor College of MedicineHoustonTexasUSA
| | - Martha E. Shenton
- Psychiatry Neuroimaging LaboratoryBrigham and Women's HospitalBostonMassachusettsUSA
- VA Boston Healthcare SystemBostonMassachusettsUSA
| | - Danielle R. Sullivan
- National Center for PTSDVA Boston Healthcare SystemBostonMassachusettsUSA
- Department of PsychiatryBoston University School of MedicineBostonMassachusettsUSA
| | - Leah D. Talbert
- Department of PsychologyBrigham Young UniversityProvoUtahUSA
| | - Sophia I. Thomopoulos
- Imaging Genetics CenterStevens Neuroimaging & Informatics Institute, Keck School of Medicine of USCMarina del ReyCaliforniaUSA
| | - Maya Troyanskaya
- Michael E. DeBakey Veterans Affairs Medical CenterHoustonTexasUSA
- H. Ben Taub Department of Physical Medicine and RehabilitationBaylor College of MedicineHoustonTexasUSA
| | - William C. Walker
- Department of Physical Medicine and RehabilitationVirginia Commonwealth UniversityRichmondVirginiaUSA
- Hunter Holmes McGuire Veterans Affairs Medical CenterRichmondVirginiaUSA
| | - Xin Wang
- Department of PsychiatryUniversity of ToledoToledoOhioUSA
| | - Ashley L. Ware
- Department of NeurologyUniversity of Utah School of MedicineSalt Lake CityUtahUSA
- Department of PsychologyGeorgia State UniversityAtlantaGeorgiaUSA
| | - John Kent Werner
- Department of NeurologyUniformed Services UniversityBethesdaMarylandUSA
| | - Wright Williams
- Michael E. DeBakey Veterans Affairs Medical CenterHoustonTexasUSA
| | - Paul M. Thompson
- Imaging Genetics CenterStevens Neuroimaging & Informatics Institute, Keck School of Medicine of USCMarina del ReyCaliforniaUSA
- Departments of Neurology, Pediatrics, Psychiatry, Radiology, Engineering, and OphthalmologyUSCLos AngelesCaliforniaUSA
| | - David F. Tate
- Department of NeurologyUniversity of Utah School of MedicineSalt Lake CityUtahUSA
- George E. Wahlen Veterans Affairs Salt Lake City Healthcare SystemSalt Lake CityUtahUSA
| | - Elisabeth A. Wilde
- Department of NeurologyUniversity of Utah School of MedicineSalt Lake CityUtahUSA
- George E. Wahlen Veterans Affairs Salt Lake City Healthcare SystemSalt Lake CityUtahUSA
- H. Ben Taub Department of Physical Medicine and RehabilitationBaylor College of MedicineHoustonTexasUSA
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13
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Tate DF, Dennis EL, Lindsey HM, Wilde EA. Harmonization of neuropsychological and other clinical endpoints: Pitfalls and possibilities. Neuropsychology 2023; 37:233-236. [PMID: 37011158 DOI: 10.1037/neu0000895] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/05/2023] Open
Abstract
This special issue brings together different methods for improving harmonization of existing (i.e., legacy) and future research data. We expect that when these methods are fully deployed, they will benefit research on various clinical conditions by allowing researchers to explore more nuanced questions using larger and more ethnically, socially, and economically diverse samples than previously available. (PsycInfo Database Record (c) 2023 APA, all rights reserved).
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14
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Dennis EL, Keleher F, Tate DF, Wilde EA. The Role of Neuroimaging in Evolving TBI Research and Clinical Practice. medRxiv 2023:2023.02.24.23286258. [PMID: 36865222 PMCID: PMC9980266 DOI: 10.1101/2023.02.24.23286258] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/28/2023]
Abstract
Neuroimaging technologies such as computed tomography (CT) and magnetic resonance imaging (MRI) have been widely adopted in the clinical diagnosis and management of traumatic brain injury (TBI), particularly at the more acute and severe levels of injury. Additionally, a number of advanced applications of MRI have been employed in TBI-related clinical research with great promise, and researchers have used these techniques to better understand underlying mechanisms, progression of secondary injury and tissue perturbation over time, and relation of focal and diffuse injury to later outcome. However, the acquisition and analysis time, the cost of these and other imaging modalities, and the need for specialized expertise have represented historical barriers in extending these tools in clinical practice. While group studies are important in detecting patterns, heterogeneity among patient presentation and limited sample sizes from which to compare individual level data to well-developed normative data have also played a role in the limited translatability of imaging to wider clinical application. Fortunately, the field of TBI has benefitted from increased public and scientific awareness of the prevalence and impact of TBI, particularly in head injury related to recent military conflicts and sport-related concussion. This awareness parallels an increase in federal funding in the United States and other countries allocated to investigation in these areas. In this article we summarize funding and publication trends since the mainstream adoption of imaging in TBI to elucidate evolving trends and priorities in the application of different techniques and patient populations. We also review recent and ongoing efforts to advance the field through promoting reproducibility, data sharing, big data analytic methods, and team science. Finally, we discuss international collaborative efforts to combine and harmonize neuroimaging, cognitive, and clinical data, both prospectively and retrospectively. Each of these represent unique, but related, efforts that facilitate closing gaps between the use of advanced imaging solely as a research tool and the use of it in clinical diagnosis, prognosis, and treatment planning and monitoring.
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Affiliation(s)
- Emily L Dennis
- Traumatic Brain Injury and Concussion Center, Department of Neurology, University of Utah School of Medicine, Salt Lake City, UT
- George E. Wahlen Veterans Affairs Medical Center, Salt Lake City, UT
| | - Finian Keleher
- Traumatic Brain Injury and Concussion Center, Department of Neurology, University of Utah School of Medicine, Salt Lake City, UT
| | - David F Tate
- Traumatic Brain Injury and Concussion Center, Department of Neurology, University of Utah School of Medicine, Salt Lake City, UT
- George E. Wahlen Veterans Affairs Medical Center, Salt Lake City, UT
| | - Elisabeth A Wilde
- Traumatic Brain Injury and Concussion Center, Department of Neurology, University of Utah School of Medicine, Salt Lake City, UT
- George E. Wahlen Veterans Affairs Medical Center, Salt Lake City, UT
- Baylor College of Medicine, Houston, TX
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15
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Smevik H, Habli S, Saksvik SB, Kliem E, Evensmoen HR, Conde V, Petroni A, Asarnow RF, Dennis EL, Eikenes L, Kallestad H, Sand T, Thompson PM, Saksvik-Lehouillier I, Håberg AK, Olsen A. Poorer sleep health is associated with altered brain activation during cognitive control processing in healthy adults. Cereb Cortex 2023:7036616. [PMID: 36790738 DOI: 10.1093/cercor/bhad024] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/28/2022] [Revised: 01/15/2023] [Accepted: 01/17/2023] [Indexed: 02/16/2023] Open
Abstract
This study investigated how proactive and reactive cognitive control processing in the brain was associated with habitual sleep health. BOLD fMRI data were acquired from 81 healthy adults with normal sleep (41 females, age 20.96-39.58 years) during a test of cognitive control (Not-X-CPT). Sleep health was assessed in the week before MRI scanning, using both objective (actigraphy) and self-report measures. Multiple measures indicating poorer sleep health-including later/more variable sleep timing, later chronotype preference, more insomnia symptoms, and lower sleep efficiency-were associated with stronger and more widespread BOLD activations in fronto-parietal and subcortical brain regions during cognitive control processing (adjusted for age, sex, education, and fMRI task performance). Most associations were found for reactive cognitive control activation, indicating that poorer sleep health is linked to a "hyper-reactive" brain state. Analysis of time-on-task effects showed that, with longer time on task, poorer sleep health was predominantly associated with increased proactive cognitive control activation, indicating recruitment of additional neural resources over time. Finally, shorter objective sleep duration was associated with lower BOLD activation with time on task and poorer task performance. In conclusion, even in "normal sleepers," relatively poorer sleep health is associated with altered cognitive control processing, possibly reflecting compensatory mechanisms and/or inefficient neural processing.
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Affiliation(s)
- Hanne Smevik
- Department of Psychology, Norwegian University of Science and Technology, Trondheim, Norway.,NorHEAD - Norwegian Centre for Headache Research, Norwegian University of Science and Technology, Trondheim, Norway.,Department of Physical Medicine and Rehabilitation, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway
| | - Sarah Habli
- Department of Psychology, Norwegian University of Science and Technology, Trondheim, Norway.,NorHEAD - Norwegian Centre for Headache Research, Norwegian University of Science and Technology, Trondheim, Norway
| | - Simen Berg Saksvik
- Department of Physical Medicine and Rehabilitation, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway.,Department of Mental Health, Norwegian University of Science and Technology, Trondheim, Norway
| | - Elisabeth Kliem
- Department of Psychology, Norwegian University of Science and Technology, Trondheim, Norway
| | - Hallvard Røe Evensmoen
- Department of Neuromedicine and Movement Science, Norwegian University of Science and Technology, Trondheim, Norway.,Department of Radiology and Nuclear Medicine, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway
| | - Virginia Conde
- Department of Psychology, Norwegian University of Science and Technology, Trondheim, Norway.,Multimodal Imaging and Cognitive Control Lab, Department of Psychology, University of Oslo, Oslo, Norway
| | - Agustin Petroni
- Department of Psychology, Norwegian University of Science and Technology, Trondheim, Norway.,Laboratorio de Inteligencia Artificial Aplicada, Instituto de Ciencias de la Computación, Universidad de Buenos Aires - CONICET, Buenos Aires, Argentina
| | - Robert F Asarnow
- Department of Psychiatry and Biobehavioral Science, David Geffen School of Medicine, UCLA, Los Angeles, CA, USA.,UCLA School of Medicine; Department of Psychology, UCLA, Los Angeles, CA, USA.,Brain Research Institute, UCLA, Los Angeles, CA, USA
| | - Emily L Dennis
- TBI and Concussion Center, Department of Neurology, University of Utah School of Medicine, Salt Lake City, UT, USA
| | - Live Eikenes
- Department of Circulation and Medical Imaging, Norwegian University of Science and Technology, Trondheim, Norway
| | - Håvard Kallestad
- Department of Mental Health, Norwegian University of Science and Technology, Trondheim, Norway.,Department of Mental Healthcare, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway
| | - Trond Sand
- NorHEAD - Norwegian Centre for Headache Research, Norwegian University of Science and Technology, Trondheim, Norway.,Department of Neuromedicine and Movement Science, Norwegian University of Science and Technology, Trondheim, Norway.,Department of Neurology and Clinical Neurophysiology, St. Olavs Hospital, Trondheim, Norway
| | - Paul M Thompson
- Imaging Genetics Center, Mark & Mary Stevens Neuroimaging & Informatics Institute, Keck School of Medicine, USC, Los Angeles, CA, USA
| | | | - Asta Kristine Håberg
- Department of Neuromedicine and Movement Science, Norwegian University of Science and Technology, Trondheim, Norway.,Department of Radiology and Nuclear Medicine, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway
| | - Alexander Olsen
- Department of Psychology, Norwegian University of Science and Technology, Trondheim, Norway.,NorHEAD - Norwegian Centre for Headache Research, Norwegian University of Science and Technology, Trondheim, Norway.,Department of Physical Medicine and Rehabilitation, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway
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16
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Bickart KC, Olsen A, Dennis EL, Babikian T, Hoffman AN, Snyder A, Sheridan CA, Fischer JT, Giza CC, Choe MC, Asarnow RF. Frontoamygdala hyperconnectivity predicts affective dysregulation in adolescent moderate-severe TBI. Front Rehabil Sci 2023; 3:1064215. [PMID: 36684686 PMCID: PMC9845889 DOI: 10.3389/fresc.2022.1064215] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/08/2022] [Accepted: 11/29/2022] [Indexed: 01/06/2023]
Abstract
In survivors of moderate to severe traumatic brain injury (msTBI), affective disruptions often remain underdetected and undertreated, in part due to poor understanding of the underlying neural mechanisms. We hypothesized that limbic circuits are integral to affective dysregulation in msTBI. To test this, we studied 19 adolescents with msTBI 17 months post-injury (TBI: M age 15.6, 5 females) as well as 44 matched healthy controls (HC: M age 16.4, 21 females). We leveraged two previously identified, large-scale resting-state (rsfMRI) networks of the amygdala to determine whether connectivity strength correlated with affective problems in the adolescents with msTBI. We found that distinct amygdala networks differentially predicted externalizing and internalizing behavioral problems in patients with msTBI. Specifically, patients with the highest medial amygdala connectivity were rated by parents as having greater externalizing behavioral problems measured on the BRIEF and CBCL, but not cognitive problems. The most correlated voxels in that network localize to the rostral anterior cingulate (rACC) and posterior cingulate (PCC) cortices, predicting 48% of the variance in externalizing problems. Alternatively, patients with the highest ventrolateral amygdala connectivity were rated by parents as having greater internalizing behavioral problems measured on the CBCL, but not cognitive problems. The most correlated voxels in that network localize to the ventromedial prefrontal cortex (vmPFC), predicting 57% of the variance in internalizing problems. Both findings were independent of potential confounds including ratings of TBI severity, time since injury, lesion burden based on acute imaging, demographic variables, and other non-amygdalar rsfMRI metrics (e.g., rACC to PCC connectivity), as well as macro- and microstructural measures of limbic circuitry (e.g., amygdala volume and uncinate fasciculus fractional anisotropy). Supporting the clinical significance of these findings, patients with msTBI had significantly greater externalizing problem ratings than healthy control participants and all the brain-behavior findings were specific to the msTBI group in that no similar correlations were found in the healthy control participants. Taken together, frontoamygdala pathways may underlie chronic dysregulation of behavior and mood in patients with msTBI. Future work will focus on neuromodulation techniques to directly affect frontoamygdala pathways with the aim to mitigate such dysregulation problems.
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Affiliation(s)
- Kevin C. Bickart
- BrainSPORT, Department of Neurosurgery, UCLA, Los Angeles, CA, United States,Department of Neurology, UCLA, Los Angeles, CA, United States,Correspondence: Kevin C. Bickart
| | - Alexander Olsen
- Department of Psychiatry and Biobehavioral Sciences, UCLA, Los Angeles, CA, United States,Department of Psychology, Norwegian University of Science and Technology, Trondheim, Norway,Department of Physical Medicine and Rehabilitation, St. Olavs Hospital, University Hospital, Trondheim, Norway
| | - Emily L. Dennis
- TBI and Concussion Center, Department of Neurology, University of Utah, Salt Lake City, UT, United States
| | - Talin Babikian
- BrainSPORT, Department of Neurosurgery, UCLA, Los Angeles, CA, United States,Department of Psychiatry and Biobehavioral Sciences, UCLA, Los Angeles, CA, United States
| | - Ann N. Hoffman
- BrainSPORT, Department of Neurosurgery, UCLA, Los Angeles, CA, United States
| | - Aliyah Snyder
- BrainSPORT, Department of Neurosurgery, UCLA, Los Angeles, CA, United States,Department of Psychiatry and Biobehavioral Sciences, UCLA, Los Angeles, CA, United States
| | - Christopher A. Sheridan
- Wake Forest School of Medicine, Radiology Informatics and Image Processing Laboratory, Winston-Salem, NC, United States,Wake Forest School of Medicine, Department of Radiology, Section of Neuroradiology, Winston-Salem, NC, United States
| | - Jesse T. Fischer
- BrainSPORT, Department of Neurosurgery, UCLA, Los Angeles, CA, United States,Department of Psychiatry and Biobehavioral Sciences, UCLA, Los Angeles, CA, United States
| | - Christopher C. Giza
- BrainSPORT, Department of Neurosurgery, UCLA, Los Angeles, CA, United States,UCLA Mattel Children's Hospital, Department of Pediatrics, Division of Neurology, Los Angeles, CA, United States
| | - Meeryo C. Choe
- BrainSPORT, Department of Neurosurgery, UCLA, Los Angeles, CA, United States,UCLA Mattel Children's Hospital, Department of Pediatrics, Division of Neurology, Los Angeles, CA, United States
| | - Robert F. Asarnow
- BrainSPORT, Department of Neurosurgery, UCLA, Los Angeles, CA, United States,Department of Psychiatry and Biobehavioral Sciences, UCLA, Los Angeles, CA, United States
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17
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Harris AD, Amiri H, Bento M, Cohen R, Ching CRK, Cudalbu C, Dennis EL, Doose A, Ehrlich S, Kirov II, Mekle R, Oeltzschner G, Porges E, Souza R, Tam FI, Taylor B, Thompson PM, Quidé Y, Wilde EA, Williamson J, Lin AP, Bartnik-Olson B. Harmonization of multi-scanner in vivo magnetic resonance spectroscopy: ENIGMA consortium task group considerations. Front Neurol 2023; 13:1045678. [PMID: 36686533 PMCID: PMC9845632 DOI: 10.3389/fneur.2022.1045678] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2022] [Accepted: 12/06/2022] [Indexed: 01/06/2023] Open
Abstract
Magnetic resonance spectroscopy is a powerful, non-invasive, quantitative imaging technique that allows for the measurement of brain metabolites that has demonstrated utility in diagnosing and characterizing a broad range of neurological diseases. Its impact, however, has been limited due to small sample sizes and methodological variability in addition to intrinsic limitations of the method itself such as its sensitivity to motion. The lack of standardization from a data acquisition and data processing perspective makes it difficult to pool multiple studies and/or conduct multisite studies that are necessary for supporting clinically relevant findings. Based on the experience of the ENIGMA MRS work group and a review of the literature, this manuscript provides an overview of the current state of MRS data harmonization. Key factors that need to be taken into consideration when conducting both retrospective and prospective studies are described. These include (1) MRS acquisition issues such as pulse sequence, RF and B0 calibrations, echo time, and SNR; (2) data processing issues such as pre-processing steps, modeling, and quantitation; and (3) biological factors such as voxel location, age, sex, and pathology. Various approaches to MRS data harmonization are then described including meta-analysis, mega-analysis, linear modeling, ComBat and artificial intelligence approaches. The goal is to provide both novice and experienced readers with the necessary knowledge for conducting MRS data harmonization studies.
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Affiliation(s)
- Ashley D. Harris
- Department of Radiology, University of Calgary, Calgary, AB, Canada,Hotchkiss Brain Institute, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
| | - Houshang Amiri
- Neuroscience Research Center, Institute of Neuropharmacology, Kerman University of Medical Sciences, Kerman, Iran
| | - Mariana Bento
- Hotchkiss Brain Institute, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada,Department of Biomedical Engineering, Schulich School of Engineering, University of Calgary, Calgary, AB, Canada
| | - Ronald Cohen
- Department of Clinical and Health Psychology, College of Public Health and Health Professions, University of Florida, Gainesville, FL, United States
| | - Christopher R. K. Ching
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, Los Angeles, CA, United States
| | - Christina Cudalbu
- CIBM Center for Biomedical Imaging, Lausanne, Switzerland,Animal Imaging and Technology, Ecole Polytechnique Fédérale de Lausanne (EPFL), Lausanne, Switzerland
| | - Emily L. Dennis
- TBI and Concussion Center, Department of Neurology, University of Utah, Salt Lake City, UT, United States
| | - Arne Doose
- Division of Psychological and Social Medicine and Developmental Neurosciences, Faculty of Medicine, Technische Universität Dresden, Dresden, Germany
| | - Stefan Ehrlich
- Division of Psychological and Social Medicine and Developmental Neurosciences, Faculty of Medicine, Technische Universität Dresden, Dresden, Germany
| | - Ivan I. Kirov
- Department of Radiology, Center for Advanced Imaging Innovation and Research, New York University Grossman School of Medicine, New York, NY, United States
| | - Ralf Mekle
- Center for Stroke Research Berlin, Charité-Universitätsmedizin Berlin, Berlin, Germany
| | - Georg Oeltzschner
- Russell H. Morgan Department of Radiology and Radiological Science, The Johns Hopkins University School of Medicine, Baltimore, MD, United States
| | - Eric Porges
- Department of Clinical and Health Psychology, College of Public Health and Health Professions, University of Florida, Gainesville, FL, United States
| | - Roberto Souza
- Hotchkiss Brain Institute, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada,Department of Electrical and Software Engineering, Schulich School of Engineering, University of Calgary, Calgary, AB, Canada
| | - Friederike I. Tam
- Division of Psychological and Social Medicine and Developmental Neurosciences, Faculty of Medicine, Technische Universität Dresden, Dresden, Germany
| | - Brian Taylor
- Division of Diagnostic Imaging, Department of Imaging Physics, The University of Texas MD Anderson Cancer Center, Houston, TX, United States
| | - Paul M. Thompson
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, Los Angeles, CA, United States
| | - Yann Quidé
- School of Psychology, University of New South Wales (UNSW), Sydney, NSW, Australia
| | - Elisabeth A. Wilde
- TBI and Concussion Center, Department of Neurology, University of Utah, Salt Lake City, UT, United States
| | - John Williamson
- Department of Clinical and Health Psychology, College of Public Health and Health Professions, University of Florida, Gainesville, FL, United States
| | - Alexander P. Lin
- Center for Clinical Spectroscopy, Department of Radiology, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, United States
| | - Brenda Bartnik-Olson
- Department of Radiology, Loma Linda University Medical Center, Loma Linda, CA, United States,*Correspondence: Brenda Bartnik-Olson ✉
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Dennis EL, Veer IM, Descoteaux M, Tate DF, Wilde EA. Editorial: Harmonization strategies and considerations in neuroimaging studies. Front Neurol 2023; 14:1165263. [PMID: 36959827 PMCID: PMC10028274 DOI: 10.3389/fneur.2023.1165263] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/2023] [Accepted: 02/16/2023] [Indexed: 03/09/2023] Open
Affiliation(s)
- Emily L. Dennis
- Department of Neurology, The University of Utah, Salt Lake City, UT, United States
- *Correspondence: Emily L. Dennis
| | - Ilya M. Veer
- Developmental Psychology, University of Amsterdam, Amsterdam, Netherlands
| | - Maxime Descoteaux
- Department of Computer Science, Université de Sherbrooke, Sherbrooke, QC, Canada
| | - David F. Tate
- Department of Neurology, The University of Utah, Salt Lake City, UT, United States
| | - Elisabeth A. Wilde
- Department of Neurology, The University of Utah, Salt Lake City, UT, United States
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19
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Sun D, Rakesh G, Haswell CC, Logue M, Baird CL, O'Leary EN, Cotton AS, Xie H, Tamburrino M, Chen T, Dennis EL, Jahanshad N, Salminen LE, Thomopoulos SI, Rashid F, Ching CRK, Koch SBJ, Frijling JL, Nawijn L, van Zuiden M, Zhu X, Suarez-Jimenez B, Sierk A, Walter H, Manthey A, Stevens JS, Fani N, van Rooij SJH, Stein M, Bomyea J, Koerte IK, Choi K, van der Werff SJA, Vermeiren RRJM, Herzog J, Lebois LAM, Baker JT, Olson EA, Straube T, Korgaonkar MS, Andrew E, Zhu Y, Li G, Ipser J, Hudson AR, Peverill M, Sambrook K, Gordon E, Baugh L, Forster G, Simons RM, Simons JS, Magnotta V, Maron-Katz A, du Plessis S, Disner SG, Davenport N, Grupe DW, Nitschke JB, deRoon-Cassini TA, Fitzgerald JM, Krystal JH, Levy I, Olff M, Veltman DJ, Wang L, Neria Y, De Bellis MD, Jovanovic T, Daniels JK, Shenton M, van de Wee NJA, Schmahl C, Kaufman ML, Rosso IM, Sponheim SR, Hofmann DB, Bryant RA, Fercho KA, Stein DJ, Mueller SC, Hosseini B, Phan KL, McLaughlin KA, Davidson RJ, Larson CL, May G, Nelson SM, Abdallah CG, Gomaa H, Etkin A, Seedat S, Harpaz-Rotem I, Liberzon I, van Erp TGM, Quidé Y, Wang X, Thompson PM, Morey RA. A comparison of methods to harmonize cortical thickness measurements across scanners and sites. Neuroimage 2022; 261:119509. [PMID: 35917919 PMCID: PMC9648725 DOI: 10.1016/j.neuroimage.2022.119509] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/24/2021] [Revised: 07/07/2022] [Accepted: 07/22/2022] [Indexed: 12/02/2022] Open
Abstract
Results of neuroimaging datasets aggregated from multiple sites may be biased by site-specific profiles in participants' demographic and clinical characteristics, as well as MRI acquisition protocols and scanning platforms. We compared the impact of four different harmonization methods on results obtained from analyses of cortical thickness data: (1) linear mixed-effects model (LME) that models site-specific random intercepts (LMEINT), (2) LME that models both site-specific random intercepts and age-related random slopes (LMEINT+SLP), (3) ComBat, and (4) ComBat with a generalized additive model (ComBat-GAM). Our test case for comparing harmonization methods was cortical thickness data aggregated from 29 sites, which included 1,340 cases with posttraumatic stress disorder (PTSD) (6.2-81.8 years old) and 2,057 trauma-exposed controls without PTSD (6.3-85.2 years old). We found that, compared to the other data harmonization methods, data processed with ComBat-GAM was more sensitive to the detection of significant case-control differences (Χ2(3) = 63.704, p < 0.001) as well as case-control differences in age-related cortical thinning (Χ2(3) = 12.082, p = 0.007). Both ComBat and ComBat-GAM outperformed LME methods in detecting sex differences (Χ2(3) = 9.114, p = 0.028) in regional cortical thickness. ComBat-GAM also led to stronger estimates of age-related declines in cortical thickness (corrected p-values < 0.001), stronger estimates of case-related cortical thickness reduction (corrected p-values < 0.001), weaker estimates of age-related declines in cortical thickness in cases than controls (corrected p-values < 0.001), stronger estimates of cortical thickness reduction in females than males (corrected p-values < 0.001), and stronger estimates of cortical thickness reduction in females relative to males in cases than controls (corrected p-values < 0.001). Our results support the use of ComBat-GAM to minimize confounds and increase statistical power when harmonizing data with non-linear effects, and the use of either ComBat or ComBat-GAM for harmonizing data with linear effects.
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Affiliation(s)
- Delin Sun
- Brain Imaging and Analysis Center, Duke University, Durham, NC, USA.; Department of Veteran Affairs (VA) Mid-Atlantic Mental Illness Research, Education and Clinical Center, Durham, NC, USA.; Department of Psychology, The Education University of Hong Kong, Hong Kong, China
| | - Gopalkumar Rakesh
- Brain Imaging and Analysis Center, Duke University, Durham, NC, USA.; Department of Veteran Affairs (VA) Mid-Atlantic Mental Illness Research, Education and Clinical Center, Durham, NC, USA
| | - Courtney C Haswell
- Brain Imaging and Analysis Center, Duke University, Durham, NC, USA.; Department of Veteran Affairs (VA) Mid-Atlantic Mental Illness Research, Education and Clinical Center, Durham, NC, USA
| | - Mark Logue
- National Center for PTSD, VA Boston Healthcare System, Boston, MA, USA.; Department of Psychiatry, Boston University School of Medicine, Boston, MA, USA.; Biomedical Genetics, Boston University School of Medicine, Boston, MA, USA.; Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - C Lexi Baird
- Brain Imaging and Analysis Center, Duke University, Durham, NC, USA.; Department of Veteran Affairs (VA) Mid-Atlantic Mental Illness Research, Education and Clinical Center, Durham, NC, USA
| | - Erin N O'Leary
- Department of Psychiatry, University of Toledo, Toledo, OH, USA
| | - Andrew S Cotton
- Department of Psychiatry, University of Toledo, Toledo, OH, USA
| | - Hong Xie
- Department of Psychiatry, University of Toledo, Toledo, OH, USA
| | | | - Tian Chen
- Department of Psychiatry, University of Toledo, Toledo, OH, USA.; Psychiatry Neuroimaging Laboratory, Brigham & Women's Hospital, Boston, MA, USA
| | - Emily L Dennis
- Psychiatry Neuroimaging Laboratory, Brigham & Women's Hospital, Boston, MA, USA.; Imaging Genetics Center, Mark & Mary Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina del Rey, CA, USA.; Department of Neurology, University of Utah, Salt Lake City, UT, USA.; Stanford Neurodevelopment, Affect, and Psychopathology Laboratory, Stanford, CA, USA
| | - Neda Jahanshad
- Imaging Genetics Center, Mark & Mary Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina del Rey, CA, USA
| | - Lauren E Salminen
- Imaging Genetics Center, Mark & Mary Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina del Rey, CA, USA
| | - Sophia I Thomopoulos
- Imaging Genetics Center, Mark & Mary Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina del Rey, CA, USA
| | - Faisal Rashid
- Imaging Genetics Center, Mark & Mary Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina del Rey, CA, USA
| | - Christopher R K Ching
- Imaging Genetics Center, Mark & Mary Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina del Rey, CA, USA
| | - Saskia B J Koch
- Department of Psychiatry, Amsterdam University Medical Centers, Academic Medical Center, University of Amsterdam, Amsterdam, The Netherlands.; Donders Institute for Brain, Cognition and Behavior, Centre for Cognitive Neuroimaging, Radboud University Nijmegen, Nijmegen, The Netherlands
| | - Jessie L Frijling
- Department of Psychiatry, Amsterdam University Medical Centers, Academic Medical Center, University of Amsterdam, Amsterdam, The Netherlands
| | - Laura Nawijn
- Department of Psychiatry, Amsterdam University Medical Centers, Academic Medical Center, University of Amsterdam, Amsterdam, The Netherlands.; Department of Psychiatry, Amsterdam University Medical Centers, VU University Medical Center, VU University, Amsterdam, The Netherlands
| | - Mirjam van Zuiden
- Department of Psychiatry, Amsterdam University Medical Centers, Academic Medical Center, University of Amsterdam, Amsterdam, The Netherlands
| | - Xi Zhu
- Department of Psychiatry, Columbia University Medical Center, New York, NY, USA.; New York State Psychiatric Institute, New York, NY, USA
| | - Benjamin Suarez-Jimenez
- Del Monte Institute for Neuroscience, University of Rochester Medical Center, Rochester, NY, USA.; Department of Psychiatry, Columbia University Medical Center, New York, NY, USA.; New York State Psychiatric Institute, New York, NY, USA
| | - Anika Sierk
- University Medical Centre Charité, Berlin, Germany
| | | | | | - Jennifer S Stevens
- Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta, GA, USA
| | - Negar Fani
- Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta, GA, USA
| | - Sanne J H van Rooij
- Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta, GA, USA
| | - Murray Stein
- Department of Psychiatry, University of California San Diego, La Jolla, CA, USA
| | - Jessica Bomyea
- Department of Psychiatry, University of California San Diego, La Jolla, CA, USA
| | - Inga K Koerte
- Psychiatry Neuroimaging Laboratory, Brigham & Women's Hospital, Boston, MA, USA.; Department of Child and Adolescent Psychiatry, Psychosomatics, and Psychotherapy, Ludwig-Maximilians-Universität, Munich, Germany
| | - Kyle Choi
- Health Services Research Center, University of California, San Diego, La Jolla, CA, USA
| | - Steven J A van der Werff
- Department of Psychiatry, Leiden University Medical Center, Leiden, The Netherlands.; Leiden Institute for Brain and Cognition, Leiden, The Netherlands
| | | | - Julia Herzog
- Department of Psychosomatic Medicine and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Heidelberg, Germany
| | - Lauren A M Lebois
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA.; Division of Depression and Anxiety Disorders, McLean Hospital, Belmont, MA, USA
| | - Justin T Baker
- Institute for Technology in Psychiatry, McLean Hospital, Harvard University, Belmont, MA, USA
| | - Elizabeth A Olson
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA.; Center for Depression, Anxiety, and Stress Research, McLean Hospital, Belmont, MA, USA
| | - Thomas Straube
- Institute of Medical Psychology and Systems Neuroscience, University of Münster, Münster, Germany
| | - Mayuresh S Korgaonkar
- Brain Dynamics Centre, Westmead Institute of Medical Research, University of Sydney, Westmead, NSW, Australia
| | - Elpiniki Andrew
- Department of Psychology, University of Sydney, Westmead, NSW, Australia
| | - Ye Zhu
- Laboratory for Traumatic Stress Studies, Chinese Academy of Sciences Key Laboratory of Mental Health, Institute of Psychology, Chinese Academy of Sciences, Beijing, China.; Department of Psychology, University of Chinese Academy of Sciences, Beijing, China
| | - Gen Li
- Laboratory for Traumatic Stress Studies, Chinese Academy of Sciences Key Laboratory of Mental Health, Institute of Psychology, Chinese Academy of Sciences, Beijing, China.; Department of Psychology, University of Chinese Academy of Sciences, Beijing, China
| | - Jonathan Ipser
- SA MRC Unit on Risk & Resilience in Mental Disorders, Department of Psychiatry and Neuroscience Institute, University of Cape Town, Cape Town, South Africa
| | - Anna R Hudson
- Department of Experimental Clinical and Health Psychology, Ghent University, Ghent, Belgium
| | - Matthew Peverill
- Department of Psychology, University of Washington, Seattle, WA, USA
| | - Kelly Sambrook
- Department of Radiology, University of Washington, Seattle, WA, USA
| | - Evan Gordon
- Department of Radiology, Washington University, St. Louis, MO, USA
| | - Lee Baugh
- Division of Basic Biomedical Sciences, Sanford School of Medicine, University of South Dakota, Vermillion, SD, USA.; Center for Brain and Behavior Research, University of South Dakota, Vermillion, SD, USA.; Sioux Falls VA Health Care System, Sioux Falls, SD, USA
| | - Gina Forster
- Division of Basic Biomedical Sciences, Sanford School of Medicine, University of South Dakota, Vermillion, SD, USA.; Center for Brain and Behavior Research, University of South Dakota, Vermillion, SD, USA.; Brain Health Research Centre, Department of Anatomy, University of Otago, Dunedin, New Zealand
| | - Raluca M Simons
- Center for Brain and Behavior Research, University of South Dakota, Vermillion, SD, USA.; Department of Psychology, University of South Dakota, Vermillion, SD, USA
| | - Jeffrey S Simons
- Sioux Falls VA Health Care System, Sioux Falls, SD, USA.; Department of Psychology, University of South Dakota, Vermillion, SD, USA
| | - Vincent Magnotta
- Department of Radiology, Psychiatry, and Biomedical Engineering, University of Iowa, Iowa City, IA, USA
| | - Adi Maron-Katz
- Department of Psychiatry and Behavioral Sciences, Stanford University, Stanford, CA, USA
| | - Stefan du Plessis
- Department of Psychiatry, Faculty of Medicine and Health Sciences, Stellenbosch University, Cape Town, South Africa
| | - Seth G Disner
- Minneapolis VA Health Care System, Minneapolis, MN, USA.; Department of Psychiatry, University of Minnesota, Minneapolis, MN, USA
| | - Nicholas Davenport
- Minneapolis VA Health Care System, Minneapolis, MN, USA.; Department of Psychiatry, University of Minnesota, Minneapolis, MN, USA
| | - Daniel W Grupe
- Center for Healthy Minds, University of Wisconsin-Madison, Madison, WI, USA
| | - Jack B Nitschke
- Department of Psychiatry, University of Wisconsin-Madison, Madison, WI, USA
| | - Terri A deRoon-Cassini
- Department of Surgery, Division of Trauma and Acute Care Surgery, Medical College of Wisconsin, Milwaukee, WI, USA
| | | | - John H Krystal
- Division of Clinical Neuroscience, National Center for PTSD, West Haven, CT, USA.; Department of Psychiatry, Yale University School of Medicine, New Haven, CT, USA
| | - Ifat Levy
- Division of Clinical Neuroscience, National Center for PTSD, West Haven, CT, USA.; Department of Psychiatry, Yale University School of Medicine, New Haven, CT, USA
| | - Miranda Olff
- Department of Psychiatry, Amsterdam University Medical Centers, Academic Medical Center, University of Amsterdam, Amsterdam, The Netherlands.; ARQ National Psychotrauma Centre, Diemen, The Netherlands
| | - Dick J Veltman
- Department of Psychiatry, Amsterdam University Medical Center, location VUMC, Amsterdam, The Netherlands
| | - Li Wang
- Laboratory for Traumatic Stress Studies, Chinese Academy of Sciences Key Laboratory of Mental Health, Institute of Psychology, Chinese Academy of Sciences, Beijing, China.; Department of Psychology, University of Chinese Academy of Sciences, Beijing, China
| | - Yuval Neria
- Department of Psychiatry, Columbia University Medical Center, New York, NY, USA.; New York State Psychiatric Institute, New York, NY, USA
| | - Michael D De Bellis
- Healthy Childhood Brain Development Developmental Traumatology Research Program, Department of Psychiatry and Behavioral Sciences, Duke University, Durham, NC, USA
| | - Tanja Jovanovic
- Department of Psychiatry and Behavioral Neurosciences, Wayne State University School of Medicine, Detroit, MI, USA
| | - Judith K Daniels
- Department of Clinical Psychology, University of Groningen, Groningen, The Netherlands
| | - Martha Shenton
- Psychiatry Neuroimaging Laboratory, Brigham & Women's Hospital, Boston, MA, USA.; VA Boston Healthcare System, Brockton Division, Brockton, MA, USA
| | - Nic J A van de Wee
- Department of Psychiatry, Leiden University Medical Center, Leiden, The Netherlands.; Leiden Institute for Brain and Cognition, Leiden, The Netherlands
| | - Christian Schmahl
- Department of Psychosomatic Medicine and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Heidelberg, Germany
| | - Milissa L Kaufman
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA.; Division of Women's Mental Health, McLean Hospital, Belmont, MA, USA
| | - Isabelle M Rosso
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA.; Center for Depression, Anxiety, and Stress Research, McLean Hospital, Belmont, MA, USA
| | - Scott R Sponheim
- Minneapolis VA Health Care System, Minneapolis, MN, USA.; Department of Psychiatry, University of Minnesota, Minneapolis, MN, USA
| | - David Bernd Hofmann
- Institute of Medical Psychology and Systems Neuroscience, University of Münster, Münster, Germany
| | - Richard A Bryant
- School of Psychology, University of New South Wales, Sydney, NSW, Australia
| | - Kelene A Fercho
- Division of Basic Biomedical Sciences, Sanford School of Medicine, University of South Dakota, Vermillion, SD, USA.; Center for Brain and Behavior Research, University of South Dakota, Vermillion, SD, USA.; Sioux Falls VA Health Care System, Sioux Falls, SD, USA.; Civil Aerospace Medical Institute, US Federal Aviation Administration, Oklahoma City, OK, USA
| | - Dan J Stein
- SA MRC Unit on Risk & Resilience in Mental Disorders, Department of Psychiatry and Neuroscience Institute, University of Cape Town, Cape Town, South Africa
| | - Sven C Mueller
- Department of Experimental Clinical and Health Psychology, Ghent University, Ghent, Belgium
| | - Bobak Hosseini
- Department of Psychiatry, University of Illinois at Chicago, Chicago, IL, USA
| | - K Luan Phan
- Department of Psychiatry, University of Illinois at Chicago, Chicago, IL, USA.; Mental Health Service Line, Jesse Brown VA Chicago Health Care System, Chicago, IL, USA
| | | | - Richard J Davidson
- Center for Healthy Minds, University of Wisconsin-Madison, Madison, WI, USA.; Department of Psychiatry, University of Wisconsin-Madison, Madison, WI, USA.; Department of Psychology, University of Wisconsin-Madison, Madison, WI, USA
| | - Christine L Larson
- Department of Psychology, University of Wisconsin-Milwaukee, Milwaukee, WI, USA
| | - Geoffrey May
- Veterans Integrated Service Network-17 Center of Excellence for Research on Returning War Veterans, Waco, TX, USA.; Department of Psychology and Neuroscience, Baylor University, Waco, TX, USA.; Center for Vital Longevity, School of Behavioral and Brain Sciences, University of Texas at Dallas, Dallas, TX, USA.; Department of Psychiatry and Behavioral Science, Texas A&M University Health Science Center, Bryan, TX, USA
| | - Steven M Nelson
- Veterans Integrated Service Network-17 Center of Excellence for Research on Returning War Veterans, Waco, TX, USA.; Department of Psychology and Neuroscience, Baylor University, Waco, TX, USA.; Center for Vital Longevity, School of Behavioral and Brain Sciences, University of Texas at Dallas, Dallas, TX, USA.; Department of Psychiatry and Behavioral Science, Texas A&M University Health Science Center, Bryan, TX, USA
| | - Chadi G Abdallah
- Division of Clinical Neuroscience, National Center for PTSD, West Haven, CT, USA.; Department of Psychiatry, Yale University School of Medicine, New Haven, CT, USA
| | - Hassaan Gomaa
- Department of Psychiatry and Behavioral Health, Pennsylvania State University, Hershey, PA, USA
| | - Amit Etkin
- Department of Psychiatry and Behavioral Sciences, Stanford University, Stanford, CA, USA.; VA Palo Alto Health Care System, Palo Alto, CA, USA
| | - Soraya Seedat
- Department of Psychiatry, Faculty of Medicine and Health Sciences, Stellenbosch University, Cape Town, South Africa
| | - Ilan Harpaz-Rotem
- Division of Clinical Neuroscience, National Center for PTSD, West Haven, CT, USA.; Department of Psychiatry, Yale University School of Medicine, New Haven, CT, USA
| | - Israel Liberzon
- Department of Psychiatry and Behavioral Science, Texas A&M University, College Station, TX, USA
| | - Theo G M van Erp
- Clinical Translational Neuroscience Laboratory, Department of Psychiatry and Human Behavior, University of California Irvine, Irvine, CA, USA.; Center for the Neurobiology of Learning and Memory, University of California, Irvine, Irvine, CA, USA
| | - Yann Quidé
- School of Psychology, The University of New South Wales, Sydney, NSW, Australia.; Neuroscience Research Australia, Randwick, NSW, Australia
| | - Xin Wang
- Department of Mathematics and Statistics, University of Toledo, Toledo, OH, USA
| | - Paul M Thompson
- Imaging Genetics Center, Mark & Mary Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina del Rey, CA, USA
| | - Rajendra A Morey
- Brain Imaging and Analysis Center, Duke University, Durham, NC, USA.; Department of Veteran Affairs (VA) Mid-Atlantic Mental Illness Research, Education and Clinical Center, Durham, NC, USA..
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20
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Sun D, Rakesh G, Clarke-Rubright EK, Haswell CC, Logue MW, O'Leary EN, Cotton AS, Xie H, Dennis EL, Jahanshad N, Salminen LE, Thomopoulos SI, Rashid FM, Ching CRK, Koch SBJ, Frijling JL, Nawijn L, van Zuiden M, Zhu X, Suarez-Jimenez B, Sierk A, Walter H, Manthey A, Stevens JS, Fani N, van Rooij SJH, Stein MB, Bomyea J, Koerte I, Choi K, van der Werff SJA, Vermeiren RRJM, Herzog JI, Lebois LAM, Baker JT, Ressler KJ, Olson EA, Straube T, Korgaonkar MS, Andrew E, Zhu Y, Li G, Ipser J, Hudson AR, Peverill M, Sambrook K, Gordon E, Baugh LA, Forster G, Simons RM, Simons JS, Magnotta VA, Maron-Katz A, du Plessis S, Disner SG, Davenport ND, Grupe D, Nitschke JB, deRoon-Cassini TA, Fitzgerald J, Krystal JH, Levy I, Olff M, Veltman DJ, Wang L, Neria Y, De Bellis MD, Jovanovic T, Daniels JK, Shenton ME, van de Wee NJA, Schmahl C, Kaufman ML, Rosso IM, Sponheim SR, Hofmann DB, Bryant RA, Fercho KA, Stein DJ, Mueller SC, Phan KL, McLaughlin KA, Davidson RJ, Larson C, May G, Nelson SM, Abdallah CG, Gomaa H, Etkin A, Seedat S, Harpaz-Rotem I, Liberzon I, Wang X, Thompson PM, Morey RA. Remodeling of the Cortical Structural Connectome in Posttraumatic Stress Disorder: Results From the ENIGMA-PGC Posttraumatic Stress Disorder Consortium. Biol Psychiatry Cogn Neurosci Neuroimaging 2022; 7:935-948. [PMID: 35307575 PMCID: PMC9835553 DOI: 10.1016/j.bpsc.2022.02.008] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/13/2021] [Revised: 02/10/2022] [Accepted: 02/18/2022] [Indexed: 01/16/2023]
Abstract
BACKGROUND Posttraumatic stress disorder (PTSD) is accompanied by disrupted cortical neuroanatomy. We investigated alteration in covariance of structural networks associated with PTSD in regions that demonstrate the case-control differences in cortical thickness (CT) and surface area (SA). METHODS Neuroimaging and clinical data were aggregated from 29 research sites in >1300 PTSD cases and >2000 trauma-exposed control subjects (ages 6.2-85.2 years) by the ENIGMA-PGC (Enhancing Neuro Imaging Genetics through Meta Analysis-Psychiatric Genomics Consortium) PTSD working group. Cortical regions in the network were rank ordered by the effect size of PTSD-related cortical differences in CT and SA. The top-n (n = 2-148) regions with the largest effect size for PTSD > non-PTSD formed hypertrophic networks, the largest effect size for PTSD < non-PTSD formed atrophic networks, and the smallest effect size of between-group differences formed stable networks. The mean structural covariance (SC) of a given n-region network was the average of all positive pairwise correlations and was compared with the mean SC of 5000 randomly generated n-region networks. RESULTS Patients with PTSD, relative to non-PTSD control subjects, exhibited lower mean SC in CT-based and SA-based atrophic networks. Comorbid depression, sex, and age modulated covariance differences of PTSD-related structural networks. CONCLUSIONS Covariance of structural networks based on CT and cortical SA are affected by PTSD and further modulated by comorbid depression, sex, and age. The SC networks that are perturbed in PTSD comport with converging evidence from resting-state functional connectivity networks and networks affected by inflammatory processes and stress hormones in PTSD.
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Affiliation(s)
- Delin Sun
- Brain Imaging and Analysis Center, Duke University, Durham, North Carolina; Department of Veteran Affairs Mid-Atlantic Mental Illness Research, Education and Clinical Center, Durham, North Carolina
| | - Gopalkumar Rakesh
- Brain Imaging and Analysis Center, Duke University, Durham, North Carolina; Department of Veteran Affairs Mid-Atlantic Mental Illness Research, Education and Clinical Center, Durham, North Carolina
| | - Emily K Clarke-Rubright
- Brain Imaging and Analysis Center, Duke University, Durham, North Carolina; Department of Veteran Affairs Mid-Atlantic Mental Illness Research, Education and Clinical Center, Durham, North Carolina
| | - Courtney C Haswell
- Brain Imaging and Analysis Center, Duke University, Durham, North Carolina; Department of Veteran Affairs Mid-Atlantic Mental Illness Research, Education and Clinical Center, Durham, North Carolina
| | - Mark W Logue
- National Center for PTSD, VA Boston Healthcare System, Boston, Massachusetts; Department of Psychiatry, Boston University School of Medicine, Boston, Massachusetts; Biomedical Genetics, Boston University School of Medicine, Boston, Massachusetts; Department of Biostatistics, Boston University School of Public Health, Boston, Massachusetts
| | - Erin N O'Leary
- Department of Psychiatry, University of Toledo, Toledo, Ohio
| | - Andrew S Cotton
- Department of Psychiatry, University of Toledo, Toledo, Ohio
| | - Hong Xie
- Department of Psychiatry, University of Toledo, Toledo, Ohio
| | - Emily L Dennis
- Psychiatry Neuroimaging Laboratory, Brigham & Women's Hospital, Boston, Massachusetts; Imaging Genetics Center, Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina del Rey, California; Stanford Neurodevelopment, Affect, and Psychopathology Laboratory, Stanford, California; Department of Neurology, University of Utah, Salt Lake City, Utah
| | - Neda Jahanshad
- Imaging Genetics Center, Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina del Rey, California
| | - Lauren E Salminen
- Imaging Genetics Center, Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina del Rey, California
| | - Sophia I Thomopoulos
- Imaging Genetics Center, Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina del Rey, California
| | - Faisal M Rashid
- Imaging Genetics Center, Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina del Rey, California
| | - Christopher R K Ching
- Imaging Genetics Center, Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina del Rey, California
| | - Saskia B J Koch
- Department of Psychiatry, Amsterdam University Medical Centers, Academic Medical Center, University of Amsterdam, Amsterdam, the Netherlands; Donders Institute for Brain, Cognition and Behavior, Centre for Cognitive Neuroimaging, Radboud University Nijmegen, Nijmegen, the Netherlands
| | - Jessie L Frijling
- Department of Psychiatry, Amsterdam University Medical Centers, Academic Medical Center, University of Amsterdam, Amsterdam, the Netherlands
| | - Laura Nawijn
- Department of Psychiatry, Amsterdam University Medical Centers, Academic Medical Center, University of Amsterdam, Amsterdam, the Netherlands; Department of Psychiatry, Amsterdam University Medical Centers, VU University Medical Center, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
| | - Mirjam van Zuiden
- Department of Psychiatry, Amsterdam University Medical Centers, Academic Medical Center, University of Amsterdam, Amsterdam, the Netherlands
| | - Xi Zhu
- Department of Psychiatry, Columbia University Medical Center, New York, New York; New York State Psychiatric Institute, New York, New York
| | - Benjamin Suarez-Jimenez
- Department of Psychiatry, Columbia University Medical Center, New York, New York; New York State Psychiatric Institute, New York, New York; University of Rochester Medical Center, Rochester, New York
| | - Anika Sierk
- University Medical Centre Charité, Berlin, Germany
| | | | | | - Jennifer S Stevens
- Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta, Georgia
| | - Negar Fani
- Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta, Georgia
| | - Sanne J H van Rooij
- Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta, Georgia
| | - Murray B Stein
- Department of Psychiatry, University of California San Diego, San Diego, California
| | - Jessica Bomyea
- Department of Psychiatry, University of California San Diego, San Diego, California
| | - Inga Koerte
- Psychiatry Neuroimaging Laboratory, Brigham & Women's Hospital, Boston, Massachusetts; Department of Child and Adolescent Psychiatry, Psychosomatics, and Psychotherapy, Ludwig-Maximilians-Universität, Munich, Germany
| | - Kyle Choi
- Health Services Research Center, University of California San Diego, San Diego, California
| | - Steven J A van der Werff
- Department of Psychiatry, Leiden University Medical Center, Leiden, the Netherlands; Leiden Institute for Brain and Cognition, Leiden, the Netherlands
| | | | - Julia I Herzog
- Department of Psychosomatic Medicine and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Heidelberg, Germany
| | - Lauren A M Lebois
- Department of Psychiatry, Harvard Medical School, Boston, Massachusetts; Division of Depression and Anxiety Disorders, McLean Hospital, Harvard University, Belmont, Massachusetts
| | - Justin T Baker
- Institute for Technology in Psychiatry, McLean Hospital, Harvard University, Belmont, Massachusetts
| | - Kerry J Ressler
- Department of Psychiatry, Harvard Medical School, Boston, Massachusetts; Division of Depression and Anxiety Disorders, McLean Hospital, Harvard University, Belmont, Massachusetts; Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta, Georgia
| | - Elizabeth A Olson
- Department of Psychiatry, Harvard Medical School, Boston, Massachusetts; Center for Depression, Anxiety, and Stress Research, McLean Hospital, Harvard University, Belmont, Massachusetts
| | - Thomas Straube
- Institute of Medical Psychology and Systems Neuroscience, University of Münster, Münster, Germany
| | - Mayuresh S Korgaonkar
- Brain Dynamics Centre, Westmead Institute of Medical Research, Westmead, New South Wales, Australia
| | - Elpiniki Andrew
- Department of Psychology, University of Sydney, Westmead, New South Wales, Australia
| | - Ye Zhu
- Laboratory for Traumatic Stress Studies, Chinese Academy of Sciences Key Laboratory of Mental Health, Institute of Psychology, Chinese Academy of Sciences, Beijing, China; Department of Psychology, University of Chinese Academy of Sciences, Beijing, China
| | - Gen Li
- Laboratory for Traumatic Stress Studies, Chinese Academy of Sciences Key Laboratory of Mental Health, Institute of Psychology, Chinese Academy of Sciences, Beijing, China; Department of Psychology, University of Chinese Academy of Sciences, Beijing, China
| | - Jonathan Ipser
- SA MRC Unit on Risk & Resilience in Mental Disorders, Department of Psychiatry and Neuroscience Institute, University of Cape Town, Cape Town, South Africa
| | - Anna R Hudson
- Department of Experimental Clinical and Health Psychology, Ghent University, Ghent, Belgium
| | - Matthew Peverill
- Department of Psychology, University of Washington, Seattle, Washington
| | - Kelly Sambrook
- Department of Radiology, University of Washington, Seattle, Washington
| | - Evan Gordon
- Veterans Integrated Service Network-17 Center of Excellence for Research on Returning War Veterans, Waco, Texas; Department of Psychology and Neuroscience, Baylor University, Waco, Texas; Center for Vital Longevity, School of Behavioral and Brain Sciences, University of Texas at Dallas, Dallas, Texas; Washington University School of Medicine, St. Louis, Missouri
| | - Lee A Baugh
- Division of Basic Biomedical Sciences, Sanford School of Medicine, Vermillion, South Dakota; Center for Brain and Behavior Research, University of South Dakota, Vermillion, South Dakota; Sioux Falls VA Health Care System, Sioux Falls, South Dakota
| | - Gina Forster
- Division of Basic Biomedical Sciences, Sanford School of Medicine, Vermillion, South Dakota; Center for Brain and Behavior Research, University of South Dakota, Vermillion, South Dakota; Brain Health Research Centre, Department of Anatomy, University of Otago, Dunedin, New Zealand
| | - Raluca M Simons
- Center for Brain and Behavior Research, University of South Dakota, Vermillion, South Dakota; Department of Psychology, University of South Dakota, Vermillion, South Dakota
| | - Jeffrey S Simons
- Center for Brain and Behavior Research, University of South Dakota, Vermillion, South Dakota; Department of Psychology, University of South Dakota, Vermillion, South Dakota
| | - Vincent A Magnotta
- Department of Radiology, Psychiatry, and Biomedical Engineering, University of Iowa, Iowa City, Iowa
| | - Adi Maron-Katz
- Department of Psychiatry and Behavioral Sciences, Stanford University, Stanford, California
| | - Stefan du Plessis
- Department of Psychiatry, Stellenbosch University, Cape Town, South Africa
| | - Seth G Disner
- Minneapolis VA Health Care System, University of Minnesota, Minneapolis, Minnesota; Department of Psychiatry, University of Minnesota, Minneapolis, Minnesota
| | - Nicholas D Davenport
- Minneapolis VA Health Care System, University of Minnesota, Minneapolis, Minnesota; Department of Psychiatry, University of Minnesota, Minneapolis, Minnesota
| | - Dan Grupe
- Center for Healthy Minds, University of Wisconsin-Madison, Madison, Wisconsin
| | - Jack B Nitschke
- Department of Psychiatry, University of Wisconsin-Madison, Madison, Wisconsin
| | - Terri A deRoon-Cassini
- Division of Trauma and Acute Care Surgery, Department of Surgery, Medical College of Wisconsin, Milwaukee, Wisconsin
| | | | - John H Krystal
- Division of Clinical Neuroscience, National Center for PTSD, West Haven, Connecticut; Department of Psychiatry, Yale University School of Medicine, New Haven, Connecticut
| | - Ifat Levy
- Division of Clinical Neuroscience, National Center for PTSD, West Haven, Connecticut; Department of Psychiatry, Yale University School of Medicine, New Haven, Connecticut
| | - Miranda Olff
- Department of Psychiatry, Amsterdam University Medical Centers, Academic Medical Center, University of Amsterdam, Amsterdam, the Netherlands; ARQ National Psychotrauma Centre, Diemen, the Netherlands
| | - Dick J Veltman
- Department of Psychiatry, Amsterdam University Medical Centers, Academic Medical Center, University of Amsterdam, Amsterdam, the Netherlands
| | - Li Wang
- Laboratory for Traumatic Stress Studies, Chinese Academy of Sciences Key Laboratory of Mental Health, Institute of Psychology, Chinese Academy of Sciences, Beijing, China; Department of Psychology, University of Chinese Academy of Sciences, Beijing, China
| | - Yuval Neria
- Department of Psychiatry, Columbia University Medical Center, New York, New York; New York State Psychiatric Institute, New York, New York
| | - Michael D De Bellis
- Healthy Childhood Brain Development Developmental Traumatology Research Program, Department of Psychiatry and Behavioral Sciences, Duke University, Durham, North Carolina
| | - Tanja Jovanovic
- Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta, Georgia; Department of Psychiatry and Behavioral Neuroscience, Wayne State University School of Medicine, Detroit, Michigan
| | - Judith K Daniels
- Department of Clinical Psychology, University of Groningen, Groningen, the Netherlands
| | - Martha E Shenton
- Psychiatry Neuroimaging Laboratory, Brigham & Women's Hospital, Boston, Massachusetts; VA Boston Healthcare System, Brockton Division, Brockton, Massachusetts
| | - Nic J A van de Wee
- Department of Psychiatry, Leiden University Medical Center, Leiden, the Netherlands; Leiden Institute for Brain and Cognition, Leiden, the Netherlands
| | - Christian Schmahl
- Department of Psychosomatic Medicine and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Heidelberg, Germany
| | - Milissa L Kaufman
- Department of Psychiatry, Harvard Medical School, Boston, Massachusetts; Division of Women's Mental Health, McLean Hospital, Harvard University, Belmont, Massachusetts
| | - Isabelle M Rosso
- Department of Psychiatry, Harvard Medical School, Boston, Massachusetts; Center for Depression, Anxiety, and Stress Research, McLean Hospital, Harvard University, Belmont, Massachusetts
| | - Scott R Sponheim
- Minneapolis VA Health Care System, University of Minnesota, Minneapolis, Minnesota; Department of Psychiatry, University of Minnesota, Minneapolis, Minnesota
| | - David Bernd Hofmann
- Institute of Medical Psychology and Systems Neuroscience, University of Münster, Münster, Germany
| | - Richard A Bryant
- School of Psychology, University of New South Wales, Sydney, New South Wales, Australia
| | - Kelene A Fercho
- Division of Basic Biomedical Sciences, Sanford School of Medicine, Vermillion, South Dakota; Center for Brain and Behavior Research, University of South Dakota, Vermillion, South Dakota; Sioux Falls VA Health Care System, Sioux Falls, South Dakota; Civil Aerospace Medical Institute, US Federal Aviation Administration, Oklahoma City, Oklahoma
| | - Dan J Stein
- SA MRC Unit on Risk & Resilience in Mental Disorders, Department of Psychiatry and Neuroscience Institute, University of Cape Town, Cape Town, South Africa
| | - Sven C Mueller
- Department of Experimental Clinical and Health Psychology, Ghent University, Ghent, Belgium; Department of Personality, Psychological Assessment and Treatment, University of Deusto, Bilbao, Spain
| | - K Luan Phan
- Department of Psychiatry, University of Illinois at Chicago, Chicago, Illinois; Mental Health Service Line, Jesse Brown VA Chicago Health Care System, Chicago, Illinois
| | | | - Richard J Davidson
- Center for Healthy Minds, University of Wisconsin-Madison, Madison, Wisconsin; Department of Psychiatry, University of Wisconsin-Madison, Madison, Wisconsin; Department of Psychology, University of Wisconsin-Madison, Madison, Wisconsin
| | - Christine Larson
- Department of Psychology, University of Wisconsin-Milwaukee, Milwaukee, Wisconsin
| | - Geoffrey May
- Veterans Integrated Service Network-17 Center of Excellence for Research on Returning War Veterans, Waco, Texas; Department of Psychology and Neuroscience, Baylor University, Waco, Texas; Center for Vital Longevity, School of Behavioral and Brain Sciences, University of Texas at Dallas, Dallas, Texas; Department of Psychiatry and Behavioral Science, Texas A&M University Health Science Center, Bryan, Texas
| | - Steven M Nelson
- Veterans Integrated Service Network-17 Center of Excellence for Research on Returning War Veterans, Waco, Texas; Department of Psychology and Neuroscience, Baylor University, Waco, Texas; Center for Vital Longevity, School of Behavioral and Brain Sciences, University of Texas at Dallas, Dallas, Texas; Department of Psychiatry and Behavioral Science, Texas A&M University Health Science Center, Bryan, Texas
| | - Chadi G Abdallah
- Division of Clinical Neuroscience, National Center for PTSD, West Haven, Connecticut; Department of Psychiatry, Yale University School of Medicine, New Haven, Connecticut
| | - Hassaan Gomaa
- Department of Psychiatry, Pennsylvania State University, State College, Pennsylvania
| | - Amit Etkin
- Department of Psychiatry and Behavioral Sciences, Stanford University, Stanford, California; VA Palo Alto Health Care System, Palo Alto, California
| | - Soraya Seedat
- Department of Psychiatry, Stellenbosch University, Cape Town, South Africa
| | - Ilan Harpaz-Rotem
- Division of Clinical Neuroscience, National Center for PTSD, West Haven, Connecticut; Department of Psychiatry, Yale University School of Medicine, New Haven, Connecticut
| | - Israel Liberzon
- Department of Psychiatry, University of Michigan, Ann Arbor, Michigan
| | - Xin Wang
- Department of Psychiatry, University of Toledo, Toledo, Ohio
| | - Paul M Thompson
- Imaging Genetics Center, Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina del Rey, California
| | - Rajendra A Morey
- Brain Imaging and Analysis Center, Duke University, Durham, North Carolina; Department of Veteran Affairs Mid-Atlantic Mental Illness Research, Education and Clinical Center, Durham, North Carolina.
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21
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Bouchard HC, Sun D, Dennis EL, Newsome MR, Disner SG, Elman J, Silva A, Velez C, Irimia A, Davenport ND, Sponheim SR, Franz CE, Kremen WS, Coleman MJ, Williams MW, Geuze E, Koerte IK, Shenton ME, Adamson MM, Coimbra R, Grant G, Shutter L, George MS, Zafonte RD, McAllister TW, Stein MB, Thompson PM, Wilde EA, Tate DF, Sotiras A, Morey RA. Age-dependent white matter disruptions after military traumatic brain injury: Multivariate analysis results from ENIGMA brain injury. Hum Brain Mapp 2022; 43:2653-2667. [PMID: 35289463 PMCID: PMC9057089 DOI: 10.1002/hbm.25811] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2021] [Revised: 12/18/2021] [Accepted: 02/10/2022] [Indexed: 01/27/2023] Open
Abstract
Mild Traumatic brain injury (mTBI) is a signature wound in military personnel, and repetitive mTBI has been linked to age-related neurogenerative disorders that affect white matter (WM) in the brain. However, findings of injury to specific WM tracts have been variable and inconsistent. This may be due to the heterogeneity of mechanisms, etiology, and comorbid disorders related to mTBI. Non-negative matrix factorization (NMF) is a data-driven approach that detects covarying patterns (components) within high-dimensional data. We applied NMF to diffusion imaging data from military Veterans with and without a self-reported TBI history. NMF identified 12 independent components derived from fractional anisotropy (FA) in a large dataset (n = 1,475) gathered through the ENIGMA (Enhancing Neuroimaging Genetics through Meta-Analysis) Military Brain Injury working group. Regressions were used to examine TBI- and mTBI-related associations in NMF-derived components while adjusting for age, sex, post-traumatic stress disorder, depression, and data acquisition site/scanner. We found significantly stronger age-dependent effects of lower FA in Veterans with TBI than Veterans without in four components (q < 0.05), which are spatially unconstrained by traditionally defined WM tracts. One component, occupying the most peripheral location, exhibited significantly stronger age-dependent differences in Veterans with mTBI. We found NMF to be powerful and effective in detecting covarying patterns of FA associated with mTBI by applying standard parametric regression modeling. Our results highlight patterns of WM alteration that are differentially affected by TBI and mTBI in younger compared to older military Veterans.
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Affiliation(s)
- Heather C. Bouchard
- Duke‐UNC Brain Imaging and Analysis CenterDuke UniversityDurhamNorth CarolinaUSA
- Mid‐Atlantic Mental Illness Research Education and Clinical CenterDurham VA Medical CenterDurhamNorth CarolinaUSA
- Center for Brain, Biology & BehaviorUniversity of Nebraska‐LincolnLincolnNebraskaUSA
| | - Delin Sun
- Duke‐UNC Brain Imaging and Analysis CenterDuke UniversityDurhamNorth CarolinaUSA
- Mid‐Atlantic Mental Illness Research Education and Clinical CenterDurham VA Medical CenterDurhamNorth CarolinaUSA
| | - Emily L. Dennis
- Department of NeurologyUniversity of UtahSalt Lake CityUtahUSA
- Department of RadiologyStanford UniversityStanfordCaliforniaUSA
| | - Mary R. Newsome
- Michael E. DeBakey VA Medical CenterHoustonTexasUSA
- H. Ben Taub Department of Physical Medicine and RehabilitationBaylor College of MedicineHoustonTexasUSA
| | - Seth G. Disner
- Minneapolis VA Health Care SystemMinneapolisMinnesotaUSA
- Department of PsychiatryUniversity of Minnesota Medical SchoolMinneapolisMinnesotaUSA
| | - Jeremy Elman
- Department of PsychiatryUniversity of California San DiegoLa JollaCaliforniaUSA
- Center for Behavior Genetics of AgingUniversity of California, San DiegoSan DiegoCaliforniaUSA
| | - Annelise Silva
- Psychiatry Neuroimaging LaboratoryBrigham & Women's HospitalBostonMassachusettsUSA
| | - Carmen Velez
- Department of NeurologyUniversity of UtahSalt Lake CityUtahUSA
- George E. Wahlen Veterans Affairs Medical CenterSalt Lake CityUtahUSA
| | - Andrei Irimia
- Leonard Davis School of GerontologyUniversity of Southern CaliforniaLos AngelesCaliforniaUSA
- Department of Biomedical Engineering, Viterbi School of EngineeringUniversity of Southern CaliforniaLos AngelesCaliforniaUSA
| | - Nicholas D. Davenport
- Minneapolis VA Health Care SystemMinneapolisMinnesotaUSA
- Department of PsychiatryUniversity of Minnesota Medical SchoolMinneapolisMinnesotaUSA
| | - Scott R. Sponheim
- Minneapolis VA Health Care SystemMinneapolisMinnesotaUSA
- Department of PsychiatryUniversity of Minnesota Medical SchoolMinneapolisMinnesotaUSA
| | - Carol E. Franz
- Department of PsychiatryUniversity of California San DiegoLa JollaCaliforniaUSA
- Center for Behavior Genetics of AgingUniversity of California, San DiegoSan DiegoCaliforniaUSA
| | - William S. Kremen
- Department of PsychiatryUniversity of California San DiegoLa JollaCaliforniaUSA
- Center for Behavior Genetics of AgingUniversity of California, San DiegoSan DiegoCaliforniaUSA
- Center of Excellence for Stress and Mental HealthVA San Diego Healthcare SystemSan DiegoCaliforniaUSA
| | - Michael J. Coleman
- Psychiatry Neuroimaging LaboratoryBrigham & Women's HospitalBostonMassachusettsUSA
| | - M. Wright Williams
- Michael E. DeBakey VA Medical CenterHoustonTexasUSA
- Menninger Department of Psychiatry and Behavioral SciencesBaylor College of MedicineHoustonTexasUSA
| | - Elbert Geuze
- Department of PsychiatryUniversity Medical CenterUtrechtNetherlands
- Brain Research & Innovation CentreMinistry of DefenceUtrechtNetherlands
| | - Inga K. Koerte
- Psychiatry Neuroimaging LaboratoryBrigham & Women's HospitalBostonMassachusettsUSA
| | - Martha E. Shenton
- Psychiatry Neuroimaging LaboratoryBrigham & Women's HospitalBostonMassachusettsUSA
| | - Maheen M. Adamson
- Rehabilitation ServiceVA Palo AltoPalo AltoCaliforniaUSA
- NeurosurgeryStanford School of MedicineStanfordCaliforniaUSA
| | - Raul Coimbra
- Department of SurgeryUniversity of California San DiegoLa JollaCaliforniaUSA
| | - Gerald Grant
- Department of NeurosurgeryStanford University Medical CenterPalo AltoCaliforniaUSA
| | - Lori Shutter
- Department of Critical Care MedicineUniversity of Pittsburgh School of MedicinePittsburghPennsylvaniaUSA
| | - Mark S. George
- Department of PsychiatryMedical University of South CarolinaCharlestonSouth CarolinaUSA
| | - Ross D. Zafonte
- Spaulding Rehabilitation HospitalMassachusetts General Hospital, Brigham and Women's Hospital and Harvard Medical SchoolBostonMassachusettsUSA
| | | | - Murray B. Stein
- Department of PsychiatryUniversity of California San DiegoLa JollaCaliforniaUSA
- Herbert Wertheim School of Public Health and Human Longevity ScienceUniversity of California San DiegoLa JollaCaliforniaUSA
| | - Paul M. Thompson
- Imaging Genetics Center, Stevens Neuroimaging & Informatics InstituteKeck School of Medicine of USCMarina del ReyCaliforniaUSA
- Department of Neurology, Pediatrics, Psychiatry, Radiology, Engineering, and OphthalmologyUniversity of Southern California (USC), Los AngelesCaliforniaUSA
- Department of PediatricsUSCLos AngelesCaliforniaUSA
- Department of PsychiatryUSCLos AngelesCaliforniaUSA
- Department of RadiologyUSCLos AngelesCaliforniaUSA
- Department of EngineeringUSCLos AngelesCaliforniaUSA
- Department of OphthalmologyUSCLos AngelesCaliforniaUSA
- Department of Radiology and Institute for Informatics, School of MedicineWashington University St. LouisSt. LouisMissouriUSA
| | - Elisabeth A. Wilde
- Department of NeurologyUniversity of UtahSalt Lake CityUtahUSA
- Michael E. DeBakey VA Medical CenterHoustonTexasUSA
- George E. Wahlen Veterans Affairs Medical CenterSalt Lake CityUtahUSA
| | - David F. Tate
- Department of NeurologyUniversity of UtahSalt Lake CityUtahUSA
- George E. Wahlen Veterans Affairs Medical CenterSalt Lake CityUtahUSA
| | - Aristeidis Sotiras
- Department of Radiology and Institute for Informatics, School of MedicineWashington University St. LouisSt. LouisMissouriUSA
| | - Rajendra A. Morey
- Duke‐UNC Brain Imaging and Analysis CenterDuke UniversityDurhamNorth CarolinaUSA
- Mid‐Atlantic Mental Illness Research Education and Clinical CenterDurham VA Medical CenterDurhamNorth CarolinaUSA
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22
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Dennis EL, Brody DL. Is Depression after Traumatic Brain Injury Fundamentally Different from Idiopathic Depression? J Neurotrauma 2022. [DOI: 10.1089/neu.2022.29125.editorial] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
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23
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Miller JG, Dennis EL, Heft-Neal S, Jo B, Gotlib IH. Fine Particulate Air Pollution, Early Life Stress, and Their Interactive Effects on Adolescent Structural Brain Development: A Longitudinal Tensor-Based Morphometry Study. Cereb Cortex 2022; 32:2156-2169. [PMID: 34607342 PMCID: PMC9113318 DOI: 10.1093/cercor/bhab346] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2021] [Revised: 08/18/2021] [Accepted: 08/22/2021] [Indexed: 11/13/2022] Open
Abstract
Air pollution is a major environmental threat to public health; we know little, however, about its effects on adolescent brain development. Exposure to air pollution co-occurs, and may interact, with social factors that also affect brain development, such as early life stress (ELS). Here, we show that severity of ELS and fine particulate air pollution (PM2.5) are associated with volumetric changes in distinct brain regions, but also uncover regions in which ELS moderates the effects of PM2.5. We interviewed adolescents about ELS events, used satellite-derived estimates of ambient PM2.5 concentrations, and conducted longitudinal tensor-based morphometry to assess regional changes in brain volume over an approximately 2-year period (N = 115, ages 9-13 years at Time 1). For adolescents who had experienced less severe ELS, PM2.5 was associated with volumetric changes across several gray and white matter regions. Fewer effects of PM2.5 were observed for adolescents who had experienced more severe ELS, although occasionally they were in the opposite direction. This pattern of results suggests that for many brain regions, moderate to severe ELS largely constrains the effects of PM2.5 on structural development. Further theory and research is needed on the joint effects of ELS and air pollution on the brain.
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Affiliation(s)
- Jonas G Miller
- Department of Psychology, Stanford University, Stanford, CA 94305, USA
| | - Emily L Dennis
- Department of Neurology, University of Utah School of Medicine, Salt Lake City, UT 84132, USA
| | - Sam Heft-Neal
- Center for Food Security and the Environment, Stanford University, Stanford, CA 94305, USA
| | - Booil Jo
- Department of Psychiatry and Behavioral Sciences, Stanford University, Stanford, CA 94305, USA
| | - Ian H Gotlib
- Department of Psychology, Stanford University, Stanford, CA 94305, USA
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24
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Zhou Z, Li X, Domel AG, Dennis EL, Georgiadis M, Liu Y, Raymond SJ, Grant G, Kleiven S, Camarillo D, Zeineh M. The Presence of the Temporal Horn Exacerbates the Vulnerability of Hippocampus During Head Impacts. Front Bioeng Biotechnol 2022; 10:754344. [PMID: 35392406 PMCID: PMC8980591 DOI: 10.3389/fbioe.2022.754344] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/06/2021] [Accepted: 01/19/2022] [Indexed: 11/13/2022] Open
Abstract
Hippocampal injury is common in traumatic brain injury (TBI) patients, but the underlying pathogenesis remains elusive. In this study, we hypothesize that the presence of the adjacent fluid-containing temporal horn exacerbates the biomechanical vulnerability of the hippocampus. Two finite element models of the human head were used to investigate this hypothesis, one with and one without the temporal horn, and both including a detailed hippocampal subfield delineation. A fluid-structure interaction coupling approach was used to simulate the brain-ventricle interface, in which the intraventricular cerebrospinal fluid was represented by an arbitrary Lagrangian-Eulerian multi-material formation to account for its fluid behavior. By comparing the response of these two models under identical loadings, the model that included the temporal horn predicted increased magnitudes of strain and strain rate in the hippocampus with respect to its counterpart without the temporal horn. This specifically affected cornu ammonis (CA) 1 (CA1), CA2/3, hippocampal tail, subiculum, and the adjacent amygdala and ventral diencephalon. These computational results suggest that the presence of the temporal horn exacerbate the vulnerability of the hippocampus, highlighting the mechanobiological dependency of the hippocampus on the temporal horn.
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Affiliation(s)
- Zhou Zhou
- Department of Bioengineering, Stanford University, Stanford, CA, United States
- Neuronic Engineering, KTH Royal Institute of Technology, Stockholm, Sweden
- *Correspondence: Zhou Zhou, ; Michael Zeineh,
| | - Xiaogai Li
- Neuronic Engineering, KTH Royal Institute of Technology, Stockholm, Sweden
| | - August G. Domel
- Department of Bioengineering, Stanford University, Stanford, CA, United States
| | - Emily L. Dennis
- TBI and Concussion Center, Department of Neurology, University of Utah, Salt Lake City, UT, United States
- Department of Radiology, Stanford University, Stanford, CA, United States
| | - Marios Georgiadis
- Department of Radiology, Stanford University, Stanford, CA, United States
| | - Yuzhe Liu
- Department of Bioengineering, Stanford University, Stanford, CA, United States
| | - Samuel J. Raymond
- Department of Bioengineering, Stanford University, Stanford, CA, United States
| | - Gerald Grant
- Department of Neurosurgery, Stanford University, Stanford, CA, United States
- Department of Neurology, Stanford University, Stanford, CA, United States
| | - Svein Kleiven
- Neuronic Engineering, KTH Royal Institute of Technology, Stockholm, Sweden
| | - David Camarillo
- Department of Bioengineering, Stanford University, Stanford, CA, United States
- Department of Neurosurgery, Stanford University, Stanford, CA, United States
- Department of Mechanical Engineering, Stanford University, Stanford, CA, United States
| | - Michael Zeineh
- Department of Radiology, Stanford University, Stanford, CA, United States
- *Correspondence: Zhou Zhou, ; Michael Zeineh,
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25
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Dennis EL, Taylor BA, Newsome MR, Troyanskaya M, Abildskov TJ, Betts AM, Bigler ED, Cole J, Davenport N, Duncan T, Gill J, Guedes V, Hinds SR, Hovenden ES, Kenney K, Pugh MJ, Scheibel RS, Shahim PP, Shih R, Walker WC, Werner JK, York GE, Cifu DX, Tate DF, Wilde EA. Advanced brain age in deployment-related traumatic brain injury: A LIMBIC-CENC neuroimaging study. Brain Inj 2022; 36:662-672. [PMID: 35125044 PMCID: PMC9187589 DOI: 10.1080/02699052.2022.2033844] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/02/2022]
Abstract
OBJECTIVE To determine if history of mild traumatic brain injury (mTBI) is associated with advanced or accelerated brain aging among the United States (US) military Service Members and Veterans. METHODS Eight hundred and twenty-two participants (mean age = 40.4 years, 714 male/108 female) underwent MRI sessions at eight sites across the US. Two hundred and one participants completed a follow-up scan between five months and four years later. Predicted brain ages were calculated using T1-weighted MRIs and then compared with chronological ages to generate an Age Deviation Score for cross-sectional analyses and an Interval Deviation Score for longitudinal analyses. Participants also completed a neuropsychological battery, including measures of both cognitive functioning and psychological health. RESULT In cross-sectional analyses, males with a history of deployment-related mTBI showed advanced brain age compared to those without (t(884) = 2.1, p = .038), while this association was not significant in females. In follow-up analyses of the male participants, severity of posttraumatic stress disorder (PTSD), depression symptoms, and alcohol misuse were also associated with advanced brain age. CONCLUSION History of deployment-related mTBI, severity of PTSD and depression symptoms, and alcohol misuse are associated with advanced brain aging in male US military Service Members and Veterans.
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Affiliation(s)
- Emily L Dennis
- Department of Neurology, University of Utah School of Medicine, Salt Lake City, USA
- George E. Wahlen Veterans Affairs Medical Center, Salt Lake City, USA
| | - Brian A Taylor
- Department of Imaging Physics, The University of Texas M. D. Anderson Cancer Center, Houston, USA
| | - Mary R Newsome
- Michael E. DeBakey Veterans Affairs Medical Center, Houston, USA
- H. Baylor College of Medicine, Houston, USA
| | - Maya Troyanskaya
- Michael E. DeBakey Veterans Affairs Medical Center, Houston, USA
- H. Baylor College of Medicine, Houston, USA
| | - Tracy J Abildskov
- Department of Neurology, University of Utah School of Medicine, Salt Lake City, USA
| | - Aaron M Betts
- Brooke Army Medical Center, Fort Sam Houston, USA
- Department of Radiology and Radiological Sciences, Uniformed Services University, Bethesda, USA
| | - Erin D Bigler
- Department of Neurology, University of Utah School of Medicine, Salt Lake City, USA
- Department of Psychology, Brigham Young University, Provo, USA
- Neuroscience Center, Brigham Young University, Provo, USA
| | - James Cole
- Dementia Research Centre, Institute of Neurology, University College London, London, UK
- Centre for Medical Image Computing, Department of Computer Science, University College London, London, UK
| | - Nicholas Davenport
- Minneapolis VA Health Care System, Minneapolis, USA
- Department of Psychiatry and Behavioral Sciences, University of Minnesota Medical School, Minneapolis, USA
| | | | - Jessica Gill
- National Institutes of Health, National Institute of Nursing Research, Bethesda, USA
- Center for Neuroscience and Regenerative Medicine (CNRM), UniFormed Services University, Bethesda, USA
| | - Vivian Guedes
- National Institutes of Health, National Institute of Nursing Research, Bethesda, USA
| | - Sidney R Hinds
- Department of Neurology, Uniformed Services University, Bethesda, USA
| | - Elizabeth S Hovenden
- Department of Neurology, University of Utah School of Medicine, Salt Lake City, USA
| | - Kimbra Kenney
- Department of Neurology, Uniformed Services University, Bethesda, USA
- National Intrepid Center of Excellence, Walter Reed National Military Medical Center, Bethesda, USA
| | - Mary Jo Pugh
- Department of Medicine, University of Utah School of Medicine, Salt Lake City, USA
- Information Decision-Enhancement and Analytic Sciences Center, VA Salt Lake City, Salt Lake City, USA
| | - Randall S Scheibel
- Michael E. DeBakey Veterans Affairs Medical Center, Houston, USA
- H. Baylor College of Medicine, Houston, USA
| | - Pashtun-Poh Shahim
- Department of Neurology, University of Utah School of Medicine, Salt Lake City, USA
- George E. Wahlen Veterans Affairs Medical Center, Salt Lake City, USA
| | - Robert Shih
- Department of Radiology and Radiological Sciences, Uniformed Services University, Bethesda, USA
| | - William C Walker
- Hunter Holmes McGuire Veterans Affairs Medical Center, Richmond, USA
- Department of Physical Medicine and Rehabilitation, Virginia Commonwealth University, Richmond, USA
| | - J. Kent Werner
- Department of Neurology, Uniformed Services University, Bethesda, USA
| | | | - David X Cifu
- Rehabilitation Medicine Department, National Institutes of Health Clinical Center, Bethesda, USA
| | - David F Tate
- Department of Neurology, University of Utah School of Medicine, Salt Lake City, USA
- George E. Wahlen Veterans Affairs Medical Center, Salt Lake City, USA
| | - Elisabeth A Wilde
- Department of Neurology, University of Utah School of Medicine, Salt Lake City, USA
- George E. Wahlen Veterans Affairs Medical Center, Salt Lake City, USA
- H. Baylor College of Medicine, Houston, USA
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26
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Dennis EL, Baron D, Bartnik‐Olson B, Caeyenberghs K, Esopenko C, Hillary FG, Kenney K, Koerte IK, Lin AP, Mayer AR, Mondello S, Olsen A, Thompson PM, Tate DF, Wilde EA. ENIGMA brain injury: Framework, challenges, and opportunities. Hum Brain Mapp 2022; 43:149-166. [PMID: 32476212 PMCID: PMC8675432 DOI: 10.1002/hbm.25046] [Citation(s) in RCA: 20] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/30/2019] [Revised: 04/23/2020] [Accepted: 05/03/2020] [Indexed: 12/19/2022] Open
Abstract
Traumatic brain injury (TBI) is a major cause of disability worldwide, but the heterogeneous nature of TBI with respect to injury severity and health comorbidities make patient outcome difficult to predict. Injury severity accounts for only some of this variance, and a wide range of preinjury, injury-related, and postinjury factors may influence outcome, such as sex, socioeconomic status, injury mechanism, and social support. Neuroimaging research in this area has generally been limited by insufficient sample sizes. Additionally, development of reliable biomarkers of mild TBI or repeated subconcussive impacts has been slow, likely due, in part, to subtle effects of injury and the aforementioned variability. The ENIGMA Consortium has established a framework for global collaboration that has resulted in the largest-ever neuroimaging studies of multiple psychiatric and neurological disorders. Here we describe the organization, recent progress, and future goals of the Brain Injury working group.
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Affiliation(s)
- Emily L. Dennis
- Department of NeurologyUniversity of Utah School of MedicineSalt Lake CityUtahUSA
- George E. Wahlen Veterans Affairs Medical CenterSalt Lake CityUtahUSA
- Imaging Genetics CenterStevens Neuroimaging & Informatics Institute, Keck School of Medicine of USCMarina del ReyCaliforniaUSA
| | - David Baron
- Western University of Health SciencesPomonaCaliforniaUSA
| | - Brenda Bartnik‐Olson
- Department of RadiologyLoma Linda University Medical CenterLoma LindaCaliforniaUSA
| | - Karen Caeyenberghs
- Cognitive Neuroscience Unit, School of PsychologyDeakin UniversityBurwoodVictoriaAustralia
| | - Carrie Esopenko
- Department of Rehabilitation and Movement SciencesRutgers Biomedical Health SciencesNewarkNew JerseyUSA
| | - Frank G. Hillary
- Department of PsychologyPennsylvania State UniversityUniversity ParkPennsylvaniaUSA
- Social Life and Engineering Sciences Imaging CenterUniversity ParkPennsylvaniaUSA
| | - Kimbra Kenney
- Department of NeurologyUniformed Services University of the Health SciencesBethesdaMarylandUSA
- National Intrepid Center of ExcellenceWalter Reed National Military Medical CenterBethesdaMarylandUSA
| | - Inga K. Koerte
- Psychiatry Neuroimaging LaboratoryBrigham and Women's HospitalBostonMassachusettsUSA
- Department of Child and Adolescent Psychiatry, Psychosomatics and PsychotherapyLudwig‐Maximilians‐UniversitätMunichGermany
| | - Alexander P. Lin
- Center for Clinical SpectroscopyBrigham and Women's Hospital, Harvard Medical SchoolBostonMassachusettsUSA
| | - Andrew R. Mayer
- Mind Research NetworkAlbuquerqueNew MexicoUSA
- Department of Neurology and PsychiatryUniversity of New Mexico School of MedicineAlbuquerqueNew MexicoUSA
| | - Stefania Mondello
- Department of Biomedical and Dental Sciences and Morphofunctional ImagingUniversity of MessinaMessinaItaly
| | - Alexander Olsen
- Department of PsychologyNorwegian University of Science and TechnologyTrondheimNorway
- Department of Physical Medicine and RehabilitationSt. Olavs Hospital, Trondheim University HospitalTrondheimNorway
| | - Paul M. Thompson
- Imaging Genetics CenterStevens Neuroimaging & Informatics Institute, Keck School of Medicine of USCMarina del ReyCaliforniaUSA
- Department of Neurology, Pediatrics, Psychiatry, Radiology, Engineering, and OphthalmologyUniversity of Southern California (USC)Los AngelesCaliforniaUSA
| | - David F. Tate
- Department of NeurologyUniversity of Utah School of MedicineSalt Lake CityUtahUSA
- George E. Wahlen Veterans Affairs Medical CenterSalt Lake CityUtahUSA
| | - Elisabeth A. Wilde
- Department of NeurologyUniversity of Utah School of MedicineSalt Lake CityUtahUSA
- George E. Wahlen Veterans Affairs Medical CenterSalt Lake CityUtahUSA
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27
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Kochunov P, Hong LE, Dennis EL, Morey RA, Tate DF, Wilde EA, Logue M, Kelly S, Donohoe G, Favre P, Houenou J, Ching CRK, Holleran L, Andreassen OA, van Velzen LS, Schmaal L, Villalón-Reina JE, Bearden CE, Piras F, Spalletta G, van den Heuvel OA, Veltman DJ, Stein DJ, Ryan MC, Tan Y, van Erp TGM, Turner JA, Haddad L, Nir TM, Glahn DC, Thompson PM, Jahanshad N. ENIGMA-DTI: Translating reproducible white matter deficits into personalized vulnerability metrics in cross-diagnostic psychiatric research. Hum Brain Mapp 2022; 43:194-206. [PMID: 32301246 PMCID: PMC8675425 DOI: 10.1002/hbm.24998] [Citation(s) in RCA: 35] [Impact Index Per Article: 17.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2019] [Revised: 03/06/2020] [Accepted: 03/17/2020] [Indexed: 12/25/2022] Open
Abstract
The ENIGMA-DTI (diffusion tensor imaging) workgroup supports analyses that examine the effects of psychiatric, neurological, and developmental disorders on the white matter pathways of the human brain, as well as the effects of normal variation and its genetic associations. The seven ENIGMA disorder-oriented working groups used the ENIGMA-DTI workflow to derive patterns of deficits using coherent and coordinated analyses that model the disease effects across cohorts worldwide. This yielded the largest studies detailing patterns of white matter deficits in schizophrenia spectrum disorder (SSD), bipolar disorder (BD), major depressive disorder (MDD), obsessive-compulsive disorder (OCD), posttraumatic stress disorder (PTSD), traumatic brain injury (TBI), and 22q11 deletion syndrome. These deficit patterns are informative of the underlying neurobiology and reproducible in independent cohorts. We reviewed these findings, demonstrated their reproducibility in independent cohorts, and compared the deficit patterns across illnesses. We discussed translating ENIGMA-defined deficit patterns on the level of individual subjects using a metric called the regional vulnerability index (RVI), a correlation of an individual's brain metrics with the expected pattern for a disorder. We discussed the similarity in white matter deficit patterns among SSD, BD, MDD, and OCD and provided a rationale for using this index in cross-diagnostic neuropsychiatric research. We also discussed the difference in deficit patterns between idiopathic schizophrenia and 22q11 deletion syndrome, which is used as a developmental and genetic model of schizophrenia. Together, these findings highlight the importance of collaborative large-scale research to provide robust and reproducible effects that offer insights into individual vulnerability and cross-diagnosis features.
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Affiliation(s)
- Peter Kochunov
- Maryland Psychiatric Research Center, Department of Psychiatry, University of Maryland School of Medicine, Baltimore, Maryland, USA
| | - L Elliot Hong
- Maryland Psychiatric Research Center, Department of Psychiatry, University of Maryland School of Medicine, Baltimore, Maryland, USA
| | - Emily L Dennis
- Psychiatry Neuroimaging Laboratory, Brigham & Women's Hospital, Boston, Massachusetts, USA
- Imaging Genetics Center, USC Mark and Mary Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina del Rey, California, USA
- Department of Neurology, University of Utah School of Medicine, Salt Lake City, Utah, USA
- George E. Wahlen VA, Salt Lake City, Utah, USA
| | - Rajendra A Morey
- Brain Imaging and Analysis Center, Duke University, Durham, North Carolina, USA
| | - David F Tate
- Department of Neurology, University of Utah School of Medicine, Salt Lake City, Utah, USA
- George E. Wahlen VA, Salt Lake City, Utah, USA
| | - Elisabeth A Wilde
- Department of Neurology, University of Utah School of Medicine, Salt Lake City, Utah, USA
- George E. Wahlen VA, Salt Lake City, Utah, USA
| | - Mark Logue
- VA Boston Healthcare System, National Center for PTSD, Boston, Massachusetts, USA
- Boston University School of Medicine, Department of Psychiatry, Boston, Massachusetts, USA
- Boston University School of Medicine, Biomedical Genetics, Boston, Massachusetts, USA
- Boston University School of Public Health, Department of Biostatistics, Boston, Massachusetts, USA
| | - Sinead Kelly
- Imaging Genetics Center, USC Mark and Mary Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina del Rey, California, USA
- Harvard Medical School, Boston, Massachusetts, USA
| | - Gary Donohoe
- Centre for Neuroimaging and Cognitive Genomics (NICOG), Clinical Neuroimaging Laboratory, NCBES Galway Neuroscience Centre, National University of Ireland Galway, Galway, Ireland
| | - Pauline Favre
- Neurospin, CEA, Université Paris-Saclay, Gif-sur-Yvette, France
- INSERM Unit U955, team "Translational Neuro-Psychiatry", Créteil, France
| | - Josselin Houenou
- Neurospin, CEA, Université Paris-Saclay, Gif-sur-Yvette, France
- INSERM Unit U955, team "Translational Neuro-Psychiatry", Créteil, France
- Psychiatry Department, Assistance Publique-Hôpitaux de Paris (AP-HP), CHU Mondor, Créteil, France
- Faculté de Médecine, Université Paris Est Créteil, Créteil, France
| | - Christopher R K Ching
- Imaging Genetics Center, USC Mark and Mary Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina del Rey, California, USA
| | - Laurena Holleran
- Centre for Neuroimaging and Cognitive Genomics (NICOG), Clinical Neuroimaging Laboratory, NCBES Galway Neuroscience Centre, National University of Ireland Galway, Galway, Ireland
| | - Ole A Andreassen
- Norwegian Centre for Mental Disorders Research (NORMENT), Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
- Norwegian Centre for Mental Disorders Research (NORMENT), Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - Laura S van Velzen
- Centre for Youth Mental Health, The University of Melbourne, Melbourne, Australia
- Orygen, The National Centre of Excellence in Youth Mental Health, Parkville, Australia
| | - Lianne Schmaal
- Centre for Youth Mental Health, The University of Melbourne, Melbourne, Australia
- Orygen, The National Centre of Excellence in Youth Mental Health, Parkville, Australia
| | - Julio E Villalón-Reina
- Imaging Genetics Center, USC Mark and Mary Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina del Rey, California, USA
| | - Carrie E Bearden
- Department of Psychiatry and Biobehavioral Sciences, Semel Institute for Neuroscience and Human Behavior, University of California at Los Angeles, Los Angeles, California, USA
- Department of Psychology, University of California at Los Angeles, Los Angeles, California, USA
| | - Fabrizio Piras
- Laboratory of Neuropsychiatry, Department of Clinical and Behavioral Neurology, IRCCS Santa Lucia Foundation, Rome, Italy
| | - Gianfranco Spalletta
- Laboratory of Neuropsychiatry, Department of Clinical and Behavioral Neurology, IRCCS Santa Lucia Foundation, Rome, Italy
- Division of Neuropsychiatry, Menninger Department of Psychiatry and Behavioral Sciences, Baylor College of Medicine, Houston, Texas, USA
| | - Odile A van den Heuvel
- Amsterdam UMC, Vrije Universiteit Amsterdam, Department of Psychiatry, Department of Anatomy & Neurosciences, Amsterdam Neuroscience, Amsterdam, The Netherlands
| | - Dick J Veltman
- Amsterdam UMC, Vrije Universiteit Amsterdam, Department of Psychiatry, Department of Anatomy & Neurosciences, Amsterdam Neuroscience, Amsterdam, The Netherlands
| | - Dan J Stein
- Department of Psychiatry & Neuroscience Institute, University of Cape Town, SA MRC Unit on Risk & Resilience in Mental Disorders, Cape Town, South Africa
| | - Meghann C Ryan
- Maryland Psychiatric Research Center, Department of Psychiatry, University of Maryland School of Medicine, Baltimore, Maryland, USA
| | - Yunlong Tan
- Beijing Huilongguan Hospital, Peking University Huilongguan Clinical Medical School, Beijing, China
| | - Theo G M van Erp
- Clinical Translational Neuroscience Laboratory, Department of Psychiatry, University of California Irvine, Irvine, California, USA
- Center for the Neurobiology of Learning and Memory, University of California Irvine, Irvine, California, USA
| | - Jessica A Turner
- Department of Psychology and Neuroscience Institute, Georgia State University, Atlanta, Georgia, USA
| | - Liz Haddad
- Imaging Genetics Center, USC Mark and Mary Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina del Rey, California, USA
| | - Talia M Nir
- Imaging Genetics Center, USC Mark and Mary Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina del Rey, California, USA
| | - David C Glahn
- Department of Psychiatry, Boston Children's Hospital and Harvard Medical School, Boston, Massachusetts, USA
- Olin Neuropsychiatric Research Center, Hartford Hospital, Hartford, Connecticut, USA
| | - Paul M Thompson
- Imaging Genetics Center, USC Mark and Mary Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina del Rey, California, USA
| | - Neda Jahanshad
- Imaging Genetics Center, USC Mark and Mary Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina del Rey, California, USA
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Olsen A, Dennis EL, Stubberud J, Hovenden ES, Solbakk AK, Endestad T, Kristian Hol P, Schanke AK, Løvstad M, Tornås S. Regional brain volume prior to treatment is linked to outcome after cognitive rehabilitation in traumatic brain injury. NeuroImage: Clinical 2022; 35:103126. [PMID: 36002956 PMCID: PMC9421497 DOI: 10.1016/j.nicl.2022.103126] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/22/2022] [Revised: 07/01/2022] [Accepted: 07/23/2022] [Indexed: 11/17/2022] Open
Abstract
Advanced neuroimaging has potential to inform new practices in cognitive rehabilitation. Regional brain volume was linked to effect of cognitive rehabilitation in traumatic brain injury. The most robust effects were observed in midline fronto-parietal brain regions.
Cognitive rehabilitation is useful for many after traumatic brain injury (TBI), but we lack critical knowledge about which patients benefit the most from different approaches. Advanced neuroimaging techniques have provided important insight into brain pathology and systems plasticity after TBI, and have potential to inform new practices in cognitive rehabilitation. In this study, we aimed to identify candidate structural brain measures with relevance for rehabilitation of cognitive control (executive) function after TBI. Twenty-eight patients (9 female, mean age 40.5 (SD = 13.04) years) with TBI (>21 months since injury) that participated in a randomized controlled cognitive rehabilitation trial (NCT02692352) were included in the analyses. Regional brain volume was extracted from T1-weighted MRI scans before treatment using tensor-based morphometry. Both positive and negative associations between treatment outcome (everyday cognitive control function) and regional brain volume were observed. The most robust associations between regional brain volume and improvement in function were observed in midline fronto-parietal regions, including the anterior and posterior cingulate cortices. The study provides proof of concept and valuable insight for planning future studies focusing on neuroimaging in cognitive rehabilitation after TBI.
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Affiliation(s)
- Alexander Olsen
- Department of Psychology, Norwegian University of Science and Technology, Trondheim, Norway; Department of Physical Medicine and Rehabilitation, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway.
| | - Emily L Dennis
- Department of Neurology, University of Utah School of Medicine, Salt Lake City, UT, USA; George E. Wahlen Veteran Affairs Medical Center, Salt Lake City UT, USA
| | - Jan Stubberud
- Department of Psychology, University of Oslo, Oslo, Norway; Department of Research, Lovisenberg Diaconal Hospital, Oslo, Norway; Department of Research, Sunnaas Rehabilitation Hospital, Nesodden, Norway
| | - Elizabeth S Hovenden
- Department of Neurology, University of Utah School of Medicine, Salt Lake City, UT, USA; George E. Wahlen Veteran Affairs Medical Center, Salt Lake City UT, USA
| | - Anne-Kristin Solbakk
- RITMO, Department of Psychology, University of Oslo, Norway; Department of Neurosurgery, Oslo University Hospital - Rikshospitalet, Norway; Department of Neuropsychology, Helgeland Hospital, 8657 Mosjøen, Norway
| | - Tor Endestad
- RITMO, Department of Psychology, University of Oslo, Norway; Department of Neuropsychology, Helgeland Hospital, 8657 Mosjøen, Norway
| | - Per Kristian Hol
- The Intervention Centre, Oslo University Hospital, Oslo, Norway; Faculty of Medicine, University of Oslo, Oslo, Norway
| | - Anne-Kristine Schanke
- Department of Psychology, University of Oslo, Oslo, Norway; Department of Research, Sunnaas Rehabilitation Hospital, Nesodden, Norway
| | - Marianne Løvstad
- Department of Psychology, University of Oslo, Oslo, Norway; Department of Research, Sunnaas Rehabilitation Hospital, Nesodden, Norway
| | - Sveinung Tornås
- Department of Research, Sunnaas Rehabilitation Hospital, Nesodden, Norway
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29
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Zheng Y, Garrett ME, Sun D, Clarke-Rubright EK, Haswell CC, Maihofer AX, Elman JA, Franz CE, Lyons MJ, Kremen WS, Peverill M, Sambrook K, McLaughlin KA, Davenport ND, Disner S, Sponheim SR, Andrew E, Korgaonkar M, Bryant R, Varkevisser T, Geuze E, Coleman J, Beckham JC, Kimbrel NA, Sullivan D, Miller M, Hayes J, Verfaellie M, Wolf E, Salat D, Spielberg JM, Milberg W, McGlinchey R, Dennis EL, Thompson PM, Medland S, Jahanshad N, Nievergelt CM, Ashley-Koch AE, Logue MW, Morey RA. Trauma and posttraumatic stress disorder modulate polygenic predictors of hippocampal and amygdala volume. Transl Psychiatry 2021; 11:637. [PMID: 34916497 PMCID: PMC8677780 DOI: 10.1038/s41398-021-01707-x] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/09/2021] [Revised: 10/05/2021] [Accepted: 10/20/2021] [Indexed: 11/08/2022] Open
Abstract
The volume of subcortical structures represents a reliable, quantitative, and objective phenotype that captures genetic effects, environmental effects such as trauma, and disease effects such as posttraumatic stress disorder (PTSD). Trauma and PTSD represent potent exposures that may interact with genetic markers to influence brain structure and function. Genetic variants, associated with subcortical volumes in two large normative discovery samples, were used to compute polygenic scores (PGS) for the volume of seven subcortical structures. These were applied to a target sample enriched for childhood trauma and PTSD. Subcortical volume PGS from the discovery sample were strongly associated in our trauma/PTSD enriched sample (n = 7580) with respective subcortical volumes of the hippocampus (p = 1.10 × 10-20), thalamus (p = 7.46 × 10-10), caudate (p = 1.97 × 10-18), putamen (p = 1.7 × 10-12), and nucleus accumbens (p = 1.99 × 10-7). We found a significant association between the hippocampal volume PGS and hippocampal volume in control subjects from our sample, but was absent in individuals with PTSD (GxE; (beta = -0.10, p = 0.027)). This significant GxE (PGS × PTSD) relationship persisted (p < 1 × 10-19) in four out of five threshold peaks (0.024, 0.133, 0.487, 0.730, and 0.889) used to calculate hippocampal volume PGSs. We detected similar GxE (G × ChildTrauma) relationships in the amygdala for exposure to childhood trauma (rs4702973; p = 2.16 × 10-7) or PTSD (rs10861272; p = 1.78 × 10-6) in the CHST11 gene. The hippocampus and amygdala are pivotal brain structures in mediating PTSD symptomatology. Trauma exposure and PTSD modulate the effect of polygenic markers on hippocampal volume (GxE) and the amygdala volume PGS is associated with PTSD risk, which supports the role of amygdala volume as a risk factor for PTSD.
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Affiliation(s)
- Yuanchao Zheng
- National Center for PTSD, VA Boston Healthcare System, Boston, MA, USA
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - Melanie E Garrett
- Department of Medicine, Duke Molecular Physiology Institute, Duke University Medical Center, Durham, NC, USA
- VISN 6 MIRECC, Durham VA Health Care System, Durham, NC, USA
| | - Delin Sun
- VISN 6 MIRECC, Durham VA Health Care System, Durham, NC, USA
- Brain Imaging and Analysis Center, Duke University, Durham, NC, USA
| | - Emily K Clarke-Rubright
- VISN 6 MIRECC, Durham VA Health Care System, Durham, NC, USA
- Brain Imaging and Analysis Center, Duke University, Durham, NC, USA
| | - Courtney C Haswell
- VISN 6 MIRECC, Durham VA Health Care System, Durham, NC, USA
- Brain Imaging and Analysis Center, Duke University, Durham, NC, USA
| | - Adam X Maihofer
- Department of Psychiatry, School of Medicine, University of California, San Diego, La Jolla, CA, USA
| | - Jeremy A Elman
- Department of Psychiatry, School of Medicine, University of California, San Diego, La Jolla, CA, USA
- Center for Behavior Genetics of Aging, University of California, San Diego, La Jolla, CA, USA
| | - Carol E Franz
- Department of Psychiatry, School of Medicine, University of California, San Diego, La Jolla, CA, USA
- Center for Behavior Genetics of Aging, University of California, San Diego, La Jolla, CA, USA
| | - Michael J Lyons
- Department of Psychological and Brain Sciences, Boston University, Boston, MA, USA
| | - William S Kremen
- Department of Psychiatry, School of Medicine, University of California, San Diego, La Jolla, CA, USA
- Center for Behavior Genetics of Aging, University of California, San Diego, La Jolla, CA, USA
- Center of Excellence for Stress and Mental Health, Veterans Affairs San Diego Healthcare System, La Jolla, CA, USA
| | - Matthew Peverill
- Department of Psychology, University of Washington, Seattle, WA, USA
| | - Kelly Sambrook
- Department of Psychology, Harvard University, Boston, MA, USA
| | | | - Nicholas D Davenport
- Minneapolis VA Health Care System, Minneapolis, MN, USA
- Department of Psychiatry and Behavioral Sciences, University of Minnesota, Minneapolis, MN, USA
| | - Seth Disner
- Minneapolis VA Health Care System, Minneapolis, MN, USA
- Department of Psychiatry and Behavioral Sciences, University of Minnesota, Minneapolis, MN, USA
| | - Scott R Sponheim
- Minneapolis VA Health Care System, Minneapolis, MN, USA
- Department of Psychiatry and Behavioral Sciences, University of Minnesota, Minneapolis, MN, USA
| | | | - Mayuresh Korgaonkar
- Brain Dynamics Centre, Westmead Institute of Medical Research, University of Sydney, Westmead, NSW, Australia
| | - Richard Bryant
- School of Psychology, University of New South Wales, Sydney, NSW, Australia
| | - Tim Varkevisser
- Brain Center Rudolf Magnus, Department of Psychiatry, University Medical Center Utrecht, Utrecht, The Netherlands
- Brain Research and Innovation Centre, Ministry of Defence, Utrecht, The Netherlands
| | - Elbert Geuze
- Brain Center Rudolf Magnus, Department of Psychiatry, University Medical Center Utrecht, Utrecht, The Netherlands
- Brain Research and Innovation Centre, Ministry of Defence, Utrecht, The Netherlands
| | - Jonathan Coleman
- King's College London, Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology and Neuroscience, London, UK
- King's College London, NIHR Maudsley BRC, London, UK
| | - Jean C Beckham
- Brain Imaging and Analysis Center, Duke University, Durham, NC, USA
- Department of Psychiatry and Behavioral Sciences, Duke University School of Medicine, Durham, NC, USA
| | - Nathan A Kimbrel
- Brain Imaging and Analysis Center, Duke University, Durham, NC, USA
- Department of Psychiatry and Behavioral Sciences, Duke University School of Medicine, Durham, NC, USA
| | - Danielle Sullivan
- National Center for PTSD, VA Boston Healthcare System, Boston, MA, USA
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - Mark Miller
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
- VA Boston Healthcare System, Jamaica Plain, MA, USA
| | - Jasmeet Hayes
- National Center for PTSD, VA Boston Healthcare System, Boston, MA, USA
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - Mieke Verfaellie
- National Center for PTSD, VA Boston Healthcare System, Boston, MA, USA
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - Erika Wolf
- National Center for PTSD, VA Boston Healthcare System, Boston, MA, USA
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - David Salat
- VA Boston Healthcare System, Jamaica Plain, MA, USA
- Department of Radiology, Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Harvard Medical School, Charlestown, MA, USA
| | - Jeffrey M Spielberg
- VA Boston Healthcare System, Jamaica Plain, MA, USA
- Department of Psychological and Brain Sciences, University of Delaware, Newark, DE, USA
| | - William Milberg
- Translational Research Center for TBI and Stress Disorders, VA Boston Healthcare System, Boston, MA, USA
- Geriatric Research, Educational and Clinical Center, VA Boston Healthcare System, Boston, MA, USA
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA
| | - Regina McGlinchey
- Translational Research Center for TBI and Stress Disorders, VA Boston Healthcare System, Boston, MA, USA
- Geriatric Research, Educational and Clinical Center, VA Boston Healthcare System, Boston, MA, USA
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA
| | - Emily L Dennis
- Department of Neurology, University of Utah, Salt Lake City, UT, USA
| | - Paul M Thompson
- Imaging Genetics Center, Stevens Neuroimaging & Informatics Institute, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA
| | - Sarah Medland
- Queensland Institute for Medical Research, Berghofer Medical Research Institute, Brisbane, QLD, Australia
| | - Neda Jahanshad
- Imaging Genetics Center, Stevens Neuroimaging & Informatics Institute, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA
| | - Caroline M Nievergelt
- Department of Psychiatry, School of Medicine, University of California, San Diego, La Jolla, CA, USA
- Center of Excellence for Stress and Mental Health, Veterans Affairs San Diego Healthcare System, La Jolla, CA, USA
| | - Allison E Ashley-Koch
- Department of Medicine, Duke Molecular Physiology Institute, Duke University Medical Center, Durham, NC, USA
- VISN 6 MIRECC, Durham VA Health Care System, Durham, NC, USA
| | - Mark W Logue
- National Center for PTSD, VA Boston Healthcare System, Boston, MA, USA
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
- Departments of Psychiatry and Biomedical Genetics, Boston University School of Medicine, Boston, MA, USA
| | - Rajendra A Morey
- VISN 6 MIRECC, Durham VA Health Care System, Durham, NC, USA.
- Brain Imaging and Analysis Center, Duke University, Durham, NC, USA.
- Department of Psychiatry and Behavioral Sciences, Duke University School of Medicine, Durham, NC, USA.
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30
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de Souza NL, Buckman JF, Dennis EL, Parrott JS, Velez C, Wilde EA, Tate DF, Esopenko C. Association between white matter organization and cognitive performance in athletes with a history of sport-related concussion. J Clin Exp Neuropsychol 2021; 43:704-715. [PMID: 34779351 DOI: 10.1080/13803395.2021.1991893] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
Abstract
INTRODUCTION Impairments in cognitive performance after sport-related concussion (SRC) typically resolve within weeks of the injury, whereas alterations to white matter (WM) organization have been found to persist longer into the chronic injury stage. However, longer-term associations between cognition and WM organization following SRC have not been studied. The objective of this study was to compare WM organization and cognitive performance in collegiate athletes an average of almost 4 years post-SRC to athletes with no history of SRC. METHOD National Collegiate Athletic Association Division III athletes (n = 71, age = 19.3 ± 1.2; 14 with self-reported SRC) completed a neurocognitive assessment and diffusion tensor imaging (DTI). WM organization was assessed by extracting measures of fractional anisotropy (FA), mean diffusivity (MD), and radial diffusivity (RD) from 20 WM regions of interest (ROIs). Multivariate partial least squares analyses were used to compare athletes with and without a history of SRC and assess relationships between DTI-derived metrics of WM organization and cognitive measures. RESULTS Cognitive performance and ROI metrics did not differ between athletes with and without prior SRC. However, among athletes with a history of SRC, better executive function, processing speed, and memory but worse choice reaction time were associated with higher FA and lower MD and RD in several WM tracts. CONCLUSION Athletes with a history of SRC demonstrated greater associations between cognitive performance and WM organization, but also variability in the domains showing associations. Taken together, the findings demonstrate the importance of examining brain-behavior relationships several years after SRC to better gauge how WM organization supports cognition.
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Affiliation(s)
- Nicola L de Souza
- School of Graduate Studies, Biomedical Sciences, Rutgers Biomedical and Health Sciences, Newark, NJ, USA
| | - Jennifer F Buckman
- Department of Kinesiology and Health, Rutgers University - New Brunswick, Piscataway, NJ, USA
| | - Emily L Dennis
- Department of Neurology, University of Utah School of Medicine, Salt Lake City, UT, USA.,George E. Wahlen Veterans Affairs Salt Lake City Healthcare System, Salt Lake City, UT, USA
| | | | - Carmen Velez
- Department of Neurology, University of Utah School of Medicine, Salt Lake City, UT, USA.,Missouri Institute of Mental Health, University of Missouri, St. Louis, MO, USA
| | - Elisabeth A Wilde
- Department of Neurology, University of Utah School of Medicine, Salt Lake City, UT, USA.,George E. Wahlen Veterans Affairs Salt Lake City Healthcare System, Salt Lake City, UT, USA
| | - David F Tate
- Department of Neurology, University of Utah School of Medicine, Salt Lake City, UT, USA.,George E. Wahlen Veterans Affairs Salt Lake City Healthcare System, Salt Lake City, UT, USA.,Missouri Institute of Mental Health, University of Missouri, St. Louis, MO, USA
| | - Carrie Esopenko
- Department of Rehabilitation & Movement Sciences, School of Health Professions, Rutgers Biomedical and Health Sciences, Newark, NJ, USA
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31
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Dennis EL, Disner SG, Fani N, Salminen LE, Logue M, Clarke EK, Haswell CC, Averill CL, Baugh LA, Bomyea J, Bruce SE, Cha J, Choi K, Davenport ND, Densmore M, du Plessis S, Forster GL, Frijling JL, Gonenc A, Gruber S, Grupe DW, Guenette JP, Hayes J, Hofmann D, Ipser J, Jovanovic T, Kelly S, Kennis M, Kinzel P, Koch SBJ, Koerte I, Koopowitz S, Korgaonkar M, Krystal J, Lebois LAM, Li G, Magnotta VA, Manthey A, May GJ, Menefee DS, Nawijn L, Nelson SM, Neufeld RWJ, Nitschke JB, O'Doherty D, Peverill M, Ressler KJ, Roos A, Sheridan MA, Sierk A, Simmons A, Simons RM, Simons JS, Stevens J, Suarez-Jimenez B, Sullivan DR, Théberge J, Tran JK, van den Heuvel L, van der Werff SJA, van Rooij SJH, van Zuiden M, Velez C, Verfaellie M, Vermeiren RRJM, Wade BSC, Wager T, Walter H, Winternitz S, Wolff J, York G, Zhu Y, Zhu X, Abdallah CG, Bryant R, Daniels JK, Davidson RJ, Fercho KA, Franz C, Geuze E, Gordon EM, Kaufman ML, Kremen WS, Lagopoulos J, Lanius RA, Lyons MJ, McCauley SR, McGlinchey R, McLaughlin KA, Milberg W, Neria Y, Olff M, Seedat S, Shenton M, Sponheim SR, Stein DJ, Stein MB, Straube T, Tate DF, van der Wee NJA, Veltman DJ, Wang L, Wilde EA, Thompson PM, Kochunov P, Jahanshad N, Morey RA. Altered white matter microstructural organization in posttraumatic stress disorder across 3047 adults: results from the PGC-ENIGMA PTSD consortium. Mol Psychiatry 2021; 26:4315-4330. [PMID: 31857689 PMCID: PMC7302988 DOI: 10.1038/s41380-019-0631-x] [Citation(s) in RCA: 47] [Impact Index Per Article: 15.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/20/2019] [Revised: 11/20/2019] [Accepted: 12/02/2019] [Indexed: 01/08/2023]
Abstract
A growing number of studies have examined alterations in white matter organization in people with posttraumatic stress disorder (PTSD) using diffusion MRI (dMRI), but the results have been mixed which may be partially due to relatively small sample sizes among studies. Altered structural connectivity may be both a neurobiological vulnerability for, and a result of, PTSD. In an effort to find reliable effects, we present a multi-cohort analysis of dMRI metrics across 3047 individuals from 28 cohorts currently participating in the PGC-ENIGMA PTSD working group (a joint partnership between the Psychiatric Genomics Consortium and the Enhancing NeuroImaging Genetics through Meta-Analysis consortium). Comparing regional white matter metrics across the full brain in 1426 individuals with PTSD and 1621 controls (2174 males/873 females) between ages 18-83, 92% of whom were trauma-exposed, we report associations between PTSD and disrupted white matter organization measured by lower fractional anisotropy (FA) in the tapetum region of the corpus callosum (Cohen's d = -0.11, p = 0.0055). The tapetum connects the left and right hippocampus, for which structure and function have been consistently implicated in PTSD. Results were consistent even after accounting for the effects of multiple potentially confounding variables: childhood trauma exposure, comorbid depression, history of traumatic brain injury, current alcohol abuse or dependence, and current use of psychotropic medications. Our results show that PTSD may be associated with alterations in the broader hippocampal network.
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Affiliation(s)
- Emily L Dennis
- Psychiatry Neuroimaging Laboratory, Department of Psychiatry, Brigham and Women's Hospital, Boston, MA, USA.
- Imaging Genetics Center, Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina del Rey, CA, USA.
- Department of Neurology, University of Utah, Salt Lake City, UT, USA.
- Stanford Neurodevelopment, Affect, and Psychopathology Laboratory, Stanford, CA, USA.
| | - Seth G Disner
- Minneapolis VA Health Care System, Minneapolis, MN, USA
- Department of Psychiatry, University of Minnesota, Minneapolis, MN, USA
| | - Negar Fani
- Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta, GA, USA
| | - Lauren E Salminen
- Imaging Genetics Center, Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina del Rey, CA, USA
| | - Mark Logue
- National Center for PTSD, VA Boston Healthcare System, Boston, MA, USA
- Department of Psychiatry, Boston University School of Medicine, Boston, MA, USA
- Biomedical Genetics, Boston University School of Medicine, Boston, MA, USA
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - Emily K Clarke
- Brain Imaging and Analysis Center, Duke University, Durham, NC, USA
- VISN 6 MIRECC, Durham VA, Durham, NC, USA
| | - Courtney C Haswell
- Brain Imaging and Analysis Center, Duke University, Durham, NC, USA
- VISN 6 MIRECC, Durham VA, Durham, NC, USA
| | - Christopher L Averill
- Clinical Neuroscience Division, National Center for PTSD; Department of Psychiatry, Yale University School of Medicine, New Haven, CT, USA
| | - Lee A Baugh
- Division of Basic Biomedical Sciences, Sanford School of Medicine, University of South Dakota, Vermillion, SD, USA
- Center for Brain and Behavior Research, University of South Dakota, Vermillion, SD, USA
- Sioux Falls VA Health Care System, Sioux Falls, SD, USA
| | - Jessica Bomyea
- Center of Excellence for Stress and Mental Health, VA San Diego Healthcare System, La Jolla, CA, USA
- Department of Psychiatry, University of California, San Diego, La Jolla, CA, USA
| | - Steven E Bruce
- Department of Psychological Sciences, Center for Trauma Recovery University of Missouri-St. Louis, St. Louis, MO, USA
| | - Jiook Cha
- Department of Psychiatry, Columbia University Medical Center, New York, NY, USA
- New York State Psychiatric Institute, New York, NY, USA
| | - Kyle Choi
- Health Services Research Center, University of California, San Diego, CA, USA
| | - Nicholas D Davenport
- Minneapolis VA Health Care System, Minneapolis, MN, USA
- Department of Psychiatry, University of Minnesota, Minneapolis, MN, USA
| | - Maria Densmore
- Department of Psychiatry, Western University, London, ON, Canada
- Imaging Division, Lawson Health Research Institute, London, ON, Canada
| | - Stefan du Plessis
- Department of Psychiatry, Stellenbosch University, Stellenbosch, South Africa
| | - Gina L Forster
- Division of Basic Biomedical Sciences, Sanford School of Medicine, University of South Dakota, Vermillion, SD, USA
- Center for Brain and Behavior Research, University of South Dakota, Vermillion, SD, USA
- Brain Health Research Centre, Department of Anatomy, University of Otago, Dunedin, 9054, New Zealand
| | - Jessie L Frijling
- Department of Psychiatry, Amsterdam Neuroscience, Amsterdam University Medical Centers, Location Academic Medical Center, University of Amsterdam, Amsterdam, The Netherlands
| | - Atilla Gonenc
- Cognitive and Clinical Neuroimaging Core, McLean Hospital, Belmont, MA, USA
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA
| | - Staci Gruber
- Cognitive and Clinical Neuroimaging Core, McLean Hospital, Belmont, MA, USA
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA
| | - Daniel W Grupe
- Center for Healthy Minds, University of Wisconsin-Madison, Madison, WI, USA
| | - Jeffrey P Guenette
- Division of Neuroradiology, Brigham and Women's Hospital, Boston, MA, USA
| | - Jasmeet Hayes
- Department of Psychology, The Ohio State University, Columbus, OH, USA
| | - David Hofmann
- Institute of Medical Psychology and Systems Neuroscience, University of Münster, Münster, Germany
| | - Jonathan Ipser
- SA Medical Research Council Unit on Risk & Resilience in Mental Disorders, Dept of Psychiatry & Neuroscience Institute, University of Cape Town, Cape Town, South Africa
| | - Tanja Jovanovic
- Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta, GA, USA
- Department of Psychiatry and Behavioral Neuroscience, Wayne State University School of Medicine, Detroit, MI, USA
| | - Sinead Kelly
- Psychiatry Neuroimaging Laboratory, Department of Psychiatry, Brigham and Women's Hospital, Boston, MA, USA
- Department of Psychiatry, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA, USA
| | - Mitzy Kennis
- Brain Center Rudolf Magnus, Department of Psychiatry, UMCU, Utrecht, The Netherlands
- Brain Research and Innovation Centre, Ministry of Defence, Utrecht, The Netherlands
| | - Philipp Kinzel
- Psychiatry Neuroimaging Laboratory, Department of Psychiatry, Brigham and Women's Hospital, Boston, MA, USA
- Department of Child and Adolescent Psychiatry, Psychosomatics and Psychotherapy, University Hospital, Ludwig-Maximilians-Universität, Munich, Germany
| | - Saskia B J Koch
- Department of Psychiatry, Amsterdam Neuroscience, Amsterdam University Medical Centers, Location Academic Medical Center, University of Amsterdam, Amsterdam, The Netherlands
- Donders Institute for Brain, Cognition and Behavior, Centre for Cognitive Neuroimaging, Radboud University Nijmegen, Nijmegen, The Netherlands
| | - Inga Koerte
- Psychiatry Neuroimaging Laboratory, Department of Psychiatry, Brigham and Women's Hospital, Boston, MA, USA
- Department of Child and Adolescent Psychiatry, Psychosomatics and Psychotherapy, University Hospital, Ludwig-Maximilians-Universität, Munich, Germany
| | - Sheri Koopowitz
- SA Medical Research Council Unit on Risk & Resilience in Mental Disorders, Dept of Psychiatry & Neuroscience Institute, University of Cape Town, Cape Town, South Africa
| | - Mayuresh Korgaonkar
- Brain Dynamics Centre, Westmead Institute of Medical Research, University of Sydney, Westmead, NSW, Australia
| | - John Krystal
- Clinical Neuroscience Division, National Center for PTSD; Department of Psychiatry, Yale University School of Medicine, New Haven, CT, USA
| | - Lauren A M Lebois
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA
- Division of Depression and Anxiety Disorders, McLean Hospital, Belmont, MA, USA
| | - Gen Li
- Laboratory for Traumatic Stress Studies, CAS Key Laboratory of Mental Health, Institute of Psychology, Chinese Academy of Sciences, Beijing, China
- Department of Psychology, University of Chinese Academy of Sciences, Beijing, China
| | - Vincent A Magnotta
- Departments of Radiology, Psychiatry, and Biomedical Engineering, University of Iowa, Iowa City, IA, USA
| | | | - Geoff J May
- VISN 17 Center of Excellence for Research on Returning War Veterans, Waco, TX, USA
- Department of Psychology and Neuroscience, Baylor University, Waco, TX, USA
- Department of Psychiatry and Behavioral Science, Texas A&M Health Science Center, Bryan, TX, USA
- Center for Vital Longevity, School of Behavioral and Brain Sciences, University of Texas at Dallas, Dallas, TX, USA
| | - Deleene S Menefee
- Menninger Department of Psychiatry, Baylor College of Medicine, Houston, TX, USA
- South Central MIRECC, Houston, TX, USA
| | - Laura Nawijn
- Department of Psychiatry, Amsterdam Neuroscience, Amsterdam University Medical Centers, Location Academic Medical Center, University of Amsterdam, Amsterdam, The Netherlands
- Department of Psychiatry, Amsterdam University Medical Centers, Location VU University Medical Center, VU University, Amsterdam, The Netherlands
| | - Steven M Nelson
- VISN 17 Center of Excellence for Research on Returning War Veterans, Waco, TX, USA
- Department of Psychology and Neuroscience, Baylor University, Waco, TX, USA
- Center for Vital Longevity, School of Behavioral and Brain Sciences, University of Texas at Dallas, Dallas, TX, USA
| | - Richard W J Neufeld
- Department of Psychiatry, Western University, London, ON, Canada
- Department of Psychology, Western University, London, ON, Canada
- Department of Neuroscience, Western University, London, ON, Canada
- Department of Psychology, University of British Columbia, Okanagan, BC, Canada
| | - Jack B Nitschke
- Department of Psychiatry, University of Wisconsin-Madison, Madison, WI, USA
| | | | - Matthew Peverill
- Department of Psychology, University of Washington, Seattle, WA, USA
| | - Kerry J Ressler
- Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta, GA, USA
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA
- Donders Institute for Brain, Cognition and Behavior, Centre for Cognitive Neuroimaging, Radboud University Nijmegen, Nijmegen, The Netherlands
| | - Annerine Roos
- South African Medical Research Council / Stellenbosch University Genomics of Brain Disorders Research Unit, Department of Psychiatry, Stellenbosch University, Cape Town, South Africa
| | - Margaret A Sheridan
- Department of Psychology and Brain Sciences, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Anika Sierk
- University Medical Centre Charite, Berlin, Germany
| | - Alan Simmons
- Center of Excellence for Stress and Mental Health, VA San Diego Healthcare System, La Jolla, CA, USA
- Department of Psychiatry, University of California, San Diego, La Jolla, CA, USA
| | - Raluca M Simons
- Center for Brain and Behavior Research, University of South Dakota, Vermillion, SD, USA
- Department of Psychology, University of South Dakota, Vermillion, SD, USA
| | - Jeffrey S Simons
- Sioux Falls VA Health Care System, Sioux Falls, SD, USA
- Department of Psychology, University of South Dakota, Vermillion, SD, USA
| | - Jennifer Stevens
- Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta, GA, USA
| | - Benjamin Suarez-Jimenez
- Department of Psychiatry, Columbia University Medical Center, New York, NY, USA
- New York State Psychiatric Institute, New York, NY, USA
| | - Danielle R Sullivan
- National Center for PTSD, VA Boston Healthcare System, Boston, MA, USA
- Department of Psychiatry, Boston University School of Medicine, Boston, MA, USA
| | - Jean Théberge
- Department of Psychiatry, Western University, London, ON, Canada
- Imaging Division, Lawson Health Research Institute, London, ON, Canada
- Department of Medical Biophysics, Western University, London, ON, Canada
| | | | | | - Steven J A van der Werff
- Department of Psychiatry, LUMC, Leiden, The Netherlands
- Leiden Institute for Brain and Cognition, Leiden, The Netherlands
| | - Sanne J H van Rooij
- Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta, GA, USA
| | - Mirjam van Zuiden
- Department of Psychiatry, Amsterdam Neuroscience, Amsterdam University Medical Centers, Location Academic Medical Center, University of Amsterdam, Amsterdam, The Netherlands
| | - Carmen Velez
- Department of Neurology, University of Utah, Salt Lake City, UT, USA
- Missouri Institute of Mental Health and University of Missouri, St Louis, MO, USA
| | - Mieke Verfaellie
- Department of Psychiatry, Boston University School of Medicine, Boston, MA, USA
- Memory Disorders Research Center, VA Boston Healthcare System, Boston, MA, USA
| | | | - Benjamin S C Wade
- Department of Neurology, University of Utah, Salt Lake City, UT, USA
- Missouri Institute of Mental Health and University of Missouri, St Louis, MO, USA
- Ahmanson-Lovelace Brain Mapping Center, Department of Neurology, University of California, Los Angeles, Los Angeles, CA, USA
| | | | | | - Sherry Winternitz
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA
- Division of Women's Mental Health, McLean Hospital, Belmont, MA, USA
| | - Jonathan Wolff
- Division of Depression and Anxiety Disorders, McLean Hospital, Belmont, MA, USA
| | - Gerald York
- Joint Trauma System, 3698 Chambers Pass, Joint Base San Antonio, Fort Sam Houston, TX, USA
- Alaska Radiology Associates, Anchorage, AK, USA
| | - Ye Zhu
- Laboratory for Traumatic Stress Studies, CAS Key Laboratory of Mental Health, Institute of Psychology, Chinese Academy of Sciences, Beijing, China
- Department of Psychology, University of Chinese Academy of Sciences, Beijing, China
| | - Xi Zhu
- Department of Psychiatry, Columbia University Medical Center, New York, NY, USA
- New York State Psychiatric Institute, New York, NY, USA
| | - Chadi G Abdallah
- Clinical Neuroscience Division, National Center for PTSD; Department of Psychiatry, Yale University School of Medicine, New Haven, CT, USA
| | - Richard Bryant
- School of Psychology, University of New South Wales, Sydney, NSW, Australia
| | - Judith K Daniels
- Department of Clinical Psychology, University of Groningen, Groningen, The Netherlands
| | - Richard J Davidson
- Center for Healthy Minds, University of Wisconsin-Madison, Madison, WI, USA
- Department of Psychiatry, University of Wisconsin-Madison, Madison, WI, USA
- Department of Psychology, University of Wisconsin-Madison, Madison, WI, USA
| | - Kelene A Fercho
- Division of Basic Biomedical Sciences, Sanford School of Medicine, University of South Dakota, Vermillion, SD, USA
- Center for Brain and Behavior Research, University of South Dakota, Vermillion, SD, USA
- Sioux Falls VA Health Care System, Sioux Falls, SD, USA
- Civil Aerospace Medical Institute, US Federal Aviation Administration, Oklahoma City, OK, USA
| | - Carol Franz
- Department of Psychiatry, University of California, San Diego, La Jolla, CA, USA
- Center for Behavior Genetics of Aging, University of California, San Diego, La Jolla, CA, USA
| | - Elbert Geuze
- Brain Center Rudolf Magnus, Department of Psychiatry, UMCU, Utrecht, The Netherlands
- Brain Research and Innovation Centre, Ministry of Defence, Utrecht, The Netherlands
| | - Evan M Gordon
- VISN 17 Center of Excellence for Research on Returning War Veterans, Waco, TX, USA
- Department of Psychology and Neuroscience, Baylor University, Waco, TX, USA
- Center for Vital Longevity, School of Behavioral and Brain Sciences, University of Texas at Dallas, Dallas, TX, USA
| | - Milissa L Kaufman
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA
- Division of Women's Mental Health, McLean Hospital, Belmont, MA, USA
| | - William S Kremen
- Center of Excellence for Stress and Mental Health, VA San Diego Healthcare System, La Jolla, CA, USA
- Department of Psychiatry, University of California, San Diego, La Jolla, CA, USA
- Center for Behavior Genetics of Aging, University of California, San Diego, La Jolla, CA, USA
| | - Jim Lagopoulos
- University of the Sunshine Coast, Birtinya, QLD, Australia
| | - Ruth A Lanius
- Department of Psychiatry, Western University, London, ON, Canada
- Imaging Division, Lawson Health Research Institute, London, ON, Canada
- Department of Neuroscience, Western University, London, ON, Canada
| | - Michael J Lyons
- Dept. of Psychological & Brain Sciences, Boston University, Boston, MA, USA
| | - Stephen R McCauley
- Departments of Neurology and Pediatrics, Baylor College of Medicine, Houston, TX, USA
- H. Ben Taub Department of Physical Medicine and Rehabilitation, Baylor College of Medicine, Houston, TX, USA
| | - Regina McGlinchey
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA
- Geriatric Research Educational and Clinical Center and Translational Research Center for TBI and Stress Disorders, VA Boston Healthcare System, Boston, MA, USA
| | | | - William Milberg
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA
- ARQ National Psychotrauma Centre, Diemen, The Netherlands
| | - Yuval Neria
- Department of Psychiatry, Columbia University Medical Center, New York, NY, USA
- New York State Psychiatric Institute, New York, NY, USA
| | - Miranda Olff
- Department of Psychiatry, Amsterdam Neuroscience, Amsterdam University Medical Centers, Location Academic Medical Center, University of Amsterdam, Amsterdam, The Netherlands
- ARQ National Psychotrauma Centre, Diemen, The Netherlands
| | - Soraya Seedat
- South African Medical Research Council / Stellenbosch University Genomics of Brain Disorders Research Unit, Department of Psychiatry, Stellenbosch University, Cape Town, South Africa
| | - Martha Shenton
- Psychiatry Neuroimaging Laboratory, Department of Psychiatry, Brigham and Women's Hospital, Boston, MA, USA
- VA Boston Healthcare System, Brockton Division, Brockton, MA, USA
| | - Scott R Sponheim
- Minneapolis VA Health Care System, Minneapolis, MN, USA
- Department of Psychiatry, University of Minnesota, Minneapolis, MN, USA
| | - Dan J Stein
- SA Medical Research Council Unit on Risk & Resilience in Mental Disorders, Dept of Psychiatry & Neuroscience Institute, University of Cape Town, Cape Town, South Africa
| | - Murray B Stein
- Department of Psychiatry, University of California, San Diego, La Jolla, CA, USA
- Department of Family Medicine and Public Health, University of California, San Diego, La Jolla, CA, USA
| | - Thomas Straube
- Institute of Medical Psychology and Systems Neuroscience, University of Münster, Münster, Germany
| | - David F Tate
- Department of Neurology, University of Utah, Salt Lake City, UT, USA
- Missouri Institute of Mental Health and University of Missouri, St Louis, MO, USA
| | - Nic J A van der Wee
- Department of Psychiatry, LUMC, Leiden, The Netherlands
- Leiden Institute for Brain and Cognition, Leiden, The Netherlands
| | - Dick J Veltman
- Department of Psychiatry, Amsterdam University Medical Centers, Location VU University Medical Center, VU University, Amsterdam, The Netherlands
| | - Li Wang
- Laboratory for Traumatic Stress Studies, CAS Key Laboratory of Mental Health, Institute of Psychology, Chinese Academy of Sciences, Beijing, China
- Department of Psychology, University of Chinese Academy of Sciences, Beijing, China
| | - Elisabeth A Wilde
- Department of Neurology, University of Utah, Salt Lake City, UT, USA
- H. Ben Taub Department of Physical Medicine and Rehabilitation, Baylor College of Medicine, Houston, TX, USA
- George E. Whalen Veterans Affairs Medical Center, Salt Lake City, UT, USA
| | - Paul M Thompson
- Imaging Genetics Center, Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina del Rey, CA, USA
| | - Peter Kochunov
- Maryland Psychiatric Research Center, University of Maryland School of Medicine, Baltimore, MD, USA
| | - Neda Jahanshad
- Imaging Genetics Center, Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina del Rey, CA, USA
| | - Rajendra A Morey
- Brain Imaging and Analysis Center, Duke University, Durham, NC, USA
- VISN 6 MIRECC, Durham VA, Durham, NC, USA
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Wang X, Xie H, Chen T, Cotton AS, Salminen LE, Logue MW, Clarke-Rubright EK, Wall J, Dennis EL, O'Leary BM, Abdallah CG, Andrew E, Baugh LA, Bomyea J, Bruce SE, Bryant R, Choi K, Daniels JK, Davenport ND, Davidson RJ, DeBellis M, deRoon-Cassini T, Disner SG, Fani N, Fercho KA, Fitzgerald J, Forster GL, Frijling JL, Geuze E, Gomaa H, Gordon EM, Grupe D, Harpaz-Rotem I, Haswell CC, Herzog JI, Hofmann D, Hollifield M, Hosseini B, Hudson AR, Ipser J, Jahanshad N, Jovanovic T, Kaufman ML, King AP, Koch SBJ, Koerte IK, Korgaonkar MS, Krystal JH, Larson C, Lebois LAM, Levy I, Li G, Magnotta VA, Manthey A, May G, McLaughlin KA, Mueller SC, Nawijn L, Nelson SM, Neria Y, Nitschke JB, Olff M, Olson EA, Peverill M, Phan KL, Rashid FM, Ressler K, Rosso IM, Sambrook K, Schmahl C, Shenton ME, Sierk A, Simons JS, Simons RM, Sponheim SR, Stein MB, Stein DJ, Stevens JS, Straube T, Suarez-Jimenez B, Tamburrino M, Thomopoulos SI, van der Wee NJA, van der Werff SJA, van Erp TGM, van Rooij SJH, van Zuiden M, Varkevisser T, Veltman DJ, Vermeiren RRJM, Walter H, Wang L, Zhu Y, Zhu X, Thompson PM, Morey RA, Liberzon I. Cortical volume abnormalities in posttraumatic stress disorder: an ENIGMA-psychiatric genomics consortium PTSD workgroup mega-analysis. Mol Psychiatry 2021; 26:4331-4343. [PMID: 33288872 PMCID: PMC8180531 DOI: 10.1038/s41380-020-00967-1] [Citation(s) in RCA: 41] [Impact Index Per Article: 13.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/09/2020] [Revised: 10/29/2020] [Accepted: 11/18/2020] [Indexed: 01/31/2023]
Abstract
Studies of posttraumatic stress disorder (PTSD) report volume abnormalities in multiple regions of the cerebral cortex. However, findings for many regions, particularly regions outside commonly studied emotion-related prefrontal, insular, and limbic regions, are inconsistent and tentative. Also, few studies address the possibility that PTSD abnormalities may be confounded by comorbid depression. A mega-analysis investigating all cortical regions in a large sample of PTSD and control subjects can potentially provide new insight into these issues. Given this perspective, our group aggregated regional volumes data of 68 cortical regions across both hemispheres from 1379 PTSD patients to 2192 controls without PTSD after data were processed by 32 international laboratories using ENIGMA standardized procedures. We examined whether regional cortical volumes were different in PTSD vs. controls, were associated with posttraumatic stress symptom (PTSS) severity, or were affected by comorbid depression. Volumes of left and right lateral orbitofrontal gyri (LOFG), left superior temporal gyrus, and right insular, lingual and superior parietal gyri were significantly smaller, on average, in PTSD patients than controls (standardized coefficients = -0.111 to -0.068, FDR corrected P values < 0.039) and were significantly negatively correlated with PTSS severity. After adjusting for depression symptoms, the PTSD findings in left and right LOFG remained significant. These findings indicate that cortical volumes in PTSD patients are smaller in prefrontal regulatory regions, as well as in broader emotion and sensory processing cortical regions.
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Affiliation(s)
- Xin Wang
- Department of Psychiatry, University of Toledo, Toledo, OH, USA.
| | - Hong Xie
- Department of Neurosciences, University of Toledo, Toledo, OH, USA
| | - Tian Chen
- Department of Mathematics and Statistics, University of Toledo, Toledo, OH, USA
| | - Andrew S Cotton
- Department of Psychiatry, University of Toledo, Toledo, OH, USA
| | - Lauren E Salminen
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of the University of Southern California, Marina del Rey, CA, USA
| | - Mark W Logue
- National Center for PTSD, VA Boston Healthcare System, Boston, MA, USA
- Department of Psychiatry, Boston University School of Medicine, Boston, MA, USA
| | - Emily K Clarke-Rubright
- Brain Imaging and Analysis Center, Duke University, Durham, NC, USA
- VISN 6 MIRECC, Durham VA Health Care System, Durham, NC, USA
| | - John Wall
- Department of Neurosciences, University of Toledo, Toledo, OH, USA
| | - Emily L Dennis
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of the University of Southern California, Marina del Rey, CA, USA
- Department of Neurology, University of Utah, Salt Lake City, UT, USA
| | - Brian M O'Leary
- Department of Psychiatry, University of Toledo, Toledo, OH, USA
| | - Chadi G Abdallah
- Clinical Neuroscience Division, National Center for PTSD, VA Connecticut Healthcare System, West Haven, CT, USA
- Department of Psychiatry, Yale University School of Medicine, New Haven, CT, USA
| | | | - Lee A Baugh
- Division of Basic Biomedical Sciences, Sanford School of Medicine, University of South Dakota, Vermillion, SD, USA
- Center for Brain and Behavior Research, University of South Dakota, Vermillion, SD, USA
- Sioux Falls VA Health Care System, Sioux Falls, SD, USA
| | - Jessica Bomyea
- Center of Excellence for Stress and Mental Health, VA San Diego Healthcare System, San Diego, CA, USA
- Department of Psychiatry, University of California, San Diego, La Jolla, CA, USA
| | - Steven E Bruce
- Center for Trauma Recovery, Department of Psychological Sciences, University of Missouri-St. Louis, St. Louis, MO, USA
| | - Richard Bryant
- School of Psychology, University of New South Wales, Sydney, NSW, Australia
| | - Kyle Choi
- Health Services Research Center, University of California, San Diego, La Jolla, CA, USA
| | - Judith K Daniels
- Department of Clinical Psychology, University of Groningen, Groningen, The Netherlands
| | - Nicholas D Davenport
- Minneapolis VA Health Care System, Minneapolis, MN, USA
- Department of Psychiatry and Behavioral Sciences, University of Minnesota, Minneapolis, MN, USA
| | - Richard J Davidson
- Center for Healthy Minds, University of Wisconsin-Madison, Madison, WI, USA
- Department of Psychology, University of Wisconsin-Madison, Madison, WI, USA
- Department of Psychiatry, University of Wisconsin-Madison, Madison, WI, USA
| | - Michael DeBellis
- Department of Psychiatry and Behavioral Sciences, Duke University, Durham, NC, USA
| | - Terri deRoon-Cassini
- Department of Surgery, Division of Trauma & Acute Care Surgery, Medical College of Wisconsin, Milwaukee, WI, USA
| | - Seth G Disner
- Minneapolis VA Health Care System, Minneapolis, MN, USA
- Department of Psychiatry and Behavioral Sciences, University of Minnesota, Minneapolis, MN, USA
| | - Negar Fani
- Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta, GA, USA
| | - Kelene A Fercho
- Division of Basic Biomedical Sciences, Sanford School of Medicine, University of South Dakota, Vermillion, SD, USA
- Center for Brain and Behavior Research, University of South Dakota, Vermillion, SD, USA
- Sioux Falls VA Health Care System, Sioux Falls, SD, USA
- Civil Aerospace Medical Institute, US Federal Aviation Administration, Oklahoma City, OK, USA
| | | | - Gina L Forster
- Division of Basic Biomedical Sciences, Sanford School of Medicine, University of South Dakota, Vermillion, SD, USA
- Brain Health Research Centre, Department of Anatomy, University of Otago, Dunedin, New Zealand
| | - Jessie L Frijling
- Department of Psychiatry, Amsterdam University Medical Centers, Location Academic Medical Center, Amsterdam Neuroscience, University of Amsterdam, Amsterdam, The Netherlands
| | - Elbert Geuze
- Brain Center Rudolf Magnus, Department of Psychiatry, University Medical Center Utrecht, Utrecht, The Netherlands
- Brain Research and Innovation Centre, Ministry of Defence, Utrecht, The Netherlands
| | - Hassaan Gomaa
- Department of Psychiatry and Behavioral Health, Penn State College of Medicine, Hershey, PA, USA
| | - Evan M Gordon
- Department of Radiology, Washington University School of Medicine, St. Louis, MO, USA
| | - Dan Grupe
- Department of Psychology, University of Wisconsin-Madison, Madison, WI, USA
| | - Ilan Harpaz-Rotem
- Clinical Neuroscience Division, National Center for PTSD, VA Connecticut Healthcare System, West Haven, CT, USA
- Department of Psychiatry, Yale University School of Medicine, New Haven, CT, USA
| | - Courtney C Haswell
- Brain Imaging and Analysis Center, Duke University, Durham, NC, USA
- VISN 6 MIRECC, Durham VA Health Care System, Durham, NC, USA
| | - Julia I Herzog
- Department of Psychosomatic Medicine and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Heidelberg, Germany
| | - David Hofmann
- Institute of Medical Psychology and Systems Neuroscience, University of Münster, Münster, Germany
| | - Michael Hollifield
- Program for Traumatic Stress, Tibor Rubin VA Medical Center, Long Beach, CA, USA
| | - Bobak Hosseini
- Department of Psychiatry, University of Illinois at Chicago, Chicago, IL, USA
| | - Anna R Hudson
- Department of Experimental Clinical and Health Psychology, Ghent University, Ghent, Belgium
| | - Jonathan Ipser
- Department of Psychiatry, University of Cape Town, Cape Town, South Africa
| | - Neda Jahanshad
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of the University of Southern California, Marina del Rey, CA, USA
| | - Tanja Jovanovic
- Department of Psychiatry and Behavioral Neurosciences, Wayne State University, Detroit, MI, USA
| | - Milissa L Kaufman
- Division of Women's Mental Health, McLean Hospital, Belmont, MA, USA
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA
| | - Anthony P King
- Department of Psychiatry, University of Michigan, Ann Arbor, MI, USA
| | - Saskia B J Koch
- Department of Psychiatry, Amsterdam University Medical Centers, Location Academic Medical Center, Amsterdam Neuroscience, University of Amsterdam, Amsterdam, The Netherlands
- Donders Institute for Brain, Cognition and Behavior, Centre for Cognitive Neuroimaging, Radboud University Nijmegen, Nijmegen, The Netherlands
| | - Inga K Koerte
- Psychiatry Neuroimaging Laboratory, Brigham and Women's Hospital, Boston, MA, USA
- Department of Child and Adolescent Psychiatry, Psychosomatics and Psychotherapy, Ludwig-Maximilians-Universität, Munich, Germany
| | - Mayuresh S Korgaonkar
- Brain Dynamics Centre, Westmead Institute of Medical Research, University of Sydney, Westmead, NSW, Australia
| | - John H Krystal
- Clinical Neuroscience Division, National Center for PTSD, VA Connecticut Healthcare System, West Haven, CT, USA
- Department of Psychiatry, Yale University School of Medicine, New Haven, CT, USA
| | - Christine Larson
- Department of Psychology, University of Wisconsin-Milwaukee, Milwaukee, WI, USA
| | - Lauren A M Lebois
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA
- Division of Depression and Anxiety Disorders, McLean Hospital, Belmont, MA, USA
| | - Ifat Levy
- Clinical Neuroscience Division, National Center for PTSD, VA Connecticut Healthcare System, West Haven, CT, USA
- Department of Comparative Medicine, Yale University School of Medicine, New Haven, CT, USA
| | - Gen Li
- Institute of Psychology, Chinese Academy of Sciences, Beijing, China
- Department of Psychology, University of Chinese Academy of Sciences, Beijing, China
| | - Vincent A Magnotta
- Departments of Radiology, Psychiatry, and Biomedical Engineering, University of Iowa, Iowa City, IA, USA
| | - Antje Manthey
- Charité Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Berlin, Germany
| | - Geoffrey May
- VISN 17 Center of Excellence for Research on Returning War Veterans, Doris Miller VA Medical Center, Waco, TX, USA
- Center for Vital Longevity, School of Behavioral and Brain Sciences, University of Texas at Dallas, Dallas, TX, USA
- Department of Psychology and Neuroscience, Baylor University, Waco, TX, USA
- Department of Psychiatry and Behavioral Science, Texas A&M University College of Medicine, College Station, TX, USA
| | | | - Sven C Mueller
- Department of Experimental Clinical and Health Psychology, Ghent University, Ghent, Belgium
- Department of Personality, Psychological Assessment and Treatment, University of Deusto, Bilbao, Spain
| | - Laura Nawijn
- Department of Psychiatry, Amsterdam University Medical Centers, Location Academic Medical Center, Amsterdam Neuroscience, University of Amsterdam, Amsterdam, The Netherlands
- Department of Psychiatry, Amsterdam University Medical Centers, Location VU University Medical Center, VU University, Amsterdam, The Netherlands
| | - Steven M Nelson
- VISN 17 Center of Excellence for Research on Returning War Veterans, Doris Miller VA Medical Center, Waco, TX, USA
- Center for Vital Longevity, School of Behavioral and Brain Sciences, University of Texas at Dallas, Dallas, TX, USA
- Department of Psychology and Neuroscience, Baylor University, Waco, TX, USA
| | - Yuval Neria
- Department of Psychiatry, Columbia University Medical Center, New York, NY, USA
- New York State Psychiatric Institute, New York, NY, USA
| | - Jack B Nitschke
- Department of Psychiatry, University of Wisconsin-Madison, Madison, WI, USA
| | - Miranda Olff
- Department of Psychiatry, Amsterdam University Medical Centers, Location Academic Medical Center, Amsterdam Neuroscience, University of Amsterdam, Amsterdam, The Netherlands
- ARQ National Psychotrauma Centrum, Diemen, The Netherlands
| | - Elizabeth A Olson
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA
- Center for Depression, Anxiety, and Stress Research, McLean Hospital, Belmont, MA, USA
| | - Matthew Peverill
- Department of Psychology, University of Washington, Seattle, WA, USA
| | - K Luan Phan
- Department of Psychiatry, University of Illinois at Chicago, Chicago, IL, USA
- The Ohio State University Wexner Medical Center, Columbus, OH, USA
- Mental Health Service Line, Jesse Brown VA Medical Center, Chicago, IL, USA
| | - Faisal M Rashid
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of the University of Southern California, Marina del Rey, CA, USA
| | - Kerry Ressler
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA
- Division of Depression and Anxiety Disorders, McLean Hospital, Belmont, MA, USA
| | - Isabelle M Rosso
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA
- Center for Depression, Anxiety, and Stress Research, McLean Hospital, Belmont, MA, USA
| | - Kelly Sambrook
- Department of Radiology, University of Washington, Seattle, WA, USA
| | - Christian Schmahl
- Department of Psychosomatic Medicine and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Heidelberg, Germany
- Department of Psychiatry, University of Western Ontario, London, ON, Canada
| | - Martha E Shenton
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA
- Psychiatry Neuroimaging Laboratory, Brigham and Women's Hospital, Boston, MA, USA
- Department of Psychiatry, VA Boston Healthcare System, Brockton, MA, USA
- Department of Radiology, Harvard Medical School, Boston, MA, USA
| | - Anika Sierk
- Charité Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Berlin, Germany
- Institute of Cognitive Neuroscience, University College London, London, United Kingdom
| | - Jeffrey S Simons
- Sioux Falls VA Health Care System, Sioux Falls, SD, USA
- Department of Psychology, University of South Dakota, Vermillion, SD, USA
| | - Raluca M Simons
- Center for Brain and Behavior Research, University of South Dakota, Vermillion, SD, USA
- Department of Psychology, University of South Dakota, Vermillion, SD, USA
| | - Scott R Sponheim
- Minneapolis VA Health Care System, Minneapolis, MN, USA
- Department of Psychiatry and Behavioral Sciences, University of Minnesota, Minneapolis, MN, USA
| | - Murray B Stein
- Department of Psychiatry, University of California, San Diego, La Jolla, CA, USA
- Department of Family Medicine and Public Health, University of California, San Diego, La Jolla, CA, USA
| | - Dan J Stein
- SAMRC Unit on Risk & Resilience in Mental Disorders, Department of Psychiatry and Neuroscience Institute, University of Cape Town, Cape Town, South Africa
| | - Jennifer S Stevens
- Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta, GA, USA
| | - Thomas Straube
- Institute of Medical Psychology and Systems Neuroscience, University of Münster, Münster, Germany
| | - Benjamin Suarez-Jimenez
- Department of Psychiatry, Columbia University Medical Center, New York, NY, USA
- New York State Psychiatric Institute, New York, NY, USA
| | | | - Sophia I Thomopoulos
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of the University of Southern California, Marina del Rey, CA, USA
| | - Nic J A van der Wee
- Department of Psychiatry, Leiden University Medical Center, Leiden, The Netherlands
- Leiden Institute for Brain and Cognition, Leiden, The Netherlands
| | - Steven J A van der Werff
- Department of Psychiatry, Leiden University Medical Center, Leiden, The Netherlands
- Leiden Institute for Brain and Cognition, Leiden, The Netherlands
| | - Theo G M van Erp
- Clinical Translational Neuroscience Laboratory, Department of Psychiatry and Human Behavior, University of California, Irvine, Irvine, CA, USA
- Center for the Neurobiology of Learning and Memory, University of California, Irvine, Irvine, CA, USA
| | - Sanne J H van Rooij
- Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta, GA, USA
| | - Mirjam van Zuiden
- Department of Psychiatry, Amsterdam University Medical Centers, Location Academic Medical Center, Amsterdam Neuroscience, University of Amsterdam, Amsterdam, The Netherlands
| | - Tim Varkevisser
- Brain Center Rudolf Magnus, Department of Psychiatry, University Medical Center Utrecht, Utrecht, The Netherlands
- Brain Research and Innovation Centre, Ministry of Defence, Utrecht, The Netherlands
| | - Dick J Veltman
- Department of Psychiatry, Amsterdam University Medical Centers, Location VU University Medical Center, VU University, Amsterdam, The Netherlands
| | - Robert R J M Vermeiren
- Child and Adolescent Psychiatry, Leiden University Medical Center, Leiden, The Netherlands
- Youz-Parnassia Group, Leiden, The Netherlands
| | - Henrik Walter
- Charité Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Berlin, Germany
| | - Li Wang
- Department of Psychology, University of Chinese Academy of Sciences, Beijing, China
- Laboratory for Traumatic Stress Studies, CAS Key Laboratory of Mental Health, Institute of Psychology, Chinese Academy of Sciences, Beijing, China
| | - Ye Zhu
- Institute of Psychology, Chinese Academy of Sciences, Beijing, China
- Department of Psychology, University of Chinese Academy of Sciences, Beijing, China
| | - Xi Zhu
- Department of Psychiatry, Columbia University Medical Center, New York, NY, USA
- New York State Psychiatric Institute, New York, NY, USA
| | - Paul M Thompson
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of the University of Southern California, Marina del Rey, CA, USA
| | - Rajendra A Morey
- Brain Imaging and Analysis Center, Duke University, Durham, NC, USA
- VISN 6 MIRECC, Durham VA Health Care System, Durham, NC, USA
| | - Israel Liberzon
- Department of Psychiatry and Behavioral Science, Texas A&M University College of Medicine, College Station, TX, USA
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33
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Dennis EL, Caeyenberghs K, Hoskinson KR, Merkley TL, Suskauer SJ, Asarnow RF, Babikian T, Bartnik-Olson B, Bickart K, Bigler ED, Ewing-Cobbs L, Figaji A, Giza CC, Goodrich-Hunsaker NJ, Hodges CB, Hovenden ES, Irimia A, Königs M, Levin HS, Lindsey HM, Max JE, Newsome MR, Olsen A, Ryan NP, Schmidt AT, Spruiell MS, Wade BSC, Ware AL, Watson CG, Wheeler AL, Yeates KO, Zielinski BA, Kochunov P, Jahanshad N, Thompson PM, Tate DF, Wilde EA. White Matter Disruption in Pediatric Traumatic Brain Injury: Results From ENIGMA Pediatric Moderate to Severe Traumatic Brain Injury. Neurology 2021; 97:e298-e309. [PMID: 34050006 PMCID: PMC8302152 DOI: 10.1212/wnl.0000000000012222] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2020] [Accepted: 04/14/2021] [Indexed: 11/15/2022] Open
Abstract
OBJECTIVE Our study addressed aims (1) to test the hypothesis that moderate-severe traumatic brain injury (TBI) in pediatric patients is associated with widespread white matter (WM) disruption, (2) to test the hypothesis that age and sex affect WM organization after injury, and (3) to examine associations between WM organization and neurobehavioral outcomes. METHODS Data from 10 previously enrolled, existing cohorts recruited from local hospitals and clinics were shared with the Enhancing NeuroImaging Genetics Through Meta-Analysis (ENIGMA) Pediatric Moderate/Severe TBI (msTBI) working group. We conducted a coordinated analysis of diffusion MRI (dMRI) data using the ENIGMA dMRI processing pipeline. RESULTS Five hundred seven children and adolescents (244 with complicated msTBI and 263 controls) were included. Patients were clustered into 3 postinjury intervals: acute/subacute, <2 months; postacute, 2 to 6 months; and chronic, ≥6 months. Outcomes were dMRI metrics and postinjury behavioral problems as indexed by the Child Behavior Checklist. Our analyses revealed altered WM diffusion metrics across multiple tracts and all postinjury intervals (effect sizes range d = -0.5 to -1.3). Injury severity is a significant contributor to the extent of WM alterations but explained less variance in dMRI measures with increasing time after injury. We observed a sex-by-group interaction: female patients with TBI had significantly lower fractional anisotropy in the uncinate fasciculus than controls (β = 0.043), which coincided with more parent-reported behavioral problems (β = -0.0027). CONCLUSIONS WM disruption after msTBI is widespread, persistent, and influenced by demographic and clinical variables. Future work will test techniques for harmonizing neurocognitive data, enabling more advanced analyses to identify symptom clusters and clinically meaningful patient subtypes.
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Affiliation(s)
- Emily L Dennis
- From the Department of Neurology (E.L.D., T.L.M., E.D.B., N.J.G.-H., E.S.H., H.M.L., B.S.C.W., B.A.Z., D.F.T., E.A.W.), University of Utah School of Medicine; George E. Wahlen Veterans Affairs Medical Center (E.L.D., N.J.G.-H., H.M.L., D.F.T., E.A.W.), Salt Lake City, UT; Cognitive Neuroscience Unit (K.C., N.P.R.), School of Psychology, Deakin University, Geelong, Australia; Center for Biobehavioral Health (K.R.H.), The Abigail Wexner Research Institute at Nationwide Children's Hospital; Department of Pediatrics (K.R.H.), The Ohio State University College of Medicine, Columbus; Department of Psychology (T.L.M., E.D.B., N.J.G.-H., C.B.H., H.M.L.) and Neuroscience Center (T.L.M., E.D.B.), Brigham Young University, Provo, UT; Kennedy Krieger Institute (S.J.S.); Departments of Physical Medicine & Rehabilitation and Pediatrics (S.J.S.), Johns Hopkins University School of Medicine, Baltimore, MD; Department of Psychiatry and Biobehavioral Sciences (R.F.A., T.B.), Semel Institute for Neuroscience and Human Behavior, Brain Research Institute (R.F.A.), and Department of Psychology (R.F.A.), UCLA; UCLA Steve Tisch BrainSPORT Program (T.B., K.B., C.C.G.), Los Angeles; Department of Radiology (B.B.-O.), Loma Linda University Medical Center; Departments of Neurology (K.B.) and Neurosurgery (C.C.G.), David Geffen School of Medicine at UCLA, Los Angeles, CA; Department of Pediatrics (L.E.-C., C.G.W.), Children's Learning Institute, University of Texas Health Science Center at Houston; Division of Neurosurgery (A.F.) and Neuroscience Institute (A.F.), University of Cape Town, South Africa; Department of Pediatrics (C.C.G.), Division of Neurology, UCLA Mattel Children's Hospital, Los Angeles, CA; Department of Physical Medicine and Rehabilitation (C.B.H.), Virginia Commonwealth University, Richmond; Ethel Percy Andrus Gerontology Center (A.I.), Leonard Davis School of Gerontology, and Department of Biomedical Engineering (A.I.), Viterbi School of Engineering, University of Southern California, Los Angeles; Emma Children's Hospital (M.K.), Amsterdam UMC, University of Amsterdam, Emma Neuroscience Group, the Netherlands; H. Ben Taub Department of Physical Medicine and Rehabilitation (H.S.L., M.R.N., M.S.S., E.A.W.), Baylor College of Medicine; Michael E. DeBakey Veterans Affairs Medical Center (H.S.L., M.R.N.), Houston, TX; Department of Psychiatry (J.E.M.), University of California, San Diego, La Jolla; Department of Psychiatry (J.E.M.), Rady Children's Hospital, San Diego, CA; Department of Psychology (A.O.), Norwegian University of Science and Technology, Trondheim; Department of Physical Medicine and Rehabilitation (A.O.), St. Olavs Hospital, Trondheim University Hospital, Norway; Department of Clinical Sciences (N.P.R.), Murdoch Children's Research Institute; Department of Paediatrics (N.P.R.), University of Melbourne, Australia; Department of Psychological Sciences (A.T.S.), Texas Tech University, Lubbock; Ahmanson-Lovelace Brain Mapping Center (B.S.C.W.), Department of Neurology, University of California, Los Angeles; Department of Psychology (A.L. Ware, K.O.Y.), University of Calgary, Alberta; Hospital for Sick Children (A.L. Wheeler), Neuroscience and Mental Health Program; Physiology Department (A.L. Wheeler), University of Toronto, Ontario; Alberta Children's Hospital Research Institute and Hotchkiss Brain Institute (K.O.Y.) and Departments of Pediatrics and Clinical Neurosciences (K.O.Y.), University of Calgary, Alberta, Canada; Department of Pediatrics (B.A.Z.), University of Utah School of Medicine, Salt Lake City; Maryland Psychiatric Research Center (P.K.), University of Maryland School of Medicine, Baltimore; Imaging Genetics Center (N.J., P.M.T.), Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina Del Rey; and Departments of Neurology, Pediatrics, Psychiatry, Radiology, Engineering, and Ophthalmology (P.M.T.), USC, Los Angeles, CA
| | - Karen Caeyenberghs
- From the Department of Neurology (E.L.D., T.L.M., E.D.B., N.J.G.-H., E.S.H., H.M.L., B.S.C.W., B.A.Z., D.F.T., E.A.W.), University of Utah School of Medicine; George E. Wahlen Veterans Affairs Medical Center (E.L.D., N.J.G.-H., H.M.L., D.F.T., E.A.W.), Salt Lake City, UT; Cognitive Neuroscience Unit (K.C., N.P.R.), School of Psychology, Deakin University, Geelong, Australia; Center for Biobehavioral Health (K.R.H.), The Abigail Wexner Research Institute at Nationwide Children's Hospital; Department of Pediatrics (K.R.H.), The Ohio State University College of Medicine, Columbus; Department of Psychology (T.L.M., E.D.B., N.J.G.-H., C.B.H., H.M.L.) and Neuroscience Center (T.L.M., E.D.B.), Brigham Young University, Provo, UT; Kennedy Krieger Institute (S.J.S.); Departments of Physical Medicine & Rehabilitation and Pediatrics (S.J.S.), Johns Hopkins University School of Medicine, Baltimore, MD; Department of Psychiatry and Biobehavioral Sciences (R.F.A., T.B.), Semel Institute for Neuroscience and Human Behavior, Brain Research Institute (R.F.A.), and Department of Psychology (R.F.A.), UCLA; UCLA Steve Tisch BrainSPORT Program (T.B., K.B., C.C.G.), Los Angeles; Department of Radiology (B.B.-O.), Loma Linda University Medical Center; Departments of Neurology (K.B.) and Neurosurgery (C.C.G.), David Geffen School of Medicine at UCLA, Los Angeles, CA; Department of Pediatrics (L.E.-C., C.G.W.), Children's Learning Institute, University of Texas Health Science Center at Houston; Division of Neurosurgery (A.F.) and Neuroscience Institute (A.F.), University of Cape Town, South Africa; Department of Pediatrics (C.C.G.), Division of Neurology, UCLA Mattel Children's Hospital, Los Angeles, CA; Department of Physical Medicine and Rehabilitation (C.B.H.), Virginia Commonwealth University, Richmond; Ethel Percy Andrus Gerontology Center (A.I.), Leonard Davis School of Gerontology, and Department of Biomedical Engineering (A.I.), Viterbi School of Engineering, University of Southern California, Los Angeles; Emma Children's Hospital (M.K.), Amsterdam UMC, University of Amsterdam, Emma Neuroscience Group, the Netherlands; H. Ben Taub Department of Physical Medicine and Rehabilitation (H.S.L., M.R.N., M.S.S., E.A.W.), Baylor College of Medicine; Michael E. DeBakey Veterans Affairs Medical Center (H.S.L., M.R.N.), Houston, TX; Department of Psychiatry (J.E.M.), University of California, San Diego, La Jolla; Department of Psychiatry (J.E.M.), Rady Children's Hospital, San Diego, CA; Department of Psychology (A.O.), Norwegian University of Science and Technology, Trondheim; Department of Physical Medicine and Rehabilitation (A.O.), St. Olavs Hospital, Trondheim University Hospital, Norway; Department of Clinical Sciences (N.P.R.), Murdoch Children's Research Institute; Department of Paediatrics (N.P.R.), University of Melbourne, Australia; Department of Psychological Sciences (A.T.S.), Texas Tech University, Lubbock; Ahmanson-Lovelace Brain Mapping Center (B.S.C.W.), Department of Neurology, University of California, Los Angeles; Department of Psychology (A.L. Ware, K.O.Y.), University of Calgary, Alberta; Hospital for Sick Children (A.L. Wheeler), Neuroscience and Mental Health Program; Physiology Department (A.L. Wheeler), University of Toronto, Ontario; Alberta Children's Hospital Research Institute and Hotchkiss Brain Institute (K.O.Y.) and Departments of Pediatrics and Clinical Neurosciences (K.O.Y.), University of Calgary, Alberta, Canada; Department of Pediatrics (B.A.Z.), University of Utah School of Medicine, Salt Lake City; Maryland Psychiatric Research Center (P.K.), University of Maryland School of Medicine, Baltimore; Imaging Genetics Center (N.J., P.M.T.), Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina Del Rey; and Departments of Neurology, Pediatrics, Psychiatry, Radiology, Engineering, and Ophthalmology (P.M.T.), USC, Los Angeles, CA
| | - Kristen R Hoskinson
- From the Department of Neurology (E.L.D., T.L.M., E.D.B., N.J.G.-H., E.S.H., H.M.L., B.S.C.W., B.A.Z., D.F.T., E.A.W.), University of Utah School of Medicine; George E. Wahlen Veterans Affairs Medical Center (E.L.D., N.J.G.-H., H.M.L., D.F.T., E.A.W.), Salt Lake City, UT; Cognitive Neuroscience Unit (K.C., N.P.R.), School of Psychology, Deakin University, Geelong, Australia; Center for Biobehavioral Health (K.R.H.), The Abigail Wexner Research Institute at Nationwide Children's Hospital; Department of Pediatrics (K.R.H.), The Ohio State University College of Medicine, Columbus; Department of Psychology (T.L.M., E.D.B., N.J.G.-H., C.B.H., H.M.L.) and Neuroscience Center (T.L.M., E.D.B.), Brigham Young University, Provo, UT; Kennedy Krieger Institute (S.J.S.); Departments of Physical Medicine & Rehabilitation and Pediatrics (S.J.S.), Johns Hopkins University School of Medicine, Baltimore, MD; Department of Psychiatry and Biobehavioral Sciences (R.F.A., T.B.), Semel Institute for Neuroscience and Human Behavior, Brain Research Institute (R.F.A.), and Department of Psychology (R.F.A.), UCLA; UCLA Steve Tisch BrainSPORT Program (T.B., K.B., C.C.G.), Los Angeles; Department of Radiology (B.B.-O.), Loma Linda University Medical Center; Departments of Neurology (K.B.) and Neurosurgery (C.C.G.), David Geffen School of Medicine at UCLA, Los Angeles, CA; Department of Pediatrics (L.E.-C., C.G.W.), Children's Learning Institute, University of Texas Health Science Center at Houston; Division of Neurosurgery (A.F.) and Neuroscience Institute (A.F.), University of Cape Town, South Africa; Department of Pediatrics (C.C.G.), Division of Neurology, UCLA Mattel Children's Hospital, Los Angeles, CA; Department of Physical Medicine and Rehabilitation (C.B.H.), Virginia Commonwealth University, Richmond; Ethel Percy Andrus Gerontology Center (A.I.), Leonard Davis School of Gerontology, and Department of Biomedical Engineering (A.I.), Viterbi School of Engineering, University of Southern California, Los Angeles; Emma Children's Hospital (M.K.), Amsterdam UMC, University of Amsterdam, Emma Neuroscience Group, the Netherlands; H. Ben Taub Department of Physical Medicine and Rehabilitation (H.S.L., M.R.N., M.S.S., E.A.W.), Baylor College of Medicine; Michael E. DeBakey Veterans Affairs Medical Center (H.S.L., M.R.N.), Houston, TX; Department of Psychiatry (J.E.M.), University of California, San Diego, La Jolla; Department of Psychiatry (J.E.M.), Rady Children's Hospital, San Diego, CA; Department of Psychology (A.O.), Norwegian University of Science and Technology, Trondheim; Department of Physical Medicine and Rehabilitation (A.O.), St. Olavs Hospital, Trondheim University Hospital, Norway; Department of Clinical Sciences (N.P.R.), Murdoch Children's Research Institute; Department of Paediatrics (N.P.R.), University of Melbourne, Australia; Department of Psychological Sciences (A.T.S.), Texas Tech University, Lubbock; Ahmanson-Lovelace Brain Mapping Center (B.S.C.W.), Department of Neurology, University of California, Los Angeles; Department of Psychology (A.L. Ware, K.O.Y.), University of Calgary, Alberta; Hospital for Sick Children (A.L. Wheeler), Neuroscience and Mental Health Program; Physiology Department (A.L. Wheeler), University of Toronto, Ontario; Alberta Children's Hospital Research Institute and Hotchkiss Brain Institute (K.O.Y.) and Departments of Pediatrics and Clinical Neurosciences (K.O.Y.), University of Calgary, Alberta, Canada; Department of Pediatrics (B.A.Z.), University of Utah School of Medicine, Salt Lake City; Maryland Psychiatric Research Center (P.K.), University of Maryland School of Medicine, Baltimore; Imaging Genetics Center (N.J., P.M.T.), Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina Del Rey; and Departments of Neurology, Pediatrics, Psychiatry, Radiology, Engineering, and Ophthalmology (P.M.T.), USC, Los Angeles, CA
| | - Tricia L Merkley
- From the Department of Neurology (E.L.D., T.L.M., E.D.B., N.J.G.-H., E.S.H., H.M.L., B.S.C.W., B.A.Z., D.F.T., E.A.W.), University of Utah School of Medicine; George E. Wahlen Veterans Affairs Medical Center (E.L.D., N.J.G.-H., H.M.L., D.F.T., E.A.W.), Salt Lake City, UT; Cognitive Neuroscience Unit (K.C., N.P.R.), School of Psychology, Deakin University, Geelong, Australia; Center for Biobehavioral Health (K.R.H.), The Abigail Wexner Research Institute at Nationwide Children's Hospital; Department of Pediatrics (K.R.H.), The Ohio State University College of Medicine, Columbus; Department of Psychology (T.L.M., E.D.B., N.J.G.-H., C.B.H., H.M.L.) and Neuroscience Center (T.L.M., E.D.B.), Brigham Young University, Provo, UT; Kennedy Krieger Institute (S.J.S.); Departments of Physical Medicine & Rehabilitation and Pediatrics (S.J.S.), Johns Hopkins University School of Medicine, Baltimore, MD; Department of Psychiatry and Biobehavioral Sciences (R.F.A., T.B.), Semel Institute for Neuroscience and Human Behavior, Brain Research Institute (R.F.A.), and Department of Psychology (R.F.A.), UCLA; UCLA Steve Tisch BrainSPORT Program (T.B., K.B., C.C.G.), Los Angeles; Department of Radiology (B.B.-O.), Loma Linda University Medical Center; Departments of Neurology (K.B.) and Neurosurgery (C.C.G.), David Geffen School of Medicine at UCLA, Los Angeles, CA; Department of Pediatrics (L.E.-C., C.G.W.), Children's Learning Institute, University of Texas Health Science Center at Houston; Division of Neurosurgery (A.F.) and Neuroscience Institute (A.F.), University of Cape Town, South Africa; Department of Pediatrics (C.C.G.), Division of Neurology, UCLA Mattel Children's Hospital, Los Angeles, CA; Department of Physical Medicine and Rehabilitation (C.B.H.), Virginia Commonwealth University, Richmond; Ethel Percy Andrus Gerontology Center (A.I.), Leonard Davis School of Gerontology, and Department of Biomedical Engineering (A.I.), Viterbi School of Engineering, University of Southern California, Los Angeles; Emma Children's Hospital (M.K.), Amsterdam UMC, University of Amsterdam, Emma Neuroscience Group, the Netherlands; H. Ben Taub Department of Physical Medicine and Rehabilitation (H.S.L., M.R.N., M.S.S., E.A.W.), Baylor College of Medicine; Michael E. DeBakey Veterans Affairs Medical Center (H.S.L., M.R.N.), Houston, TX; Department of Psychiatry (J.E.M.), University of California, San Diego, La Jolla; Department of Psychiatry (J.E.M.), Rady Children's Hospital, San Diego, CA; Department of Psychology (A.O.), Norwegian University of Science and Technology, Trondheim; Department of Physical Medicine and Rehabilitation (A.O.), St. Olavs Hospital, Trondheim University Hospital, Norway; Department of Clinical Sciences (N.P.R.), Murdoch Children's Research Institute; Department of Paediatrics (N.P.R.), University of Melbourne, Australia; Department of Psychological Sciences (A.T.S.), Texas Tech University, Lubbock; Ahmanson-Lovelace Brain Mapping Center (B.S.C.W.), Department of Neurology, University of California, Los Angeles; Department of Psychology (A.L. Ware, K.O.Y.), University of Calgary, Alberta; Hospital for Sick Children (A.L. Wheeler), Neuroscience and Mental Health Program; Physiology Department (A.L. Wheeler), University of Toronto, Ontario; Alberta Children's Hospital Research Institute and Hotchkiss Brain Institute (K.O.Y.) and Departments of Pediatrics and Clinical Neurosciences (K.O.Y.), University of Calgary, Alberta, Canada; Department of Pediatrics (B.A.Z.), University of Utah School of Medicine, Salt Lake City; Maryland Psychiatric Research Center (P.K.), University of Maryland School of Medicine, Baltimore; Imaging Genetics Center (N.J., P.M.T.), Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina Del Rey; and Departments of Neurology, Pediatrics, Psychiatry, Radiology, Engineering, and Ophthalmology (P.M.T.), USC, Los Angeles, CA
| | - Stacy J Suskauer
- From the Department of Neurology (E.L.D., T.L.M., E.D.B., N.J.G.-H., E.S.H., H.M.L., B.S.C.W., B.A.Z., D.F.T., E.A.W.), University of Utah School of Medicine; George E. Wahlen Veterans Affairs Medical Center (E.L.D., N.J.G.-H., H.M.L., D.F.T., E.A.W.), Salt Lake City, UT; Cognitive Neuroscience Unit (K.C., N.P.R.), School of Psychology, Deakin University, Geelong, Australia; Center for Biobehavioral Health (K.R.H.), The Abigail Wexner Research Institute at Nationwide Children's Hospital; Department of Pediatrics (K.R.H.), The Ohio State University College of Medicine, Columbus; Department of Psychology (T.L.M., E.D.B., N.J.G.-H., C.B.H., H.M.L.) and Neuroscience Center (T.L.M., E.D.B.), Brigham Young University, Provo, UT; Kennedy Krieger Institute (S.J.S.); Departments of Physical Medicine & Rehabilitation and Pediatrics (S.J.S.), Johns Hopkins University School of Medicine, Baltimore, MD; Department of Psychiatry and Biobehavioral Sciences (R.F.A., T.B.), Semel Institute for Neuroscience and Human Behavior, Brain Research Institute (R.F.A.), and Department of Psychology (R.F.A.), UCLA; UCLA Steve Tisch BrainSPORT Program (T.B., K.B., C.C.G.), Los Angeles; Department of Radiology (B.B.-O.), Loma Linda University Medical Center; Departments of Neurology (K.B.) and Neurosurgery (C.C.G.), David Geffen School of Medicine at UCLA, Los Angeles, CA; Department of Pediatrics (L.E.-C., C.G.W.), Children's Learning Institute, University of Texas Health Science Center at Houston; Division of Neurosurgery (A.F.) and Neuroscience Institute (A.F.), University of Cape Town, South Africa; Department of Pediatrics (C.C.G.), Division of Neurology, UCLA Mattel Children's Hospital, Los Angeles, CA; Department of Physical Medicine and Rehabilitation (C.B.H.), Virginia Commonwealth University, Richmond; Ethel Percy Andrus Gerontology Center (A.I.), Leonard Davis School of Gerontology, and Department of Biomedical Engineering (A.I.), Viterbi School of Engineering, University of Southern California, Los Angeles; Emma Children's Hospital (M.K.), Amsterdam UMC, University of Amsterdam, Emma Neuroscience Group, the Netherlands; H. Ben Taub Department of Physical Medicine and Rehabilitation (H.S.L., M.R.N., M.S.S., E.A.W.), Baylor College of Medicine; Michael E. DeBakey Veterans Affairs Medical Center (H.S.L., M.R.N.), Houston, TX; Department of Psychiatry (J.E.M.), University of California, San Diego, La Jolla; Department of Psychiatry (J.E.M.), Rady Children's Hospital, San Diego, CA; Department of Psychology (A.O.), Norwegian University of Science and Technology, Trondheim; Department of Physical Medicine and Rehabilitation (A.O.), St. Olavs Hospital, Trondheim University Hospital, Norway; Department of Clinical Sciences (N.P.R.), Murdoch Children's Research Institute; Department of Paediatrics (N.P.R.), University of Melbourne, Australia; Department of Psychological Sciences (A.T.S.), Texas Tech University, Lubbock; Ahmanson-Lovelace Brain Mapping Center (B.S.C.W.), Department of Neurology, University of California, Los Angeles; Department of Psychology (A.L. Ware, K.O.Y.), University of Calgary, Alberta; Hospital for Sick Children (A.L. Wheeler), Neuroscience and Mental Health Program; Physiology Department (A.L. Wheeler), University of Toronto, Ontario; Alberta Children's Hospital Research Institute and Hotchkiss Brain Institute (K.O.Y.) and Departments of Pediatrics and Clinical Neurosciences (K.O.Y.), University of Calgary, Alberta, Canada; Department of Pediatrics (B.A.Z.), University of Utah School of Medicine, Salt Lake City; Maryland Psychiatric Research Center (P.K.), University of Maryland School of Medicine, Baltimore; Imaging Genetics Center (N.J., P.M.T.), Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina Del Rey; and Departments of Neurology, Pediatrics, Psychiatry, Radiology, Engineering, and Ophthalmology (P.M.T.), USC, Los Angeles, CA
| | - Robert F Asarnow
- From the Department of Neurology (E.L.D., T.L.M., E.D.B., N.J.G.-H., E.S.H., H.M.L., B.S.C.W., B.A.Z., D.F.T., E.A.W.), University of Utah School of Medicine; George E. Wahlen Veterans Affairs Medical Center (E.L.D., N.J.G.-H., H.M.L., D.F.T., E.A.W.), Salt Lake City, UT; Cognitive Neuroscience Unit (K.C., N.P.R.), School of Psychology, Deakin University, Geelong, Australia; Center for Biobehavioral Health (K.R.H.), The Abigail Wexner Research Institute at Nationwide Children's Hospital; Department of Pediatrics (K.R.H.), The Ohio State University College of Medicine, Columbus; Department of Psychology (T.L.M., E.D.B., N.J.G.-H., C.B.H., H.M.L.) and Neuroscience Center (T.L.M., E.D.B.), Brigham Young University, Provo, UT; Kennedy Krieger Institute (S.J.S.); Departments of Physical Medicine & Rehabilitation and Pediatrics (S.J.S.), Johns Hopkins University School of Medicine, Baltimore, MD; Department of Psychiatry and Biobehavioral Sciences (R.F.A., T.B.), Semel Institute for Neuroscience and Human Behavior, Brain Research Institute (R.F.A.), and Department of Psychology (R.F.A.), UCLA; UCLA Steve Tisch BrainSPORT Program (T.B., K.B., C.C.G.), Los Angeles; Department of Radiology (B.B.-O.), Loma Linda University Medical Center; Departments of Neurology (K.B.) and Neurosurgery (C.C.G.), David Geffen School of Medicine at UCLA, Los Angeles, CA; Department of Pediatrics (L.E.-C., C.G.W.), Children's Learning Institute, University of Texas Health Science Center at Houston; Division of Neurosurgery (A.F.) and Neuroscience Institute (A.F.), University of Cape Town, South Africa; Department of Pediatrics (C.C.G.), Division of Neurology, UCLA Mattel Children's Hospital, Los Angeles, CA; Department of Physical Medicine and Rehabilitation (C.B.H.), Virginia Commonwealth University, Richmond; Ethel Percy Andrus Gerontology Center (A.I.), Leonard Davis School of Gerontology, and Department of Biomedical Engineering (A.I.), Viterbi School of Engineering, University of Southern California, Los Angeles; Emma Children's Hospital (M.K.), Amsterdam UMC, University of Amsterdam, Emma Neuroscience Group, the Netherlands; H. Ben Taub Department of Physical Medicine and Rehabilitation (H.S.L., M.R.N., M.S.S., E.A.W.), Baylor College of Medicine; Michael E. DeBakey Veterans Affairs Medical Center (H.S.L., M.R.N.), Houston, TX; Department of Psychiatry (J.E.M.), University of California, San Diego, La Jolla; Department of Psychiatry (J.E.M.), Rady Children's Hospital, San Diego, CA; Department of Psychology (A.O.), Norwegian University of Science and Technology, Trondheim; Department of Physical Medicine and Rehabilitation (A.O.), St. Olavs Hospital, Trondheim University Hospital, Norway; Department of Clinical Sciences (N.P.R.), Murdoch Children's Research Institute; Department of Paediatrics (N.P.R.), University of Melbourne, Australia; Department of Psychological Sciences (A.T.S.), Texas Tech University, Lubbock; Ahmanson-Lovelace Brain Mapping Center (B.S.C.W.), Department of Neurology, University of California, Los Angeles; Department of Psychology (A.L. Ware, K.O.Y.), University of Calgary, Alberta; Hospital for Sick Children (A.L. Wheeler), Neuroscience and Mental Health Program; Physiology Department (A.L. Wheeler), University of Toronto, Ontario; Alberta Children's Hospital Research Institute and Hotchkiss Brain Institute (K.O.Y.) and Departments of Pediatrics and Clinical Neurosciences (K.O.Y.), University of Calgary, Alberta, Canada; Department of Pediatrics (B.A.Z.), University of Utah School of Medicine, Salt Lake City; Maryland Psychiatric Research Center (P.K.), University of Maryland School of Medicine, Baltimore; Imaging Genetics Center (N.J., P.M.T.), Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina Del Rey; and Departments of Neurology, Pediatrics, Psychiatry, Radiology, Engineering, and Ophthalmology (P.M.T.), USC, Los Angeles, CA
| | - Talin Babikian
- From the Department of Neurology (E.L.D., T.L.M., E.D.B., N.J.G.-H., E.S.H., H.M.L., B.S.C.W., B.A.Z., D.F.T., E.A.W.), University of Utah School of Medicine; George E. Wahlen Veterans Affairs Medical Center (E.L.D., N.J.G.-H., H.M.L., D.F.T., E.A.W.), Salt Lake City, UT; Cognitive Neuroscience Unit (K.C., N.P.R.), School of Psychology, Deakin University, Geelong, Australia; Center for Biobehavioral Health (K.R.H.), The Abigail Wexner Research Institute at Nationwide Children's Hospital; Department of Pediatrics (K.R.H.), The Ohio State University College of Medicine, Columbus; Department of Psychology (T.L.M., E.D.B., N.J.G.-H., C.B.H., H.M.L.) and Neuroscience Center (T.L.M., E.D.B.), Brigham Young University, Provo, UT; Kennedy Krieger Institute (S.J.S.); Departments of Physical Medicine & Rehabilitation and Pediatrics (S.J.S.), Johns Hopkins University School of Medicine, Baltimore, MD; Department of Psychiatry and Biobehavioral Sciences (R.F.A., T.B.), Semel Institute for Neuroscience and Human Behavior, Brain Research Institute (R.F.A.), and Department of Psychology (R.F.A.), UCLA; UCLA Steve Tisch BrainSPORT Program (T.B., K.B., C.C.G.), Los Angeles; Department of Radiology (B.B.-O.), Loma Linda University Medical Center; Departments of Neurology (K.B.) and Neurosurgery (C.C.G.), David Geffen School of Medicine at UCLA, Los Angeles, CA; Department of Pediatrics (L.E.-C., C.G.W.), Children's Learning Institute, University of Texas Health Science Center at Houston; Division of Neurosurgery (A.F.) and Neuroscience Institute (A.F.), University of Cape Town, South Africa; Department of Pediatrics (C.C.G.), Division of Neurology, UCLA Mattel Children's Hospital, Los Angeles, CA; Department of Physical Medicine and Rehabilitation (C.B.H.), Virginia Commonwealth University, Richmond; Ethel Percy Andrus Gerontology Center (A.I.), Leonard Davis School of Gerontology, and Department of Biomedical Engineering (A.I.), Viterbi School of Engineering, University of Southern California, Los Angeles; Emma Children's Hospital (M.K.), Amsterdam UMC, University of Amsterdam, Emma Neuroscience Group, the Netherlands; H. Ben Taub Department of Physical Medicine and Rehabilitation (H.S.L., M.R.N., M.S.S., E.A.W.), Baylor College of Medicine; Michael E. DeBakey Veterans Affairs Medical Center (H.S.L., M.R.N.), Houston, TX; Department of Psychiatry (J.E.M.), University of California, San Diego, La Jolla; Department of Psychiatry (J.E.M.), Rady Children's Hospital, San Diego, CA; Department of Psychology (A.O.), Norwegian University of Science and Technology, Trondheim; Department of Physical Medicine and Rehabilitation (A.O.), St. Olavs Hospital, Trondheim University Hospital, Norway; Department of Clinical Sciences (N.P.R.), Murdoch Children's Research Institute; Department of Paediatrics (N.P.R.), University of Melbourne, Australia; Department of Psychological Sciences (A.T.S.), Texas Tech University, Lubbock; Ahmanson-Lovelace Brain Mapping Center (B.S.C.W.), Department of Neurology, University of California, Los Angeles; Department of Psychology (A.L. Ware, K.O.Y.), University of Calgary, Alberta; Hospital for Sick Children (A.L. Wheeler), Neuroscience and Mental Health Program; Physiology Department (A.L. Wheeler), University of Toronto, Ontario; Alberta Children's Hospital Research Institute and Hotchkiss Brain Institute (K.O.Y.) and Departments of Pediatrics and Clinical Neurosciences (K.O.Y.), University of Calgary, Alberta, Canada; Department of Pediatrics (B.A.Z.), University of Utah School of Medicine, Salt Lake City; Maryland Psychiatric Research Center (P.K.), University of Maryland School of Medicine, Baltimore; Imaging Genetics Center (N.J., P.M.T.), Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina Del Rey; and Departments of Neurology, Pediatrics, Psychiatry, Radiology, Engineering, and Ophthalmology (P.M.T.), USC, Los Angeles, CA
| | - Brenda Bartnik-Olson
- From the Department of Neurology (E.L.D., T.L.M., E.D.B., N.J.G.-H., E.S.H., H.M.L., B.S.C.W., B.A.Z., D.F.T., E.A.W.), University of Utah School of Medicine; George E. Wahlen Veterans Affairs Medical Center (E.L.D., N.J.G.-H., H.M.L., D.F.T., E.A.W.), Salt Lake City, UT; Cognitive Neuroscience Unit (K.C., N.P.R.), School of Psychology, Deakin University, Geelong, Australia; Center for Biobehavioral Health (K.R.H.), The Abigail Wexner Research Institute at Nationwide Children's Hospital; Department of Pediatrics (K.R.H.), The Ohio State University College of Medicine, Columbus; Department of Psychology (T.L.M., E.D.B., N.J.G.-H., C.B.H., H.M.L.) and Neuroscience Center (T.L.M., E.D.B.), Brigham Young University, Provo, UT; Kennedy Krieger Institute (S.J.S.); Departments of Physical Medicine & Rehabilitation and Pediatrics (S.J.S.), Johns Hopkins University School of Medicine, Baltimore, MD; Department of Psychiatry and Biobehavioral Sciences (R.F.A., T.B.), Semel Institute for Neuroscience and Human Behavior, Brain Research Institute (R.F.A.), and Department of Psychology (R.F.A.), UCLA; UCLA Steve Tisch BrainSPORT Program (T.B., K.B., C.C.G.), Los Angeles; Department of Radiology (B.B.-O.), Loma Linda University Medical Center; Departments of Neurology (K.B.) and Neurosurgery (C.C.G.), David Geffen School of Medicine at UCLA, Los Angeles, CA; Department of Pediatrics (L.E.-C., C.G.W.), Children's Learning Institute, University of Texas Health Science Center at Houston; Division of Neurosurgery (A.F.) and Neuroscience Institute (A.F.), University of Cape Town, South Africa; Department of Pediatrics (C.C.G.), Division of Neurology, UCLA Mattel Children's Hospital, Los Angeles, CA; Department of Physical Medicine and Rehabilitation (C.B.H.), Virginia Commonwealth University, Richmond; Ethel Percy Andrus Gerontology Center (A.I.), Leonard Davis School of Gerontology, and Department of Biomedical Engineering (A.I.), Viterbi School of Engineering, University of Southern California, Los Angeles; Emma Children's Hospital (M.K.), Amsterdam UMC, University of Amsterdam, Emma Neuroscience Group, the Netherlands; H. Ben Taub Department of Physical Medicine and Rehabilitation (H.S.L., M.R.N., M.S.S., E.A.W.), Baylor College of Medicine; Michael E. DeBakey Veterans Affairs Medical Center (H.S.L., M.R.N.), Houston, TX; Department of Psychiatry (J.E.M.), University of California, San Diego, La Jolla; Department of Psychiatry (J.E.M.), Rady Children's Hospital, San Diego, CA; Department of Psychology (A.O.), Norwegian University of Science and Technology, Trondheim; Department of Physical Medicine and Rehabilitation (A.O.), St. Olavs Hospital, Trondheim University Hospital, Norway; Department of Clinical Sciences (N.P.R.), Murdoch Children's Research Institute; Department of Paediatrics (N.P.R.), University of Melbourne, Australia; Department of Psychological Sciences (A.T.S.), Texas Tech University, Lubbock; Ahmanson-Lovelace Brain Mapping Center (B.S.C.W.), Department of Neurology, University of California, Los Angeles; Department of Psychology (A.L. Ware, K.O.Y.), University of Calgary, Alberta; Hospital for Sick Children (A.L. Wheeler), Neuroscience and Mental Health Program; Physiology Department (A.L. Wheeler), University of Toronto, Ontario; Alberta Children's Hospital Research Institute and Hotchkiss Brain Institute (K.O.Y.) and Departments of Pediatrics and Clinical Neurosciences (K.O.Y.), University of Calgary, Alberta, Canada; Department of Pediatrics (B.A.Z.), University of Utah School of Medicine, Salt Lake City; Maryland Psychiatric Research Center (P.K.), University of Maryland School of Medicine, Baltimore; Imaging Genetics Center (N.J., P.M.T.), Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina Del Rey; and Departments of Neurology, Pediatrics, Psychiatry, Radiology, Engineering, and Ophthalmology (P.M.T.), USC, Los Angeles, CA
| | - Kevin Bickart
- From the Department of Neurology (E.L.D., T.L.M., E.D.B., N.J.G.-H., E.S.H., H.M.L., B.S.C.W., B.A.Z., D.F.T., E.A.W.), University of Utah School of Medicine; George E. Wahlen Veterans Affairs Medical Center (E.L.D., N.J.G.-H., H.M.L., D.F.T., E.A.W.), Salt Lake City, UT; Cognitive Neuroscience Unit (K.C., N.P.R.), School of Psychology, Deakin University, Geelong, Australia; Center for Biobehavioral Health (K.R.H.), The Abigail Wexner Research Institute at Nationwide Children's Hospital; Department of Pediatrics (K.R.H.), The Ohio State University College of Medicine, Columbus; Department of Psychology (T.L.M., E.D.B., N.J.G.-H., C.B.H., H.M.L.) and Neuroscience Center (T.L.M., E.D.B.), Brigham Young University, Provo, UT; Kennedy Krieger Institute (S.J.S.); Departments of Physical Medicine & Rehabilitation and Pediatrics (S.J.S.), Johns Hopkins University School of Medicine, Baltimore, MD; Department of Psychiatry and Biobehavioral Sciences (R.F.A., T.B.), Semel Institute for Neuroscience and Human Behavior, Brain Research Institute (R.F.A.), and Department of Psychology (R.F.A.), UCLA; UCLA Steve Tisch BrainSPORT Program (T.B., K.B., C.C.G.), Los Angeles; Department of Radiology (B.B.-O.), Loma Linda University Medical Center; Departments of Neurology (K.B.) and Neurosurgery (C.C.G.), David Geffen School of Medicine at UCLA, Los Angeles, CA; Department of Pediatrics (L.E.-C., C.G.W.), Children's Learning Institute, University of Texas Health Science Center at Houston; Division of Neurosurgery (A.F.) and Neuroscience Institute (A.F.), University of Cape Town, South Africa; Department of Pediatrics (C.C.G.), Division of Neurology, UCLA Mattel Children's Hospital, Los Angeles, CA; Department of Physical Medicine and Rehabilitation (C.B.H.), Virginia Commonwealth University, Richmond; Ethel Percy Andrus Gerontology Center (A.I.), Leonard Davis School of Gerontology, and Department of Biomedical Engineering (A.I.), Viterbi School of Engineering, University of Southern California, Los Angeles; Emma Children's Hospital (M.K.), Amsterdam UMC, University of Amsterdam, Emma Neuroscience Group, the Netherlands; H. Ben Taub Department of Physical Medicine and Rehabilitation (H.S.L., M.R.N., M.S.S., E.A.W.), Baylor College of Medicine; Michael E. DeBakey Veterans Affairs Medical Center (H.S.L., M.R.N.), Houston, TX; Department of Psychiatry (J.E.M.), University of California, San Diego, La Jolla; Department of Psychiatry (J.E.M.), Rady Children's Hospital, San Diego, CA; Department of Psychology (A.O.), Norwegian University of Science and Technology, Trondheim; Department of Physical Medicine and Rehabilitation (A.O.), St. Olavs Hospital, Trondheim University Hospital, Norway; Department of Clinical Sciences (N.P.R.), Murdoch Children's Research Institute; Department of Paediatrics (N.P.R.), University of Melbourne, Australia; Department of Psychological Sciences (A.T.S.), Texas Tech University, Lubbock; Ahmanson-Lovelace Brain Mapping Center (B.S.C.W.), Department of Neurology, University of California, Los Angeles; Department of Psychology (A.L. Ware, K.O.Y.), University of Calgary, Alberta; Hospital for Sick Children (A.L. Wheeler), Neuroscience and Mental Health Program; Physiology Department (A.L. Wheeler), University of Toronto, Ontario; Alberta Children's Hospital Research Institute and Hotchkiss Brain Institute (K.O.Y.) and Departments of Pediatrics and Clinical Neurosciences (K.O.Y.), University of Calgary, Alberta, Canada; Department of Pediatrics (B.A.Z.), University of Utah School of Medicine, Salt Lake City; Maryland Psychiatric Research Center (P.K.), University of Maryland School of Medicine, Baltimore; Imaging Genetics Center (N.J., P.M.T.), Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina Del Rey; and Departments of Neurology, Pediatrics, Psychiatry, Radiology, Engineering, and Ophthalmology (P.M.T.), USC, Los Angeles, CA
| | - Erin D Bigler
- From the Department of Neurology (E.L.D., T.L.M., E.D.B., N.J.G.-H., E.S.H., H.M.L., B.S.C.W., B.A.Z., D.F.T., E.A.W.), University of Utah School of Medicine; George E. Wahlen Veterans Affairs Medical Center (E.L.D., N.J.G.-H., H.M.L., D.F.T., E.A.W.), Salt Lake City, UT; Cognitive Neuroscience Unit (K.C., N.P.R.), School of Psychology, Deakin University, Geelong, Australia; Center for Biobehavioral Health (K.R.H.), The Abigail Wexner Research Institute at Nationwide Children's Hospital; Department of Pediatrics (K.R.H.), The Ohio State University College of Medicine, Columbus; Department of Psychology (T.L.M., E.D.B., N.J.G.-H., C.B.H., H.M.L.) and Neuroscience Center (T.L.M., E.D.B.), Brigham Young University, Provo, UT; Kennedy Krieger Institute (S.J.S.); Departments of Physical Medicine & Rehabilitation and Pediatrics (S.J.S.), Johns Hopkins University School of Medicine, Baltimore, MD; Department of Psychiatry and Biobehavioral Sciences (R.F.A., T.B.), Semel Institute for Neuroscience and Human Behavior, Brain Research Institute (R.F.A.), and Department of Psychology (R.F.A.), UCLA; UCLA Steve Tisch BrainSPORT Program (T.B., K.B., C.C.G.), Los Angeles; Department of Radiology (B.B.-O.), Loma Linda University Medical Center; Departments of Neurology (K.B.) and Neurosurgery (C.C.G.), David Geffen School of Medicine at UCLA, Los Angeles, CA; Department of Pediatrics (L.E.-C., C.G.W.), Children's Learning Institute, University of Texas Health Science Center at Houston; Division of Neurosurgery (A.F.) and Neuroscience Institute (A.F.), University of Cape Town, South Africa; Department of Pediatrics (C.C.G.), Division of Neurology, UCLA Mattel Children's Hospital, Los Angeles, CA; Department of Physical Medicine and Rehabilitation (C.B.H.), Virginia Commonwealth University, Richmond; Ethel Percy Andrus Gerontology Center (A.I.), Leonard Davis School of Gerontology, and Department of Biomedical Engineering (A.I.), Viterbi School of Engineering, University of Southern California, Los Angeles; Emma Children's Hospital (M.K.), Amsterdam UMC, University of Amsterdam, Emma Neuroscience Group, the Netherlands; H. Ben Taub Department of Physical Medicine and Rehabilitation (H.S.L., M.R.N., M.S.S., E.A.W.), Baylor College of Medicine; Michael E. DeBakey Veterans Affairs Medical Center (H.S.L., M.R.N.), Houston, TX; Department of Psychiatry (J.E.M.), University of California, San Diego, La Jolla; Department of Psychiatry (J.E.M.), Rady Children's Hospital, San Diego, CA; Department of Psychology (A.O.), Norwegian University of Science and Technology, Trondheim; Department of Physical Medicine and Rehabilitation (A.O.), St. Olavs Hospital, Trondheim University Hospital, Norway; Department of Clinical Sciences (N.P.R.), Murdoch Children's Research Institute; Department of Paediatrics (N.P.R.), University of Melbourne, Australia; Department of Psychological Sciences (A.T.S.), Texas Tech University, Lubbock; Ahmanson-Lovelace Brain Mapping Center (B.S.C.W.), Department of Neurology, University of California, Los Angeles; Department of Psychology (A.L. Ware, K.O.Y.), University of Calgary, Alberta; Hospital for Sick Children (A.L. Wheeler), Neuroscience and Mental Health Program; Physiology Department (A.L. Wheeler), University of Toronto, Ontario; Alberta Children's Hospital Research Institute and Hotchkiss Brain Institute (K.O.Y.) and Departments of Pediatrics and Clinical Neurosciences (K.O.Y.), University of Calgary, Alberta, Canada; Department of Pediatrics (B.A.Z.), University of Utah School of Medicine, Salt Lake City; Maryland Psychiatric Research Center (P.K.), University of Maryland School of Medicine, Baltimore; Imaging Genetics Center (N.J., P.M.T.), Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina Del Rey; and Departments of Neurology, Pediatrics, Psychiatry, Radiology, Engineering, and Ophthalmology (P.M.T.), USC, Los Angeles, CA
| | - Linda Ewing-Cobbs
- From the Department of Neurology (E.L.D., T.L.M., E.D.B., N.J.G.-H., E.S.H., H.M.L., B.S.C.W., B.A.Z., D.F.T., E.A.W.), University of Utah School of Medicine; George E. Wahlen Veterans Affairs Medical Center (E.L.D., N.J.G.-H., H.M.L., D.F.T., E.A.W.), Salt Lake City, UT; Cognitive Neuroscience Unit (K.C., N.P.R.), School of Psychology, Deakin University, Geelong, Australia; Center for Biobehavioral Health (K.R.H.), The Abigail Wexner Research Institute at Nationwide Children's Hospital; Department of Pediatrics (K.R.H.), The Ohio State University College of Medicine, Columbus; Department of Psychology (T.L.M., E.D.B., N.J.G.-H., C.B.H., H.M.L.) and Neuroscience Center (T.L.M., E.D.B.), Brigham Young University, Provo, UT; Kennedy Krieger Institute (S.J.S.); Departments of Physical Medicine & Rehabilitation and Pediatrics (S.J.S.), Johns Hopkins University School of Medicine, Baltimore, MD; Department of Psychiatry and Biobehavioral Sciences (R.F.A., T.B.), Semel Institute for Neuroscience and Human Behavior, Brain Research Institute (R.F.A.), and Department of Psychology (R.F.A.), UCLA; UCLA Steve Tisch BrainSPORT Program (T.B., K.B., C.C.G.), Los Angeles; Department of Radiology (B.B.-O.), Loma Linda University Medical Center; Departments of Neurology (K.B.) and Neurosurgery (C.C.G.), David Geffen School of Medicine at UCLA, Los Angeles, CA; Department of Pediatrics (L.E.-C., C.G.W.), Children's Learning Institute, University of Texas Health Science Center at Houston; Division of Neurosurgery (A.F.) and Neuroscience Institute (A.F.), University of Cape Town, South Africa; Department of Pediatrics (C.C.G.), Division of Neurology, UCLA Mattel Children's Hospital, Los Angeles, CA; Department of Physical Medicine and Rehabilitation (C.B.H.), Virginia Commonwealth University, Richmond; Ethel Percy Andrus Gerontology Center (A.I.), Leonard Davis School of Gerontology, and Department of Biomedical Engineering (A.I.), Viterbi School of Engineering, University of Southern California, Los Angeles; Emma Children's Hospital (M.K.), Amsterdam UMC, University of Amsterdam, Emma Neuroscience Group, the Netherlands; H. Ben Taub Department of Physical Medicine and Rehabilitation (H.S.L., M.R.N., M.S.S., E.A.W.), Baylor College of Medicine; Michael E. DeBakey Veterans Affairs Medical Center (H.S.L., M.R.N.), Houston, TX; Department of Psychiatry (J.E.M.), University of California, San Diego, La Jolla; Department of Psychiatry (J.E.M.), Rady Children's Hospital, San Diego, CA; Department of Psychology (A.O.), Norwegian University of Science and Technology, Trondheim; Department of Physical Medicine and Rehabilitation (A.O.), St. Olavs Hospital, Trondheim University Hospital, Norway; Department of Clinical Sciences (N.P.R.), Murdoch Children's Research Institute; Department of Paediatrics (N.P.R.), University of Melbourne, Australia; Department of Psychological Sciences (A.T.S.), Texas Tech University, Lubbock; Ahmanson-Lovelace Brain Mapping Center (B.S.C.W.), Department of Neurology, University of California, Los Angeles; Department of Psychology (A.L. Ware, K.O.Y.), University of Calgary, Alberta; Hospital for Sick Children (A.L. Wheeler), Neuroscience and Mental Health Program; Physiology Department (A.L. Wheeler), University of Toronto, Ontario; Alberta Children's Hospital Research Institute and Hotchkiss Brain Institute (K.O.Y.) and Departments of Pediatrics and Clinical Neurosciences (K.O.Y.), University of Calgary, Alberta, Canada; Department of Pediatrics (B.A.Z.), University of Utah School of Medicine, Salt Lake City; Maryland Psychiatric Research Center (P.K.), University of Maryland School of Medicine, Baltimore; Imaging Genetics Center (N.J., P.M.T.), Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina Del Rey; and Departments of Neurology, Pediatrics, Psychiatry, Radiology, Engineering, and Ophthalmology (P.M.T.), USC, Los Angeles, CA
| | - Anthony Figaji
- From the Department of Neurology (E.L.D., T.L.M., E.D.B., N.J.G.-H., E.S.H., H.M.L., B.S.C.W., B.A.Z., D.F.T., E.A.W.), University of Utah School of Medicine; George E. Wahlen Veterans Affairs Medical Center (E.L.D., N.J.G.-H., H.M.L., D.F.T., E.A.W.), Salt Lake City, UT; Cognitive Neuroscience Unit (K.C., N.P.R.), School of Psychology, Deakin University, Geelong, Australia; Center for Biobehavioral Health (K.R.H.), The Abigail Wexner Research Institute at Nationwide Children's Hospital; Department of Pediatrics (K.R.H.), The Ohio State University College of Medicine, Columbus; Department of Psychology (T.L.M., E.D.B., N.J.G.-H., C.B.H., H.M.L.) and Neuroscience Center (T.L.M., E.D.B.), Brigham Young University, Provo, UT; Kennedy Krieger Institute (S.J.S.); Departments of Physical Medicine & Rehabilitation and Pediatrics (S.J.S.), Johns Hopkins University School of Medicine, Baltimore, MD; Department of Psychiatry and Biobehavioral Sciences (R.F.A., T.B.), Semel Institute for Neuroscience and Human Behavior, Brain Research Institute (R.F.A.), and Department of Psychology (R.F.A.), UCLA; UCLA Steve Tisch BrainSPORT Program (T.B., K.B., C.C.G.), Los Angeles; Department of Radiology (B.B.-O.), Loma Linda University Medical Center; Departments of Neurology (K.B.) and Neurosurgery (C.C.G.), David Geffen School of Medicine at UCLA, Los Angeles, CA; Department of Pediatrics (L.E.-C., C.G.W.), Children's Learning Institute, University of Texas Health Science Center at Houston; Division of Neurosurgery (A.F.) and Neuroscience Institute (A.F.), University of Cape Town, South Africa; Department of Pediatrics (C.C.G.), Division of Neurology, UCLA Mattel Children's Hospital, Los Angeles, CA; Department of Physical Medicine and Rehabilitation (C.B.H.), Virginia Commonwealth University, Richmond; Ethel Percy Andrus Gerontology Center (A.I.), Leonard Davis School of Gerontology, and Department of Biomedical Engineering (A.I.), Viterbi School of Engineering, University of Southern California, Los Angeles; Emma Children's Hospital (M.K.), Amsterdam UMC, University of Amsterdam, Emma Neuroscience Group, the Netherlands; H. Ben Taub Department of Physical Medicine and Rehabilitation (H.S.L., M.R.N., M.S.S., E.A.W.), Baylor College of Medicine; Michael E. DeBakey Veterans Affairs Medical Center (H.S.L., M.R.N.), Houston, TX; Department of Psychiatry (J.E.M.), University of California, San Diego, La Jolla; Department of Psychiatry (J.E.M.), Rady Children's Hospital, San Diego, CA; Department of Psychology (A.O.), Norwegian University of Science and Technology, Trondheim; Department of Physical Medicine and Rehabilitation (A.O.), St. Olavs Hospital, Trondheim University Hospital, Norway; Department of Clinical Sciences (N.P.R.), Murdoch Children's Research Institute; Department of Paediatrics (N.P.R.), University of Melbourne, Australia; Department of Psychological Sciences (A.T.S.), Texas Tech University, Lubbock; Ahmanson-Lovelace Brain Mapping Center (B.S.C.W.), Department of Neurology, University of California, Los Angeles; Department of Psychology (A.L. Ware, K.O.Y.), University of Calgary, Alberta; Hospital for Sick Children (A.L. Wheeler), Neuroscience and Mental Health Program; Physiology Department (A.L. Wheeler), University of Toronto, Ontario; Alberta Children's Hospital Research Institute and Hotchkiss Brain Institute (K.O.Y.) and Departments of Pediatrics and Clinical Neurosciences (K.O.Y.), University of Calgary, Alberta, Canada; Department of Pediatrics (B.A.Z.), University of Utah School of Medicine, Salt Lake City; Maryland Psychiatric Research Center (P.K.), University of Maryland School of Medicine, Baltimore; Imaging Genetics Center (N.J., P.M.T.), Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina Del Rey; and Departments of Neurology, Pediatrics, Psychiatry, Radiology, Engineering, and Ophthalmology (P.M.T.), USC, Los Angeles, CA
| | - Christopher C Giza
- From the Department of Neurology (E.L.D., T.L.M., E.D.B., N.J.G.-H., E.S.H., H.M.L., B.S.C.W., B.A.Z., D.F.T., E.A.W.), University of Utah School of Medicine; George E. Wahlen Veterans Affairs Medical Center (E.L.D., N.J.G.-H., H.M.L., D.F.T., E.A.W.), Salt Lake City, UT; Cognitive Neuroscience Unit (K.C., N.P.R.), School of Psychology, Deakin University, Geelong, Australia; Center for Biobehavioral Health (K.R.H.), The Abigail Wexner Research Institute at Nationwide Children's Hospital; Department of Pediatrics (K.R.H.), The Ohio State University College of Medicine, Columbus; Department of Psychology (T.L.M., E.D.B., N.J.G.-H., C.B.H., H.M.L.) and Neuroscience Center (T.L.M., E.D.B.), Brigham Young University, Provo, UT; Kennedy Krieger Institute (S.J.S.); Departments of Physical Medicine & Rehabilitation and Pediatrics (S.J.S.), Johns Hopkins University School of Medicine, Baltimore, MD; Department of Psychiatry and Biobehavioral Sciences (R.F.A., T.B.), Semel Institute for Neuroscience and Human Behavior, Brain Research Institute (R.F.A.), and Department of Psychology (R.F.A.), UCLA; UCLA Steve Tisch BrainSPORT Program (T.B., K.B., C.C.G.), Los Angeles; Department of Radiology (B.B.-O.), Loma Linda University Medical Center; Departments of Neurology (K.B.) and Neurosurgery (C.C.G.), David Geffen School of Medicine at UCLA, Los Angeles, CA; Department of Pediatrics (L.E.-C., C.G.W.), Children's Learning Institute, University of Texas Health Science Center at Houston; Division of Neurosurgery (A.F.) and Neuroscience Institute (A.F.), University of Cape Town, South Africa; Department of Pediatrics (C.C.G.), Division of Neurology, UCLA Mattel Children's Hospital, Los Angeles, CA; Department of Physical Medicine and Rehabilitation (C.B.H.), Virginia Commonwealth University, Richmond; Ethel Percy Andrus Gerontology Center (A.I.), Leonard Davis School of Gerontology, and Department of Biomedical Engineering (A.I.), Viterbi School of Engineering, University of Southern California, Los Angeles; Emma Children's Hospital (M.K.), Amsterdam UMC, University of Amsterdam, Emma Neuroscience Group, the Netherlands; H. Ben Taub Department of Physical Medicine and Rehabilitation (H.S.L., M.R.N., M.S.S., E.A.W.), Baylor College of Medicine; Michael E. DeBakey Veterans Affairs Medical Center (H.S.L., M.R.N.), Houston, TX; Department of Psychiatry (J.E.M.), University of California, San Diego, La Jolla; Department of Psychiatry (J.E.M.), Rady Children's Hospital, San Diego, CA; Department of Psychology (A.O.), Norwegian University of Science and Technology, Trondheim; Department of Physical Medicine and Rehabilitation (A.O.), St. Olavs Hospital, Trondheim University Hospital, Norway; Department of Clinical Sciences (N.P.R.), Murdoch Children's Research Institute; Department of Paediatrics (N.P.R.), University of Melbourne, Australia; Department of Psychological Sciences (A.T.S.), Texas Tech University, Lubbock; Ahmanson-Lovelace Brain Mapping Center (B.S.C.W.), Department of Neurology, University of California, Los Angeles; Department of Psychology (A.L. Ware, K.O.Y.), University of Calgary, Alberta; Hospital for Sick Children (A.L. Wheeler), Neuroscience and Mental Health Program; Physiology Department (A.L. Wheeler), University of Toronto, Ontario; Alberta Children's Hospital Research Institute and Hotchkiss Brain Institute (K.O.Y.) and Departments of Pediatrics and Clinical Neurosciences (K.O.Y.), University of Calgary, Alberta, Canada; Department of Pediatrics (B.A.Z.), University of Utah School of Medicine, Salt Lake City; Maryland Psychiatric Research Center (P.K.), University of Maryland School of Medicine, Baltimore; Imaging Genetics Center (N.J., P.M.T.), Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina Del Rey; and Departments of Neurology, Pediatrics, Psychiatry, Radiology, Engineering, and Ophthalmology (P.M.T.), USC, Los Angeles, CA
| | - Naomi J Goodrich-Hunsaker
- From the Department of Neurology (E.L.D., T.L.M., E.D.B., N.J.G.-H., E.S.H., H.M.L., B.S.C.W., B.A.Z., D.F.T., E.A.W.), University of Utah School of Medicine; George E. Wahlen Veterans Affairs Medical Center (E.L.D., N.J.G.-H., H.M.L., D.F.T., E.A.W.), Salt Lake City, UT; Cognitive Neuroscience Unit (K.C., N.P.R.), School of Psychology, Deakin University, Geelong, Australia; Center for Biobehavioral Health (K.R.H.), The Abigail Wexner Research Institute at Nationwide Children's Hospital; Department of Pediatrics (K.R.H.), The Ohio State University College of Medicine, Columbus; Department of Psychology (T.L.M., E.D.B., N.J.G.-H., C.B.H., H.M.L.) and Neuroscience Center (T.L.M., E.D.B.), Brigham Young University, Provo, UT; Kennedy Krieger Institute (S.J.S.); Departments of Physical Medicine & Rehabilitation and Pediatrics (S.J.S.), Johns Hopkins University School of Medicine, Baltimore, MD; Department of Psychiatry and Biobehavioral Sciences (R.F.A., T.B.), Semel Institute for Neuroscience and Human Behavior, Brain Research Institute (R.F.A.), and Department of Psychology (R.F.A.), UCLA; UCLA Steve Tisch BrainSPORT Program (T.B., K.B., C.C.G.), Los Angeles; Department of Radiology (B.B.-O.), Loma Linda University Medical Center; Departments of Neurology (K.B.) and Neurosurgery (C.C.G.), David Geffen School of Medicine at UCLA, Los Angeles, CA; Department of Pediatrics (L.E.-C., C.G.W.), Children's Learning Institute, University of Texas Health Science Center at Houston; Division of Neurosurgery (A.F.) and Neuroscience Institute (A.F.), University of Cape Town, South Africa; Department of Pediatrics (C.C.G.), Division of Neurology, UCLA Mattel Children's Hospital, Los Angeles, CA; Department of Physical Medicine and Rehabilitation (C.B.H.), Virginia Commonwealth University, Richmond; Ethel Percy Andrus Gerontology Center (A.I.), Leonard Davis School of Gerontology, and Department of Biomedical Engineering (A.I.), Viterbi School of Engineering, University of Southern California, Los Angeles; Emma Children's Hospital (M.K.), Amsterdam UMC, University of Amsterdam, Emma Neuroscience Group, the Netherlands; H. Ben Taub Department of Physical Medicine and Rehabilitation (H.S.L., M.R.N., M.S.S., E.A.W.), Baylor College of Medicine; Michael E. DeBakey Veterans Affairs Medical Center (H.S.L., M.R.N.), Houston, TX; Department of Psychiatry (J.E.M.), University of California, San Diego, La Jolla; Department of Psychiatry (J.E.M.), Rady Children's Hospital, San Diego, CA; Department of Psychology (A.O.), Norwegian University of Science and Technology, Trondheim; Department of Physical Medicine and Rehabilitation (A.O.), St. Olavs Hospital, Trondheim University Hospital, Norway; Department of Clinical Sciences (N.P.R.), Murdoch Children's Research Institute; Department of Paediatrics (N.P.R.), University of Melbourne, Australia; Department of Psychological Sciences (A.T.S.), Texas Tech University, Lubbock; Ahmanson-Lovelace Brain Mapping Center (B.S.C.W.), Department of Neurology, University of California, Los Angeles; Department of Psychology (A.L. Ware, K.O.Y.), University of Calgary, Alberta; Hospital for Sick Children (A.L. Wheeler), Neuroscience and Mental Health Program; Physiology Department (A.L. Wheeler), University of Toronto, Ontario; Alberta Children's Hospital Research Institute and Hotchkiss Brain Institute (K.O.Y.) and Departments of Pediatrics and Clinical Neurosciences (K.O.Y.), University of Calgary, Alberta, Canada; Department of Pediatrics (B.A.Z.), University of Utah School of Medicine, Salt Lake City; Maryland Psychiatric Research Center (P.K.), University of Maryland School of Medicine, Baltimore; Imaging Genetics Center (N.J., P.M.T.), Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina Del Rey; and Departments of Neurology, Pediatrics, Psychiatry, Radiology, Engineering, and Ophthalmology (P.M.T.), USC, Los Angeles, CA
| | - Cooper B Hodges
- From the Department of Neurology (E.L.D., T.L.M., E.D.B., N.J.G.-H., E.S.H., H.M.L., B.S.C.W., B.A.Z., D.F.T., E.A.W.), University of Utah School of Medicine; George E. Wahlen Veterans Affairs Medical Center (E.L.D., N.J.G.-H., H.M.L., D.F.T., E.A.W.), Salt Lake City, UT; Cognitive Neuroscience Unit (K.C., N.P.R.), School of Psychology, Deakin University, Geelong, Australia; Center for Biobehavioral Health (K.R.H.), The Abigail Wexner Research Institute at Nationwide Children's Hospital; Department of Pediatrics (K.R.H.), The Ohio State University College of Medicine, Columbus; Department of Psychology (T.L.M., E.D.B., N.J.G.-H., C.B.H., H.M.L.) and Neuroscience Center (T.L.M., E.D.B.), Brigham Young University, Provo, UT; Kennedy Krieger Institute (S.J.S.); Departments of Physical Medicine & Rehabilitation and Pediatrics (S.J.S.), Johns Hopkins University School of Medicine, Baltimore, MD; Department of Psychiatry and Biobehavioral Sciences (R.F.A., T.B.), Semel Institute for Neuroscience and Human Behavior, Brain Research Institute (R.F.A.), and Department of Psychology (R.F.A.), UCLA; UCLA Steve Tisch BrainSPORT Program (T.B., K.B., C.C.G.), Los Angeles; Department of Radiology (B.B.-O.), Loma Linda University Medical Center; Departments of Neurology (K.B.) and Neurosurgery (C.C.G.), David Geffen School of Medicine at UCLA, Los Angeles, CA; Department of Pediatrics (L.E.-C., C.G.W.), Children's Learning Institute, University of Texas Health Science Center at Houston; Division of Neurosurgery (A.F.) and Neuroscience Institute (A.F.), University of Cape Town, South Africa; Department of Pediatrics (C.C.G.), Division of Neurology, UCLA Mattel Children's Hospital, Los Angeles, CA; Department of Physical Medicine and Rehabilitation (C.B.H.), Virginia Commonwealth University, Richmond; Ethel Percy Andrus Gerontology Center (A.I.), Leonard Davis School of Gerontology, and Department of Biomedical Engineering (A.I.), Viterbi School of Engineering, University of Southern California, Los Angeles; Emma Children's Hospital (M.K.), Amsterdam UMC, University of Amsterdam, Emma Neuroscience Group, the Netherlands; H. Ben Taub Department of Physical Medicine and Rehabilitation (H.S.L., M.R.N., M.S.S., E.A.W.), Baylor College of Medicine; Michael E. DeBakey Veterans Affairs Medical Center (H.S.L., M.R.N.), Houston, TX; Department of Psychiatry (J.E.M.), University of California, San Diego, La Jolla; Department of Psychiatry (J.E.M.), Rady Children's Hospital, San Diego, CA; Department of Psychology (A.O.), Norwegian University of Science and Technology, Trondheim; Department of Physical Medicine and Rehabilitation (A.O.), St. Olavs Hospital, Trondheim University Hospital, Norway; Department of Clinical Sciences (N.P.R.), Murdoch Children's Research Institute; Department of Paediatrics (N.P.R.), University of Melbourne, Australia; Department of Psychological Sciences (A.T.S.), Texas Tech University, Lubbock; Ahmanson-Lovelace Brain Mapping Center (B.S.C.W.), Department of Neurology, University of California, Los Angeles; Department of Psychology (A.L. Ware, K.O.Y.), University of Calgary, Alberta; Hospital for Sick Children (A.L. Wheeler), Neuroscience and Mental Health Program; Physiology Department (A.L. Wheeler), University of Toronto, Ontario; Alberta Children's Hospital Research Institute and Hotchkiss Brain Institute (K.O.Y.) and Departments of Pediatrics and Clinical Neurosciences (K.O.Y.), University of Calgary, Alberta, Canada; Department of Pediatrics (B.A.Z.), University of Utah School of Medicine, Salt Lake City; Maryland Psychiatric Research Center (P.K.), University of Maryland School of Medicine, Baltimore; Imaging Genetics Center (N.J., P.M.T.), Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina Del Rey; and Departments of Neurology, Pediatrics, Psychiatry, Radiology, Engineering, and Ophthalmology (P.M.T.), USC, Los Angeles, CA
| | - Elizabeth S Hovenden
- From the Department of Neurology (E.L.D., T.L.M., E.D.B., N.J.G.-H., E.S.H., H.M.L., B.S.C.W., B.A.Z., D.F.T., E.A.W.), University of Utah School of Medicine; George E. Wahlen Veterans Affairs Medical Center (E.L.D., N.J.G.-H., H.M.L., D.F.T., E.A.W.), Salt Lake City, UT; Cognitive Neuroscience Unit (K.C., N.P.R.), School of Psychology, Deakin University, Geelong, Australia; Center for Biobehavioral Health (K.R.H.), The Abigail Wexner Research Institute at Nationwide Children's Hospital; Department of Pediatrics (K.R.H.), The Ohio State University College of Medicine, Columbus; Department of Psychology (T.L.M., E.D.B., N.J.G.-H., C.B.H., H.M.L.) and Neuroscience Center (T.L.M., E.D.B.), Brigham Young University, Provo, UT; Kennedy Krieger Institute (S.J.S.); Departments of Physical Medicine & Rehabilitation and Pediatrics (S.J.S.), Johns Hopkins University School of Medicine, Baltimore, MD; Department of Psychiatry and Biobehavioral Sciences (R.F.A., T.B.), Semel Institute for Neuroscience and Human Behavior, Brain Research Institute (R.F.A.), and Department of Psychology (R.F.A.), UCLA; UCLA Steve Tisch BrainSPORT Program (T.B., K.B., C.C.G.), Los Angeles; Department of Radiology (B.B.-O.), Loma Linda University Medical Center; Departments of Neurology (K.B.) and Neurosurgery (C.C.G.), David Geffen School of Medicine at UCLA, Los Angeles, CA; Department of Pediatrics (L.E.-C., C.G.W.), Children's Learning Institute, University of Texas Health Science Center at Houston; Division of Neurosurgery (A.F.) and Neuroscience Institute (A.F.), University of Cape Town, South Africa; Department of Pediatrics (C.C.G.), Division of Neurology, UCLA Mattel Children's Hospital, Los Angeles, CA; Department of Physical Medicine and Rehabilitation (C.B.H.), Virginia Commonwealth University, Richmond; Ethel Percy Andrus Gerontology Center (A.I.), Leonard Davis School of Gerontology, and Department of Biomedical Engineering (A.I.), Viterbi School of Engineering, University of Southern California, Los Angeles; Emma Children's Hospital (M.K.), Amsterdam UMC, University of Amsterdam, Emma Neuroscience Group, the Netherlands; H. Ben Taub Department of Physical Medicine and Rehabilitation (H.S.L., M.R.N., M.S.S., E.A.W.), Baylor College of Medicine; Michael E. DeBakey Veterans Affairs Medical Center (H.S.L., M.R.N.), Houston, TX; Department of Psychiatry (J.E.M.), University of California, San Diego, La Jolla; Department of Psychiatry (J.E.M.), Rady Children's Hospital, San Diego, CA; Department of Psychology (A.O.), Norwegian University of Science and Technology, Trondheim; Department of Physical Medicine and Rehabilitation (A.O.), St. Olavs Hospital, Trondheim University Hospital, Norway; Department of Clinical Sciences (N.P.R.), Murdoch Children's Research Institute; Department of Paediatrics (N.P.R.), University of Melbourne, Australia; Department of Psychological Sciences (A.T.S.), Texas Tech University, Lubbock; Ahmanson-Lovelace Brain Mapping Center (B.S.C.W.), Department of Neurology, University of California, Los Angeles; Department of Psychology (A.L. Ware, K.O.Y.), University of Calgary, Alberta; Hospital for Sick Children (A.L. Wheeler), Neuroscience and Mental Health Program; Physiology Department (A.L. Wheeler), University of Toronto, Ontario; Alberta Children's Hospital Research Institute and Hotchkiss Brain Institute (K.O.Y.) and Departments of Pediatrics and Clinical Neurosciences (K.O.Y.), University of Calgary, Alberta, Canada; Department of Pediatrics (B.A.Z.), University of Utah School of Medicine, Salt Lake City; Maryland Psychiatric Research Center (P.K.), University of Maryland School of Medicine, Baltimore; Imaging Genetics Center (N.J., P.M.T.), Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina Del Rey; and Departments of Neurology, Pediatrics, Psychiatry, Radiology, Engineering, and Ophthalmology (P.M.T.), USC, Los Angeles, CA
| | - Andrei Irimia
- From the Department of Neurology (E.L.D., T.L.M., E.D.B., N.J.G.-H., E.S.H., H.M.L., B.S.C.W., B.A.Z., D.F.T., E.A.W.), University of Utah School of Medicine; George E. Wahlen Veterans Affairs Medical Center (E.L.D., N.J.G.-H., H.M.L., D.F.T., E.A.W.), Salt Lake City, UT; Cognitive Neuroscience Unit (K.C., N.P.R.), School of Psychology, Deakin University, Geelong, Australia; Center for Biobehavioral Health (K.R.H.), The Abigail Wexner Research Institute at Nationwide Children's Hospital; Department of Pediatrics (K.R.H.), The Ohio State University College of Medicine, Columbus; Department of Psychology (T.L.M., E.D.B., N.J.G.-H., C.B.H., H.M.L.) and Neuroscience Center (T.L.M., E.D.B.), Brigham Young University, Provo, UT; Kennedy Krieger Institute (S.J.S.); Departments of Physical Medicine & Rehabilitation and Pediatrics (S.J.S.), Johns Hopkins University School of Medicine, Baltimore, MD; Department of Psychiatry and Biobehavioral Sciences (R.F.A., T.B.), Semel Institute for Neuroscience and Human Behavior, Brain Research Institute (R.F.A.), and Department of Psychology (R.F.A.), UCLA; UCLA Steve Tisch BrainSPORT Program (T.B., K.B., C.C.G.), Los Angeles; Department of Radiology (B.B.-O.), Loma Linda University Medical Center; Departments of Neurology (K.B.) and Neurosurgery (C.C.G.), David Geffen School of Medicine at UCLA, Los Angeles, CA; Department of Pediatrics (L.E.-C., C.G.W.), Children's Learning Institute, University of Texas Health Science Center at Houston; Division of Neurosurgery (A.F.) and Neuroscience Institute (A.F.), University of Cape Town, South Africa; Department of Pediatrics (C.C.G.), Division of Neurology, UCLA Mattel Children's Hospital, Los Angeles, CA; Department of Physical Medicine and Rehabilitation (C.B.H.), Virginia Commonwealth University, Richmond; Ethel Percy Andrus Gerontology Center (A.I.), Leonard Davis School of Gerontology, and Department of Biomedical Engineering (A.I.), Viterbi School of Engineering, University of Southern California, Los Angeles; Emma Children's Hospital (M.K.), Amsterdam UMC, University of Amsterdam, Emma Neuroscience Group, the Netherlands; H. Ben Taub Department of Physical Medicine and Rehabilitation (H.S.L., M.R.N., M.S.S., E.A.W.), Baylor College of Medicine; Michael E. DeBakey Veterans Affairs Medical Center (H.S.L., M.R.N.), Houston, TX; Department of Psychiatry (J.E.M.), University of California, San Diego, La Jolla; Department of Psychiatry (J.E.M.), Rady Children's Hospital, San Diego, CA; Department of Psychology (A.O.), Norwegian University of Science and Technology, Trondheim; Department of Physical Medicine and Rehabilitation (A.O.), St. Olavs Hospital, Trondheim University Hospital, Norway; Department of Clinical Sciences (N.P.R.), Murdoch Children's Research Institute; Department of Paediatrics (N.P.R.), University of Melbourne, Australia; Department of Psychological Sciences (A.T.S.), Texas Tech University, Lubbock; Ahmanson-Lovelace Brain Mapping Center (B.S.C.W.), Department of Neurology, University of California, Los Angeles; Department of Psychology (A.L. Ware, K.O.Y.), University of Calgary, Alberta; Hospital for Sick Children (A.L. Wheeler), Neuroscience and Mental Health Program; Physiology Department (A.L. Wheeler), University of Toronto, Ontario; Alberta Children's Hospital Research Institute and Hotchkiss Brain Institute (K.O.Y.) and Departments of Pediatrics and Clinical Neurosciences (K.O.Y.), University of Calgary, Alberta, Canada; Department of Pediatrics (B.A.Z.), University of Utah School of Medicine, Salt Lake City; Maryland Psychiatric Research Center (P.K.), University of Maryland School of Medicine, Baltimore; Imaging Genetics Center (N.J., P.M.T.), Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina Del Rey; and Departments of Neurology, Pediatrics, Psychiatry, Radiology, Engineering, and Ophthalmology (P.M.T.), USC, Los Angeles, CA
| | - Marsh Königs
- From the Department of Neurology (E.L.D., T.L.M., E.D.B., N.J.G.-H., E.S.H., H.M.L., B.S.C.W., B.A.Z., D.F.T., E.A.W.), University of Utah School of Medicine; George E. Wahlen Veterans Affairs Medical Center (E.L.D., N.J.G.-H., H.M.L., D.F.T., E.A.W.), Salt Lake City, UT; Cognitive Neuroscience Unit (K.C., N.P.R.), School of Psychology, Deakin University, Geelong, Australia; Center for Biobehavioral Health (K.R.H.), The Abigail Wexner Research Institute at Nationwide Children's Hospital; Department of Pediatrics (K.R.H.), The Ohio State University College of Medicine, Columbus; Department of Psychology (T.L.M., E.D.B., N.J.G.-H., C.B.H., H.M.L.) and Neuroscience Center (T.L.M., E.D.B.), Brigham Young University, Provo, UT; Kennedy Krieger Institute (S.J.S.); Departments of Physical Medicine & Rehabilitation and Pediatrics (S.J.S.), Johns Hopkins University School of Medicine, Baltimore, MD; Department of Psychiatry and Biobehavioral Sciences (R.F.A., T.B.), Semel Institute for Neuroscience and Human Behavior, Brain Research Institute (R.F.A.), and Department of Psychology (R.F.A.), UCLA; UCLA Steve Tisch BrainSPORT Program (T.B., K.B., C.C.G.), Los Angeles; Department of Radiology (B.B.-O.), Loma Linda University Medical Center; Departments of Neurology (K.B.) and Neurosurgery (C.C.G.), David Geffen School of Medicine at UCLA, Los Angeles, CA; Department of Pediatrics (L.E.-C., C.G.W.), Children's Learning Institute, University of Texas Health Science Center at Houston; Division of Neurosurgery (A.F.) and Neuroscience Institute (A.F.), University of Cape Town, South Africa; Department of Pediatrics (C.C.G.), Division of Neurology, UCLA Mattel Children's Hospital, Los Angeles, CA; Department of Physical Medicine and Rehabilitation (C.B.H.), Virginia Commonwealth University, Richmond; Ethel Percy Andrus Gerontology Center (A.I.), Leonard Davis School of Gerontology, and Department of Biomedical Engineering (A.I.), Viterbi School of Engineering, University of Southern California, Los Angeles; Emma Children's Hospital (M.K.), Amsterdam UMC, University of Amsterdam, Emma Neuroscience Group, the Netherlands; H. Ben Taub Department of Physical Medicine and Rehabilitation (H.S.L., M.R.N., M.S.S., E.A.W.), Baylor College of Medicine; Michael E. DeBakey Veterans Affairs Medical Center (H.S.L., M.R.N.), Houston, TX; Department of Psychiatry (J.E.M.), University of California, San Diego, La Jolla; Department of Psychiatry (J.E.M.), Rady Children's Hospital, San Diego, CA; Department of Psychology (A.O.), Norwegian University of Science and Technology, Trondheim; Department of Physical Medicine and Rehabilitation (A.O.), St. Olavs Hospital, Trondheim University Hospital, Norway; Department of Clinical Sciences (N.P.R.), Murdoch Children's Research Institute; Department of Paediatrics (N.P.R.), University of Melbourne, Australia; Department of Psychological Sciences (A.T.S.), Texas Tech University, Lubbock; Ahmanson-Lovelace Brain Mapping Center (B.S.C.W.), Department of Neurology, University of California, Los Angeles; Department of Psychology (A.L. Ware, K.O.Y.), University of Calgary, Alberta; Hospital for Sick Children (A.L. Wheeler), Neuroscience and Mental Health Program; Physiology Department (A.L. Wheeler), University of Toronto, Ontario; Alberta Children's Hospital Research Institute and Hotchkiss Brain Institute (K.O.Y.) and Departments of Pediatrics and Clinical Neurosciences (K.O.Y.), University of Calgary, Alberta, Canada; Department of Pediatrics (B.A.Z.), University of Utah School of Medicine, Salt Lake City; Maryland Psychiatric Research Center (P.K.), University of Maryland School of Medicine, Baltimore; Imaging Genetics Center (N.J., P.M.T.), Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina Del Rey; and Departments of Neurology, Pediatrics, Psychiatry, Radiology, Engineering, and Ophthalmology (P.M.T.), USC, Los Angeles, CA
| | - Harvey S Levin
- From the Department of Neurology (E.L.D., T.L.M., E.D.B., N.J.G.-H., E.S.H., H.M.L., B.S.C.W., B.A.Z., D.F.T., E.A.W.), University of Utah School of Medicine; George E. Wahlen Veterans Affairs Medical Center (E.L.D., N.J.G.-H., H.M.L., D.F.T., E.A.W.), Salt Lake City, UT; Cognitive Neuroscience Unit (K.C., N.P.R.), School of Psychology, Deakin University, Geelong, Australia; Center for Biobehavioral Health (K.R.H.), The Abigail Wexner Research Institute at Nationwide Children's Hospital; Department of Pediatrics (K.R.H.), The Ohio State University College of Medicine, Columbus; Department of Psychology (T.L.M., E.D.B., N.J.G.-H., C.B.H., H.M.L.) and Neuroscience Center (T.L.M., E.D.B.), Brigham Young University, Provo, UT; Kennedy Krieger Institute (S.J.S.); Departments of Physical Medicine & Rehabilitation and Pediatrics (S.J.S.), Johns Hopkins University School of Medicine, Baltimore, MD; Department of Psychiatry and Biobehavioral Sciences (R.F.A., T.B.), Semel Institute for Neuroscience and Human Behavior, Brain Research Institute (R.F.A.), and Department of Psychology (R.F.A.), UCLA; UCLA Steve Tisch BrainSPORT Program (T.B., K.B., C.C.G.), Los Angeles; Department of Radiology (B.B.-O.), Loma Linda University Medical Center; Departments of Neurology (K.B.) and Neurosurgery (C.C.G.), David Geffen School of Medicine at UCLA, Los Angeles, CA; Department of Pediatrics (L.E.-C., C.G.W.), Children's Learning Institute, University of Texas Health Science Center at Houston; Division of Neurosurgery (A.F.) and Neuroscience Institute (A.F.), University of Cape Town, South Africa; Department of Pediatrics (C.C.G.), Division of Neurology, UCLA Mattel Children's Hospital, Los Angeles, CA; Department of Physical Medicine and Rehabilitation (C.B.H.), Virginia Commonwealth University, Richmond; Ethel Percy Andrus Gerontology Center (A.I.), Leonard Davis School of Gerontology, and Department of Biomedical Engineering (A.I.), Viterbi School of Engineering, University of Southern California, Los Angeles; Emma Children's Hospital (M.K.), Amsterdam UMC, University of Amsterdam, Emma Neuroscience Group, the Netherlands; H. Ben Taub Department of Physical Medicine and Rehabilitation (H.S.L., M.R.N., M.S.S., E.A.W.), Baylor College of Medicine; Michael E. DeBakey Veterans Affairs Medical Center (H.S.L., M.R.N.), Houston, TX; Department of Psychiatry (J.E.M.), University of California, San Diego, La Jolla; Department of Psychiatry (J.E.M.), Rady Children's Hospital, San Diego, CA; Department of Psychology (A.O.), Norwegian University of Science and Technology, Trondheim; Department of Physical Medicine and Rehabilitation (A.O.), St. Olavs Hospital, Trondheim University Hospital, Norway; Department of Clinical Sciences (N.P.R.), Murdoch Children's Research Institute; Department of Paediatrics (N.P.R.), University of Melbourne, Australia; Department of Psychological Sciences (A.T.S.), Texas Tech University, Lubbock; Ahmanson-Lovelace Brain Mapping Center (B.S.C.W.), Department of Neurology, University of California, Los Angeles; Department of Psychology (A.L. Ware, K.O.Y.), University of Calgary, Alberta; Hospital for Sick Children (A.L. Wheeler), Neuroscience and Mental Health Program; Physiology Department (A.L. Wheeler), University of Toronto, Ontario; Alberta Children's Hospital Research Institute and Hotchkiss Brain Institute (K.O.Y.) and Departments of Pediatrics and Clinical Neurosciences (K.O.Y.), University of Calgary, Alberta, Canada; Department of Pediatrics (B.A.Z.), University of Utah School of Medicine, Salt Lake City; Maryland Psychiatric Research Center (P.K.), University of Maryland School of Medicine, Baltimore; Imaging Genetics Center (N.J., P.M.T.), Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina Del Rey; and Departments of Neurology, Pediatrics, Psychiatry, Radiology, Engineering, and Ophthalmology (P.M.T.), USC, Los Angeles, CA
| | - Hannah M Lindsey
- From the Department of Neurology (E.L.D., T.L.M., E.D.B., N.J.G.-H., E.S.H., H.M.L., B.S.C.W., B.A.Z., D.F.T., E.A.W.), University of Utah School of Medicine; George E. Wahlen Veterans Affairs Medical Center (E.L.D., N.J.G.-H., H.M.L., D.F.T., E.A.W.), Salt Lake City, UT; Cognitive Neuroscience Unit (K.C., N.P.R.), School of Psychology, Deakin University, Geelong, Australia; Center for Biobehavioral Health (K.R.H.), The Abigail Wexner Research Institute at Nationwide Children's Hospital; Department of Pediatrics (K.R.H.), The Ohio State University College of Medicine, Columbus; Department of Psychology (T.L.M., E.D.B., N.J.G.-H., C.B.H., H.M.L.) and Neuroscience Center (T.L.M., E.D.B.), Brigham Young University, Provo, UT; Kennedy Krieger Institute (S.J.S.); Departments of Physical Medicine & Rehabilitation and Pediatrics (S.J.S.), Johns Hopkins University School of Medicine, Baltimore, MD; Department of Psychiatry and Biobehavioral Sciences (R.F.A., T.B.), Semel Institute for Neuroscience and Human Behavior, Brain Research Institute (R.F.A.), and Department of Psychology (R.F.A.), UCLA; UCLA Steve Tisch BrainSPORT Program (T.B., K.B., C.C.G.), Los Angeles; Department of Radiology (B.B.-O.), Loma Linda University Medical Center; Departments of Neurology (K.B.) and Neurosurgery (C.C.G.), David Geffen School of Medicine at UCLA, Los Angeles, CA; Department of Pediatrics (L.E.-C., C.G.W.), Children's Learning Institute, University of Texas Health Science Center at Houston; Division of Neurosurgery (A.F.) and Neuroscience Institute (A.F.), University of Cape Town, South Africa; Department of Pediatrics (C.C.G.), Division of Neurology, UCLA Mattel Children's Hospital, Los Angeles, CA; Department of Physical Medicine and Rehabilitation (C.B.H.), Virginia Commonwealth University, Richmond; Ethel Percy Andrus Gerontology Center (A.I.), Leonard Davis School of Gerontology, and Department of Biomedical Engineering (A.I.), Viterbi School of Engineering, University of Southern California, Los Angeles; Emma Children's Hospital (M.K.), Amsterdam UMC, University of Amsterdam, Emma Neuroscience Group, the Netherlands; H. Ben Taub Department of Physical Medicine and Rehabilitation (H.S.L., M.R.N., M.S.S., E.A.W.), Baylor College of Medicine; Michael E. DeBakey Veterans Affairs Medical Center (H.S.L., M.R.N.), Houston, TX; Department of Psychiatry (J.E.M.), University of California, San Diego, La Jolla; Department of Psychiatry (J.E.M.), Rady Children's Hospital, San Diego, CA; Department of Psychology (A.O.), Norwegian University of Science and Technology, Trondheim; Department of Physical Medicine and Rehabilitation (A.O.), St. Olavs Hospital, Trondheim University Hospital, Norway; Department of Clinical Sciences (N.P.R.), Murdoch Children's Research Institute; Department of Paediatrics (N.P.R.), University of Melbourne, Australia; Department of Psychological Sciences (A.T.S.), Texas Tech University, Lubbock; Ahmanson-Lovelace Brain Mapping Center (B.S.C.W.), Department of Neurology, University of California, Los Angeles; Department of Psychology (A.L. Ware, K.O.Y.), University of Calgary, Alberta; Hospital for Sick Children (A.L. Wheeler), Neuroscience and Mental Health Program; Physiology Department (A.L. Wheeler), University of Toronto, Ontario; Alberta Children's Hospital Research Institute and Hotchkiss Brain Institute (K.O.Y.) and Departments of Pediatrics and Clinical Neurosciences (K.O.Y.), University of Calgary, Alberta, Canada; Department of Pediatrics (B.A.Z.), University of Utah School of Medicine, Salt Lake City; Maryland Psychiatric Research Center (P.K.), University of Maryland School of Medicine, Baltimore; Imaging Genetics Center (N.J., P.M.T.), Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina Del Rey; and Departments of Neurology, Pediatrics, Psychiatry, Radiology, Engineering, and Ophthalmology (P.M.T.), USC, Los Angeles, CA
| | - Jeffrey E Max
- From the Department of Neurology (E.L.D., T.L.M., E.D.B., N.J.G.-H., E.S.H., H.M.L., B.S.C.W., B.A.Z., D.F.T., E.A.W.), University of Utah School of Medicine; George E. Wahlen Veterans Affairs Medical Center (E.L.D., N.J.G.-H., H.M.L., D.F.T., E.A.W.), Salt Lake City, UT; Cognitive Neuroscience Unit (K.C., N.P.R.), School of Psychology, Deakin University, Geelong, Australia; Center for Biobehavioral Health (K.R.H.), The Abigail Wexner Research Institute at Nationwide Children's Hospital; Department of Pediatrics (K.R.H.), The Ohio State University College of Medicine, Columbus; Department of Psychology (T.L.M., E.D.B., N.J.G.-H., C.B.H., H.M.L.) and Neuroscience Center (T.L.M., E.D.B.), Brigham Young University, Provo, UT; Kennedy Krieger Institute (S.J.S.); Departments of Physical Medicine & Rehabilitation and Pediatrics (S.J.S.), Johns Hopkins University School of Medicine, Baltimore, MD; Department of Psychiatry and Biobehavioral Sciences (R.F.A., T.B.), Semel Institute for Neuroscience and Human Behavior, Brain Research Institute (R.F.A.), and Department of Psychology (R.F.A.), UCLA; UCLA Steve Tisch BrainSPORT Program (T.B., K.B., C.C.G.), Los Angeles; Department of Radiology (B.B.-O.), Loma Linda University Medical Center; Departments of Neurology (K.B.) and Neurosurgery (C.C.G.), David Geffen School of Medicine at UCLA, Los Angeles, CA; Department of Pediatrics (L.E.-C., C.G.W.), Children's Learning Institute, University of Texas Health Science Center at Houston; Division of Neurosurgery (A.F.) and Neuroscience Institute (A.F.), University of Cape Town, South Africa; Department of Pediatrics (C.C.G.), Division of Neurology, UCLA Mattel Children's Hospital, Los Angeles, CA; Department of Physical Medicine and Rehabilitation (C.B.H.), Virginia Commonwealth University, Richmond; Ethel Percy Andrus Gerontology Center (A.I.), Leonard Davis School of Gerontology, and Department of Biomedical Engineering (A.I.), Viterbi School of Engineering, University of Southern California, Los Angeles; Emma Children's Hospital (M.K.), Amsterdam UMC, University of Amsterdam, Emma Neuroscience Group, the Netherlands; H. Ben Taub Department of Physical Medicine and Rehabilitation (H.S.L., M.R.N., M.S.S., E.A.W.), Baylor College of Medicine; Michael E. DeBakey Veterans Affairs Medical Center (H.S.L., M.R.N.), Houston, TX; Department of Psychiatry (J.E.M.), University of California, San Diego, La Jolla; Department of Psychiatry (J.E.M.), Rady Children's Hospital, San Diego, CA; Department of Psychology (A.O.), Norwegian University of Science and Technology, Trondheim; Department of Physical Medicine and Rehabilitation (A.O.), St. Olavs Hospital, Trondheim University Hospital, Norway; Department of Clinical Sciences (N.P.R.), Murdoch Children's Research Institute; Department of Paediatrics (N.P.R.), University of Melbourne, Australia; Department of Psychological Sciences (A.T.S.), Texas Tech University, Lubbock; Ahmanson-Lovelace Brain Mapping Center (B.S.C.W.), Department of Neurology, University of California, Los Angeles; Department of Psychology (A.L. Ware, K.O.Y.), University of Calgary, Alberta; Hospital for Sick Children (A.L. Wheeler), Neuroscience and Mental Health Program; Physiology Department (A.L. Wheeler), University of Toronto, Ontario; Alberta Children's Hospital Research Institute and Hotchkiss Brain Institute (K.O.Y.) and Departments of Pediatrics and Clinical Neurosciences (K.O.Y.), University of Calgary, Alberta, Canada; Department of Pediatrics (B.A.Z.), University of Utah School of Medicine, Salt Lake City; Maryland Psychiatric Research Center (P.K.), University of Maryland School of Medicine, Baltimore; Imaging Genetics Center (N.J., P.M.T.), Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina Del Rey; and Departments of Neurology, Pediatrics, Psychiatry, Radiology, Engineering, and Ophthalmology (P.M.T.), USC, Los Angeles, CA
| | - Mary R Newsome
- From the Department of Neurology (E.L.D., T.L.M., E.D.B., N.J.G.-H., E.S.H., H.M.L., B.S.C.W., B.A.Z., D.F.T., E.A.W.), University of Utah School of Medicine; George E. Wahlen Veterans Affairs Medical Center (E.L.D., N.J.G.-H., H.M.L., D.F.T., E.A.W.), Salt Lake City, UT; Cognitive Neuroscience Unit (K.C., N.P.R.), School of Psychology, Deakin University, Geelong, Australia; Center for Biobehavioral Health (K.R.H.), The Abigail Wexner Research Institute at Nationwide Children's Hospital; Department of Pediatrics (K.R.H.), The Ohio State University College of Medicine, Columbus; Department of Psychology (T.L.M., E.D.B., N.J.G.-H., C.B.H., H.M.L.) and Neuroscience Center (T.L.M., E.D.B.), Brigham Young University, Provo, UT; Kennedy Krieger Institute (S.J.S.); Departments of Physical Medicine & Rehabilitation and Pediatrics (S.J.S.), Johns Hopkins University School of Medicine, Baltimore, MD; Department of Psychiatry and Biobehavioral Sciences (R.F.A., T.B.), Semel Institute for Neuroscience and Human Behavior, Brain Research Institute (R.F.A.), and Department of Psychology (R.F.A.), UCLA; UCLA Steve Tisch BrainSPORT Program (T.B., K.B., C.C.G.), Los Angeles; Department of Radiology (B.B.-O.), Loma Linda University Medical Center; Departments of Neurology (K.B.) and Neurosurgery (C.C.G.), David Geffen School of Medicine at UCLA, Los Angeles, CA; Department of Pediatrics (L.E.-C., C.G.W.), Children's Learning Institute, University of Texas Health Science Center at Houston; Division of Neurosurgery (A.F.) and Neuroscience Institute (A.F.), University of Cape Town, South Africa; Department of Pediatrics (C.C.G.), Division of Neurology, UCLA Mattel Children's Hospital, Los Angeles, CA; Department of Physical Medicine and Rehabilitation (C.B.H.), Virginia Commonwealth University, Richmond; Ethel Percy Andrus Gerontology Center (A.I.), Leonard Davis School of Gerontology, and Department of Biomedical Engineering (A.I.), Viterbi School of Engineering, University of Southern California, Los Angeles; Emma Children's Hospital (M.K.), Amsterdam UMC, University of Amsterdam, Emma Neuroscience Group, the Netherlands; H. Ben Taub Department of Physical Medicine and Rehabilitation (H.S.L., M.R.N., M.S.S., E.A.W.), Baylor College of Medicine; Michael E. DeBakey Veterans Affairs Medical Center (H.S.L., M.R.N.), Houston, TX; Department of Psychiatry (J.E.M.), University of California, San Diego, La Jolla; Department of Psychiatry (J.E.M.), Rady Children's Hospital, San Diego, CA; Department of Psychology (A.O.), Norwegian University of Science and Technology, Trondheim; Department of Physical Medicine and Rehabilitation (A.O.), St. Olavs Hospital, Trondheim University Hospital, Norway; Department of Clinical Sciences (N.P.R.), Murdoch Children's Research Institute; Department of Paediatrics (N.P.R.), University of Melbourne, Australia; Department of Psychological Sciences (A.T.S.), Texas Tech University, Lubbock; Ahmanson-Lovelace Brain Mapping Center (B.S.C.W.), Department of Neurology, University of California, Los Angeles; Department of Psychology (A.L. Ware, K.O.Y.), University of Calgary, Alberta; Hospital for Sick Children (A.L. Wheeler), Neuroscience and Mental Health Program; Physiology Department (A.L. Wheeler), University of Toronto, Ontario; Alberta Children's Hospital Research Institute and Hotchkiss Brain Institute (K.O.Y.) and Departments of Pediatrics and Clinical Neurosciences (K.O.Y.), University of Calgary, Alberta, Canada; Department of Pediatrics (B.A.Z.), University of Utah School of Medicine, Salt Lake City; Maryland Psychiatric Research Center (P.K.), University of Maryland School of Medicine, Baltimore; Imaging Genetics Center (N.J., P.M.T.), Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina Del Rey; and Departments of Neurology, Pediatrics, Psychiatry, Radiology, Engineering, and Ophthalmology (P.M.T.), USC, Los Angeles, CA
| | - Alexander Olsen
- From the Department of Neurology (E.L.D., T.L.M., E.D.B., N.J.G.-H., E.S.H., H.M.L., B.S.C.W., B.A.Z., D.F.T., E.A.W.), University of Utah School of Medicine; George E. Wahlen Veterans Affairs Medical Center (E.L.D., N.J.G.-H., H.M.L., D.F.T., E.A.W.), Salt Lake City, UT; Cognitive Neuroscience Unit (K.C., N.P.R.), School of Psychology, Deakin University, Geelong, Australia; Center for Biobehavioral Health (K.R.H.), The Abigail Wexner Research Institute at Nationwide Children's Hospital; Department of Pediatrics (K.R.H.), The Ohio State University College of Medicine, Columbus; Department of Psychology (T.L.M., E.D.B., N.J.G.-H., C.B.H., H.M.L.) and Neuroscience Center (T.L.M., E.D.B.), Brigham Young University, Provo, UT; Kennedy Krieger Institute (S.J.S.); Departments of Physical Medicine & Rehabilitation and Pediatrics (S.J.S.), Johns Hopkins University School of Medicine, Baltimore, MD; Department of Psychiatry and Biobehavioral Sciences (R.F.A., T.B.), Semel Institute for Neuroscience and Human Behavior, Brain Research Institute (R.F.A.), and Department of Psychology (R.F.A.), UCLA; UCLA Steve Tisch BrainSPORT Program (T.B., K.B., C.C.G.), Los Angeles; Department of Radiology (B.B.-O.), Loma Linda University Medical Center; Departments of Neurology (K.B.) and Neurosurgery (C.C.G.), David Geffen School of Medicine at UCLA, Los Angeles, CA; Department of Pediatrics (L.E.-C., C.G.W.), Children's Learning Institute, University of Texas Health Science Center at Houston; Division of Neurosurgery (A.F.) and Neuroscience Institute (A.F.), University of Cape Town, South Africa; Department of Pediatrics (C.C.G.), Division of Neurology, UCLA Mattel Children's Hospital, Los Angeles, CA; Department of Physical Medicine and Rehabilitation (C.B.H.), Virginia Commonwealth University, Richmond; Ethel Percy Andrus Gerontology Center (A.I.), Leonard Davis School of Gerontology, and Department of Biomedical Engineering (A.I.), Viterbi School of Engineering, University of Southern California, Los Angeles; Emma Children's Hospital (M.K.), Amsterdam UMC, University of Amsterdam, Emma Neuroscience Group, the Netherlands; H. Ben Taub Department of Physical Medicine and Rehabilitation (H.S.L., M.R.N., M.S.S., E.A.W.), Baylor College of Medicine; Michael E. DeBakey Veterans Affairs Medical Center (H.S.L., M.R.N.), Houston, TX; Department of Psychiatry (J.E.M.), University of California, San Diego, La Jolla; Department of Psychiatry (J.E.M.), Rady Children's Hospital, San Diego, CA; Department of Psychology (A.O.), Norwegian University of Science and Technology, Trondheim; Department of Physical Medicine and Rehabilitation (A.O.), St. Olavs Hospital, Trondheim University Hospital, Norway; Department of Clinical Sciences (N.P.R.), Murdoch Children's Research Institute; Department of Paediatrics (N.P.R.), University of Melbourne, Australia; Department of Psychological Sciences (A.T.S.), Texas Tech University, Lubbock; Ahmanson-Lovelace Brain Mapping Center (B.S.C.W.), Department of Neurology, University of California, Los Angeles; Department of Psychology (A.L. Ware, K.O.Y.), University of Calgary, Alberta; Hospital for Sick Children (A.L. Wheeler), Neuroscience and Mental Health Program; Physiology Department (A.L. Wheeler), University of Toronto, Ontario; Alberta Children's Hospital Research Institute and Hotchkiss Brain Institute (K.O.Y.) and Departments of Pediatrics and Clinical Neurosciences (K.O.Y.), University of Calgary, Alberta, Canada; Department of Pediatrics (B.A.Z.), University of Utah School of Medicine, Salt Lake City; Maryland Psychiatric Research Center (P.K.), University of Maryland School of Medicine, Baltimore; Imaging Genetics Center (N.J., P.M.T.), Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina Del Rey; and Departments of Neurology, Pediatrics, Psychiatry, Radiology, Engineering, and Ophthalmology (P.M.T.), USC, Los Angeles, CA
| | - Nicholas P Ryan
- From the Department of Neurology (E.L.D., T.L.M., E.D.B., N.J.G.-H., E.S.H., H.M.L., B.S.C.W., B.A.Z., D.F.T., E.A.W.), University of Utah School of Medicine; George E. Wahlen Veterans Affairs Medical Center (E.L.D., N.J.G.-H., H.M.L., D.F.T., E.A.W.), Salt Lake City, UT; Cognitive Neuroscience Unit (K.C., N.P.R.), School of Psychology, Deakin University, Geelong, Australia; Center for Biobehavioral Health (K.R.H.), The Abigail Wexner Research Institute at Nationwide Children's Hospital; Department of Pediatrics (K.R.H.), The Ohio State University College of Medicine, Columbus; Department of Psychology (T.L.M., E.D.B., N.J.G.-H., C.B.H., H.M.L.) and Neuroscience Center (T.L.M., E.D.B.), Brigham Young University, Provo, UT; Kennedy Krieger Institute (S.J.S.); Departments of Physical Medicine & Rehabilitation and Pediatrics (S.J.S.), Johns Hopkins University School of Medicine, Baltimore, MD; Department of Psychiatry and Biobehavioral Sciences (R.F.A., T.B.), Semel Institute for Neuroscience and Human Behavior, Brain Research Institute (R.F.A.), and Department of Psychology (R.F.A.), UCLA; UCLA Steve Tisch BrainSPORT Program (T.B., K.B., C.C.G.), Los Angeles; Department of Radiology (B.B.-O.), Loma Linda University Medical Center; Departments of Neurology (K.B.) and Neurosurgery (C.C.G.), David Geffen School of Medicine at UCLA, Los Angeles, CA; Department of Pediatrics (L.E.-C., C.G.W.), Children's Learning Institute, University of Texas Health Science Center at Houston; Division of Neurosurgery (A.F.) and Neuroscience Institute (A.F.), University of Cape Town, South Africa; Department of Pediatrics (C.C.G.), Division of Neurology, UCLA Mattel Children's Hospital, Los Angeles, CA; Department of Physical Medicine and Rehabilitation (C.B.H.), Virginia Commonwealth University, Richmond; Ethel Percy Andrus Gerontology Center (A.I.), Leonard Davis School of Gerontology, and Department of Biomedical Engineering (A.I.), Viterbi School of Engineering, University of Southern California, Los Angeles; Emma Children's Hospital (M.K.), Amsterdam UMC, University of Amsterdam, Emma Neuroscience Group, the Netherlands; H. Ben Taub Department of Physical Medicine and Rehabilitation (H.S.L., M.R.N., M.S.S., E.A.W.), Baylor College of Medicine; Michael E. DeBakey Veterans Affairs Medical Center (H.S.L., M.R.N.), Houston, TX; Department of Psychiatry (J.E.M.), University of California, San Diego, La Jolla; Department of Psychiatry (J.E.M.), Rady Children's Hospital, San Diego, CA; Department of Psychology (A.O.), Norwegian University of Science and Technology, Trondheim; Department of Physical Medicine and Rehabilitation (A.O.), St. Olavs Hospital, Trondheim University Hospital, Norway; Department of Clinical Sciences (N.P.R.), Murdoch Children's Research Institute; Department of Paediatrics (N.P.R.), University of Melbourne, Australia; Department of Psychological Sciences (A.T.S.), Texas Tech University, Lubbock; Ahmanson-Lovelace Brain Mapping Center (B.S.C.W.), Department of Neurology, University of California, Los Angeles; Department of Psychology (A.L. Ware, K.O.Y.), University of Calgary, Alberta; Hospital for Sick Children (A.L. Wheeler), Neuroscience and Mental Health Program; Physiology Department (A.L. Wheeler), University of Toronto, Ontario; Alberta Children's Hospital Research Institute and Hotchkiss Brain Institute (K.O.Y.) and Departments of Pediatrics and Clinical Neurosciences (K.O.Y.), University of Calgary, Alberta, Canada; Department of Pediatrics (B.A.Z.), University of Utah School of Medicine, Salt Lake City; Maryland Psychiatric Research Center (P.K.), University of Maryland School of Medicine, Baltimore; Imaging Genetics Center (N.J., P.M.T.), Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina Del Rey; and Departments of Neurology, Pediatrics, Psychiatry, Radiology, Engineering, and Ophthalmology (P.M.T.), USC, Los Angeles, CA
| | - Adam T Schmidt
- From the Department of Neurology (E.L.D., T.L.M., E.D.B., N.J.G.-H., E.S.H., H.M.L., B.S.C.W., B.A.Z., D.F.T., E.A.W.), University of Utah School of Medicine; George E. Wahlen Veterans Affairs Medical Center (E.L.D., N.J.G.-H., H.M.L., D.F.T., E.A.W.), Salt Lake City, UT; Cognitive Neuroscience Unit (K.C., N.P.R.), School of Psychology, Deakin University, Geelong, Australia; Center for Biobehavioral Health (K.R.H.), The Abigail Wexner Research Institute at Nationwide Children's Hospital; Department of Pediatrics (K.R.H.), The Ohio State University College of Medicine, Columbus; Department of Psychology (T.L.M., E.D.B., N.J.G.-H., C.B.H., H.M.L.) and Neuroscience Center (T.L.M., E.D.B.), Brigham Young University, Provo, UT; Kennedy Krieger Institute (S.J.S.); Departments of Physical Medicine & Rehabilitation and Pediatrics (S.J.S.), Johns Hopkins University School of Medicine, Baltimore, MD; Department of Psychiatry and Biobehavioral Sciences (R.F.A., T.B.), Semel Institute for Neuroscience and Human Behavior, Brain Research Institute (R.F.A.), and Department of Psychology (R.F.A.), UCLA; UCLA Steve Tisch BrainSPORT Program (T.B., K.B., C.C.G.), Los Angeles; Department of Radiology (B.B.-O.), Loma Linda University Medical Center; Departments of Neurology (K.B.) and Neurosurgery (C.C.G.), David Geffen School of Medicine at UCLA, Los Angeles, CA; Department of Pediatrics (L.E.-C., C.G.W.), Children's Learning Institute, University of Texas Health Science Center at Houston; Division of Neurosurgery (A.F.) and Neuroscience Institute (A.F.), University of Cape Town, South Africa; Department of Pediatrics (C.C.G.), Division of Neurology, UCLA Mattel Children's Hospital, Los Angeles, CA; Department of Physical Medicine and Rehabilitation (C.B.H.), Virginia Commonwealth University, Richmond; Ethel Percy Andrus Gerontology Center (A.I.), Leonard Davis School of Gerontology, and Department of Biomedical Engineering (A.I.), Viterbi School of Engineering, University of Southern California, Los Angeles; Emma Children's Hospital (M.K.), Amsterdam UMC, University of Amsterdam, Emma Neuroscience Group, the Netherlands; H. Ben Taub Department of Physical Medicine and Rehabilitation (H.S.L., M.R.N., M.S.S., E.A.W.), Baylor College of Medicine; Michael E. DeBakey Veterans Affairs Medical Center (H.S.L., M.R.N.), Houston, TX; Department of Psychiatry (J.E.M.), University of California, San Diego, La Jolla; Department of Psychiatry (J.E.M.), Rady Children's Hospital, San Diego, CA; Department of Psychology (A.O.), Norwegian University of Science and Technology, Trondheim; Department of Physical Medicine and Rehabilitation (A.O.), St. Olavs Hospital, Trondheim University Hospital, Norway; Department of Clinical Sciences (N.P.R.), Murdoch Children's Research Institute; Department of Paediatrics (N.P.R.), University of Melbourne, Australia; Department of Psychological Sciences (A.T.S.), Texas Tech University, Lubbock; Ahmanson-Lovelace Brain Mapping Center (B.S.C.W.), Department of Neurology, University of California, Los Angeles; Department of Psychology (A.L. Ware, K.O.Y.), University of Calgary, Alberta; Hospital for Sick Children (A.L. Wheeler), Neuroscience and Mental Health Program; Physiology Department (A.L. Wheeler), University of Toronto, Ontario; Alberta Children's Hospital Research Institute and Hotchkiss Brain Institute (K.O.Y.) and Departments of Pediatrics and Clinical Neurosciences (K.O.Y.), University of Calgary, Alberta, Canada; Department of Pediatrics (B.A.Z.), University of Utah School of Medicine, Salt Lake City; Maryland Psychiatric Research Center (P.K.), University of Maryland School of Medicine, Baltimore; Imaging Genetics Center (N.J., P.M.T.), Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina Del Rey; and Departments of Neurology, Pediatrics, Psychiatry, Radiology, Engineering, and Ophthalmology (P.M.T.), USC, Los Angeles, CA
| | - Matthew S Spruiell
- From the Department of Neurology (E.L.D., T.L.M., E.D.B., N.J.G.-H., E.S.H., H.M.L., B.S.C.W., B.A.Z., D.F.T., E.A.W.), University of Utah School of Medicine; George E. Wahlen Veterans Affairs Medical Center (E.L.D., N.J.G.-H., H.M.L., D.F.T., E.A.W.), Salt Lake City, UT; Cognitive Neuroscience Unit (K.C., N.P.R.), School of Psychology, Deakin University, Geelong, Australia; Center for Biobehavioral Health (K.R.H.), The Abigail Wexner Research Institute at Nationwide Children's Hospital; Department of Pediatrics (K.R.H.), The Ohio State University College of Medicine, Columbus; Department of Psychology (T.L.M., E.D.B., N.J.G.-H., C.B.H., H.M.L.) and Neuroscience Center (T.L.M., E.D.B.), Brigham Young University, Provo, UT; Kennedy Krieger Institute (S.J.S.); Departments of Physical Medicine & Rehabilitation and Pediatrics (S.J.S.), Johns Hopkins University School of Medicine, Baltimore, MD; Department of Psychiatry and Biobehavioral Sciences (R.F.A., T.B.), Semel Institute for Neuroscience and Human Behavior, Brain Research Institute (R.F.A.), and Department of Psychology (R.F.A.), UCLA; UCLA Steve Tisch BrainSPORT Program (T.B., K.B., C.C.G.), Los Angeles; Department of Radiology (B.B.-O.), Loma Linda University Medical Center; Departments of Neurology (K.B.) and Neurosurgery (C.C.G.), David Geffen School of Medicine at UCLA, Los Angeles, CA; Department of Pediatrics (L.E.-C., C.G.W.), Children's Learning Institute, University of Texas Health Science Center at Houston; Division of Neurosurgery (A.F.) and Neuroscience Institute (A.F.), University of Cape Town, South Africa; Department of Pediatrics (C.C.G.), Division of Neurology, UCLA Mattel Children's Hospital, Los Angeles, CA; Department of Physical Medicine and Rehabilitation (C.B.H.), Virginia Commonwealth University, Richmond; Ethel Percy Andrus Gerontology Center (A.I.), Leonard Davis School of Gerontology, and Department of Biomedical Engineering (A.I.), Viterbi School of Engineering, University of Southern California, Los Angeles; Emma Children's Hospital (M.K.), Amsterdam UMC, University of Amsterdam, Emma Neuroscience Group, the Netherlands; H. Ben Taub Department of Physical Medicine and Rehabilitation (H.S.L., M.R.N., M.S.S., E.A.W.), Baylor College of Medicine; Michael E. DeBakey Veterans Affairs Medical Center (H.S.L., M.R.N.), Houston, TX; Department of Psychiatry (J.E.M.), University of California, San Diego, La Jolla; Department of Psychiatry (J.E.M.), Rady Children's Hospital, San Diego, CA; Department of Psychology (A.O.), Norwegian University of Science and Technology, Trondheim; Department of Physical Medicine and Rehabilitation (A.O.), St. Olavs Hospital, Trondheim University Hospital, Norway; Department of Clinical Sciences (N.P.R.), Murdoch Children's Research Institute; Department of Paediatrics (N.P.R.), University of Melbourne, Australia; Department of Psychological Sciences (A.T.S.), Texas Tech University, Lubbock; Ahmanson-Lovelace Brain Mapping Center (B.S.C.W.), Department of Neurology, University of California, Los Angeles; Department of Psychology (A.L. Ware, K.O.Y.), University of Calgary, Alberta; Hospital for Sick Children (A.L. Wheeler), Neuroscience and Mental Health Program; Physiology Department (A.L. Wheeler), University of Toronto, Ontario; Alberta Children's Hospital Research Institute and Hotchkiss Brain Institute (K.O.Y.) and Departments of Pediatrics and Clinical Neurosciences (K.O.Y.), University of Calgary, Alberta, Canada; Department of Pediatrics (B.A.Z.), University of Utah School of Medicine, Salt Lake City; Maryland Psychiatric Research Center (P.K.), University of Maryland School of Medicine, Baltimore; Imaging Genetics Center (N.J., P.M.T.), Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina Del Rey; and Departments of Neurology, Pediatrics, Psychiatry, Radiology, Engineering, and Ophthalmology (P.M.T.), USC, Los Angeles, CA
| | - Benjamin S C Wade
- From the Department of Neurology (E.L.D., T.L.M., E.D.B., N.J.G.-H., E.S.H., H.M.L., B.S.C.W., B.A.Z., D.F.T., E.A.W.), University of Utah School of Medicine; George E. Wahlen Veterans Affairs Medical Center (E.L.D., N.J.G.-H., H.M.L., D.F.T., E.A.W.), Salt Lake City, UT; Cognitive Neuroscience Unit (K.C., N.P.R.), School of Psychology, Deakin University, Geelong, Australia; Center for Biobehavioral Health (K.R.H.), The Abigail Wexner Research Institute at Nationwide Children's Hospital; Department of Pediatrics (K.R.H.), The Ohio State University College of Medicine, Columbus; Department of Psychology (T.L.M., E.D.B., N.J.G.-H., C.B.H., H.M.L.) and Neuroscience Center (T.L.M., E.D.B.), Brigham Young University, Provo, UT; Kennedy Krieger Institute (S.J.S.); Departments of Physical Medicine & Rehabilitation and Pediatrics (S.J.S.), Johns Hopkins University School of Medicine, Baltimore, MD; Department of Psychiatry and Biobehavioral Sciences (R.F.A., T.B.), Semel Institute for Neuroscience and Human Behavior, Brain Research Institute (R.F.A.), and Department of Psychology (R.F.A.), UCLA; UCLA Steve Tisch BrainSPORT Program (T.B., K.B., C.C.G.), Los Angeles; Department of Radiology (B.B.-O.), Loma Linda University Medical Center; Departments of Neurology (K.B.) and Neurosurgery (C.C.G.), David Geffen School of Medicine at UCLA, Los Angeles, CA; Department of Pediatrics (L.E.-C., C.G.W.), Children's Learning Institute, University of Texas Health Science Center at Houston; Division of Neurosurgery (A.F.) and Neuroscience Institute (A.F.), University of Cape Town, South Africa; Department of Pediatrics (C.C.G.), Division of Neurology, UCLA Mattel Children's Hospital, Los Angeles, CA; Department of Physical Medicine and Rehabilitation (C.B.H.), Virginia Commonwealth University, Richmond; Ethel Percy Andrus Gerontology Center (A.I.), Leonard Davis School of Gerontology, and Department of Biomedical Engineering (A.I.), Viterbi School of Engineering, University of Southern California, Los Angeles; Emma Children's Hospital (M.K.), Amsterdam UMC, University of Amsterdam, Emma Neuroscience Group, the Netherlands; H. Ben Taub Department of Physical Medicine and Rehabilitation (H.S.L., M.R.N., M.S.S., E.A.W.), Baylor College of Medicine; Michael E. DeBakey Veterans Affairs Medical Center (H.S.L., M.R.N.), Houston, TX; Department of Psychiatry (J.E.M.), University of California, San Diego, La Jolla; Department of Psychiatry (J.E.M.), Rady Children's Hospital, San Diego, CA; Department of Psychology (A.O.), Norwegian University of Science and Technology, Trondheim; Department of Physical Medicine and Rehabilitation (A.O.), St. Olavs Hospital, Trondheim University Hospital, Norway; Department of Clinical Sciences (N.P.R.), Murdoch Children's Research Institute; Department of Paediatrics (N.P.R.), University of Melbourne, Australia; Department of Psychological Sciences (A.T.S.), Texas Tech University, Lubbock; Ahmanson-Lovelace Brain Mapping Center (B.S.C.W.), Department of Neurology, University of California, Los Angeles; Department of Psychology (A.L. Ware, K.O.Y.), University of Calgary, Alberta; Hospital for Sick Children (A.L. Wheeler), Neuroscience and Mental Health Program; Physiology Department (A.L. Wheeler), University of Toronto, Ontario; Alberta Children's Hospital Research Institute and Hotchkiss Brain Institute (K.O.Y.) and Departments of Pediatrics and Clinical Neurosciences (K.O.Y.), University of Calgary, Alberta, Canada; Department of Pediatrics (B.A.Z.), University of Utah School of Medicine, Salt Lake City; Maryland Psychiatric Research Center (P.K.), University of Maryland School of Medicine, Baltimore; Imaging Genetics Center (N.J., P.M.T.), Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina Del Rey; and Departments of Neurology, Pediatrics, Psychiatry, Radiology, Engineering, and Ophthalmology (P.M.T.), USC, Los Angeles, CA
| | - Ashley L Ware
- From the Department of Neurology (E.L.D., T.L.M., E.D.B., N.J.G.-H., E.S.H., H.M.L., B.S.C.W., B.A.Z., D.F.T., E.A.W.), University of Utah School of Medicine; George E. Wahlen Veterans Affairs Medical Center (E.L.D., N.J.G.-H., H.M.L., D.F.T., E.A.W.), Salt Lake City, UT; Cognitive Neuroscience Unit (K.C., N.P.R.), School of Psychology, Deakin University, Geelong, Australia; Center for Biobehavioral Health (K.R.H.), The Abigail Wexner Research Institute at Nationwide Children's Hospital; Department of Pediatrics (K.R.H.), The Ohio State University College of Medicine, Columbus; Department of Psychology (T.L.M., E.D.B., N.J.G.-H., C.B.H., H.M.L.) and Neuroscience Center (T.L.M., E.D.B.), Brigham Young University, Provo, UT; Kennedy Krieger Institute (S.J.S.); Departments of Physical Medicine & Rehabilitation and Pediatrics (S.J.S.), Johns Hopkins University School of Medicine, Baltimore, MD; Department of Psychiatry and Biobehavioral Sciences (R.F.A., T.B.), Semel Institute for Neuroscience and Human Behavior, Brain Research Institute (R.F.A.), and Department of Psychology (R.F.A.), UCLA; UCLA Steve Tisch BrainSPORT Program (T.B., K.B., C.C.G.), Los Angeles; Department of Radiology (B.B.-O.), Loma Linda University Medical Center; Departments of Neurology (K.B.) and Neurosurgery (C.C.G.), David Geffen School of Medicine at UCLA, Los Angeles, CA; Department of Pediatrics (L.E.-C., C.G.W.), Children's Learning Institute, University of Texas Health Science Center at Houston; Division of Neurosurgery (A.F.) and Neuroscience Institute (A.F.), University of Cape Town, South Africa; Department of Pediatrics (C.C.G.), Division of Neurology, UCLA Mattel Children's Hospital, Los Angeles, CA; Department of Physical Medicine and Rehabilitation (C.B.H.), Virginia Commonwealth University, Richmond; Ethel Percy Andrus Gerontology Center (A.I.), Leonard Davis School of Gerontology, and Department of Biomedical Engineering (A.I.), Viterbi School of Engineering, University of Southern California, Los Angeles; Emma Children's Hospital (M.K.), Amsterdam UMC, University of Amsterdam, Emma Neuroscience Group, the Netherlands; H. Ben Taub Department of Physical Medicine and Rehabilitation (H.S.L., M.R.N., M.S.S., E.A.W.), Baylor College of Medicine; Michael E. DeBakey Veterans Affairs Medical Center (H.S.L., M.R.N.), Houston, TX; Department of Psychiatry (J.E.M.), University of California, San Diego, La Jolla; Department of Psychiatry (J.E.M.), Rady Children's Hospital, San Diego, CA; Department of Psychology (A.O.), Norwegian University of Science and Technology, Trondheim; Department of Physical Medicine and Rehabilitation (A.O.), St. Olavs Hospital, Trondheim University Hospital, Norway; Department of Clinical Sciences (N.P.R.), Murdoch Children's Research Institute; Department of Paediatrics (N.P.R.), University of Melbourne, Australia; Department of Psychological Sciences (A.T.S.), Texas Tech University, Lubbock; Ahmanson-Lovelace Brain Mapping Center (B.S.C.W.), Department of Neurology, University of California, Los Angeles; Department of Psychology (A.L. Ware, K.O.Y.), University of Calgary, Alberta; Hospital for Sick Children (A.L. Wheeler), Neuroscience and Mental Health Program; Physiology Department (A.L. Wheeler), University of Toronto, Ontario; Alberta Children's Hospital Research Institute and Hotchkiss Brain Institute (K.O.Y.) and Departments of Pediatrics and Clinical Neurosciences (K.O.Y.), University of Calgary, Alberta, Canada; Department of Pediatrics (B.A.Z.), University of Utah School of Medicine, Salt Lake City; Maryland Psychiatric Research Center (P.K.), University of Maryland School of Medicine, Baltimore; Imaging Genetics Center (N.J., P.M.T.), Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina Del Rey; and Departments of Neurology, Pediatrics, Psychiatry, Radiology, Engineering, and Ophthalmology (P.M.T.), USC, Los Angeles, CA
| | - Christopher G Watson
- From the Department of Neurology (E.L.D., T.L.M., E.D.B., N.J.G.-H., E.S.H., H.M.L., B.S.C.W., B.A.Z., D.F.T., E.A.W.), University of Utah School of Medicine; George E. Wahlen Veterans Affairs Medical Center (E.L.D., N.J.G.-H., H.M.L., D.F.T., E.A.W.), Salt Lake City, UT; Cognitive Neuroscience Unit (K.C., N.P.R.), School of Psychology, Deakin University, Geelong, Australia; Center for Biobehavioral Health (K.R.H.), The Abigail Wexner Research Institute at Nationwide Children's Hospital; Department of Pediatrics (K.R.H.), The Ohio State University College of Medicine, Columbus; Department of Psychology (T.L.M., E.D.B., N.J.G.-H., C.B.H., H.M.L.) and Neuroscience Center (T.L.M., E.D.B.), Brigham Young University, Provo, UT; Kennedy Krieger Institute (S.J.S.); Departments of Physical Medicine & Rehabilitation and Pediatrics (S.J.S.), Johns Hopkins University School of Medicine, Baltimore, MD; Department of Psychiatry and Biobehavioral Sciences (R.F.A., T.B.), Semel Institute for Neuroscience and Human Behavior, Brain Research Institute (R.F.A.), and Department of Psychology (R.F.A.), UCLA; UCLA Steve Tisch BrainSPORT Program (T.B., K.B., C.C.G.), Los Angeles; Department of Radiology (B.B.-O.), Loma Linda University Medical Center; Departments of Neurology (K.B.) and Neurosurgery (C.C.G.), David Geffen School of Medicine at UCLA, Los Angeles, CA; Department of Pediatrics (L.E.-C., C.G.W.), Children's Learning Institute, University of Texas Health Science Center at Houston; Division of Neurosurgery (A.F.) and Neuroscience Institute (A.F.), University of Cape Town, South Africa; Department of Pediatrics (C.C.G.), Division of Neurology, UCLA Mattel Children's Hospital, Los Angeles, CA; Department of Physical Medicine and Rehabilitation (C.B.H.), Virginia Commonwealth University, Richmond; Ethel Percy Andrus Gerontology Center (A.I.), Leonard Davis School of Gerontology, and Department of Biomedical Engineering (A.I.), Viterbi School of Engineering, University of Southern California, Los Angeles; Emma Children's Hospital (M.K.), Amsterdam UMC, University of Amsterdam, Emma Neuroscience Group, the Netherlands; H. Ben Taub Department of Physical Medicine and Rehabilitation (H.S.L., M.R.N., M.S.S., E.A.W.), Baylor College of Medicine; Michael E. DeBakey Veterans Affairs Medical Center (H.S.L., M.R.N.), Houston, TX; Department of Psychiatry (J.E.M.), University of California, San Diego, La Jolla; Department of Psychiatry (J.E.M.), Rady Children's Hospital, San Diego, CA; Department of Psychology (A.O.), Norwegian University of Science and Technology, Trondheim; Department of Physical Medicine and Rehabilitation (A.O.), St. Olavs Hospital, Trondheim University Hospital, Norway; Department of Clinical Sciences (N.P.R.), Murdoch Children's Research Institute; Department of Paediatrics (N.P.R.), University of Melbourne, Australia; Department of Psychological Sciences (A.T.S.), Texas Tech University, Lubbock; Ahmanson-Lovelace Brain Mapping Center (B.S.C.W.), Department of Neurology, University of California, Los Angeles; Department of Psychology (A.L. Ware, K.O.Y.), University of Calgary, Alberta; Hospital for Sick Children (A.L. Wheeler), Neuroscience and Mental Health Program; Physiology Department (A.L. Wheeler), University of Toronto, Ontario; Alberta Children's Hospital Research Institute and Hotchkiss Brain Institute (K.O.Y.) and Departments of Pediatrics and Clinical Neurosciences (K.O.Y.), University of Calgary, Alberta, Canada; Department of Pediatrics (B.A.Z.), University of Utah School of Medicine, Salt Lake City; Maryland Psychiatric Research Center (P.K.), University of Maryland School of Medicine, Baltimore; Imaging Genetics Center (N.J., P.M.T.), Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina Del Rey; and Departments of Neurology, Pediatrics, Psychiatry, Radiology, Engineering, and Ophthalmology (P.M.T.), USC, Los Angeles, CA
| | - Anne L Wheeler
- From the Department of Neurology (E.L.D., T.L.M., E.D.B., N.J.G.-H., E.S.H., H.M.L., B.S.C.W., B.A.Z., D.F.T., E.A.W.), University of Utah School of Medicine; George E. Wahlen Veterans Affairs Medical Center (E.L.D., N.J.G.-H., H.M.L., D.F.T., E.A.W.), Salt Lake City, UT; Cognitive Neuroscience Unit (K.C., N.P.R.), School of Psychology, Deakin University, Geelong, Australia; Center for Biobehavioral Health (K.R.H.), The Abigail Wexner Research Institute at Nationwide Children's Hospital; Department of Pediatrics (K.R.H.), The Ohio State University College of Medicine, Columbus; Department of Psychology (T.L.M., E.D.B., N.J.G.-H., C.B.H., H.M.L.) and Neuroscience Center (T.L.M., E.D.B.), Brigham Young University, Provo, UT; Kennedy Krieger Institute (S.J.S.); Departments of Physical Medicine & Rehabilitation and Pediatrics (S.J.S.), Johns Hopkins University School of Medicine, Baltimore, MD; Department of Psychiatry and Biobehavioral Sciences (R.F.A., T.B.), Semel Institute for Neuroscience and Human Behavior, Brain Research Institute (R.F.A.), and Department of Psychology (R.F.A.), UCLA; UCLA Steve Tisch BrainSPORT Program (T.B., K.B., C.C.G.), Los Angeles; Department of Radiology (B.B.-O.), Loma Linda University Medical Center; Departments of Neurology (K.B.) and Neurosurgery (C.C.G.), David Geffen School of Medicine at UCLA, Los Angeles, CA; Department of Pediatrics (L.E.-C., C.G.W.), Children's Learning Institute, University of Texas Health Science Center at Houston; Division of Neurosurgery (A.F.) and Neuroscience Institute (A.F.), University of Cape Town, South Africa; Department of Pediatrics (C.C.G.), Division of Neurology, UCLA Mattel Children's Hospital, Los Angeles, CA; Department of Physical Medicine and Rehabilitation (C.B.H.), Virginia Commonwealth University, Richmond; Ethel Percy Andrus Gerontology Center (A.I.), Leonard Davis School of Gerontology, and Department of Biomedical Engineering (A.I.), Viterbi School of Engineering, University of Southern California, Los Angeles; Emma Children's Hospital (M.K.), Amsterdam UMC, University of Amsterdam, Emma Neuroscience Group, the Netherlands; H. Ben Taub Department of Physical Medicine and Rehabilitation (H.S.L., M.R.N., M.S.S., E.A.W.), Baylor College of Medicine; Michael E. DeBakey Veterans Affairs Medical Center (H.S.L., M.R.N.), Houston, TX; Department of Psychiatry (J.E.M.), University of California, San Diego, La Jolla; Department of Psychiatry (J.E.M.), Rady Children's Hospital, San Diego, CA; Department of Psychology (A.O.), Norwegian University of Science and Technology, Trondheim; Department of Physical Medicine and Rehabilitation (A.O.), St. Olavs Hospital, Trondheim University Hospital, Norway; Department of Clinical Sciences (N.P.R.), Murdoch Children's Research Institute; Department of Paediatrics (N.P.R.), University of Melbourne, Australia; Department of Psychological Sciences (A.T.S.), Texas Tech University, Lubbock; Ahmanson-Lovelace Brain Mapping Center (B.S.C.W.), Department of Neurology, University of California, Los Angeles; Department of Psychology (A.L. Ware, K.O.Y.), University of Calgary, Alberta; Hospital for Sick Children (A.L. Wheeler), Neuroscience and Mental Health Program; Physiology Department (A.L. Wheeler), University of Toronto, Ontario; Alberta Children's Hospital Research Institute and Hotchkiss Brain Institute (K.O.Y.) and Departments of Pediatrics and Clinical Neurosciences (K.O.Y.), University of Calgary, Alberta, Canada; Department of Pediatrics (B.A.Z.), University of Utah School of Medicine, Salt Lake City; Maryland Psychiatric Research Center (P.K.), University of Maryland School of Medicine, Baltimore; Imaging Genetics Center (N.J., P.M.T.), Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina Del Rey; and Departments of Neurology, Pediatrics, Psychiatry, Radiology, Engineering, and Ophthalmology (P.M.T.), USC, Los Angeles, CA
| | - Keith Owen Yeates
- From the Department of Neurology (E.L.D., T.L.M., E.D.B., N.J.G.-H., E.S.H., H.M.L., B.S.C.W., B.A.Z., D.F.T., E.A.W.), University of Utah School of Medicine; George E. Wahlen Veterans Affairs Medical Center (E.L.D., N.J.G.-H., H.M.L., D.F.T., E.A.W.), Salt Lake City, UT; Cognitive Neuroscience Unit (K.C., N.P.R.), School of Psychology, Deakin University, Geelong, Australia; Center for Biobehavioral Health (K.R.H.), The Abigail Wexner Research Institute at Nationwide Children's Hospital; Department of Pediatrics (K.R.H.), The Ohio State University College of Medicine, Columbus; Department of Psychology (T.L.M., E.D.B., N.J.G.-H., C.B.H., H.M.L.) and Neuroscience Center (T.L.M., E.D.B.), Brigham Young University, Provo, UT; Kennedy Krieger Institute (S.J.S.); Departments of Physical Medicine & Rehabilitation and Pediatrics (S.J.S.), Johns Hopkins University School of Medicine, Baltimore, MD; Department of Psychiatry and Biobehavioral Sciences (R.F.A., T.B.), Semel Institute for Neuroscience and Human Behavior, Brain Research Institute (R.F.A.), and Department of Psychology (R.F.A.), UCLA; UCLA Steve Tisch BrainSPORT Program (T.B., K.B., C.C.G.), Los Angeles; Department of Radiology (B.B.-O.), Loma Linda University Medical Center; Departments of Neurology (K.B.) and Neurosurgery (C.C.G.), David Geffen School of Medicine at UCLA, Los Angeles, CA; Department of Pediatrics (L.E.-C., C.G.W.), Children's Learning Institute, University of Texas Health Science Center at Houston; Division of Neurosurgery (A.F.) and Neuroscience Institute (A.F.), University of Cape Town, South Africa; Department of Pediatrics (C.C.G.), Division of Neurology, UCLA Mattel Children's Hospital, Los Angeles, CA; Department of Physical Medicine and Rehabilitation (C.B.H.), Virginia Commonwealth University, Richmond; Ethel Percy Andrus Gerontology Center (A.I.), Leonard Davis School of Gerontology, and Department of Biomedical Engineering (A.I.), Viterbi School of Engineering, University of Southern California, Los Angeles; Emma Children's Hospital (M.K.), Amsterdam UMC, University of Amsterdam, Emma Neuroscience Group, the Netherlands; H. Ben Taub Department of Physical Medicine and Rehabilitation (H.S.L., M.R.N., M.S.S., E.A.W.), Baylor College of Medicine; Michael E. DeBakey Veterans Affairs Medical Center (H.S.L., M.R.N.), Houston, TX; Department of Psychiatry (J.E.M.), University of California, San Diego, La Jolla; Department of Psychiatry (J.E.M.), Rady Children's Hospital, San Diego, CA; Department of Psychology (A.O.), Norwegian University of Science and Technology, Trondheim; Department of Physical Medicine and Rehabilitation (A.O.), St. Olavs Hospital, Trondheim University Hospital, Norway; Department of Clinical Sciences (N.P.R.), Murdoch Children's Research Institute; Department of Paediatrics (N.P.R.), University of Melbourne, Australia; Department of Psychological Sciences (A.T.S.), Texas Tech University, Lubbock; Ahmanson-Lovelace Brain Mapping Center (B.S.C.W.), Department of Neurology, University of California, Los Angeles; Department of Psychology (A.L. Ware, K.O.Y.), University of Calgary, Alberta; Hospital for Sick Children (A.L. Wheeler), Neuroscience and Mental Health Program; Physiology Department (A.L. Wheeler), University of Toronto, Ontario; Alberta Children's Hospital Research Institute and Hotchkiss Brain Institute (K.O.Y.) and Departments of Pediatrics and Clinical Neurosciences (K.O.Y.), University of Calgary, Alberta, Canada; Department of Pediatrics (B.A.Z.), University of Utah School of Medicine, Salt Lake City; Maryland Psychiatric Research Center (P.K.), University of Maryland School of Medicine, Baltimore; Imaging Genetics Center (N.J., P.M.T.), Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina Del Rey; and Departments of Neurology, Pediatrics, Psychiatry, Radiology, Engineering, and Ophthalmology (P.M.T.), USC, Los Angeles, CA
| | - Brandon A Zielinski
- From the Department of Neurology (E.L.D., T.L.M., E.D.B., N.J.G.-H., E.S.H., H.M.L., B.S.C.W., B.A.Z., D.F.T., E.A.W.), University of Utah School of Medicine; George E. Wahlen Veterans Affairs Medical Center (E.L.D., N.J.G.-H., H.M.L., D.F.T., E.A.W.), Salt Lake City, UT; Cognitive Neuroscience Unit (K.C., N.P.R.), School of Psychology, Deakin University, Geelong, Australia; Center for Biobehavioral Health (K.R.H.), The Abigail Wexner Research Institute at Nationwide Children's Hospital; Department of Pediatrics (K.R.H.), The Ohio State University College of Medicine, Columbus; Department of Psychology (T.L.M., E.D.B., N.J.G.-H., C.B.H., H.M.L.) and Neuroscience Center (T.L.M., E.D.B.), Brigham Young University, Provo, UT; Kennedy Krieger Institute (S.J.S.); Departments of Physical Medicine & Rehabilitation and Pediatrics (S.J.S.), Johns Hopkins University School of Medicine, Baltimore, MD; Department of Psychiatry and Biobehavioral Sciences (R.F.A., T.B.), Semel Institute for Neuroscience and Human Behavior, Brain Research Institute (R.F.A.), and Department of Psychology (R.F.A.), UCLA; UCLA Steve Tisch BrainSPORT Program (T.B., K.B., C.C.G.), Los Angeles; Department of Radiology (B.B.-O.), Loma Linda University Medical Center; Departments of Neurology (K.B.) and Neurosurgery (C.C.G.), David Geffen School of Medicine at UCLA, Los Angeles, CA; Department of Pediatrics (L.E.-C., C.G.W.), Children's Learning Institute, University of Texas Health Science Center at Houston; Division of Neurosurgery (A.F.) and Neuroscience Institute (A.F.), University of Cape Town, South Africa; Department of Pediatrics (C.C.G.), Division of Neurology, UCLA Mattel Children's Hospital, Los Angeles, CA; Department of Physical Medicine and Rehabilitation (C.B.H.), Virginia Commonwealth University, Richmond; Ethel Percy Andrus Gerontology Center (A.I.), Leonard Davis School of Gerontology, and Department of Biomedical Engineering (A.I.), Viterbi School of Engineering, University of Southern California, Los Angeles; Emma Children's Hospital (M.K.), Amsterdam UMC, University of Amsterdam, Emma Neuroscience Group, the Netherlands; H. Ben Taub Department of Physical Medicine and Rehabilitation (H.S.L., M.R.N., M.S.S., E.A.W.), Baylor College of Medicine; Michael E. DeBakey Veterans Affairs Medical Center (H.S.L., M.R.N.), Houston, TX; Department of Psychiatry (J.E.M.), University of California, San Diego, La Jolla; Department of Psychiatry (J.E.M.), Rady Children's Hospital, San Diego, CA; Department of Psychology (A.O.), Norwegian University of Science and Technology, Trondheim; Department of Physical Medicine and Rehabilitation (A.O.), St. Olavs Hospital, Trondheim University Hospital, Norway; Department of Clinical Sciences (N.P.R.), Murdoch Children's Research Institute; Department of Paediatrics (N.P.R.), University of Melbourne, Australia; Department of Psychological Sciences (A.T.S.), Texas Tech University, Lubbock; Ahmanson-Lovelace Brain Mapping Center (B.S.C.W.), Department of Neurology, University of California, Los Angeles; Department of Psychology (A.L. Ware, K.O.Y.), University of Calgary, Alberta; Hospital for Sick Children (A.L. Wheeler), Neuroscience and Mental Health Program; Physiology Department (A.L. Wheeler), University of Toronto, Ontario; Alberta Children's Hospital Research Institute and Hotchkiss Brain Institute (K.O.Y.) and Departments of Pediatrics and Clinical Neurosciences (K.O.Y.), University of Calgary, Alberta, Canada; Department of Pediatrics (B.A.Z.), University of Utah School of Medicine, Salt Lake City; Maryland Psychiatric Research Center (P.K.), University of Maryland School of Medicine, Baltimore; Imaging Genetics Center (N.J., P.M.T.), Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina Del Rey; and Departments of Neurology, Pediatrics, Psychiatry, Radiology, Engineering, and Ophthalmology (P.M.T.), USC, Los Angeles, CA
| | - Peter Kochunov
- From the Department of Neurology (E.L.D., T.L.M., E.D.B., N.J.G.-H., E.S.H., H.M.L., B.S.C.W., B.A.Z., D.F.T., E.A.W.), University of Utah School of Medicine; George E. Wahlen Veterans Affairs Medical Center (E.L.D., N.J.G.-H., H.M.L., D.F.T., E.A.W.), Salt Lake City, UT; Cognitive Neuroscience Unit (K.C., N.P.R.), School of Psychology, Deakin University, Geelong, Australia; Center for Biobehavioral Health (K.R.H.), The Abigail Wexner Research Institute at Nationwide Children's Hospital; Department of Pediatrics (K.R.H.), The Ohio State University College of Medicine, Columbus; Department of Psychology (T.L.M., E.D.B., N.J.G.-H., C.B.H., H.M.L.) and Neuroscience Center (T.L.M., E.D.B.), Brigham Young University, Provo, UT; Kennedy Krieger Institute (S.J.S.); Departments of Physical Medicine & Rehabilitation and Pediatrics (S.J.S.), Johns Hopkins University School of Medicine, Baltimore, MD; Department of Psychiatry and Biobehavioral Sciences (R.F.A., T.B.), Semel Institute for Neuroscience and Human Behavior, Brain Research Institute (R.F.A.), and Department of Psychology (R.F.A.), UCLA; UCLA Steve Tisch BrainSPORT Program (T.B., K.B., C.C.G.), Los Angeles; Department of Radiology (B.B.-O.), Loma Linda University Medical Center; Departments of Neurology (K.B.) and Neurosurgery (C.C.G.), David Geffen School of Medicine at UCLA, Los Angeles, CA; Department of Pediatrics (L.E.-C., C.G.W.), Children's Learning Institute, University of Texas Health Science Center at Houston; Division of Neurosurgery (A.F.) and Neuroscience Institute (A.F.), University of Cape Town, South Africa; Department of Pediatrics (C.C.G.), Division of Neurology, UCLA Mattel Children's Hospital, Los Angeles, CA; Department of Physical Medicine and Rehabilitation (C.B.H.), Virginia Commonwealth University, Richmond; Ethel Percy Andrus Gerontology Center (A.I.), Leonard Davis School of Gerontology, and Department of Biomedical Engineering (A.I.), Viterbi School of Engineering, University of Southern California, Los Angeles; Emma Children's Hospital (M.K.), Amsterdam UMC, University of Amsterdam, Emma Neuroscience Group, the Netherlands; H. Ben Taub Department of Physical Medicine and Rehabilitation (H.S.L., M.R.N., M.S.S., E.A.W.), Baylor College of Medicine; Michael E. DeBakey Veterans Affairs Medical Center (H.S.L., M.R.N.), Houston, TX; Department of Psychiatry (J.E.M.), University of California, San Diego, La Jolla; Department of Psychiatry (J.E.M.), Rady Children's Hospital, San Diego, CA; Department of Psychology (A.O.), Norwegian University of Science and Technology, Trondheim; Department of Physical Medicine and Rehabilitation (A.O.), St. Olavs Hospital, Trondheim University Hospital, Norway; Department of Clinical Sciences (N.P.R.), Murdoch Children's Research Institute; Department of Paediatrics (N.P.R.), University of Melbourne, Australia; Department of Psychological Sciences (A.T.S.), Texas Tech University, Lubbock; Ahmanson-Lovelace Brain Mapping Center (B.S.C.W.), Department of Neurology, University of California, Los Angeles; Department of Psychology (A.L. Ware, K.O.Y.), University of Calgary, Alberta; Hospital for Sick Children (A.L. Wheeler), Neuroscience and Mental Health Program; Physiology Department (A.L. Wheeler), University of Toronto, Ontario; Alberta Children's Hospital Research Institute and Hotchkiss Brain Institute (K.O.Y.) and Departments of Pediatrics and Clinical Neurosciences (K.O.Y.), University of Calgary, Alberta, Canada; Department of Pediatrics (B.A.Z.), University of Utah School of Medicine, Salt Lake City; Maryland Psychiatric Research Center (P.K.), University of Maryland School of Medicine, Baltimore; Imaging Genetics Center (N.J., P.M.T.), Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina Del Rey; and Departments of Neurology, Pediatrics, Psychiatry, Radiology, Engineering, and Ophthalmology (P.M.T.), USC, Los Angeles, CA
| | - Neda Jahanshad
- From the Department of Neurology (E.L.D., T.L.M., E.D.B., N.J.G.-H., E.S.H., H.M.L., B.S.C.W., B.A.Z., D.F.T., E.A.W.), University of Utah School of Medicine; George E. Wahlen Veterans Affairs Medical Center (E.L.D., N.J.G.-H., H.M.L., D.F.T., E.A.W.), Salt Lake City, UT; Cognitive Neuroscience Unit (K.C., N.P.R.), School of Psychology, Deakin University, Geelong, Australia; Center for Biobehavioral Health (K.R.H.), The Abigail Wexner Research Institute at Nationwide Children's Hospital; Department of Pediatrics (K.R.H.), The Ohio State University College of Medicine, Columbus; Department of Psychology (T.L.M., E.D.B., N.J.G.-H., C.B.H., H.M.L.) and Neuroscience Center (T.L.M., E.D.B.), Brigham Young University, Provo, UT; Kennedy Krieger Institute (S.J.S.); Departments of Physical Medicine & Rehabilitation and Pediatrics (S.J.S.), Johns Hopkins University School of Medicine, Baltimore, MD; Department of Psychiatry and Biobehavioral Sciences (R.F.A., T.B.), Semel Institute for Neuroscience and Human Behavior, Brain Research Institute (R.F.A.), and Department of Psychology (R.F.A.), UCLA; UCLA Steve Tisch BrainSPORT Program (T.B., K.B., C.C.G.), Los Angeles; Department of Radiology (B.B.-O.), Loma Linda University Medical Center; Departments of Neurology (K.B.) and Neurosurgery (C.C.G.), David Geffen School of Medicine at UCLA, Los Angeles, CA; Department of Pediatrics (L.E.-C., C.G.W.), Children's Learning Institute, University of Texas Health Science Center at Houston; Division of Neurosurgery (A.F.) and Neuroscience Institute (A.F.), University of Cape Town, South Africa; Department of Pediatrics (C.C.G.), Division of Neurology, UCLA Mattel Children's Hospital, Los Angeles, CA; Department of Physical Medicine and Rehabilitation (C.B.H.), Virginia Commonwealth University, Richmond; Ethel Percy Andrus Gerontology Center (A.I.), Leonard Davis School of Gerontology, and Department of Biomedical Engineering (A.I.), Viterbi School of Engineering, University of Southern California, Los Angeles; Emma Children's Hospital (M.K.), Amsterdam UMC, University of Amsterdam, Emma Neuroscience Group, the Netherlands; H. Ben Taub Department of Physical Medicine and Rehabilitation (H.S.L., M.R.N., M.S.S., E.A.W.), Baylor College of Medicine; Michael E. DeBakey Veterans Affairs Medical Center (H.S.L., M.R.N.), Houston, TX; Department of Psychiatry (J.E.M.), University of California, San Diego, La Jolla; Department of Psychiatry (J.E.M.), Rady Children's Hospital, San Diego, CA; Department of Psychology (A.O.), Norwegian University of Science and Technology, Trondheim; Department of Physical Medicine and Rehabilitation (A.O.), St. Olavs Hospital, Trondheim University Hospital, Norway; Department of Clinical Sciences (N.P.R.), Murdoch Children's Research Institute; Department of Paediatrics (N.P.R.), University of Melbourne, Australia; Department of Psychological Sciences (A.T.S.), Texas Tech University, Lubbock; Ahmanson-Lovelace Brain Mapping Center (B.S.C.W.), Department of Neurology, University of California, Los Angeles; Department of Psychology (A.L. Ware, K.O.Y.), University of Calgary, Alberta; Hospital for Sick Children (A.L. Wheeler), Neuroscience and Mental Health Program; Physiology Department (A.L. Wheeler), University of Toronto, Ontario; Alberta Children's Hospital Research Institute and Hotchkiss Brain Institute (K.O.Y.) and Departments of Pediatrics and Clinical Neurosciences (K.O.Y.), University of Calgary, Alberta, Canada; Department of Pediatrics (B.A.Z.), University of Utah School of Medicine, Salt Lake City; Maryland Psychiatric Research Center (P.K.), University of Maryland School of Medicine, Baltimore; Imaging Genetics Center (N.J., P.M.T.), Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina Del Rey; and Departments of Neurology, Pediatrics, Psychiatry, Radiology, Engineering, and Ophthalmology (P.M.T.), USC, Los Angeles, CA
| | - Paul M Thompson
- From the Department of Neurology (E.L.D., T.L.M., E.D.B., N.J.G.-H., E.S.H., H.M.L., B.S.C.W., B.A.Z., D.F.T., E.A.W.), University of Utah School of Medicine; George E. Wahlen Veterans Affairs Medical Center (E.L.D., N.J.G.-H., H.M.L., D.F.T., E.A.W.), Salt Lake City, UT; Cognitive Neuroscience Unit (K.C., N.P.R.), School of Psychology, Deakin University, Geelong, Australia; Center for Biobehavioral Health (K.R.H.), The Abigail Wexner Research Institute at Nationwide Children's Hospital; Department of Pediatrics (K.R.H.), The Ohio State University College of Medicine, Columbus; Department of Psychology (T.L.M., E.D.B., N.J.G.-H., C.B.H., H.M.L.) and Neuroscience Center (T.L.M., E.D.B.), Brigham Young University, Provo, UT; Kennedy Krieger Institute (S.J.S.); Departments of Physical Medicine & Rehabilitation and Pediatrics (S.J.S.), Johns Hopkins University School of Medicine, Baltimore, MD; Department of Psychiatry and Biobehavioral Sciences (R.F.A., T.B.), Semel Institute for Neuroscience and Human Behavior, Brain Research Institute (R.F.A.), and Department of Psychology (R.F.A.), UCLA; UCLA Steve Tisch BrainSPORT Program (T.B., K.B., C.C.G.), Los Angeles; Department of Radiology (B.B.-O.), Loma Linda University Medical Center; Departments of Neurology (K.B.) and Neurosurgery (C.C.G.), David Geffen School of Medicine at UCLA, Los Angeles, CA; Department of Pediatrics (L.E.-C., C.G.W.), Children's Learning Institute, University of Texas Health Science Center at Houston; Division of Neurosurgery (A.F.) and Neuroscience Institute (A.F.), University of Cape Town, South Africa; Department of Pediatrics (C.C.G.), Division of Neurology, UCLA Mattel Children's Hospital, Los Angeles, CA; Department of Physical Medicine and Rehabilitation (C.B.H.), Virginia Commonwealth University, Richmond; Ethel Percy Andrus Gerontology Center (A.I.), Leonard Davis School of Gerontology, and Department of Biomedical Engineering (A.I.), Viterbi School of Engineering, University of Southern California, Los Angeles; Emma Children's Hospital (M.K.), Amsterdam UMC, University of Amsterdam, Emma Neuroscience Group, the Netherlands; H. Ben Taub Department of Physical Medicine and Rehabilitation (H.S.L., M.R.N., M.S.S., E.A.W.), Baylor College of Medicine; Michael E. DeBakey Veterans Affairs Medical Center (H.S.L., M.R.N.), Houston, TX; Department of Psychiatry (J.E.M.), University of California, San Diego, La Jolla; Department of Psychiatry (J.E.M.), Rady Children's Hospital, San Diego, CA; Department of Psychology (A.O.), Norwegian University of Science and Technology, Trondheim; Department of Physical Medicine and Rehabilitation (A.O.), St. Olavs Hospital, Trondheim University Hospital, Norway; Department of Clinical Sciences (N.P.R.), Murdoch Children's Research Institute; Department of Paediatrics (N.P.R.), University of Melbourne, Australia; Department of Psychological Sciences (A.T.S.), Texas Tech University, Lubbock; Ahmanson-Lovelace Brain Mapping Center (B.S.C.W.), Department of Neurology, University of California, Los Angeles; Department of Psychology (A.L. Ware, K.O.Y.), University of Calgary, Alberta; Hospital for Sick Children (A.L. Wheeler), Neuroscience and Mental Health Program; Physiology Department (A.L. Wheeler), University of Toronto, Ontario; Alberta Children's Hospital Research Institute and Hotchkiss Brain Institute (K.O.Y.) and Departments of Pediatrics and Clinical Neurosciences (K.O.Y.), University of Calgary, Alberta, Canada; Department of Pediatrics (B.A.Z.), University of Utah School of Medicine, Salt Lake City; Maryland Psychiatric Research Center (P.K.), University of Maryland School of Medicine, Baltimore; Imaging Genetics Center (N.J., P.M.T.), Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina Del Rey; and Departments of Neurology, Pediatrics, Psychiatry, Radiology, Engineering, and Ophthalmology (P.M.T.), USC, Los Angeles, CA
| | - David F Tate
- From the Department of Neurology (E.L.D., T.L.M., E.D.B., N.J.G.-H., E.S.H., H.M.L., B.S.C.W., B.A.Z., D.F.T., E.A.W.), University of Utah School of Medicine; George E. Wahlen Veterans Affairs Medical Center (E.L.D., N.J.G.-H., H.M.L., D.F.T., E.A.W.), Salt Lake City, UT; Cognitive Neuroscience Unit (K.C., N.P.R.), School of Psychology, Deakin University, Geelong, Australia; Center for Biobehavioral Health (K.R.H.), The Abigail Wexner Research Institute at Nationwide Children's Hospital; Department of Pediatrics (K.R.H.), The Ohio State University College of Medicine, Columbus; Department of Psychology (T.L.M., E.D.B., N.J.G.-H., C.B.H., H.M.L.) and Neuroscience Center (T.L.M., E.D.B.), Brigham Young University, Provo, UT; Kennedy Krieger Institute (S.J.S.); Departments of Physical Medicine & Rehabilitation and Pediatrics (S.J.S.), Johns Hopkins University School of Medicine, Baltimore, MD; Department of Psychiatry and Biobehavioral Sciences (R.F.A., T.B.), Semel Institute for Neuroscience and Human Behavior, Brain Research Institute (R.F.A.), and Department of Psychology (R.F.A.), UCLA; UCLA Steve Tisch BrainSPORT Program (T.B., K.B., C.C.G.), Los Angeles; Department of Radiology (B.B.-O.), Loma Linda University Medical Center; Departments of Neurology (K.B.) and Neurosurgery (C.C.G.), David Geffen School of Medicine at UCLA, Los Angeles, CA; Department of Pediatrics (L.E.-C., C.G.W.), Children's Learning Institute, University of Texas Health Science Center at Houston; Division of Neurosurgery (A.F.) and Neuroscience Institute (A.F.), University of Cape Town, South Africa; Department of Pediatrics (C.C.G.), Division of Neurology, UCLA Mattel Children's Hospital, Los Angeles, CA; Department of Physical Medicine and Rehabilitation (C.B.H.), Virginia Commonwealth University, Richmond; Ethel Percy Andrus Gerontology Center (A.I.), Leonard Davis School of Gerontology, and Department of Biomedical Engineering (A.I.), Viterbi School of Engineering, University of Southern California, Los Angeles; Emma Children's Hospital (M.K.), Amsterdam UMC, University of Amsterdam, Emma Neuroscience Group, the Netherlands; H. Ben Taub Department of Physical Medicine and Rehabilitation (H.S.L., M.R.N., M.S.S., E.A.W.), Baylor College of Medicine; Michael E. DeBakey Veterans Affairs Medical Center (H.S.L., M.R.N.), Houston, TX; Department of Psychiatry (J.E.M.), University of California, San Diego, La Jolla; Department of Psychiatry (J.E.M.), Rady Children's Hospital, San Diego, CA; Department of Psychology (A.O.), Norwegian University of Science and Technology, Trondheim; Department of Physical Medicine and Rehabilitation (A.O.), St. Olavs Hospital, Trondheim University Hospital, Norway; Department of Clinical Sciences (N.P.R.), Murdoch Children's Research Institute; Department of Paediatrics (N.P.R.), University of Melbourne, Australia; Department of Psychological Sciences (A.T.S.), Texas Tech University, Lubbock; Ahmanson-Lovelace Brain Mapping Center (B.S.C.W.), Department of Neurology, University of California, Los Angeles; Department of Psychology (A.L. Ware, K.O.Y.), University of Calgary, Alberta; Hospital for Sick Children (A.L. Wheeler), Neuroscience and Mental Health Program; Physiology Department (A.L. Wheeler), University of Toronto, Ontario; Alberta Children's Hospital Research Institute and Hotchkiss Brain Institute (K.O.Y.) and Departments of Pediatrics and Clinical Neurosciences (K.O.Y.), University of Calgary, Alberta, Canada; Department of Pediatrics (B.A.Z.), University of Utah School of Medicine, Salt Lake City; Maryland Psychiatric Research Center (P.K.), University of Maryland School of Medicine, Baltimore; Imaging Genetics Center (N.J., P.M.T.), Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina Del Rey; and Departments of Neurology, Pediatrics, Psychiatry, Radiology, Engineering, and Ophthalmology (P.M.T.), USC, Los Angeles, CA
| | - Elisabeth A Wilde
- From the Department of Neurology (E.L.D., T.L.M., E.D.B., N.J.G.-H., E.S.H., H.M.L., B.S.C.W., B.A.Z., D.F.T., E.A.W.), University of Utah School of Medicine; George E. Wahlen Veterans Affairs Medical Center (E.L.D., N.J.G.-H., H.M.L., D.F.T., E.A.W.), Salt Lake City, UT; Cognitive Neuroscience Unit (K.C., N.P.R.), School of Psychology, Deakin University, Geelong, Australia; Center for Biobehavioral Health (K.R.H.), The Abigail Wexner Research Institute at Nationwide Children's Hospital; Department of Pediatrics (K.R.H.), The Ohio State University College of Medicine, Columbus; Department of Psychology (T.L.M., E.D.B., N.J.G.-H., C.B.H., H.M.L.) and Neuroscience Center (T.L.M., E.D.B.), Brigham Young University, Provo, UT; Kennedy Krieger Institute (S.J.S.); Departments of Physical Medicine & Rehabilitation and Pediatrics (S.J.S.), Johns Hopkins University School of Medicine, Baltimore, MD; Department of Psychiatry and Biobehavioral Sciences (R.F.A., T.B.), Semel Institute for Neuroscience and Human Behavior, Brain Research Institute (R.F.A.), and Department of Psychology (R.F.A.), UCLA; UCLA Steve Tisch BrainSPORT Program (T.B., K.B., C.C.G.), Los Angeles; Department of Radiology (B.B.-O.), Loma Linda University Medical Center; Departments of Neurology (K.B.) and Neurosurgery (C.C.G.), David Geffen School of Medicine at UCLA, Los Angeles, CA; Department of Pediatrics (L.E.-C., C.G.W.), Children's Learning Institute, University of Texas Health Science Center at Houston; Division of Neurosurgery (A.F.) and Neuroscience Institute (A.F.), University of Cape Town, South Africa; Department of Pediatrics (C.C.G.), Division of Neurology, UCLA Mattel Children's Hospital, Los Angeles, CA; Department of Physical Medicine and Rehabilitation (C.B.H.), Virginia Commonwealth University, Richmond; Ethel Percy Andrus Gerontology Center (A.I.), Leonard Davis School of Gerontology, and Department of Biomedical Engineering (A.I.), Viterbi School of Engineering, University of Southern California, Los Angeles; Emma Children's Hospital (M.K.), Amsterdam UMC, University of Amsterdam, Emma Neuroscience Group, the Netherlands; H. Ben Taub Department of Physical Medicine and Rehabilitation (H.S.L., M.R.N., M.S.S., E.A.W.), Baylor College of Medicine; Michael E. DeBakey Veterans Affairs Medical Center (H.S.L., M.R.N.), Houston, TX; Department of Psychiatry (J.E.M.), University of California, San Diego, La Jolla; Department of Psychiatry (J.E.M.), Rady Children's Hospital, San Diego, CA; Department of Psychology (A.O.), Norwegian University of Science and Technology, Trondheim; Department of Physical Medicine and Rehabilitation (A.O.), St. Olavs Hospital, Trondheim University Hospital, Norway; Department of Clinical Sciences (N.P.R.), Murdoch Children's Research Institute; Department of Paediatrics (N.P.R.), University of Melbourne, Australia; Department of Psychological Sciences (A.T.S.), Texas Tech University, Lubbock; Ahmanson-Lovelace Brain Mapping Center (B.S.C.W.), Department of Neurology, University of California, Los Angeles; Department of Psychology (A.L. Ware, K.O.Y.), University of Calgary, Alberta; Hospital for Sick Children (A.L. Wheeler), Neuroscience and Mental Health Program; Physiology Department (A.L. Wheeler), University of Toronto, Ontario; Alberta Children's Hospital Research Institute and Hotchkiss Brain Institute (K.O.Y.) and Departments of Pediatrics and Clinical Neurosciences (K.O.Y.), University of Calgary, Alberta, Canada; Department of Pediatrics (B.A.Z.), University of Utah School of Medicine, Salt Lake City; Maryland Psychiatric Research Center (P.K.), University of Maryland School of Medicine, Baltimore; Imaging Genetics Center (N.J., P.M.T.), Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina Del Rey; and Departments of Neurology, Pediatrics, Psychiatry, Radiology, Engineering, and Ophthalmology (P.M.T.), USC, Los Angeles, CA
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Koerte IK, Esopenko C, Hinds SR, Shenton ME, Bonke EM, Bazarian JJ, Bickart KC, Bigler ED, Bouix S, Buckley TA, Choe MC, Echlin PS, Gill J, Giza CC, Hayes J, Hodges CB, Irimia A, Johnson PK, Kenney K, Levin HS, Lin AP, Lindsey HM, Lipton ML, Max JE, Mayer AR, Meier TB, Merchant-Borna K, Merkley TL, Mills BD, Newsome MR, Porfido T, Stephens JA, Tartaglia MC, Ware AL, Zafonte RD, Zeineh MM, Thompson PM, Tate DF, Dennis EL, Wilde EA, Baron D. The ENIGMA sports injury working group:- an international collaboration to further our understanding of sport-related brain injury. Brain Imaging Behav 2021; 15:576-584. [PMID: 32720179 PMCID: PMC7855299 DOI: 10.1007/s11682-020-00370-y] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022]
Abstract
Sport-related brain injury is very common, and the potential long-term effects include a wide range of neurological and psychiatric symptoms, and potentially neurodegeneration. Around the globe, researchers are conducting neuroimaging studies on primarily homogenous samples of athletes. However, neuroimaging studies are expensive and time consuming, and thus current findings from studies of sport-related brain injury are often limited by small sample sizes. Further, current studies apply a variety of neuroimaging techniques and analysis tools which limit comparability among studies. The ENIGMA Sports Injury working group aims to provide a platform for data sharing and collaborative data analysis thereby leveraging existing data and expertise. By harmonizing data from a large number of studies from around the globe, we will work towards reproducibility of previously published findings and towards addressing important research questions with regard to diagnosis, prognosis, and efficacy of treatment for sport-related brain injury. Moreover, the ENIGMA Sports Injury working group is committed to providing recommendations for future prospective data acquisition to enhance data quality and scientific rigor.
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Affiliation(s)
- Inga K Koerte
- Department of Child and Adolescent Psychiatry, Psychosomatics and Psychotherapy, Ludwig-Maximilians-Universität München, Waltherstr. 23, 80337, Munich, Germany.
- Psychiatry Neuroimaging Laboratory, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA.
| | - Carrie Esopenko
- Department of Rehabilitation and Movement Science, Rutgers Biomedical Health Sciences, Newark, NJ, USA
- School of Graduate Studies, Rutgers Biomedical Health Sciences, Newark, NJ, USA
| | - Sidney R Hinds
- Department of Neurology, Uniformed Services University of the Health Sciences, Bethesda, MD, USA
- VA Boston Healthcare System, Boston, MA, USA
| | - Martha E Shenton
- Psychiatry Neuroimaging Laboratory, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
- Department of Neurology, Uniformed Services University of the Health Sciences, Bethesda, MD, USA
| | - Elena M Bonke
- Department of Child and Adolescent Psychiatry, Psychosomatics and Psychotherapy, Ludwig-Maximilians-Universität München, Waltherstr. 23, 80337, Munich, Germany
- Graduate School of Systemic Neurosciences, Ludwig-Maximilians-University, Munich, Germany
| | - Jeffrey J Bazarian
- Departments of Emergency Medicine & Neurology, University of Rochester School of Medicine, Rochester, NY, USA
| | - Kevin C Bickart
- UCLA Steve Tisch BrainSPORT Program, Los Angeles, CA, USA
- Neurology and Neuropsychiatry, David Geffen School of Medicine at UCLA, Los Angeles, CA, USA
| | - Erin D Bigler
- Department of Neurology, University of Utah School of Medicine, Salt Lake City, UT, USA
- Department of Psychology, Brigham Young University, Provo, UT, USA
- Neuroscience Center, Brigham Young University, Provo, UT, USA
| | - Sylvain Bouix
- Psychiatry Neuroimaging Laboratory, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Thomas A Buckley
- Department of Kinesiology and Applied Physiology, University of Delaware, Newark, DE, USA
- Biomechanics and Movement Science Program, University of Delaware, Newark, DE, USA
| | - Meeryo C Choe
- UCLA Steve Tisch BrainSPORT Program, Los Angeles, CA, USA
- Department of Pediatrics, Division of Neurology, UCLA Mattel Children's Hospital, Los Angeles, CA, USA
| | - Paul S Echlin
- Elliott Sports Medicine Clinic, Burlington, ON, Canada
| | - Jessica Gill
- Department of Intramural Research, National Institutes of Health, Bethesda, MD, USA
| | - Christopher C Giza
- UCLA Steve Tisch BrainSPORT Program, Los Angeles, CA, USA
- Department of Pediatrics, Division of Neurology, UCLA Mattel Children's Hospital, Los Angeles, CA, USA
- Department of Neurosurgery, David Geffen School of Medicine at UCLA, Los Angeles, CA, USA
| | - Jasmeet Hayes
- Psychology Department, The Ohio State University, Columbus, OH, USA
- Chronic Brain Injury Program, The Ohio State University, Columbus, OH, USA
| | - Cooper B Hodges
- Department of Neurology, University of Utah School of Medicine, Salt Lake City, UT, USA
- Department of Psychology, Brigham Young University, Provo, UT, USA
- George E. Wahlen Veterans Affairs Medical Center, Salt Lake City, UT, USA
| | - Andrei Irimia
- Leonard Davis School of Gerontology, University of Southern California, Los Angeles, CA, USA
- Department of Biomedical Engineering, Viterbi School of Engineering, University of Southern California, Los Angeles, CA, USA
| | - Paula K Johnson
- Department of Neurology, University of Utah School of Medicine, Salt Lake City, UT, USA
- Neuroscience Center, Brigham Young University, Provo, UT, USA
| | - Kimbra Kenney
- Department of Neurology, Uniformed Services University of the Health Sciences, Bethesda, MD, USA
- National Intrepid Center of Excellence, Walter Reed National Military Medical Center, Bethesda, MD, USA
| | - Harvey S Levin
- H. Ben Taub Department of Physical Medicine and Rehabilitation, Baylor College of Medicine, Houston, TX, USA
- Michael E. DeBakey Veterans Affairs Medical Center, Houston, TX, USA
| | - Alexander P Lin
- Center for Clinical Spectroscopy, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Hannah M Lindsey
- Department of Neurology, University of Utah School of Medicine, Salt Lake City, UT, USA
- Department of Psychology, Brigham Young University, Provo, UT, USA
- George E. Wahlen Veterans Affairs Medical Center, Salt Lake City, UT, USA
| | - Michael L Lipton
- Departments of Radiology, Psychiatry and Behavioral Sciences and The Dominick P. Purpura Department of Neuroscience, The Gruss Magnetic Resonance Research Center, Albert Einstein College of Medicine, Bronx, NY, USA
- Department of Radiology, Montefiore Medicine, Bronx, NY, USA
| | - Jeffrey E Max
- Department of Psychiatry, University of California, San Diego, La Jolla, CA, USA
- Department of Psychiatry, Rady Children's Hospital, San Diego, CA, USA
| | - Andrew R Mayer
- Mind Research Network, Albuquerque, NM, USA
- Departments of Neurology and Psychiatry, University of New Mexico School of Medicine, Albuquerque, NM, USA
| | - Timothy B Meier
- Department of Neurosurgery, Medical College of Wisconsin, Milwaukee, WI, USA
| | - Kian Merchant-Borna
- Departments of Emergency Medicine & Neurology, University of Rochester School of Medicine, Rochester, NY, USA
| | - Tricia L Merkley
- Department of Neurology, University of Utah School of Medicine, Salt Lake City, UT, USA
- Department of Psychology, Brigham Young University, Provo, UT, USA
- Neuroscience Center, Brigham Young University, Provo, UT, USA
| | - Brian D Mills
- Department of Radiology, Stanford University, Stanford, CA, USA
| | - Mary R Newsome
- H. Ben Taub Department of Physical Medicine and Rehabilitation, Baylor College of Medicine, Houston, TX, USA
- Michael E. DeBakey Veterans Affairs Medical Center, Houston, TX, USA
| | - Tara Porfido
- School of Graduate Studies, Rutgers Biomedical Health Sciences, Newark, NJ, USA
| | - Jaclyn A Stephens
- Department of Occupational Therapy, Colorado State University, Fort Collins, CO, USA
| | - Maria Carmela Tartaglia
- Centre for Research in Neurodegenerative Diseases, University of Toronto, Toronto, ON, Canada
- University Health Network, Toronto, ON, Canada
- Krembil Brain Institute, Toronto, ON, Canada
| | - Ashley L Ware
- Department of Psychology, University of Calgary, Calgary, Alberta, Canada
| | - Ross D Zafonte
- Spaulding Rehabilitation Hospital, Harvard Medical School, Boston, MA, USA
| | | | - Paul M Thompson
- Imaging Genetics Center, Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina del Rey, Los Angeles, CA, USA
- Departments of Neurology, Pediatrics, Psychiatry, Radiology, Engineering, and Ophthalmology, USC, Los Angeles, CA, USA
| | - David F Tate
- Department of Neurology, University of Utah School of Medicine, Salt Lake City, UT, USA
- George E. Wahlen Veterans Affairs Medical Center, Salt Lake City, UT, USA
| | - Emily L Dennis
- Department of Neurology, University of Utah School of Medicine, Salt Lake City, UT, USA
- George E. Wahlen Veterans Affairs Medical Center, Salt Lake City, UT, USA
| | - Elisabeth A Wilde
- Department of Neurology, University of Utah School of Medicine, Salt Lake City, UT, USA
- George E. Wahlen Veterans Affairs Medical Center, Salt Lake City, UT, USA
- H. Ben Taub Department of Physical Medicine and Rehabilitation, Baylor College of Medicine, Houston, TX, USA
| | - David Baron
- Western University of Health Sciences, Pomona, CA, USA
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Esopenko C, Meyer J, Wilde EA, Marshall AD, Tate DF, Lin AP, Koerte IK, Werner KB, Dennis EL, Ware AL, de Souza NL, Menefee DS, Dams-O'Connor K, Stein DJ, Bigler ED, Shenton ME, Chiou KS, Postmus JL, Monahan K, Eagan-Johnson B, van Donkelaar P, Merkley TL, Velez C, Hodges CB, Lindsey HM, Johnson P, Irimia A, Spruiell M, Bennett ER, Bridwell A, Zieman G, Hillary FG. A global collaboration to study intimate partner violence-related head trauma: The ENIGMA consortium IPV working group. Brain Imaging Behav 2021; 15:475-503. [PMID: 33405096 PMCID: PMC8785101 DOI: 10.1007/s11682-020-00417-0] [Citation(s) in RCA: 17] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 11/02/2020] [Indexed: 12/11/2022]
Abstract
Intimate partner violence includes psychological aggression, physical violence, sexual violence, and stalking from a current or former intimate partner. Past research suggests that exposure to intimate partner violence can impact cognitive and psychological functioning, as well as neurological outcomes. These seem to be compounded in those who suffer a brain injury as a result of trauma to the head, neck or body due to physical and/or sexual violence. However, our understanding of the neurobehavioral and neurobiological effects of head trauma in this population is limited due to factors including difficulty in accessing/recruiting participants, heterogeneity of samples, and premorbid and comorbid factors that impact outcomes. Thus, the goal of the Enhancing NeuroImaging Genetics through Meta-Analysis (ENIGMA) Consortium Intimate Partner Violence Working Group is to develop a global collaboration that includes researchers, clinicians, and other key community stakeholders. Participation in the working group can include collecting harmonized data, providing data for meta- and mega-analysis across sites, or stakeholder insight on key clinical research questions, promoting safety, participant recruitment and referral to support services. Further, to facilitate the mega-analysis of data across sites within the working group, we provide suggestions for behavioral surveys, cognitive tests, neuroimaging parameters, and genetics that could be used by investigators in the early stages of study design. We anticipate that the harmonization of measures across sites within the working group prior to data collection could increase the statistical power in characterizing how intimate partner violence-related head trauma impacts long-term physical, cognitive, and psychological health.
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Affiliation(s)
- Carrie Esopenko
- Department of Rehabilitation & Movement Sciences, School of Health Professions, Rutgers Biomedical and Health Sciences, Newark, NJ, 07107, USA.
- Department of Health Informatics, School of Health Professions, Rutgers Biomedical and Health Sciences, Newark, NJ, 07107, USA.
| | - Jessica Meyer
- Department of Psychiatry, Summa Health System, Akron, OH, 44304, USA
| | - Elisabeth A Wilde
- Traumatic Brain Injury and Concussion Center, Department of Neurology, University of Utah School of Medicine, Salt Lake City, UT, 84132, USA
- George E. Wahlen Veterans Affairs Medical Center, Salt Lake City, UT, 84148, USA
| | - Amy D Marshall
- Department of Psychology, Pennsylvania State University, University Park, PA, 16802, USA
| | - David F Tate
- Traumatic Brain Injury and Concussion Center, Department of Neurology, University of Utah School of Medicine, Salt Lake City, UT, 84132, USA
- George E. Wahlen Veterans Affairs Medical Center, Salt Lake City, UT, 84148, USA
| | - Alexander P Lin
- Department of Clinical Spectroscopy, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, 02115, USA
| | - Inga K Koerte
- Department of Child and Adolescent Psychiatry, Psychosomatics, and Psychotherapy, Ludwig-Maximilians-Universität, 80336, Munich, Germany
- Psychiatry Neuroimaging Laboratory, Brigham & Women's Hospital, Harvard Medical School, Boston, MA, 02115, USA
| | - Kimberly B Werner
- College of Nursing, University of Missouri, St. Louis, MO, 63121, USA
| | - Emily L Dennis
- Traumatic Brain Injury and Concussion Center, Department of Neurology, University of Utah School of Medicine, Salt Lake City, UT, 84132, USA
- George E. Wahlen Veterans Affairs Medical Center, Salt Lake City, UT, 84148, USA
| | - Ashley L Ware
- Traumatic Brain Injury and Concussion Center, Department of Neurology, University of Utah School of Medicine, Salt Lake City, UT, 84132, USA
- Department of Psychology, University of Calgary, Calgary, AB, T2N 1N4, Canada
| | - Nicola L de Souza
- School of Graduate Studies, Biomedical Sciences, Rutgers, The State University of New Jersey, Newark, NJ, 07103, USA
| | | | - Kristen Dams-O'Connor
- Department of Rehabilitation Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA
- Department of Neurology, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA
| | - Dan J Stein
- Department of Psychiatry and Neuroscience Institute, South African Medical Research Council Unit on Risk & Resilience in Mental Disorders, University of Cape Town, Cape Town, 7501, South Africa
| | - Erin D Bigler
- Traumatic Brain Injury and Concussion Center, Department of Neurology, University of Utah School of Medicine, Salt Lake City, UT, 84132, USA
- Department of Psychology, Brigham Young University, Provo, UT, 84602, USA
| | - Martha E Shenton
- College of Nursing, University of Missouri, St. Louis, MO, 63121, USA
- Departments of Psychiatry and Radiology, Brigham & Women's Hospital, Harvard Medical School, Boston, MA, 02115, USA
- Veterans Affairs, Boston Healthcare System, Boston, MA, 02130, USA
| | - Kathy S Chiou
- Department of Psychology, University of Nebraska-Lincoln, Lincoln, NE, 68588, USA
| | - Judy L Postmus
- School of Social Work, University of Maryland, Baltimore, USA
| | - Kathleen Monahan
- School of Social Welfare, Stony Brook University, Stony Brook, NY, 11794-8231, USA
| | | | - Paul van Donkelaar
- School of Health and Exercise Sciences, University of British Columbia, Kelowna, BC, V1V 1V7, Canada
| | - Tricia L Merkley
- Traumatic Brain Injury and Concussion Center, Department of Neurology, University of Utah School of Medicine, Salt Lake City, UT, 84132, USA
- Department of Psychology, Brigham Young University, Provo, UT, 84602, USA
- Department of Physical Medicine and Rehabilitation, Baylor College of Medicine, Houston, TX, 77030, USA
| | - Carmen Velez
- Traumatic Brain Injury and Concussion Center, Department of Neurology, University of Utah School of Medicine, Salt Lake City, UT, 84132, USA
| | - Cooper B Hodges
- Traumatic Brain Injury and Concussion Center, Department of Neurology, University of Utah School of Medicine, Salt Lake City, UT, 84132, USA
- George E. Wahlen Veterans Affairs Medical Center, Salt Lake City, UT, 84148, USA
- Department of Psychology, Brigham Young University, Provo, UT, 84602, USA
| | - Hannah M Lindsey
- Traumatic Brain Injury and Concussion Center, Department of Neurology, University of Utah School of Medicine, Salt Lake City, UT, 84132, USA
- George E. Wahlen Veterans Affairs Medical Center, Salt Lake City, UT, 84148, USA
- Department of Psychology, Brigham Young University, Provo, UT, 84602, USA
| | - Paula Johnson
- Traumatic Brain Injury and Concussion Center, Department of Neurology, University of Utah School of Medicine, Salt Lake City, UT, 84132, USA
- George E. Wahlen Veterans Affairs Medical Center, Salt Lake City, UT, 84148, USA
- Neuroscience Center, Brigham Young University, Provo, UT, 84602, USA
| | - Andrei Irimia
- Ethel Percy Andrus Gerontology Center, Leonard Davis School of Gerontology, University of Southern California, Los Angeles, CA, 90089, USA
- Denney Research Center Department of Biomedical Engineering, University of Southern California, Los Angeles, CA, 90089, USA
| | - Matthew Spruiell
- Department of Physical Medicine and Rehabilitation, Baylor College of Medicine, Houston, TX, 77030, USA
| | - Esther R Bennett
- Rutgers University School of Social Work, New Brunswick, NJ, 08901, USA
| | - Ashley Bridwell
- Barrow Concussion and Brain Injury Center, Barrow Neurological Institute, Phoenix, AZ, USA
| | - Glynnis Zieman
- Barrow Concussion and Brain Injury Center, Barrow Neurological Institute, Phoenix, AZ, USA
| | - Frank G Hillary
- Department of Psychology, Pennsylvania State University, University Park, PA, 16802, USA
- Social Life and Engineering Sciences Imaging Center, University Park, PA, 16802, USA
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36
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Wilde EA, Dennis EL, Tate DF. The ENIGMA Brain Injury working group: approach, challenges, and potential benefits. Brain Imaging Behav 2021; 15:465-474. [PMID: 33506440 PMCID: PMC8035294 DOI: 10.1007/s11682-021-00450-7] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/24/2019] [Revised: 12/29/2020] [Accepted: 01/03/2021] [Indexed: 12/26/2022]
Abstract
The Enhancing NeuroImaging Genetics through Meta-Analysis (ENIGMA) consortium brings together researchers from around the world to try to identify the genetic underpinnings of brain structure and function, along with robust, generalizable effects of neurological and psychiatric disorders. The recently-formed ENIGMA Brain Injury working group includes 10 subgroups, based largely on injury mechanism and patient population. This introduction to the special issue summarizes the history, organization, and objectives of ENIGMA Brain Injury, and includes a discussion of strategies, challenges, opportunities and goals common across 6 of the subgroups under the umbrella of ENIGMA Brain Injury. The following articles in this special issue, including 6 articles from different subgroups, will detail the challenges and opportunities specific to each subgroup.
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Affiliation(s)
- Elisabeth A Wilde
- TBICC, Department of Neurology, University of Utah School of Medicine, Salt Lake City, UT, USA
- George E. Wahlen VA Medical Center, Salt Lake City, UT, USA
- H. Ben Taub Department of Physical Medicine and Rehabilitation, Baylor College of Medicine, Houston, TX, USA
| | - Emily L Dennis
- TBICC, Department of Neurology, University of Utah School of Medicine, Salt Lake City, UT, USA.
- George E. Wahlen VA Medical Center, Salt Lake City, UT, USA.
- Psychiatry Neuroimaging Laboratory, Brigham & Women's Hospital, Harvard Medical School, Boston, MA, USA.
- Imaging Genetics Center, Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina del Rey, Los Angeles, CA, USA.
| | - David F Tate
- TBICC, Department of Neurology, University of Utah School of Medicine, Salt Lake City, UT, USA
- George E. Wahlen VA Medical Center, Salt Lake City, UT, USA
- Missouri Institute of Mental Health, University of Missouri, St. Louis, MO, USA
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37
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Tate DF, Dennis EL, Adams JT, Adamson MM, Belanger HG, Bigler ED, Bouchard HC, Clark AL, Delano-Wood LM, Disner SG, Eapen BC, Franz CE, Geuze E, Goodrich-Hunsaker NJ, Han K, Hayes JP, Hinds SR, Hodges CB, Hovenden ES, Irimia A, Kenney K, Koerte IK, Kremen WS, Levin HS, Lindsey HM, Morey RA, Newsome MR, Ollinger J, Pugh MJ, Scheibel RS, Shenton ME, Sullivan DR, Taylor BA, Troyanskaya M, Velez C, Wade BS, Wang X, Ware AL, Zafonte R, Thompson PM, Wilde EA. Coordinating Global Multi-Site Studies of Military-Relevant Traumatic Brain Injury: Opportunities, Challenges, and Harmonization Guidelines. Brain Imaging Behav 2021; 15:585-613. [PMID: 33409819 PMCID: PMC8035292 DOI: 10.1007/s11682-020-00423-2] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 11/24/2020] [Indexed: 12/19/2022]
Abstract
Traumatic brain injury (TBI) is common among military personnel and the civilian population and is often followed by a heterogeneous array of clinical, cognitive, behavioral, mood, and neuroimaging changes. Unlike many neurological disorders that have a characteristic abnormal central neurologic area(s) of abnormality pathognomonic to the disorder, a sufficient head impact may cause focal, multifocal, diffuse or combination of injury to the brain. This inconsistent presentation makes it difficult to establish or validate biological and imaging markers that could help improve diagnostic and prognostic accuracy in this patient population. The purpose of this manuscript is to describe both the challenges and opportunities when conducting military-relevant TBI research and introduce the Enhancing NeuroImaging Genetics through Meta-Analysis (ENIGMA) Military Brain Injury working group. ENIGMA is a worldwide consortium focused on improving replicability and analytical power through data sharing and collaboration. In this paper, we discuss challenges affecting efforts to aggregate data in this patient group. In addition, we highlight how "big data" approaches might be used to understand better the role that each of these variables might play in the imaging and functional phenotypes of TBI in Service member and Veteran populations, and how data may be used to examine important military specific issues such as return to duty, the late effects of combat-related injury, and alteration of the natural aging processes.
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Affiliation(s)
- David F Tate
- Department of Neurology, University of Utah School of Medicine, Salt Lake City, UT, USA.
- George E. Wahlen Veterans Affairs Medical Center, Salt Lake City, UT, USA.
| | - Emily L Dennis
- Department of Neurology, University of Utah School of Medicine, Salt Lake City, UT, USA
- George E. Wahlen Veterans Affairs Medical Center, Salt Lake City, UT, USA
- Imaging Genetics Center, Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina del Rey, Los Angeles, CA, USA
| | - John T Adams
- Western University of Health Sciences, Pomona, CA, USA
| | - Maheen M Adamson
- Defense and Veterans Brain Injury Center, VA Palo Alto, Palo Alto, CA, USA
- Neurosurgery, Stanford School of Medicine, Stanford, CA, USA
| | - Heather G Belanger
- United States Special Operations Command (USSOCOM), Tampa, FL, USA
- Department of Psychology, University of South Florida, Tampa, FL, USA
- Department of Psychiatry and Behavioral Neurosciences, University of South Florida, Tampa, FL, USA
- St Michaels Inc, Tampa, FL, USA
| | - Erin D Bigler
- Department of Neurology, University of Utah School of Medicine, Salt Lake City, UT, USA
- Department of Psychology, Brigham Young University, Provo, UT, USA
- Neuroscience Center, Brigham Young University, Provo, UT, USA
| | - Heather C Bouchard
- Duke-UNC Brain Imaging and Analysis Center, Duke University, Durham, NC, USA
| | - Alexandra L Clark
- VA San Diego Healthcare System, San Diego, CA, USA
- Department of Psychiatry, University of California, San Diego, La Jolla, CA, USA
| | - Lisa M Delano-Wood
- VA San Diego Healthcare System, San Diego, CA, USA
- Department of Psychiatry, University of California, San Diego, La Jolla, CA, USA
- Center of Excellence for Stress and Mental Health, VA San Diego Healthcare System, La Jolla, CA, USA
| | - Seth G Disner
- Department of Psychiatry, University of Minnesota Medical School, Minneapolis, MN, USA
- Minneapolis VA Health Care System, Minneapolis, MN, USA
| | - Blessen C Eapen
- Department of Physical Medicine and Rehabilitation, VA Greater Los Angeles Health Care System, Los Angeles, CA, USA
- Department of Medicine, David Geffen School of Medicine at UCLA, Los Angeles, CA, USA
| | - Carol E Franz
- Department of Psychiatry, University of California, San Diego, La Jolla, CA, USA
- Center for Behavior Genetics of Aging, University of California, San Diego, La Jolla, CA, USA
| | - Elbert Geuze
- University Medical Center Utrecht, Utrecht, Netherlands
- Brain Research and Innovation Centre, Ministry of Defence, Utrecht, The Netherlands
| | - Naomi J Goodrich-Hunsaker
- Department of Neurology, University of Utah School of Medicine, Salt Lake City, UT, USA
- George E. Wahlen Veterans Affairs Medical Center, Salt Lake City, UT, USA
- Department of Psychology, Brigham Young University, Provo, UT, USA
| | - Kihwan Han
- School of Behavioral and Brain Sciences, University of Texas at Dallas, Dallas, TX, USA
| | - Jasmeet P Hayes
- Psychology Department, The Ohio State University, Columbus, OH, USA
- Chronic Brain Injury Program, The Ohio State University, Columbus, OH, USA
| | - Sidney R Hinds
- Department of Defense/United States Army Medical Research and Materiel Command, Fort Detrick, Frederick, MD, USA
- Department of Neurology, Uniformed Services University of the Health Sciences, Bethesda, MD, USA
| | - Cooper B Hodges
- Department of Neurology, University of Utah School of Medicine, Salt Lake City, UT, USA
- George E. Wahlen Veterans Affairs Medical Center, Salt Lake City, UT, USA
- Department of Psychology, Brigham Young University, Provo, UT, USA
| | - Elizabeth S Hovenden
- Department of Neurology, University of Utah School of Medicine, Salt Lake City, UT, USA
| | - Andrei Irimia
- Leonard Davis School of Gerontology, University of Southern California, Los Angeles, CA, USA
- Department of Biomedical Engineering, Viterbi School of Engineering, University of Southern California, Los Angeles, CA, USA
| | - Kimbra Kenney
- Department of Neurology, Uniformed Services University of the Health Sciences, Bethesda, MD, USA
- National Intrepid Center of Excellence, Walter Reed National Military Medical Center, Bethesda, MD, USA
| | - Inga K Koerte
- Psychiatry Neuroimaging Laboratory, Brigham and Women's Hospital, Boston, MA, USA
- Department of Child and Adolescent Psychiatry, Psychosomatics and Psychotherapy, Ludwig-Maximilians-Universität, Munich, Germany
| | - William S Kremen
- Department of Psychiatry, University of California, San Diego, La Jolla, CA, USA
- Center of Excellence for Stress and Mental Health, VA San Diego Healthcare System, La Jolla, CA, USA
- Center for Behavior Genetics of Aging, University of California, San Diego, La Jolla, CA, USA
| | - Harvey S Levin
- H. Ben Taub Department of Physical Medicine and Rehabilitation, Baylor College of Medicine, Houston, TX, USA
- Michael E. DeBakey Veterans Affairs Medical Center, Houston, TX, USA
| | - Hannah M Lindsey
- Department of Neurology, University of Utah School of Medicine, Salt Lake City, UT, USA
- George E. Wahlen Veterans Affairs Medical Center, Salt Lake City, UT, USA
- Department of Psychology, Brigham Young University, Provo, UT, USA
| | - Rajendra A Morey
- Duke-UNC Brain Imaging and Analysis Center, Duke University, Durham, NC, USA
- Department of Psychiatry and Behavioral Sciences, Duke University, Durham, NC, USA
| | - Mary R Newsome
- H. Ben Taub Department of Physical Medicine and Rehabilitation, Baylor College of Medicine, Houston, TX, USA
- Michael E. DeBakey Veterans Affairs Medical Center, Houston, TX, USA
| | - John Ollinger
- National Intrepid Center of Excellence, Walter Reed National Military Medical Center, Bethesda, MD, USA
| | - Mary Jo Pugh
- Information Decision-Enhancement and Analytic Sciences Center, VA Salt Lake City, Salt Lake City, UT, USA
- Department of Medicine, University of Utah School of Medicine, Salt Lake City, UT, USA
| | - Randall S Scheibel
- H. Ben Taub Department of Physical Medicine and Rehabilitation, Baylor College of Medicine, Houston, TX, USA
- Michael E. DeBakey Veterans Affairs Medical Center, Houston, TX, USA
| | - Martha E Shenton
- Psychiatry Neuroimaging Laboratory, Brigham and Women's Hospital, Boston, MA, USA
- Brockton Division, VA Boston Healthcare System, Brockton, MA, USA
| | - Danielle R Sullivan
- National Center for PTSD, VA Boston Healthcare System, Boston, MA, USA
- Department of Psychiatry, Boston University School of Medicine, Boston, MA, USA
| | - Brian A Taylor
- Department of Biomedical Engineering, Virginia Commonwealth University, Richmond, VA, USA
- C. Kenneth and Dianne Wright Center for Clinical and Translational Research, Virginia Commonwealth University, Richmond, VA, USA
| | - Maya Troyanskaya
- H. Ben Taub Department of Physical Medicine and Rehabilitation, Baylor College of Medicine, Houston, TX, USA
- Michael E. DeBakey Veterans Affairs Medical Center, Houston, TX, USA
| | - Carmen Velez
- Department of Neurology, University of Utah School of Medicine, Salt Lake City, UT, USA
- George E. Wahlen Veterans Affairs Medical Center, Salt Lake City, UT, USA
| | - Benjamin Sc Wade
- Department of Neurology, University of Utah School of Medicine, Salt Lake City, UT, USA
- Ahmanson-Lovelace Brain Mapping Center, Department of Neurology, University of California, Los Angeles, Los Angeles, CA, USA
| | - Xin Wang
- Department of Psychiatry, University of Toledo, Toledo, OH, USA
| | - Ashley L Ware
- Department of Psychology, University of Calgary, Calgary, Alberta, Canada
| | - Ross Zafonte
- Department of Physical Medicine and Rehabilitation, Massachusetts General Hospital/Brigham & Women's Hospital, Boston, MA, USA
- Spaulding Rehabilitation Hospital, Harvard Medical School, Boston, MA, USA
| | - Paul M Thompson
- Imaging Genetics Center, Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina del Rey, Los Angeles, CA, USA
- Department of Neurology, USC, Los Angeles, CA, USA
- Department of Pediatrics, USC, Los Angeles, CA, USA
- Department of Psychiatry, USC, Los Angeles, CA, USA
- Department of Radiology, USC, Los Angeles, CA, USA
- Department of Engineering, USC, Los Angeles, CA, USA
- Department of Ophthalmology, USC, Los Angeles, CA, USA
| | - Elisabeth A Wilde
- Department of Neurology, University of Utah School of Medicine, Salt Lake City, UT, USA
- George E. Wahlen Veterans Affairs Medical Center, Salt Lake City, UT, USA
- H. Ben Taub Department of Physical Medicine and Rehabilitation, Baylor College of Medicine, Houston, TX, USA
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Bartnik-Olson BL, Alger JR, Babikian T, Harris AD, Holshouser B, Kirov II, Maudsley AA, Thompson PM, Dennis EL, Tate DF, Wilde EA, Lin A. The clinical utility of proton magnetic resonance spectroscopy in traumatic brain injury: recommendations from the ENIGMA MRS working group. Brain Imaging Behav 2021; 15:504-525. [PMID: 32797399 PMCID: PMC7882010 DOI: 10.1007/s11682-020-00330-6] [Citation(s) in RCA: 23] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
Proton (1H) magnetic resonance spectroscopy provides a non-invasive and quantitative measure of brain metabolites. Traumatic brain injury impacts cerebral metabolism and a number of research groups have successfully used this technique as a biomarker of injury and/or outcome in both pediatric and adult TBI populations. However, this technique is underutilized, with studies being performed primarily at centers with access to MR research support. In this paper we present a technical introduction to the acquisition and analysis of in vivo 1H magnetic resonance spectroscopy and review 1H magnetic resonance spectroscopy findings in different injury populations. In addition, we propose a basic 1H magnetic resonance spectroscopy data acquisition scheme (Supplemental Information) that can be added to any imaging protocol, regardless of clinical magnetic resonance platform. We outline a number of considerations for study design as a way of encouraging the use of 1H magnetic resonance spectroscopy in the study of traumatic brain injury, as well as recommendations to improve data harmonization across groups already using this technique.
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Affiliation(s)
| | - Jeffry R Alger
- Departments of Neurology and Radiology, University of California Los Angeles, Los Angeles, CA, USA
- NeuroSpectroScopics LLC, Sherman Oaks, Los Angeles, CA, USA
- Advanced Imaging Research Center, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Talin Babikian
- Department of Psychiatry and Biobehavioral Sciences, Semel Institute for Neuroscience and Human Behavior, UCLA, Los Angeles, CA, USA
- UCLA Steve Tisch BrainSPORT Program, Los Angeles, CA, USA
| | - Ashley D Harris
- Department of Radiology, University of Calgary, Calgary, Canada
- Child and Adolescent Imaging Research Program, Alberta Children's Hospital Research Institute and the Hotchkiss Brain Institute, University of Calgary, Calgary, Canada
| | - Barbara Holshouser
- Department of Radiology, Loma Linda University Medical Center, Loma Linda, CA, USA
| | - Ivan I Kirov
- Bernard and Irene Schwartz Center for Biomedical Imaging, Center for Advanced Imaging Innovation and Research (CAI2R), Department of Radiology, New York University School of Medicine, New York, NY, USA
| | - Andrew A Maudsley
- Department of Radiology, Miller School of Medicine, University of Miami, Miami, FL, USA
| | - Paul M Thompson
- Imaging Genetics Center, Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina del Rey, Los Angeles, CA, USA
- Departments of Neurology, Pediatrics, Psychiatry, Radiology, Engineering, and Ophthalmology, USC, Los Angeles, CA, USA
| | - Emily L Dennis
- Imaging Genetics Center, Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina del Rey, Los Angeles, CA, USA
- Department of Neurology, University of Utah, Salt Lake City, UT, USA
- Psychiatry Neuroimaging Laboratory, Brigham & Women's Hospital, Boston, MA, USA
| | - David F Tate
- Department of Neurology, University of Utah, Salt Lake City, UT, USA
- George E. Wahlen Veterans Affairs Medical Center, Salt Lake City, UT, USA
| | - Elisabeth A Wilde
- Department of Neurology, University of Utah, Salt Lake City, UT, USA
- George E. Wahlen Veterans Affairs Medical Center, Salt Lake City, UT, USA
- H. Ben Taub Department of Physical Medicine and Rehabilitation, Baylor College of Medicine, Houston, TX, USA
| | - Alexander Lin
- Center for Clinical Spectroscopy, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
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39
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Dennis EL, Caeyenberghs K, Asarnow RF, Babikian T, Bartnik-Olson B, Bigler ED, Figaji A, Giza CC, Goodrich-Hunsaker NJ, Hodges CB, Hoskinson KR, Königs M, Levin HS, Lindsey HM, Livny A, Max JE, Merkley TL, Newsome MR, Olsen A, Ryan NP, Spruiell MS, Suskauer SJ, Thomopoulos SI, Ware AL, Watson CG, Wheeler AL, Yeates KO, Zielinski BA, Thompson PM, Tate DF, Wilde EA. Challenges and opportunities for neuroimaging in young patients with traumatic brain injury: a coordinated effort towards advancing discovery from the ENIGMA pediatric moderate/severe TBI group. Brain Imaging Behav 2021; 15:555-575. [PMID: 32734437 PMCID: PMC7855317 DOI: 10.1007/s11682-020-00363-x] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
Traumatic brain injury (TBI) is a major cause of death and disability in children in both developed and developing nations. Children and adolescents suffer from TBI at a higher rate than the general population, and specific developmental issues require a unique context since findings from adult research do not necessarily directly translate to children. Findings in pediatric cohorts tend to lag behind those in adult samples. This may be due, in part, both to the smaller number of investigators engaged in research with this population and may also be related to changes in safety laws and clinical practice that have altered length of hospital stays, treatment, and access to this population. The ENIGMA (Enhancing NeuroImaging Genetics through Meta-Analysis) Pediatric Moderate/Severe TBI (msTBI) group aims to advance research in this area through global collaborative meta-analysis of neuroimaging data. In this paper, we discuss important challenges in pediatric TBI research and opportunities that we believe the ENIGMA Pediatric msTBI group can provide to address them. With the paucity of research studies examining neuroimaging biomarkers in pediatric patients with TBI and the challenges of recruiting large numbers of participants, collaborating to improve statistical power and to address technical challenges like lesions will significantly advance the field. We conclude with recommendations for future research in this field of study.
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Affiliation(s)
- Emily L Dennis
- TBI and Concussion Center, Department of Neurology, University of Utah School of Medicine, Salt Lake City, UT, USA.
- Imaging Genetics Center, Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina del Rey, Los Angeles, CA, USA.
- Psychiatry Neuroimaging Laboratory, Brigham & Women's Hospital, Boston, MA, USA.
| | - Karen Caeyenberghs
- Cognitive Neuroscience Unit, School of Psychology, Deakin University, Geelong, Australia
| | - Robert F Asarnow
- Department of Psychiatry and Biobehavioral Sciences, Semel Institute for Neuroscience and Human Behavior, UCLA, Los Angeles, CA, USA
- Brain Research Institute, UCLA, Los Angeles, CA, USA
- Department of Psychology, UCLA, Los Angeles, CA, USA
| | - Talin Babikian
- Department of Psychiatry and Biobehavioral Sciences, Semel Institute for Neuroscience and Human Behavior, UCLA, Los Angeles, CA, USA
- UCLA Steve Tisch BrainSPORT Program, Los Angeles, CA, USA
| | - Brenda Bartnik-Olson
- Department of Radiology, Loma Linda University Medical Center, Loma Linda, CA, USA
| | - Erin D Bigler
- TBI and Concussion Center, Department of Neurology, University of Utah School of Medicine, Salt Lake City, UT, USA
- Department of Psychology, Brigham Young University, Provo, UT, USA
- Neuroscience Center, Brigham Young University, Provo, UT, USA
| | - Anthony Figaji
- Division of Neurosurgery, University of Cape Town, Cape Town, South Africa
- Neuroscience Institute, University of Cape Town, Cape Town, South Africa
| | - Christopher C Giza
- UCLA Steve Tisch BrainSPORT Program, Los Angeles, CA, USA
- Department of Neurosurgery, David Geffen School of Medicine at UCLA, Los Angeles, CA, USA
| | - Naomi J Goodrich-Hunsaker
- TBI and Concussion Center, Department of Neurology, University of Utah School of Medicine, Salt Lake City, UT, USA
- Department of Psychology, Brigham Young University, Provo, UT, USA
- George E. Wahlen Veterans Affairs Salt Lake City Healthcare System, Salt Lake City, UT, USA
| | - Cooper B Hodges
- TBI and Concussion Center, Department of Neurology, University of Utah School of Medicine, Salt Lake City, UT, USA
- Department of Psychology, Brigham Young University, Provo, UT, USA
- George E. Wahlen Veterans Affairs Salt Lake City Healthcare System, Salt Lake City, UT, USA
| | - Kristen R Hoskinson
- Center for Biobehavioral Health, The Abigail Wexner Research Institute at Nationwide Children's Hospital, Columbus, OH, USA
- Department of Pediatrics, The Ohio State University College of Medicine, Columbus, OH, USA
| | - Marsh Königs
- Emma Children's Hospital, Amsterdam UMC, University of Amsterdam, Emma Neuroscience Group, Amsterdam, The Netherlands
| | - Harvey S Levin
- H. Ben Taub Department of Physical Medicine and Rehabilitation, Baylor College of Medicine, Houston, TX, USA
- Michael E. DeBakey Veterans Affairs Medical Center, Houston, TX, USA
| | - Hannah M Lindsey
- TBI and Concussion Center, Department of Neurology, University of Utah School of Medicine, Salt Lake City, UT, USA
- Department of Psychology, Brigham Young University, Provo, UT, USA
- George E. Wahlen Veterans Affairs Salt Lake City Healthcare System, Salt Lake City, UT, USA
| | - Abigail Livny
- Department of Diagnostic Imaging, Sheba Medical Center, Ramat Gan, Tel-Hashomer, Israel
- Joseph Sagol Neuroscience Center, Sheba Medical Center, Ramat Gan, Tel-Hashomer, Israel
| | - Jeffrey E Max
- Department of Psychiatry, University of California, La Jolla, San Diego, CA, USA
- Department of Psychiatry, Rady Children's Hospital, San Diego, CA, USA
| | - Tricia L Merkley
- TBI and Concussion Center, Department of Neurology, University of Utah School of Medicine, Salt Lake City, UT, USA
- Department of Psychology, Brigham Young University, Provo, UT, USA
- Neuroscience Center, Brigham Young University, Provo, UT, USA
| | - Mary R Newsome
- H. Ben Taub Department of Physical Medicine and Rehabilitation, Baylor College of Medicine, Houston, TX, USA
- Michael E. DeBakey Veterans Affairs Medical Center, Houston, TX, USA
| | - Alexander Olsen
- Department of Psychology, Norwegian University of Science and Technology, Trondheim, Norway
- Department of Physical Medicine and Rehabilitation, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway
| | - Nicholas P Ryan
- Cognitive Neuroscience Unit, School of Psychology, Deakin University, Geelong, Australia
- Department of Paediatrics, The University of Melbourne, Melbourne, Australia
- Department of Clinical Sciences, Murdoch Children's Research Institute, Melbourne, Australia
| | - Matthew S Spruiell
- H. Ben Taub Department of Physical Medicine and Rehabilitation, Baylor College of Medicine, Houston, TX, USA
| | - Stacy J Suskauer
- Kennedy Krieger Institute, Baltimore, MD, USA
- Departments of Physical Medicine & Rehabilitation and Pediatrics, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Sophia I Thomopoulos
- Imaging Genetics Center, Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina del Rey, Los Angeles, CA, USA
| | - Ashley L Ware
- Department of Psychology, University of Calgary, Calgary, Alberta, Canada
| | - Christopher G Watson
- Department of Pediatrics, Children's Learning Institute, University of Texas Health Science Center at Houston, Houston, TX, USA
| | - Anne L Wheeler
- Hospital for Sick Children, Neuroscience and Mental Health Program, Toronto, Canada
- Physiology Department, University of Toronto, Toronto, Canada
| | - Keith Owen Yeates
- Department of Psychology, University of Calgary, Calgary, Alberta, Canada
- Alberta Children's Hospital Research Institute and Hotchkiss Brain Institute, University of Calgary, Calgary, Alberta, Canada
- Departments of Pediatrics and Clinical Neurosciences, University of Calgary, Calgary, Alberta, Canada
| | - Brandon A Zielinski
- TBI and Concussion Center, Department of Neurology, University of Utah School of Medicine, Salt Lake City, UT, USA
- Department of Pediatrics, University of Utah School of Medicine, Salt Lake City, UT, USA
| | - Paul M Thompson
- Imaging Genetics Center, Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina del Rey, Los Angeles, CA, USA
- Departments of Neurology, Pediatrics, Psychiatry, Radiology, Engineering, and Ophthalmology, USC, Los Angeles, CA, USA
| | - David F Tate
- TBI and Concussion Center, Department of Neurology, University of Utah School of Medicine, Salt Lake City, UT, USA
- Department of Psychology, Brigham Young University, Provo, UT, USA
- George E. Wahlen Veterans Affairs Salt Lake City Healthcare System, Salt Lake City, UT, USA
- Missouri Institute of Mental Health and University of Missouri, St Louis, MO, USA
| | - Elisabeth A Wilde
- TBI and Concussion Center, Department of Neurology, University of Utah School of Medicine, Salt Lake City, UT, USA
- George E. Wahlen Veterans Affairs Salt Lake City Healthcare System, Salt Lake City, UT, USA
- H. Ben Taub Department of Physical Medicine and Rehabilitation, Baylor College of Medicine, Houston, TX, USA
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Olsen A, Babikian T, Bigler ED, Caeyenberghs K, Conde V, Dams-O'Connor K, Dobryakova E, Genova H, Grafman J, Håberg AK, Heggland I, Hellstrøm T, Hodges CB, Irimia A, Jha RM, Johnson PK, Koliatsos VE, Levin H, Li LM, Lindsey HM, Livny A, Løvstad M, Medaglia J, Menon DK, Mondello S, Monti MM, Newcombe VFJ, Petroni A, Ponsford J, Sharp D, Spitz G, Westlye LT, Thompson PM, Dennis EL, Tate DF, Wilde EA, Hillary FG. Toward a global and reproducible science for brain imaging in neurotrauma: the ENIGMA adult moderate/severe traumatic brain injury working group. Brain Imaging Behav 2021; 15:526-554. [PMID: 32797398 PMCID: PMC8032647 DOI: 10.1007/s11682-020-00313-7] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
Abstract
The global burden of mortality and morbidity caused by traumatic brain injury (TBI) is significant, and the heterogeneity of TBI patients and the relatively small sample sizes of most current neuroimaging studies is a major challenge for scientific advances and clinical translation. The ENIGMA (Enhancing NeuroImaging Genetics through Meta-Analysis) Adult moderate/severe TBI (AMS-TBI) working group aims to be a driving force for new discoveries in AMS-TBI by providing researchers world-wide with an effective framework and platform for large-scale cross-border collaboration and data sharing. Based on the principles of transparency, rigor, reproducibility and collaboration, we will facilitate the development and dissemination of multiscale and big data analysis pipelines for harmonized analyses in AMS-TBI using structural and functional neuroimaging in combination with non-imaging biomarkers, genetics, as well as clinical and behavioral measures. Ultimately, we will offer investigators an unprecedented opportunity to test important hypotheses about recovery and morbidity in AMS-TBI by taking advantage of our robust methods for large-scale neuroimaging data analysis. In this consensus statement we outline the working group's short-term, intermediate, and long-term goals.
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Affiliation(s)
- Alexander Olsen
- Department of Psychology, Norwegian University of Science and Technology, 7491, Trondheim, Norway.
- Department of Physical Medicine and Rehabilitation, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway.
| | - Talin Babikian
- Department of Psychiatry and Biobehavioral Sciences, Semel Institute for Neuroscience and Human Behavior, UCLA, Los Angeles, CA, USA
- UCLA Steve Tisch BrainSPORT Program, Los Angeles, CA, USA
| | - Erin D Bigler
- Department of Neurology, University of Utah School of Medicine, Salt Lake City, UT, USA
- Department of Psychology and Neuroscience Center, Brigham Young University, Provo, UT, USA
| | - Karen Caeyenberghs
- Cognitive Neuroscience Unit, School of Psychology, Deakin University, Burwood, Australia
| | - Virginia Conde
- Department of Psychology, Norwegian University of Science and Technology, 7491, Trondheim, Norway
| | - Kristen Dams-O'Connor
- Department of Rehabilitation Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Neurology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Ekaterina Dobryakova
- Center for Traumatic Brain Injury, Kessler Foundation, East Hanover, NJ, USA
- Rutgers New Jersey Medical School, Newark, NJ, USA
| | - Helen Genova
- Center for Traumatic Brain Injury, Kessler Foundation, East Hanover, NJ, USA
| | - Jordan Grafman
- Cognitive Neuroscience Laboratory, Shirley Ryan AbilityLab, Chicago, IL, USA
- Department of Physical Medicine & Rehabilitation, Neurology, Department of Psychiatry & Department of Psychology, Cognitive Neurology and Alzheimer's, Center, Feinberg School of Medicine, Weinberg, Chicago, IL, USA
| | - Asta K Håberg
- Department of Neuromedicine and Movement Science, Norwegian University of Science and Technology, Trondheim, Norway
- Department of Radiology and Nuclear Medicine, St. Olavs Hopsital, Trondheim University Hospital, Trondheim, Norway
| | - Ingrid Heggland
- Section for Collections and Digital Services, NTNU University Library, Norwegian University of Science and Technology, Trondheim, Norway
| | - Torgeir Hellstrøm
- Department of Physical Medicine and Rehabilitation, Oslo University Hospital, Oslo, Norway
| | - Cooper B Hodges
- Department of Neurology, University of Utah School of Medicine, Salt Lake City, UT, USA
- Department of Psychology, Brigham Young University, Provo, UT, USA
- George E. Wahlen Veterans Affairs Medical Center, Salt Lake City, UT, USA
| | - Andrei Irimia
- Leonard Davis School of Gerontology, University of Southern California, Los Angeles, CA, USA
- Department of Biomedical Engineering, Viterbi School of Engineering, University of Southern California, Los Angeles, CA, USA
| | - Ruchira M Jha
- Departments of Critical Care Medicine, Neurology, Neurological Surgery, University of Pittsburgh, Pittsburgh, PA, USA
- Safar Center for Resuscitation Research, Pittsburgh, PA, USA
- Clinical and Translational Science Institute, Pittsburgh, PA, USA
| | - Paula K Johnson
- Department of Neurology, University of Utah School of Medicine, Salt Lake City, UT, USA
- Neuroscience Center, Brigham Young University, Provo, UT, USA
| | - Vassilis E Koliatsos
- Departments of Pathology(Neuropathology), Neurology, and Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, MD, USA
- Neuropsychiatry Program, Sheppard and Enoch Pratt Hospital, Baltimore, MD, USA
| | - Harvey Levin
- H. Ben Taub Department of Physical Medicine and Rehabilitation, Baylor College of Medicine, Houston, TX, USA
- Michael E. DeBakey Veterans Affairs Medical Center, Houston, TX, USA
| | - Lucia M Li
- C3NL, Imperial College London, London, UK
- UK DRI Centre for Health Care and Technology, Imperial College London, London, UK
| | - Hannah M Lindsey
- Department of Neurology, University of Utah School of Medicine, Salt Lake City, UT, USA
- Department of Psychology, Brigham Young University, Provo, UT, USA
- George E. Wahlen Veterans Affairs Medical Center, Salt Lake City, UT, USA
| | - Abigail Livny
- Department of Diagnostic Imaging, Sheba Medical Center, Tel-Hashomer, Ramat Gan, Israel
- Joseph Sagol Neuroscience Center, Sheba Medical Center, Tel-Hashomer, Ramat Gan, Israel
| | - Marianne Løvstad
- Sunnaas Rehabilitation Hospital, Nesodden, Norway
- Department of Psychology, University of Oslo, Oslo, Norway
| | - John Medaglia
- Department of Psychology, Drexel University, Philadelphia, PA, USA
- Department of Neurology, Drexel University, Philadelphia, PA, USA
| | - David K Menon
- Division of Anaesthesia, University of Cambridge, Cambridge, UK
| | - Stefania Mondello
- Department of Biomedical and Dental Sciences and Morphofunctional Imaging, University of Messina, Messina, Italy
| | - Martin M Monti
- Department of Psychology, University of California Los Angeles, Los Angeles, CA, USA
- Department of Neurosurgery, Brain Injury Research Center (BIRC), UCLA, Los Angeles, CA, USA
| | | | - Agustin Petroni
- Department of Psychology, Norwegian University of Science and Technology, 7491, Trondheim, Norway
- Department of Computer Science, Faculty of Exact & Natural Sciences, University of Buenos Aires, Buenos Aires, Argentina
- National Scientific & Technical Research Council, Institute of Research in Computer Science, Buenos Aires, Argentina
| | - Jennie Ponsford
- Turner Institute for Brain and Mental Health, School of Psychological Sciences, Monash University, Melbourne, Australia
- Monash Epworth Rehabilitation Research Centre, Epworth Healthcare, Melbourne, Australia
| | - David Sharp
- Department of Brain Sciences, Imperial College London, London, UK
- Care Research & Technology Centre, UK Dementia Research Institute, London, UK
| | - Gershon Spitz
- Turner Institute for Brain and Mental Health, School of Psychological Sciences, Monash University, Melbourne, Australia
| | - Lars T Westlye
- Department of Psychology, University of Oslo, Oslo, Norway
- NORMENT, Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
| | - Paul M Thompson
- Imaging Genetics Center, Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina del Rey, CA, USA
- Departments of Neurology, Pediatrics, Psychiatry, Radiology, Engineering, and Ophthalmology, USC, Los Angeles, CA, USA
| | - Emily L Dennis
- Department of Neurology, University of Utah School of Medicine, Salt Lake City, UT, USA
- Imaging Genetics Center, Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina del Rey, CA, USA
| | - David F Tate
- Department of Neurology, University of Utah School of Medicine, Salt Lake City, UT, USA
- George E. Wahlen Veterans Affairs Medical Center, Salt Lake City, UT, USA
| | - Elisabeth A Wilde
- Department of Neurology, University of Utah School of Medicine, Salt Lake City, UT, USA
- George E. Wahlen Veterans Affairs Medical Center, Salt Lake City, UT, USA
- H. Ben Taub Department of Physical Medicine and Rehabilitation, Baylor College of Medicine, Houston, TX, USA
| | - Frank G Hillary
- Department of Neurology, Hershey Medical Center, State College, PA, USA.
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Borchers LR, Dennis EL, King LS, Humphreys KL, Gotlib IH. Prenatal and postnatal depressive symptoms, infant white matter, and toddler behavioral problems. J Affect Disord 2021; 282:465-471. [PMID: 33422824 PMCID: PMC7889716 DOI: 10.1016/j.jad.2020.12.075] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/17/2020] [Revised: 12/18/2020] [Accepted: 12/21/2020] [Indexed: 02/06/2023]
Abstract
BACKGROUND Maternal depression is prevalent during and following pregnancy and is related to adverse outcomes in offspring. Perinatal depression is associated with risk for difficulties in offspring; however, the mechanisms underlying this association are not clear. We examined whether maternal prenatal and postnatal depressive symptoms were associated with infant white matter organization and with behavioral problems in toddlerhood. METHODS 37 mother-infant dyads (20 male; ages 5.95-7.66 months) participated in this study. We conducted diffusion MRI with infants during natural sleep. Mothers reported on their prenatal and postnatal depressive symptoms at six months postpartum. We calculated fractional anisotropy (FA), radial, axial, and mean diffusivity, and assessed offspring behavioral problems at age 18 months. RESULTS Prenatal depressive symptoms were associated with FA of the corpus callosum; postnatal depressive symptoms were not associated with FA of limbic tracts or corpus callosum segmentations. Higher levels of prenatal depressive symptoms were associated with higher FA and lower radial diffusivity of the corpus callosum genu; FA of this region was positively associated with behavioral problems at age 18 months. LIMITATIONS This study had a small sample size; therefore, findings should be replicated. Further, we used retrospective reports of maternal prenatal depression, but validated them in this study. CONCLUSIONS Depressive symptoms during pregnancy may affect infant corpus callosum development and, in turn, offspring behaviors. These findings suggest that early maternal stress accelerates infant neurodevelopment in a manner that may increase risk for behavioral problems. Thus, efforts to reduce maternal prenatal depression should be a public health priority.
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Affiliation(s)
- Lauren R Borchers
- Department of Psychology, Stanford University, 450 Jane Stanford Way, Stanford, CA, 94305, United States.
| | - Emily L Dennis
- Department of Psychology, Stanford University, 450 Jane Stanford Way, Stanford, CA, 94305, United States; Department of Neurology, University of Utah School of Medicine, Salt Lake City, UT, 84132, United States
| | - Lucy S King
- Department of Psychology, Stanford University, 450 Jane Stanford Way, Stanford, CA, 94305, United States
| | - Kathryn L Humphreys
- Department of Psychology and Human Development, Vanderbilt University, 230 Appleton Place, #552, Nashville, TN, 37203, United States
| | - Ian H Gotlib
- Department of Psychology, Stanford University, 450 Jane Stanford Way, Stanford, CA, 94305, United States
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de Souza NL, Dennis EL, Brown AM, Singh S, Wilde EA, Buckman JF, Esopenko C. Relation between Isometric Neck Strength and White Matter Organization in Collegiate Athletes. Neurotrauma Rep 2020; 1:232-240. [PMID: 34223543 PMCID: PMC8240886 DOI: 10.1089/neur.2020.0025] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022] Open
Abstract
Soccer athletes frequently experience repetitive head impacts (RHI) during games and practices, which may affect neural integrity over time and lead to altered brain structure. Neck strength is hypothesized to limit the transfer of force to the brain and decrease the effect of RHI on brain structure. The goal of our work was to examine whether greater neck strength is associated with more intact white matter organization (WMO) in collegiate athletes exposed to RHI. Collegiate soccer (n = 17) and limited/non-contact sport (n = 39) athletes were assessed prior to their athletic seasons. Participants completed neck strength assessments using handheld dynamometry in six test positions and diffusion tensor imaging. Fractional anisotropy (FA), mean diffusivity (MD), radial diffusivity (RD), and axial diffusivity (AD) were calculated for 20 white matter (WM) regions. A multi-variate approach was used to examine the relationship between neck strength and diffusion measures in soccer and limited/non-contact athletes. Neck strength was positively associated with FA and negatively associated with RD across several WM regions in soccer players only. Neck strength was not significantly associated with MD or AD in either group. Greater neck strength was related to more intact WMO in athletes with high exposure to RHI, particularly in regions prone to damage from brain trauma such as the basal ganglia, superior longitudinal fasciculus, and frontoparietal WM. Future studies should examine neck strength as a factor to moderate neural outcomes in athletes with exposure to RHI.
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Affiliation(s)
- Nicola L de Souza
- School of Graduate Studies, Biomedical Sciences, Rutgers Biomedical and Health Sciences, Newark, New Jersey, USA
| | - Emily L Dennis
- Department of Neurology, University of Utah School of Medicine, Salt Lake City, Utah, USA.,George E. Wahlen Veterans Affairs Medical Center, Salt Lake City, Utah, USA
| | - Allison M Brown
- Department of Rehabilitation and Movement Sciences, School of Health Professions, Rutgers Biomedical and Health Sciences, Newark, New Jersey, USA
| | - Sasha Singh
- Department of Rehabilitation and Movement Sciences, School of Health Professions, Rutgers Biomedical and Health Sciences, Newark, New Jersey, USA
| | - Elisabeth A Wilde
- Department of Neurology, University of Utah School of Medicine, Salt Lake City, Utah, USA.,George E. Wahlen Veterans Affairs Medical Center, Salt Lake City, Utah, USA
| | - Jennifer F Buckman
- Department of Kinesiology and Health, Rutgers University - New Brunswick, Piscataway, New Jersey, USA
| | - Carrie Esopenko
- Department of Rehabilitation and Movement Sciences, School of Health Professions, Rutgers Biomedical and Health Sciences, Newark, New Jersey, USA
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Mills BD, Goubran M, Parivash SN, Dennis EL, Rezaii P, Akers C, Bian W, Mitchell LA, Boldt B, Douglas D, Sami S, Mouchawar N, Wilson EW, DiGiacomo P, Parekh M, Do H, Lopez J, Rosenberg J, Camarillo D, Grant G, Wintermark M, Zeineh M. Longitudinal alteration of cortical thickness and volume in high-impact sports. Neuroimage 2020; 217:116864. [DOI: 10.1016/j.neuroimage.2020.116864] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/15/2019] [Revised: 04/16/2020] [Accepted: 04/17/2020] [Indexed: 01/08/2023] Open
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King LS, Dennis EL, Humphreys KL, Thompson PM, Gotlib IH. Cross-sectional and longitudinal associations of family income-to-needs ratio with cortical and subcortical brain volume in adolescent boys and girls. Dev Cogn Neurosci 2020; 44:100796. [PMID: 32479375 PMCID: PMC7525143 DOI: 10.1016/j.dcn.2020.100796] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/05/2019] [Revised: 05/01/2020] [Accepted: 05/07/2020] [Indexed: 12/30/2022] Open
Abstract
Sex-specific associations of SES with neurodevelopment may emerge in adolescence. We used a whole-brain approach to examine gray and white matter volume. Sex interacted with SES to explain variation in volume across adolescence. Sex is an important variable to consider in analyses of SES and brain volume.
Deviations in neurodevelopment may underlie the association between lower childhood socioeconomic status and difficulties in cognitive and socioemotional domains. Most previous investigations of the association between childhood socioeconomic status and brain morphology have used cross-sectional designs with samples that span wide age ranges, occluding effects specific to adolescence. Sex differences in the association between socioeconomic status and neurodevelopment may emerge or intensify during adolescence. In a sample representative of the San Francisco Bay Area, we used whole-brain tensor-based morphometry to examine sex differences in the cross-sectional association between variation in family income-to-needs ratio (INR) and cortical and subcortical gray and white matter volume during early adolescence (ages 9–13 years; N = 147), as well as in the longitudinal association between INR and change in volume from early to later adolescence (ages 11–16 years, N = 109). Biological sex interacted with INR to explain variation in volume in several areas cross-sectionally and longitudinally. Effects were primarily in cortical gray matter areas, including regions of the association cortex and sensorimotor processing areas. Effect sizes tended to be larger in boys than in girls. Biological sex may be an important variable to consider in analyses of the effects of family income on structural neurodevelopment during adolescence.
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Affiliation(s)
- Lucy S King
- Stanford University, Department of Psychology, Stanford, CA 94305, USA.
| | - Emily L Dennis
- University of Southern California, Imaging Genetics Center, Mary and Mark Stevens Institute for Neuroimaging and Informatics, Keck School of Medicine, Marina del Rey, CA 90292, USA
| | - Kathryn L Humphreys
- Vanderbilt University, Department of Psychology and Human Development, Nashville, TN 37235, USA
| | - Paul M Thompson
- University of Southern California, Imaging Genetics Center, Mary and Mark Stevens Institute for Neuroimaging and Informatics, Keck School of Medicine, Marina del Rey, CA 90292, USA
| | - Ian H Gotlib
- Stanford University, Department of Psychology, Stanford, CA 94305, USA
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45
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Thompson PM, Jahanshad N, Ching CRK, Salminen LE, Thomopoulos SI, Bright J, Baune BT, Bertolín S, Bralten J, Bruin WB, Bülow R, Chen J, Chye Y, Dannlowski U, de Kovel CGF, Donohoe G, Eyler LT, Faraone SV, Favre P, Filippi CA, Frodl T, Garijo D, Gil Y, Grabe HJ, Grasby KL, Hajek T, Han LKM, Hatton SN, Hilbert K, Ho TC, Holleran L, Homuth G, Hosten N, Houenou J, Ivanov I, Jia T, Kelly S, Klein M, Kwon JS, Laansma MA, Leerssen J, Lueken U, Nunes A, Neill JO, Opel N, Piras F, Piras F, Postema MC, Pozzi E, Shatokhina N, Soriano-Mas C, Spalletta G, Sun D, Teumer A, Tilot AK, Tozzi L, van der Merwe C, Van Someren EJW, van Wingen GA, Völzke H, Walton E, Wang L, Winkler AM, Wittfeld K, Wright MJ, Yun JY, Zhang G, Zhang-James Y, Adhikari BM, Agartz I, Aghajani M, Aleman A, Althoff RR, Altmann A, Andreassen OA, Baron DA, Bartnik-Olson BL, Marie Bas-Hoogendam J, Baskin-Sommers AR, Bearden CE, Berner LA, Boedhoe PSW, Brouwer RM, Buitelaar JK, Caeyenberghs K, Cecil CAM, Cohen RA, Cole JH, Conrod PJ, De Brito SA, de Zwarte SMC, Dennis EL, Desrivieres S, Dima D, Ehrlich S, Esopenko C, Fairchild G, Fisher SE, Fouche JP, Francks C, Frangou S, Franke B, Garavan HP, Glahn DC, Groenewold NA, Gurholt TP, Gutman BA, Hahn T, Harding IH, Hernaus D, Hibar DP, Hillary FG, Hoogman M, Hulshoff Pol HE, Jalbrzikowski M, Karkashadze GA, Klapwijk ET, Knickmeyer RC, Kochunov P, Koerte IK, Kong XZ, Liew SL, Lin AP, Logue MW, Luders E, Macciardi F, Mackey S, Mayer AR, McDonald CR, McMahon AB, Medland SE, Modinos G, Morey RA, Mueller SC, Mukherjee P, Namazova-Baranova L, Nir TM, Olsen A, Paschou P, Pine DS, Pizzagalli F, Rentería ME, Rohrer JD, Sämann PG, Schmaal L, Schumann G, Shiroishi MS, Sisodiya SM, Smit DJA, Sønderby IE, Stein DJ, Stein JL, Tahmasian M, Tate DF, Turner JA, van den Heuvel OA, van der Wee NJA, van der Werf YD, van Erp TGM, van Haren NEM, van Rooij D, van Velzen LS, Veer IM, Veltman DJ, Villalon-Reina JE, Walter H, Whelan CD, Wilde EA, Zarei M, Zelman V. ENIGMA and global neuroscience: A decade of large-scale studies of the brain in health and disease across more than 40 countries. Transl Psychiatry 2020; 10:100. [PMID: 32198361 PMCID: PMC7083923 DOI: 10.1038/s41398-020-0705-1] [Citation(s) in RCA: 280] [Impact Index Per Article: 70.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/03/2019] [Revised: 12/11/2019] [Accepted: 12/20/2019] [Indexed: 02/07/2023] Open
Abstract
This review summarizes the last decade of work by the ENIGMA (Enhancing NeuroImaging Genetics through Meta Analysis) Consortium, a global alliance of over 1400 scientists across 43 countries, studying the human brain in health and disease. Building on large-scale genetic studies that discovered the first robustly replicated genetic loci associated with brain metrics, ENIGMA has diversified into over 50 working groups (WGs), pooling worldwide data and expertise to answer fundamental questions in neuroscience, psychiatry, neurology, and genetics. Most ENIGMA WGs focus on specific psychiatric and neurological conditions, other WGs study normal variation due to sex and gender differences, or development and aging; still other WGs develop methodological pipelines and tools to facilitate harmonized analyses of "big data" (i.e., genetic and epigenetic data, multimodal MRI, and electroencephalography data). These international efforts have yielded the largest neuroimaging studies to date in schizophrenia, bipolar disorder, major depressive disorder, post-traumatic stress disorder, substance use disorders, obsessive-compulsive disorder, attention-deficit/hyperactivity disorder, autism spectrum disorders, epilepsy, and 22q11.2 deletion syndrome. More recent ENIGMA WGs have formed to study anxiety disorders, suicidal thoughts and behavior, sleep and insomnia, eating disorders, irritability, brain injury, antisocial personality and conduct disorder, and dissociative identity disorder. Here, we summarize the first decade of ENIGMA's activities and ongoing projects, and describe the successes and challenges encountered along the way. We highlight the advantages of collaborative large-scale coordinated data analyses for testing reproducibility and robustness of findings, offering the opportunity to identify brain systems involved in clinical syndromes across diverse samples and associated genetic, environmental, demographic, cognitive, and psychosocial factors.
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Affiliation(s)
- Paul M Thompson
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey, CA, USA.
| | - Neda Jahanshad
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey, CA, USA
| | - Christopher R K Ching
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey, CA, USA
| | - Lauren E Salminen
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey, CA, USA
| | - Sophia I Thomopoulos
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey, CA, USA
| | - Joanna Bright
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey, CA, USA
| | - Bernhard T Baune
- Department of Psychiatry, University of Münster, Münster, Germany
- Department of Psychiatry, The University of Melbourne, Melbourne, VIC, Australia
- The Florey Institute of Neuroscience and Mental Health, The University of Melbourne, Melbourne, VIC, Australia
| | - Sara Bertolín
- Department of Psychiatry, Bellvitge University Hospital, Bellvitge Biomedical Research Institute-IDIBELL, Barcelona, Spain
| | - Janita Bralten
- Department of Human Genetics, Radboud University Medical Center, Nijmegen, The Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, The Netherlands
| | - Willem B Bruin
- Department of Psychiatry, Amsterdam UMC, University of Amsterdam, Amsterdam Neuroscience, Amsterdam, The Netherlands
| | - Robin Bülow
- Institute for Diagnostic Radiology and Neuroradiology, University Medicine Greifswald, Greifswald, Germany
| | - Jian Chen
- Department of Computer Science and Engineering, The Ohio State University, Columbus, OH, USA
| | - Yann Chye
- Turner Institute for Brain and Mental Health, School of Psychological Sciences, Monash University, Clayton, VIC, Australia
| | - Udo Dannlowski
- Department of Psychiatry, University of Münster, Münster, Germany
| | - Carolien G F de Kovel
- Biometris Wageningen University and Research, Wageningen, The Netherlands
- Language & Genetics Department, Max Planck Institute for Psycholinguistics, Nijmegen, The Netherlands
| | - Gary Donohoe
- The Center for Neuroimaging and Cognitive Genomics, School of Psychology, National University of Ireland, Galway, Ireland
| | - Lisa T Eyler
- Department of Psychiatry, University of California, San Diego, La Jolla, CA, USA
- Desert-Pacific Mental Illness Research, Education, and Clinical Center, VA San Diego Healthcare System, San Diego, CA, USA
| | - Stephen V Faraone
- Departments of Psychiatry and of Neuroscience and Physiology, SUNY Upstate Medical University, Syracuse, NY, USA
| | - Pauline Favre
- INSERM Unit 955 Team 15 'Translational Psychiatry', Créteil, France
- NeuroSpin, UNIACT Lab, Psychiatry Team, CEA Saclay, Gif-Sur-Yvette, France
| | - Courtney A Filippi
- National Institute of Mental Health, National of Health, Bethesda, MD, USA
| | - Thomas Frodl
- Department of Psychiatry and Psychotherapy, Otto von Guericke University Magdeburg, Magdeburg, Germany
- Department of Psychiatry, Trinity College Dublin, Dublin, Ireland
- German Center for Neurodegenerative Diseases (DZNE), Magdeburg, Germany
| | - Daniel Garijo
- Information Sciences Institute, University of Southern California, Marina del Rey, CA, USA
| | - Yolanda Gil
- Information Sciences Institute, University of Southern California, Marina del Rey, CA, USA
- Department of Computer Science, University of Southern California, Los Angeles, CA, USA
| | - Hans J Grabe
- Department of Psychiatry and Psychotherapy, University Medicine Greifswald, Greifswald, Germany
- German Center for Neurodegenerative Diseases (DZNE), Site Rostock/Greifswald, Greifswald, Germany
| | - Katrina L Grasby
- Psychiatric Genetics, QIMR Berghofer Medical Research Institute, Brisbane, QLD, Australia
| | - Tomas Hajek
- Department of Psychiatry, Dalhousie University, Halifax, NS, Canada
- National Institute of Mental Health, Klecany, Czech Republic
| | - Laura K M Han
- Department of Psychiatry, Amsterdam University Medical Centers, VU University Medical Center, GGZ inGeest, Amsterdam Neuroscience, Amsterdam, The Netherlands
| | - Sean N Hatton
- Center for Multimodal Imaging and Genetics, University of California, San Diego, La Jolla, CA, USA
- Brain and Mind Centre, University of Sydney, Sydney, Australia
| | - Kevin Hilbert
- Department of Psychology, Humboldt-Universität zu Berlin, Berlin, Germany
| | - Tiffany C Ho
- Department of Psychiatry & Behavioral Sciences, Stanford University, Stanford, CA, USA
- Department of Psychiatry & Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA, USA
| | - Laurena Holleran
- The Center for Neuroimaging and Cognitive Genomics, School of Psychology, National University of Ireland, Galway, Ireland
| | - Georg Homuth
- Interfaculty Institute for Genetics and Functional Genomics, University Medicine Greifswald, Greifswald, Germany
| | - Norbert Hosten
- Institute for Diagnostic Radiology and Neuroradiology, University Medicine Greifswald, Greifswald, Germany
| | - Josselin Houenou
- INSERM Unit 955 Team 15 'Translational Psychiatry', Créteil, France
- NeuroSpin, UNIACT Lab, Psychiatry Team, CEA Saclay, Gif-Sur-Yvette, France
- APHP, Mondor University Hospitals, School of Medicine, DMU Impact, Psychiatry Department, Créteil, France
| | - Iliyan Ivanov
- Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Tianye Jia
- Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, Shanghai, China
- MOE Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Shanghai, China
- Centre for Population Neuroscience and Precision Medicine (PONS), MRC SGDP Centre, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, UK
| | - Sinead Kelly
- Department of Psychiatry, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA, USA
- Department of Psychiatry, Brigham and Women's Hospital, Boston, MA, USA
| | - Marieke Klein
- Department of Human Genetics, Radboud University Medical Center, Nijmegen, The Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, The Netherlands
- Department of Psychiatry, UMC Brain Center, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
| | - Jun Soo Kwon
- Department of Psychiatry, Seoul National University College of Medicine, Seoul, Republic of Korea
- Department of Brain and Cognitive Sciences, Seoul National University College of Natural Sciences, Seoul, Republic of Korea
| | - Max A Laansma
- Department of Anatomy & Neurosciences, Amsterdam UMC, Location VUmc, Amsterdam Neuroscience, Amsterdam, The Netherlands
| | - Jeanne Leerssen
- Department of Sleep and Cognition, Netherlands Institute for Neuroscience, Amsterdam, The Netherlands
| | - Ulrike Lueken
- Department of Psychology, Humboldt-Universität zu Berlin, Berlin, Germany
| | - Abraham Nunes
- Department of Psychiatry, Dalhousie University, Halifax, NS, Canada
- Faculty of Computer Science, Dalhousie University, Halifax, NS, Canada
| | - Joseph O' Neill
- Child & Adolescent Psychiatry, University of California, Los Angeles, Los Angeles, CA, USA
| | - Nils Opel
- Department of Psychiatry, University of Münster, Münster, Germany
| | - Fabrizio Piras
- Laboratory of Neuropsychiatry, IRCCS Santa Lucia Foundation, Rome, Italy
| | - Federica Piras
- Laboratory of Neuropsychiatry, IRCCS Santa Lucia Foundation, Rome, Italy
| | - Merel C Postema
- Language & Genetics Department, Max Planck Institute for Psycholinguistics, Nijmegen, The Netherlands
| | - Elena Pozzi
- Melbourne Neuropsychiatry Centre, Department of Psychiatry, The University of Melbourne, Melbourne, VIC, Australia
- Orygen, The National Centre of Excellence in Youth Mental Health, Melbourne, VIC, Australia
| | - Natalia Shatokhina
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey, CA, USA
| | - Carles Soriano-Mas
- Department of Psychiatry, Bellvitge University Hospital, Bellvitge Biomedical Research Institute-IDIBELL, Barcelona, Spain
- CIBERSAM-G17, Madrid, Spain
- Department of Psychobiology and Methodology in Health Sciences, Universitat Autònoma de Barcelona, Barcelona, Spain
| | - Gianfranco Spalletta
- Laboratory of Neuropsychiatry, IRCCS Santa Lucia Foundation, Rome, Italy
- Department of Psychiatry and Behavioral Sciences, Baylor College of Medicine, Houston, TX, USA
| | - Daqiang Sun
- Department of Psychiatry and Biobehavioral Sciences, Semel Institute for Neuroscience and Human Behavior, University of California, Los Angeles, Los Angeles, CA, USA
- Department of Mental Health, Veterans Affairs Greater Los Angeles Healthcare System, Los Angeles, CA, USA
| | - Alexander Teumer
- Institute for Community Medicine, University Medicine Greifswald, Greifswald, Germany
| | - Amanda K Tilot
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey, CA, USA
| | - Leonardo Tozzi
- Department of Psychiatry & Behavioral Sciences, Stanford University, Stanford, CA, USA
| | - Celia van der Merwe
- Stanley Center for Psychiatric Research, The Broad Institute, Cambridge, MA, USA
- Analytic and Translational Genetics Unit, Massachusetts General Hospital, Boston, MA, USA
| | - Eus J W Van Someren
- Department of Sleep and Cognition, Netherlands Institute for Neuroscience, Amsterdam, The Netherlands
- Psychiatry and Integrative Neurophysiology, VU University, Amsterdam UMC, Amsterdam, The Netherlands
| | - Guido A van Wingen
- Department of Psychiatry, Amsterdam UMC, University of Amsterdam, Amsterdam Neuroscience, Amsterdam, The Netherlands
| | - Henry Völzke
- Institute for Community Medicine, University Medicine Greifswald, Greifswald, Germany
- German Centre for Cardiovascular Research, Partner Site Greifswald, Greifswald, Germany
| | - Esther Walton
- Department of Psychology, University of Bath, Bath, UK
| | - Lei Wang
- Psychiatry and Behavioral Sciences, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
- Radiology, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Anderson M Winkler
- National Institute of Mental Health, National of Health, Bethesda, MD, USA
| | - Katharina Wittfeld
- Department of Psychiatry and Psychotherapy, University Medicine Greifswald, Greifswald, Germany
- German Center for Neurodegenerative Diseases (DZNE), Site Rostock/Greifswald, Greifswald, Germany
| | - Margaret J Wright
- Queensland Brain Institute, University of Queensland, Brisbane, QLD, Australia
- Centre for Advanced Imaging, University of Queensland, Brisbane, QLD, Australia
| | - Je-Yeon Yun
- Seoul National University Hospital, Seoul, Republic of Korea
- Yeongeon Student Support Center, Seoul National University College of Medicine, Seoul, Republic of Korea
| | - Guohao Zhang
- Department of Computer Science and Electrical Engineering, University of Maryland, Baltimore County, MD, USA
| | - Yanli Zhang-James
- Departments of Psychiatry and of Neuroscience and Physiology, SUNY Upstate Medical University, Syracuse, NY, USA
- Department of Psychiatry and Behavioral Sciences, SUNY Upstate Medical University, Syracuse, NY, USA
| | - Bhim M Adhikari
- Department of Psychiatry, University of Maryland School of Medicine, Baltimore, MD, USA
| | - Ingrid Agartz
- Norwegian Centre for Mental Disorders Research (NORMENT), Division of Mental Health & Addiction, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- Department of Clinical Neuroscience, Centre for Psychiatric Research, Karolinska Institutet, Stockholm, Sweden
- Department of Psychiatric Research, Diakonhjemmet Hospital, Oslo, Norway
| | - Moji Aghajani
- Department of Psychiatry, Amsterdam UMC, Location VUmc, Amsterdam Neuroscience, Amsterdam, The Netherlands
- Department of Research & Innovation, GGZ InGeest, Amsterdam, The Netherlands
| | - André Aleman
- University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Robert R Althoff
- Psychiatry, Pediatrics, and Psychological Sciences, University of Vermont, Burlington, VT, USA
| | - Andre Altmann
- Centre for Medical Image Computing (CMIC), Department of Medical Physics and Biomedical Engineering, University College London, London, UK
| | - Ole A Andreassen
- Norwegian Centre for Mental Disorders Research (NORMENT), Division of Mental Health & Addiction, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
| | - David A Baron
- Provost and Senior Vice President, Western University of Health Sciences, Pomona, CA, USA
| | | | - Janna Marie Bas-Hoogendam
- Institute of Psychology, Leiden University, Leiden, The Netherlands
- Department of Psychiatry, Leiden University Medical Center, Leiden, The Netherlands
- Leiden Institute for Brain and Cognition, Leiden, The Netherlands
| | | | - Carrie E Bearden
- Department of Psychiatry and Biobehavioral Sciences, Semel Institute for Neuroscience and Human Behavior, University of California, Los Angeles, Los Angeles, CA, USA
- Department of Psychology, University of California, Los Angeles, CA, USA
| | - Laura A Berner
- Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Premika S W Boedhoe
- Department of Psychiatry, Amsterdam UMC, Location VUmc, Amsterdam Neuroscience, Amsterdam, The Netherlands
| | - Rachel M Brouwer
- Department of Psychiatry, UMC Brain Center, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
| | - Jan K Buitelaar
- Department of Cognitive Neuroscience, Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Karen Caeyenberghs
- Cognitive Neuroscience Unit, School of Psychology, Deakin University, Burwood, VIC, Australia
| | - Charlotte A M Cecil
- Department of Child and Adolescent Psychiatry/Psychology, Erasmus Medical Centre, Rotterdam, The Netherlands
- Department of Epidemiology, Erasmus Medical Centre, Rotterdam, The Netherlands
| | - Ronald A Cohen
- Center for Cognitive Aging and Memory, University of Florida, Gainesville, FL, USA
- Clinical and Health Psychology, Gainesville, FL, USA
| | - James H Cole
- Centre for Medical Image Computing (CMIC), Department of Computer Science, University College London, London, UK
- Dementia Research Centre, Institute of Neurology, University College London, London, UK
| | - Patricia J Conrod
- Universite de Montreal, Centre de Recherche CHU Ste-Justine, Montreal, QC, Canada
| | - Stephane A De Brito
- School of Psychology and Centre for Human Brain Health, University of Birmingham, Birmingham, UK
| | - Sonja M C de Zwarte
- Department of Psychiatry, UMC Brain Center, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
| | - Emily L Dennis
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey, CA, USA
- Department of Neurology, University of Utah, Salt Lake City, UT, USA
- Psychiatry Neuroimaging Laboratory, Brigham & Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Sylvane Desrivieres
- Social, Genetic & Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, UK
| | - Danai Dima
- Department of Psychology, School of Arts and Social Sciences, City, University of London, London, UK
- Department of Neuroimaging, Institute of Psychology, Psychiatry and Neurosciences, King's College London, London, UK
| | - Stefan Ehrlich
- Division of Psychological and Social Medicine and Developmental Neurosciences, Faculty of Medicine, TU Dresden, Dresden, Germany
| | - Carrie Esopenko
- Department of Rehabilitation and Movement Sciences, School of Health Professions, Rutgers Biomedical Health Sciences, Newark, NJ, USA
| | | | - Simon E Fisher
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, The Netherlands
- Language & Genetics Department, Max Planck Institute for Psycholinguistics, Nijmegen, The Netherlands
| | - Jean-Paul Fouche
- Department of Psychiatry and Mental Health, University of Cape Town, Cape Town, South Africa
- SU/UCT MRC Unit on Risk & Resilience in Mental Disorders, University of Stellenbosch, Stellenbosch, South Africa
| | - Clyde Francks
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, The Netherlands
- Language & Genetics Department, Max Planck Institute for Psycholinguistics, Nijmegen, The Netherlands
| | - Sophia Frangou
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- University of British Columbia, Vancouver, Canada
| | - Barbara Franke
- Department of Human Genetics, Radboud University Medical Center, Nijmegen, The Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, The Netherlands
- Department of Psychiatry, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Hugh P Garavan
- Department of Psychiatry, University of Vermont, Burlington, VT, USA
| | - David C Glahn
- Department of Psychiatry, Boston Children's Hospital and Harvard Medical School, Boston, MA, USA
- Olin Neuropsychiatric Research Center, Institute of Living, Hartford, CT, USA
| | - Nynke A Groenewold
- Department of Psychiatry and Mental Health, University of Cape Town, Cape Town, South Africa
| | - Tiril P Gurholt
- Norwegian Centre for Mental Disorders Research (NORMENT), Division of Mental Health & Addiction, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
| | - Boris A Gutman
- Biomedical Engineering, Illinois Institute of Technology, Chicago, IL, USA
- Institute for Information Transmission Problems, Kharkevich Institute, Moscow, Russian Federation
| | - Tim Hahn
- Department of Psychiatry, University of Münster, Münster, Germany
| | - Ian H Harding
- Turner Institute for Brain and Mental Health & School of Psychological Sciences, Monash University, Melbourne, VIC, Australia
| | - Dennis Hernaus
- Department of Psychiatry & Neuropsychology, School for Mental Health and Neuroscience, Maastricht University, Maastricht, The Netherlands
| | | | - Frank G Hillary
- Department of Psychology, Penn State University, University Park, PA, USA
- Social Life and Engineering Sciences Imaging Center, University Park, PA, USA
| | - Martine Hoogman
- Department of Human Genetics, Radboud University Medical Center, Nijmegen, The Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, The Netherlands
| | - Hilleke E Hulshoff Pol
- Department of Psychiatry, UMC Brain Center, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
| | | | - George A Karkashadze
- Research and Scientific Institute of Pediatrics and Child Health, CCH RAS, Ministry of Science and Higher Education, Moscow, Russian Federation
| | - Eduard T Klapwijk
- Institute of Psychology, Leiden University, Leiden, The Netherlands
- Leiden Institute for Brain and Cognition, Leiden, The Netherlands
| | - Rebecca C Knickmeyer
- Department of Pediatrics, Michigan State University, East Lansing, MI, USA
- Institute for Quantitative Health Science and Engineering, East Lansing, MI, USA
- Department of Psychiatry, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Peter Kochunov
- Department of Psychiatry, University of Maryland School of Medicine, Baltimore, MD, USA
| | - Inga K Koerte
- Psychiatry Neuroimaging Laboratory, Brigham & Women's Hospital, Harvard Medical School, Boston, MA, USA
- CBRAIN, Department of Child and Adolescent Psychiatry, Psychosomatics, and Psychotherapy, Ludwig-Maximilians-Universität München, Munich, Germany
| | - Xiang-Zhen Kong
- Language & Genetics Department, Max Planck Institute for Psycholinguistics, Nijmegen, The Netherlands
| | - Sook-Lei Liew
- Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA
- Chan Division of Occupational Science and Occupational Therapy, Los Angeles, CA, USA
| | - Alexander P Lin
- Center for Clinical Spectroscopy, Brigham and Women's Hospital, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Mark W Logue
- National Center for PTSD at Boston VA Healthcare System, Boston, MA, USA
- Department of Psychiatry, Boston University School of Medicine, Boston, MA, USA
- Biomedical Genetics, Boston University School of Medicine, Boston, MA, USA
| | - Eileen Luders
- School of Psychology, University of Auckland, Auckland, New Zealand
- Laboratory of Neuro Imaging, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA
| | - Fabio Macciardi
- Department of Psychiatry and Human Behavior, University of California, Irvine, Irvine, CA, USA
| | - Scott Mackey
- Department of Psychiatry, University of Vermont, Burlington, VT, USA
| | | | - Carrie R McDonald
- Center for Multimodal Imaging and Genetics, University of California, San Diego, La Jolla, CA, USA
- Psychiatry, San Diego, CA, USA
| | - Agnes B McMahon
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey, CA, USA
- The Kavli Foundation, Los Angeles, CA, USA
| | - Sarah E Medland
- Psychiatric Genetics, QIMR Berghofer Medical Research Institute, Brisbane, QLD, Australia
| | - Gemma Modinos
- Department of Neuroimaging, Institute of Psychology, Psychiatry and Neurosciences, King's College London, London, UK
- Department of Psychosis Studies, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, UK
| | - Rajendra A Morey
- Department of Psychiatry, Duke University School of Medicine, Durham, NC, USA
- Mental Illness Research Education and Clinical Center, Durham VA Medical Center, Durham, NC, USA
| | - Sven C Mueller
- Experimental Clinical & Health Psychology, Ghent University, Ghent, Belgium
- Department of Personality, Psychological Assessment and Treatment, University of Deusto, Bilbao, Spain
| | | | - Leyla Namazova-Baranova
- Research and Scientific Institute of Pediatrics and Child Health, CCH RAS, Ministry of Science and Higher Education, Moscow, Russian Federation
- Department of Pediatrics, Russian National Research Medical University MoH RF, Moscow, Russian Federation
| | - Talia M Nir
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey, CA, USA
| | - Alexander Olsen
- Department of Psychology, Norwegian University of Science and Technology, Trondheim, Norway
- Department of Physical Medicine and Rehabilitation, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway
| | | | - Daniel S Pine
- National Institute of Mental Health Intramural Research Program, Bethesda, MD, USA
| | - Fabrizio Pizzagalli
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey, CA, USA
| | - Miguel E Rentería
- Department of Genetics and Computational Biology, QIMR Berghofer Medical Research Institute, Brisbane, QLD, Australia
| | - Jonathan D Rohrer
- Department of Neurodegenerative Disease, UCL Queen Square Institute of Neurology, London, UK
| | | | - Lianne Schmaal
- Orygen, The National Centre of Excellence in Youth Mental Health, Melbourne, VIC, Australia
- Centre for Youth Mental Health, The University of Melbourne, Melbourne, VIC, Australia
| | - Gunter Schumann
- Centre for Population Neuroscience and Precision Medicine (PONS), MRC SGDP Centre, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, UK
- Department of Psychiatry and Psychotherapy, Charite, Humboldt University, Berlin, Germany
| | - Mark S Shiroishi
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey, CA, USA
- Department of Radiology, Keck School of Medicine of USC, University of Southern California, Los Angeles, CA, USA
| | - Sanjay M Sisodiya
- Department of Clinical and Experimental Epilepsy, University College London, London, UK
- Chalfont Centre for Epilepsy, Chalfont St Peter, UK
| | - Dirk J A Smit
- Department of Psychiatry, Amsterdam UMC, University of Amsterdam, Amsterdam Neuroscience, Amsterdam, The Netherlands
| | - Ida E Sønderby
- Norwegian Centre for Mental Disorders Research (NORMENT), Division of Mental Health & Addiction, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
- Department of Medical Genetics, Oslo University Hospital, Oslo, Norway
| | - Dan J Stein
- Department of Psychiatry & Neuroscience Institute, SA MRC Unit on Risk & Resilience in Mental Disorders, Cape Town, South Africa
| | - Jason L Stein
- Department of Genetics & UNC Neuroscience Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Masoud Tahmasian
- Institute of Medical Science and Technology, Shahid Beheshti University, Tehran, I. R., Iran
| | - David F Tate
- Department of Neurology, TBI and Concussion Center, Salt Lake City, UT, USA
- Missouri Institute of Mental Health, Berkeley, MO, USA
| | - Jessica A Turner
- Psychology Department & Neuroscience Institute, Georgia State University, Atlanta, GA, USA
| | - Odile A van den Heuvel
- Department of Anatomy & Neurosciences, Amsterdam UMC, Location VUmc, Amsterdam Neuroscience, Amsterdam, The Netherlands
- Department of Psychiatry, Amsterdam UMC, Location VUmc, Amsterdam Neuroscience, Amsterdam, The Netherlands
| | - Nic J A van der Wee
- Department of Psychiatry, Leiden University Medical Center, Leiden, The Netherlands
- Leiden Institute for Brain and Cognition, Leiden, The Netherlands
| | - Ysbrand D van der Werf
- Department of Anatomy & Neurosciences, Amsterdam UMC, Location VUmc, Amsterdam Neuroscience, Amsterdam, The Netherlands
| | - Theo G M van Erp
- Clinical Translational Neuroscience Laboratory, Department of Psychiatry and Human Behavior, University of California Irvine, Irvine, CA, USA
- Center for the Neurobiology of Learning and Memory, University of California, Irvine, Irvine, CA, USA
| | - Neeltje E M van Haren
- Department of Psychiatry, UMC Brain Center, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
- Department of Child and Adolescent Psychiatry/Psychology, Erasmus Medical Centre, Rotterdam, The Netherlands
| | - Daan van Rooij
- Donders Centre for Cognitive Neuroimaging, Radboud University Medical Centre, Nijmegen, The Netherlands
| | - Laura S van Velzen
- Orygen, The National Centre of Excellence in Youth Mental Health, Melbourne, VIC, Australia
- Centre for Youth Mental Health, The University of Melbourne, Melbourne, VIC, Australia
| | - Ilya M Veer
- Division of Mind and Brain Research, Department of Psychiatry and Psychotherapy CCM, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Berlin, Germany
| | - Dick J Veltman
- Department of Psychiatry, Amsterdam UMC, Location VUmc, Amsterdam Neuroscience, Amsterdam, The Netherlands
| | - Julio E Villalon-Reina
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey, CA, USA
| | - Henrik Walter
- Division of Mind and Brain Research, Department of Psychiatry and Psychotherapy CCM, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Berlin, Germany
| | - Christopher D Whelan
- Molecular and Cellular Therapeutics, Royal College of Surgeons in Ireland, Dublin, Ireland
- Research and Early Development, Biogen Inc, Cambridge, MA, USA
| | - Elisabeth A Wilde
- Department of Neurology, University of Utah, Salt Lake City, UT, USA
- VA Salt Lake City Healthcare System, Salt Lake City, UT, USA
- Department of Physical Medicine and Rehabilitation, Baylor College of Medicine, Houston, TX, USA
| | - Mojtaba Zarei
- Institute of Medical Science and Technology, Shahid Beheshti University, Tehran, I. R., Iran
| | - Vladimir Zelman
- Keck School of Medicine, University of Southern California, Los Angeles, CA, USA
- Skolkovo Institute of Science and Technology, Moscow, Russian Federation
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Lindsey HM, Wilde EA, Caeyenberghs K, Dennis EL. Longitudinal Neuroimaging in Pediatric Traumatic Brain Injury: Current State and Consideration of Factors That Influence Recovery. Front Neurol 2019; 10:1296. [PMID: 31920920 PMCID: PMC6927298 DOI: 10.3389/fneur.2019.01296] [Citation(s) in RCA: 26] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2019] [Accepted: 11/25/2019] [Indexed: 12/13/2022] Open
Abstract
Traumatic brain injury (TBI) is a leading cause of death and disability for children and adolescents in the U.S. and other developed and developing countries. Injury to the immature brain varies greatly from that of the mature, adult brain due to numerous developmental, pre-injury, and injury-related factors that work together to influence the trajectory of recovery during the course of typical brain development. Substantial damage to brain structure often underlies subsequent functional limitations that persist for years following pediatric TBI. Advances in neuroimaging have established an important role in the acute management of pediatric TBI, and magnetic resonance imaging (MRI) techniques have a particular relevance for the sequential assessment of long-term consequences from injuries sustained to the developing brain. The present paper will discuss the various factors that influence recovery and review the findings from the present neuroimaging literature to assess altered development and long-term outcome following pediatric TBI. Four MR-based neuroimaging modalities have been used to examine recovery from pediatric TBI longitudinally: (1) T1-weighted structural MRI is sensitive to morphological changes in gray matter volume and cortical thickness, (2) diffusion-weighted MRI is sensitive to changes in the microstructural integrity of white matter, (3) MR spectroscopy provides a sensitive assessment of metabolic and neurochemical alterations in the brain, and (4) functional MRI provides insight into the functional changes that occur as a result of structural damage and typical developmental processes. As reviewed in this paper, 13 cohorts have contributed to only 20 studies published to date using neuroimaging to examine longitudinal changes after TBI in pediatric patients. The results of these studies demonstrate considerable heterogeneity in post-injury outcome; however, the existing literature consistently shows that alterations in brain structure, function, and metabolism can persist for an extended period of time post-injury. With larger sample sizes and multi-site cooperation, future studies will be able to further examine potential moderators of outcome, such as the developmental, pre-injury, and injury-related factors discussed in the present review.
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Affiliation(s)
- Hannah M. Lindsey
- Department of Neurology, University of Utah, Salt Lake City, UT, United States
- Department of Psychology, Brigham Young University, Provo, UT, United States
| | - Elisabeth A. Wilde
- Department of Neurology, University of Utah, Salt Lake City, UT, United States
- Department of Physical Medicine and Rehabilitation, Baylor College of Medicine, Houston, TX, United States
| | - Karen Caeyenberghs
- Cognitive Neuroscience Unit, School of Psychology, Deakin University, Burwood, VIC, Australia
| | - Emily L. Dennis
- Department of Neurology, University of Utah, Salt Lake City, UT, United States
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Olsen A, Babikian T, Dennis EL, Ellis-Blied MU, Giza C, Marion SD, Mink R, Johnson J, Babbitt CJ, Thompson PM, Asarnow RF. Functional Brain Hyperactivations Are Linked to an Electrophysiological Measure of Slow Interhemispheric Transfer Time after Pediatric Moderate/Severe Traumatic Brain Injury. J Neurotrauma 2019; 37:397-409. [PMID: 31469049 PMCID: PMC6964811 DOI: 10.1089/neu.2019.6532] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022] Open
Abstract
Increased task-related blood oxygen level dependent (BOLD) activation is commonly observed in functional magnetic resonance imaging (fMRI) studies of moderate/severe traumatic brain injury (msTBI), but the functional relevance of these hyperactivations and how they are linked to more direct measures of neuronal function remain largely unknown. Here, we investigated how working memory load (WML)-dependent BOLD activation was related to an electrophysiological measure of interhemispheric transfer time (IHTT) in a sample of 18 msTBI patients and 26 demographically matched controls from the UCLA RAPBI (Recovery after Pediatric Brain Injury) study. In the context of highly similar fMRI task performance, a subgroup of TBI patients with slow IHTT had greater BOLD activation with higher WML than both healthy control children and a subgroup of msTBI patients with normal IHTT. Slower IHTT treated as a continuous variable was also associated with BOLD hyperactivation in the full TBI sample and in controls. Higher WML-dependent BOLD activation was related to better performance on a clinical cognitive performance index, an association that was more pronounced within the patient group with slow IHTT. Our previous work has shown that a subgroup of children with slow IHTT after pediatric msTBI has increased risk for poor white matter organization, long-term neurodegeneration, and poor cognitive outcome. BOLD hyperactivations after msTBI may reflect neuronal compensatory processes supporting higher-order capacity demanding cognitive functions in the context of inefficient neuronal transfer of information. The link between BOLD hyperactivations and slow IHTT adds to the multi-modal validation of this electrophysiological measure as a promising biomarker.
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Affiliation(s)
- Alexander Olsen
- Department of Psychiatry and Biobehavioral Sciences, Semel Institute for Neuroscience and Human Behavior, UCLA, Los Angeles, California.,Department of Psychology, NTNU, Norwegian University of Science and Technology, Trondheim, Norway.,Department of Physical Medicine and Rehabilitation, St. Olav's Hospital, Trondheim University Hospital, Trondheim, Norway
| | - Talin Babikian
- Department of Psychiatry and Biobehavioral Sciences, Semel Institute for Neuroscience and Human Behavior, UCLA, Los Angeles, California.,UCLA Steve Tisch BrainSPORT Program, Los Angeles, California
| | - Emily L Dennis
- Department of Psychiatry and Biobehavioral Sciences, Semel Institute for Neuroscience and Human Behavior, UCLA, Los Angeles, California.,Psychiatry Neuroimaging Laboratory, Brigham & Women's Hospital, Boston, Massachusetts.,Stanford Neurodevelopment, Affect, and Psychopathology Laboratory, Stanford, California.,Imaging Genetics Center, Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina del Rey, California
| | - Monica U Ellis-Blied
- Fuller Theological Seminary School of Psychology, Pasadena, California.,Loma Linda VA Healthcare System, Loma Linda, California
| | - Christopher Giza
- UCLA Steve Tisch BrainSPORT Program, Los Angeles, California.,UCLA Mattel Children's Hospital, Los Angeles, California.,Departments of Pediatrics and Neurosurgery, David Geffen School of Medicine at UCLA, UCLA, Los Angeles, California
| | - Sarah DeBoard Marion
- Department of Psychology, Northwest Nazarene University, Nampa, Idaho.,Elk's Rehabilitation Hospital, St. Luke's Health System, Boise, Idaho
| | - Richard Mink
- Department of Pediatrics, Harbor-UCLA Medical Center and Los Angeles Biomedical Research Institute, Torrance, California
| | - Jeffrey Johnson
- Department of Pediatrics LAC+USC Medical Center and Keck School of Medicine, Los Angeles, California
| | | | - Paul M Thompson
- Imaging Genetics Center, Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina del Rey, California
| | - Robert F Asarnow
- Department of Psychiatry and Biobehavioral Sciences, Semel Institute for Neuroscience and Human Behavior, UCLA, Los Angeles, California.,Department of Psychology, UCLA, Los Angeles, California.,Brain Research Institute, UCLA, Los Angeles, California
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48
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Dennis EL, Humphreys KL, King LS, Thompson PM, Gotlib IH. Irritability and brain volume in adolescents: cross-sectional and longitudinal associations. Soc Cogn Affect Neurosci 2019; 14:687-698. [PMID: 31309969 PMCID: PMC6778832 DOI: 10.1093/scan/nsz053] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/30/2018] [Revised: 05/15/2019] [Accepted: 06/26/2019] [Indexed: 01/06/2023] Open
Abstract
Irritability is garnering increasing attention in psychiatric research as a transdiagnostic marker of both internalizing and externalizing disorders. These disorders often emerge during adolescence, highlighting the need to examine changes in the brain and in psychological functioning during this developmental period. Adolescents were recruited for a longitudinal study examining the effects of early life stress on the development of psychopathology. The 151 adolescents (73 M/78 F, average age = 11.5 years, standard deviation = 1.1) were scanned with a T1-weighted MRI sequence and parents completed reports of adolescent irritability using the Affective Reactivity Index. Of these 151 adolescents, 94 (46 M/48 F) returned for a second session (average interval = 1.9 years, SD = 0.4). We used tensor-based morphometry to examine cross-sectional and longitudinal associations between irritability and regional brain volume. Irritability was associated with brain volume across a number of regions. More irritable individuals had larger hippocampi, insula, medial orbitofrontal cortex and cingulum/cingulate cortex and smaller putamen and internal capsule. Across the brain, more irritable individuals also had larger volume and less volume contraction in a number of areas that typically decrease in volume over the developmental period studied here, suggesting delayed maturation. These structural changes may increase adolescents' vulnerability for internalizing and externalizing disorders.
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Affiliation(s)
- Emily L Dennis
- Psychiatry Neuroimaging Laboratory, Brigham and Women’s Hospital, Boston, MA, USA
- Stanford Neurodevelopment, Affect, and Psychopathology Laboratory, Stanford, CA 94305, USA
- Imaging Genetics Center, Stevens Neuroimaging and Informatics Institute, Keck School of Medicine of University of Southern California (USC), Marina del Rey, CA, USA
- Department of Psychiatry and Biobehavioral Sciences, Semel Institute for Neuroscience and Human Behavior, University of California, Los Angeles (UCLA), Los Angeles, CA, USA
| | - Kathryn L Humphreys
- Stanford Neurodevelopment, Affect, and Psychopathology Laboratory, Stanford, CA 94305, USA
- Department of Psychology and Human Development, Vanderbilt University, Nashville, TN, USA
| | - Lucy S King
- Stanford Neurodevelopment, Affect, and Psychopathology Laboratory, Stanford, CA 94305, USA
| | - Paul M Thompson
- Imaging Genetics Center, Stevens Neuroimaging and Informatics Institute, Keck School of Medicine of University of Southern California (USC), Marina del Rey, CA, USA
| | - Ian H Gotlib
- Stanford Neurodevelopment, Affect, and Psychopathology Laboratory, Stanford, CA 94305, USA
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49
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Sta Maria NS, Sargolzaei S, Prins ML, Dennis EL, Asarnow RF, Hovda DA, Harris NG, Giza CC. Bridging the gap: Mechanisms of plasticity and repair after pediatric TBI. Exp Neurol 2019; 318:78-91. [PMID: 31055004 DOI: 10.1016/j.expneurol.2019.04.016] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/25/2018] [Revised: 03/09/2019] [Accepted: 04/25/2019] [Indexed: 01/25/2023]
Abstract
Traumatic brain injury is the leading cause of death and disability in the United States, and may be associated with long lasting impairments into adulthood. The multitude of ongoing neurobiological processes that occur during brain maturation confer both considerable vulnerability to TBI but may also provide adaptability and potential for recovery. This review will examine and synthesize our current understanding of developmental neurobiology in the context of pediatric TBI. Delineating this biology will facilitate more targeted initial care, mechanism-based therapeutic interventions and better long-term prognostication and follow-up.
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Affiliation(s)
- Naomi S Sta Maria
- Department of Physiology and Neuroscience, Zilkha Neurogenetic Institute, University of Southern California, 1501 San Pablo Street, ZNI115, Los Angeles, CA 90033, United States of America.
| | - Saman Sargolzaei
- UCLA Brain Injury Research Center, Department of Neurosurgery, University of California at Los Angeles, Box 956901, 300 Stein Plaza, Ste 562, 5th Floor, Los Angeles, CA 90095-6901, United States of America.
| | - Mayumi L Prins
- UCLA Brain Injury Research Center, Department of Neurosurgery, University of California at Los Angeles, Box 956901, 300 Stein Plaza, Ste 562, 5th Floor, Los Angeles, CA 90095-6901, United States of America; Steve Tisch BrainSPORT Program, University of California at Los Angeles, Los Angeles, CA, United States of America.
| | - Emily L Dennis
- Brigham and Women's Hospital/Harvard University and Department of Psychology, Stanford University, 1249 Boylston Street, Boston, MA 02215, United States of America.
| | - Robert F Asarnow
- Department of Psychiatry and Biobehavioral Sciences, University of California at Los Angeles, Box 951759, 760 Westwood Plaza, 48-240C Semel Institute, Los Angeles, CA 90095-1759, United States of America.
| | - David A Hovda
- UCLA Brain Injury Research Center, Department of Neurosurgery, University of California at Los Angeles, Box 956901, 300 Stein Plaza, Ste 562, 5th Floor, Los Angeles, CA 90095-6901, United States of America; Department of Medical and Molecular Pharmacology, University of California at Los Angeles, Box 956901, 300 Stein Plaza, Ste 562 & Semel 18-228A, Los Angeles, CA 90095-6901, United States of America.
| | - Neil G Harris
- UCLA Brain Injury Research Center, Department of Neurosurgery, University of California at Los Angeles, Box 956901, 300 Stein Plaza, Ste 562, 5th Floor, Los Angeles, CA 90095-6901, United States of America; Intellectual Development and Disabilities Research Center, David Geffen School of Medicine, University of California at Los Angeles, Los Angeles, CA, United States of America.
| | - Christopher C Giza
- UCLA Brain Injury Research Center, Department of Neurosurgery, University of California at Los Angeles, Box 956901, 300 Stein Plaza, Ste 562, 5th Floor, Los Angeles, CA 90095-6901, United States of America; Steve Tisch BrainSPORT Program, University of California at Los Angeles, Los Angeles, CA, United States of America; Division of Pediatric Neurology, Mattel Children's Hospital - UCLA, Los Angeles, CA, United States of America.
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50
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Salminen LE, Morey RA, Riedel BC, Jahanshad N, Dennis EL, Thompson PM. Adaptive Identification of Cortical and Subcortical Imaging Markers of Early Life Stress and Posttraumatic Stress Disorder. J Neuroimaging 2019; 29:335-343. [PMID: 30714246 PMCID: PMC6571150 DOI: 10.1111/jon.12600] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/24/2018] [Revised: 01/13/2019] [Accepted: 01/16/2019] [Indexed: 11/27/2022] Open
Abstract
BACKGROUND AND PURPOSE Posttraumatic stress disorder (PTSD) is a heterogeneous condition associated with a range of brain imaging abnormalities. Early life stress (ELS) contributes to this heterogeneity, but we do not know how a history of ELS influences traditionally defined brain signatures of PTSD. Here, we used a novel machine learning method - evolving partitions to improve classification (EPIC) - to identify shared and unique structural neuroimaging markers of ELS and PTSD in 97 combat-exposed military veterans. METHODS We used EPIC with repeated cross-validation (CV) to determine how combinations of cortical thickness, surface area, and subcortical brain volumes could contribute to classification of PTSD (n = 40) versus controls (n = 57), and classification of ELS within the PTSD (ELS+ n = 16; ELS- n = 24) and control groups (ELS+ n = 16; ELS- n = 41). Additional inputs included intracranial volume, age, sex, adult trauma, and depression. RESULTS On average, EPIC classified PTSD with 69% accuracy (SD = 5%), and ELS with 64% accuracy in the PTSD group (SD = 10%), and 62% accuracy in controls (SD = 6%). EPIC selected unique sets of individual features that classified each group with 75-85% accuracy in post hoc analyses; combinations of regions marginally improved classification from the individual atlas-defined brain regions. Across analyses, surface area in the right posterior cingulate was the only variable that was repeatedly selected as an important feature for classification of PTSD and ELS. CONCLUSIONS EPIC revealed unique patterns of features that distinguished PTSD and ELS in this sample of combat-exposed military veterans, which may represent distinct biotypes of stress-related neuropathology.
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Affiliation(s)
- Lauren E Salminen
- Imaging Genetics Center of the Mark and Mary Stevens Institute for Neuroimaging & Informatics, Keck School of Medicine, University of Southern California, Marina del Rey, CA
| | - Rajendra A Morey
- Durham VA Medical Center, Durham, NC
- Duke University Medical Center, Durham, NC
| | - Brandalyn C Riedel
- Imaging Genetics Center of the Mark and Mary Stevens Institute for Neuroimaging & Informatics, Keck School of Medicine, University of Southern California, Marina del Rey, CA
- Department of Radiology and Imaging Sciences, Indiana University School of Medicine, Indianapolis, IN
| | - Neda Jahanshad
- Imaging Genetics Center of the Mark and Mary Stevens Institute for Neuroimaging & Informatics, Keck School of Medicine, University of Southern California, Marina del Rey, CA
| | - Emily L Dennis
- Imaging Genetics Center of the Mark and Mary Stevens Institute for Neuroimaging & Informatics, Keck School of Medicine, University of Southern California, Marina del Rey, CA
- Psychiatry Neuroimaging Laboratory, Harvard Medical School, Boston, MA
- Stanford Neurodevelopment, Affect, and Psychopathology Laboratory, Stanford, CA
| | - Paul M Thompson
- Imaging Genetics Center of the Mark and Mary Stevens Institute for Neuroimaging & Informatics, Keck School of Medicine, University of Southern California, Marina del Rey, CA
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