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Culhane JE, Jackson CE, Tripodis Y, Nowinski CJ, Dams-O'Connor K, Pettway E, Uretsky M, Abdolmohammadi B, Nair E, Martin B, Palmisano J, Katz DI, Dwyer B, Daneshvar DH, Goldstein LE, Kowall NW, Cantu RC, Stern RA, Huber BR, Crary JF, Mez J, Stein TD, McKee AC, Alosco ML. Lack of Association of Informant-Reported Traumatic Brain Injury and Chronic Traumatic Encephalopathy. J Neurotrauma 2024. [PMID: 38445389 DOI: 10.1089/neu.2023.0391] [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] [Indexed: 03/07/2024] Open
Abstract
Repetitive head impacts (RHIs) from football are associated with the neurodegenerative tauopathy chronic traumatic encephalopathy (CTE). It is unclear whether a history of traumatic brain injury (TBI) is sufficient to precipitate CTE neuropathology. We examined the association between TBI and CTE neuropathology in 580 deceased individuals exposed to RHIs from football. TBI history was assessed using a modified version of the Ohio State University TBI Identification Method Short Form administered to informants. There were 22 donors who had no TBI, 213 who had at least one TBI without loss of consciousness (LOC), 345 who had TBI with LOC, and, of those with a history of TBI with LOC, 36 who had at least one moderate-to-severe TBI (msTBI, LOC >30 min). CTE neuropathology was diagnosed in 405. There was no association between CTE neuropathology status or severity and TBI with LOC (odds ratio [OR] = 0.95, 95% confidence interval [CI] = 0.64-1.41; OR = 1.22, 95% CI = 0.71-2.09) or msTBI (OR = 0.70, 95% CI = 0.33-1.50; OR = 1.01, 95% CI = 0.30-3.41). There were no associations with other neurodegenerative or cerebrovascular pathologies examined. TBI with LOC and msTBI were not associated with CTE neuropathology in this sample of brain donors exposed to RHIs from American football.
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Affiliation(s)
- Julia E Culhane
- Boston University Alzheimer's Disease Research Center, BU CTE Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, Massachusetts, USA
| | - Colleen E Jackson
- Boston University Alzheimer's Disease Research Center, BU CTE Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, Massachusetts, USA
| | - Yorghos Tripodis
- Boston University Alzheimer's Disease Research Center, BU CTE Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, Massachusetts, USA
- Department of Biostatistics, Boston University School of Public Health, Boston, Massachusetts, USA
| | - Christopher J Nowinski
- Boston University Alzheimer's Disease Research Center, BU CTE Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, Massachusetts, USA
- Concussion Legacy Foundation, Boston, Massachusetts, USA
| | - Kristen Dams-O'Connor
- Brain Injury Research Center, Department of Rehabilitation and Human Performance, Department of Neurology, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Erika Pettway
- Boston University Alzheimer's Disease Research Center, BU CTE Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, Massachusetts, USA
| | - Madeline Uretsky
- Boston University Alzheimer's Disease Research Center, BU CTE Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, Massachusetts, USA
| | - Bobak Abdolmohammadi
- Boston University Alzheimer's Disease Research Center, BU CTE Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, Massachusetts, USA
| | - Evan Nair
- Boston University Alzheimer's Disease Research Center, BU CTE Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, Massachusetts, USA
| | - Brett Martin
- Biostatistics and Epidemiology Data Analytics Center, Boston University School of Public Health, Boston, Massachusetts, USA
| | - Joseph Palmisano
- Biostatistics and Epidemiology Data Analytics Center, Boston University School of Public Health, Boston, Massachusetts, USA
| | - Douglas I Katz
- Boston University Alzheimer's Disease Research Center, BU CTE Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, Massachusetts, USA
| | - Brigid Dwyer
- Boston University Alzheimer's Disease Research Center, BU CTE Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, Massachusetts, USA
| | - Daniel H Daneshvar
- Department of Physical Medicine and Rehabilitation, Spaulding Rehabilitation Hospital, Harvard Medical School, Charlestown, Massachusetts, USA
| | - Lee E Goldstein
- Boston University Alzheimer's Disease Research Center, BU CTE Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, Massachusetts, USA
- Departments of Biomedical, Electrical & Computer Engineering, Boston University College of Engineering, Boston, Massachusetts, USA
| | - Neil W Kowall
- Boston University Alzheimer's Disease Research Center, BU CTE Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, Massachusetts, USA
- VA Boston Healthcare System, U.S. Department of Veteran Affairs, Boston, Massachusetts, USA
| | - Robert C Cantu
- Boston University Alzheimer's Disease Research Center, BU CTE Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, Massachusetts, USA
- Concussion Legacy Foundation, Boston, Massachusetts, USA
| | - Robert A Stern
- Boston University Alzheimer's Disease Research Center, BU CTE Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, Massachusetts, USA
- Department of Neurosurgery, Boston University Chobanian & Avedisian School of Medicine, Boston, Massachusetts, USA
- Department of Anatomy and Neurobiology, Boston University Chobanian & Avedisian School of Medicine, Boston, Massachusetts, USA
| | - Bertrand Russell Huber
- Boston University Alzheimer's Disease Research Center, BU CTE Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, Massachusetts, USA
- VA Boston Healthcare System, U.S. Department of Veteran Affairs, Boston, Massachusetts, USA
- VA Bedford Healthcare System, Bedford, Massachusetts, USA
- National Center for PTSD, VA Boston Healthcare, Boston, Massachusetts, USA
| | - John F Crary
- Brain Injury Research Center, Department of Rehabilitation and Human Performance, Department of Neurology, Icahn School of Medicine at Mount Sinai, New York, New York, USA
- Department of Pathology, Molecular, and Cell-Based Medicine, Nash Family Department of Neuroscience, Friedman Brain Institute, Mount Sinai, New York, New York, USA
- Department of Artificial Intelligence & Human Health, Icahn School of Medicine at Mount Sinai, New York, New York, USA
- Neuropathology Brain Bank & Research Core, Friedman Brain Institute, Ronald M. Loeb Center for Alzheimer's Disease, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Jesse Mez
- Boston University Alzheimer's Disease Research Center, BU CTE Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, Massachusetts, USA
- Framingham Heart Study, Boston University Chobanian & Avedisian School of Medicine, Boston, Massachusetts, USA
| | - Thor D Stein
- Boston University Alzheimer's Disease Research Center, BU CTE Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, Massachusetts, USA
- VA Boston Healthcare System, U.S. Department of Veteran Affairs, Boston, Massachusetts, USA
- VA Bedford Healthcare System, Bedford, Massachusetts, USA
- Framingham Heart Study, Boston University Chobanian & Avedisian School of Medicine, Boston, Massachusetts, USA
- Department of Pathology and Laboratory Medicine, Boston University Chobanian & Avedisian School of Medicine, Boston, Massachusetts, USA
| | - Ann C McKee
- Boston University Alzheimer's Disease Research Center, BU CTE Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, Massachusetts, USA
- VA Boston Healthcare System, U.S. Department of Veteran Affairs, Boston, Massachusetts, USA
- VA Bedford Healthcare System, Bedford, Massachusetts, USA
- Framingham Heart Study, Boston University Chobanian & Avedisian School of Medicine, Boston, Massachusetts, USA
- Department of Pathology and Laboratory Medicine, Boston University Chobanian & Avedisian School of Medicine, Boston, Massachusetts, USA
| | - Michael L Alosco
- Boston University Alzheimer's Disease Research Center, BU CTE Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, Massachusetts, USA
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Banks SJ, Yhang E, Tripodis Y, Su Y, Protas H, Adler CH, Balcer LJ, Bernick C, Mez JB, Palmisano J, Barr WB, Wethe JV, Dodick DW, Mcclean MD, Martin B, Hartlage K, Turner A, Turner RW, Malhotra A, Colman M, Pasternak O, Lin AP, Koerte IK, Bouix S, Cummings JL, Shenton ME, Reiman EM, Stern RA, Alosco ML. Clinical Outcomes and Tau Pathology in Retired Football Players: Associations With Diagnosed and Witnessed Sleep Apnea. Neurol Clin Pract 2024; 14:e200263. [PMID: 38425491 PMCID: PMC10900387 DOI: 10.1212/cpj.0000000000200263] [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: 08/14/2023] [Accepted: 11/30/2023] [Indexed: 03/02/2024]
Abstract
Background and Objectives Obstructive sleep apnea (SA) is common in older men and a contributor to negative cognitive, psychiatric, and brain health outcomes. Little is known about SA in those who played contact sports and are at increased risk of neurodegenerative disease(s) and other neuropathologies associated with repetitive head impacts (RHI). In this study, we investigated the frequency of diagnosed and witnessed SA and its contribution to clinical symptoms and tau pathology using PET imaging among male former college and former professional American football players. Methods The sample included 120 former National Football League (NFL) players, 60 former college players, and 60 asymptomatic men without exposure to RHI (i.e., controls). Diagnosed SA was self-reported, and all participants completed the Mayo Sleep Questionnaire (MSQ, informant version), the Epworth Sleepiness Scale (ESS), neuropsychological testing, and tau (flortaucipir) PET imaging. Associations between sleep indices (diagnosed SA, MSQ items, and the ESS) and derived neuropsychological factor scores, self-reported depression (Beck Depression Inventory-II [BDI-II]), informant-reported neurobehavioral dysregulation (Behavior Rating Inventory of Executive Function-Adult Version [BRIEF-A] Behavioral Regulation Index [BRI]), and tau PET uptake, were tested. Results Approximately 36.7% of NFL players had diagnosed SA compared with 30% of the former college football players and 16.7% of the controls. Former NFL players and college football players also had higher ESS scores compared with the controls. Years of football play was not associated with any of the sleep metrics. Among the former NFL players, diagnosed SA was associated with worse Executive Function and Psychomotor Speed factor scores, greater BDI-II scores, and higher flortaucipir PET standard uptake value ratios, independent of age, race, body mass index, and APOE ε4 gene carrier status. Higher ESS scores correlated with higher BDI-II and BRIEF-A BRI scores. Continuous positive airway pressure use mitigated all of the abovementioned associations. Among the former college football players, witnessed apnea and higher ESS scores were associated with higher BRIEF-A BRI and BDI-II scores, respectively. No other associations were observed in this subgroup. Discussion Former elite American football players are at risk of SA. Our findings suggest that SA might contribute to cognitive, neuropsychiatric, and tau outcomes in this population. Like all neurodegenerative diseases, this study emphasizes the multifactorial contributions to negative brain health outcomes and the importance of sleep for optimal brain health.
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Affiliation(s)
- Sarah J Banks
- Departments of Neuroscience and Psychiatry (SJB), University of California, San Diego; Department of Biostatistics (EY, YT), Boston University School of Public Health; Boston University Alzheimer's Disease Research Center (YT, JBM, RAS, MLA), Boston University CTE Center, Department of Neurology, Boston University Chobanian and Avedisian School of Medicine, MA; Banner Alzheimer's Institute (YS), Arizona State University,; Banner Alzheimer's Institute (HP), Arizona Alzheimer's Consortium, Phoenix; Department of Neurology (CHA, DWD), Mayo Clinic College of Medicine, Mayo Clinic Arizona, Scottsdale; Departments of Neurology (LJB), Population Health and Ophthalmology, NYU Grossman School of Medicine, New York; Cleveland Clinic Lou Ruvo Center for Brain Health (CB), Las Vegas, NV; Biostatistics and Epidemiology Data Analytics Center (BEDAC) (JP, BM, KH), Boston University School of Public Health, MA; Department of Neurology (WBB), NYU Grossman School of Medicine, New York; Department of Psychiatry and Psychology (JVW), Mayo Clinic School of Medicine, Mayo Clinic Arizona, Scottsdale; Department of Environmental Health (MDM), Boston University School of Public Health, MA; Department of Psychiatry and Behavioral Sciences (AT), University of Miami; Department of Clinical Research and Leadership (RWT), The George Washington University School of Medicine and Health Sciences, Washington, DC; Department of Medicine (AM), UCSD, San Diego, CA; Psychiatry Neuroimaging Laboratory (MC, OP, APL, IKK, SB), Department of Psychiatry, Brigham and Women's Hospital; Massachusetts General Hospital (IKK), Boston, MA; cBRAIN (IKK), Department of Child and Adolescent Psychiatry, Psychosomatics and Psychotherapy; Graduate School of Systemic Neurosciences (IKK); NICUM (NeuroImaging Core Unit Munich) (IKK), Ludwig Maximilians University, Munich, Germany; Chambers-Grundy Center for Transformative Neuroscience (JLC), Department of Brain Health, School of Integrated Health Sciences, University of Nevada Las Vegas; Psychiatry Neuroimaging Laboratory (MES), Department of Psychiatry, Department of Radiology, Brigham and Women's Hospital, Boston, MA; Department of Software Engineering and Information Technology (SB), École de technologie supérieure, Montreal, QC; Banner Alzheimer's Institute (EMR), University of Arizona, Arizona State University, Translational Genomics Research Institute, and Arizona Alzheimer's Consortium, Phoenix; Department of Anatomy and Neurobiology (RAS); and Department of Neurosurgery (RAS), Boston University Chobanian and Avedisian School of Medicine, Boston, MA
| | - Eukyung Yhang
- Departments of Neuroscience and Psychiatry (SJB), University of California, San Diego; Department of Biostatistics (EY, YT), Boston University School of Public Health; Boston University Alzheimer's Disease Research Center (YT, JBM, RAS, MLA), Boston University CTE Center, Department of Neurology, Boston University Chobanian and Avedisian School of Medicine, MA; Banner Alzheimer's Institute (YS), Arizona State University,; Banner Alzheimer's Institute (HP), Arizona Alzheimer's Consortium, Phoenix; Department of Neurology (CHA, DWD), Mayo Clinic College of Medicine, Mayo Clinic Arizona, Scottsdale; Departments of Neurology (LJB), Population Health and Ophthalmology, NYU Grossman School of Medicine, New York; Cleveland Clinic Lou Ruvo Center for Brain Health (CB), Las Vegas, NV; Biostatistics and Epidemiology Data Analytics Center (BEDAC) (JP, BM, KH), Boston University School of Public Health, MA; Department of Neurology (WBB), NYU Grossman School of Medicine, New York; Department of Psychiatry and Psychology (JVW), Mayo Clinic School of Medicine, Mayo Clinic Arizona, Scottsdale; Department of Environmental Health (MDM), Boston University School of Public Health, MA; Department of Psychiatry and Behavioral Sciences (AT), University of Miami; Department of Clinical Research and Leadership (RWT), The George Washington University School of Medicine and Health Sciences, Washington, DC; Department of Medicine (AM), UCSD, San Diego, CA; Psychiatry Neuroimaging Laboratory (MC, OP, APL, IKK, SB), Department of Psychiatry, Brigham and Women's Hospital; Massachusetts General Hospital (IKK), Boston, MA; cBRAIN (IKK), Department of Child and Adolescent Psychiatry, Psychosomatics and Psychotherapy; Graduate School of Systemic Neurosciences (IKK); NICUM (NeuroImaging Core Unit Munich) (IKK), Ludwig Maximilians University, Munich, Germany; Chambers-Grundy Center for Transformative Neuroscience (JLC), Department of Brain Health, School of Integrated Health Sciences, University of Nevada Las Vegas; Psychiatry Neuroimaging Laboratory (MES), Department of Psychiatry, Department of Radiology, Brigham and Women's Hospital, Boston, MA; Department of Software Engineering and Information Technology (SB), École de technologie supérieure, Montreal, QC; Banner Alzheimer's Institute (EMR), University of Arizona, Arizona State University, Translational Genomics Research Institute, and Arizona Alzheimer's Consortium, Phoenix; Department of Anatomy and Neurobiology (RAS); and Department of Neurosurgery (RAS), Boston University Chobanian and Avedisian School of Medicine, Boston, MA
| | - Yorghos Tripodis
- Departments of Neuroscience and Psychiatry (SJB), University of California, San Diego; Department of Biostatistics (EY, YT), Boston University School of Public Health; Boston University Alzheimer's Disease Research Center (YT, JBM, RAS, MLA), Boston University CTE Center, Department of Neurology, Boston University Chobanian and Avedisian School of Medicine, MA; Banner Alzheimer's Institute (YS), Arizona State University,; Banner Alzheimer's Institute (HP), Arizona Alzheimer's Consortium, Phoenix; Department of Neurology (CHA, DWD), Mayo Clinic College of Medicine, Mayo Clinic Arizona, Scottsdale; Departments of Neurology (LJB), Population Health and Ophthalmology, NYU Grossman School of Medicine, New York; Cleveland Clinic Lou Ruvo Center for Brain Health (CB), Las Vegas, NV; Biostatistics and Epidemiology Data Analytics Center (BEDAC) (JP, BM, KH), Boston University School of Public Health, MA; Department of Neurology (WBB), NYU Grossman School of Medicine, New York; Department of Psychiatry and Psychology (JVW), Mayo Clinic School of Medicine, Mayo Clinic Arizona, Scottsdale; Department of Environmental Health (MDM), Boston University School of Public Health, MA; Department of Psychiatry and Behavioral Sciences (AT), University of Miami; Department of Clinical Research and Leadership (RWT), The George Washington University School of Medicine and Health Sciences, Washington, DC; Department of Medicine (AM), UCSD, San Diego, CA; Psychiatry Neuroimaging Laboratory (MC, OP, APL, IKK, SB), Department of Psychiatry, Brigham and Women's Hospital; Massachusetts General Hospital (IKK), Boston, MA; cBRAIN (IKK), Department of Child and Adolescent Psychiatry, Psychosomatics and Psychotherapy; Graduate School of Systemic Neurosciences (IKK); NICUM (NeuroImaging Core Unit Munich) (IKK), Ludwig Maximilians University, Munich, Germany; Chambers-Grundy Center for Transformative Neuroscience (JLC), Department of Brain Health, School of Integrated Health Sciences, University of Nevada Las Vegas; Psychiatry Neuroimaging Laboratory (MES), Department of Psychiatry, Department of Radiology, Brigham and Women's Hospital, Boston, MA; Department of Software Engineering and Information Technology (SB), École de technologie supérieure, Montreal, QC; Banner Alzheimer's Institute (EMR), University of Arizona, Arizona State University, Translational Genomics Research Institute, and Arizona Alzheimer's Consortium, Phoenix; Department of Anatomy and Neurobiology (RAS); and Department of Neurosurgery (RAS), Boston University Chobanian and Avedisian School of Medicine, Boston, MA
| | - Yi Su
- Departments of Neuroscience and Psychiatry (SJB), University of California, San Diego; Department of Biostatistics (EY, YT), Boston University School of Public Health; Boston University Alzheimer's Disease Research Center (YT, JBM, RAS, MLA), Boston University CTE Center, Department of Neurology, Boston University Chobanian and Avedisian School of Medicine, MA; Banner Alzheimer's Institute (YS), Arizona State University,; Banner Alzheimer's Institute (HP), Arizona Alzheimer's Consortium, Phoenix; Department of Neurology (CHA, DWD), Mayo Clinic College of Medicine, Mayo Clinic Arizona, Scottsdale; Departments of Neurology (LJB), Population Health and Ophthalmology, NYU Grossman School of Medicine, New York; Cleveland Clinic Lou Ruvo Center for Brain Health (CB), Las Vegas, NV; Biostatistics and Epidemiology Data Analytics Center (BEDAC) (JP, BM, KH), Boston University School of Public Health, MA; Department of Neurology (WBB), NYU Grossman School of Medicine, New York; Department of Psychiatry and Psychology (JVW), Mayo Clinic School of Medicine, Mayo Clinic Arizona, Scottsdale; Department of Environmental Health (MDM), Boston University School of Public Health, MA; Department of Psychiatry and Behavioral Sciences (AT), University of Miami; Department of Clinical Research and Leadership (RWT), The George Washington University School of Medicine and Health Sciences, Washington, DC; Department of Medicine (AM), UCSD, San Diego, CA; Psychiatry Neuroimaging Laboratory (MC, OP, APL, IKK, SB), Department of Psychiatry, Brigham and Women's Hospital; Massachusetts General Hospital (IKK), Boston, MA; cBRAIN (IKK), Department of Child and Adolescent Psychiatry, Psychosomatics and Psychotherapy; Graduate School of Systemic Neurosciences (IKK); NICUM (NeuroImaging Core Unit Munich) (IKK), Ludwig Maximilians University, Munich, Germany; Chambers-Grundy Center for Transformative Neuroscience (JLC), Department of Brain Health, School of Integrated Health Sciences, University of Nevada Las Vegas; Psychiatry Neuroimaging Laboratory (MES), Department of Psychiatry, Department of Radiology, Brigham and Women's Hospital, Boston, MA; Department of Software Engineering and Information Technology (SB), École de technologie supérieure, Montreal, QC; Banner Alzheimer's Institute (EMR), University of Arizona, Arizona State University, Translational Genomics Research Institute, and Arizona Alzheimer's Consortium, Phoenix; Department of Anatomy and Neurobiology (RAS); and Department of Neurosurgery (RAS), Boston University Chobanian and Avedisian School of Medicine, Boston, MA
| | - Hillary Protas
- Departments of Neuroscience and Psychiatry (SJB), University of California, San Diego; Department of Biostatistics (EY, YT), Boston University School of Public Health; Boston University Alzheimer's Disease Research Center (YT, JBM, RAS, MLA), Boston University CTE Center, Department of Neurology, Boston University Chobanian and Avedisian School of Medicine, MA; Banner Alzheimer's Institute (YS), Arizona State University,; Banner Alzheimer's Institute (HP), Arizona Alzheimer's Consortium, Phoenix; Department of Neurology (CHA, DWD), Mayo Clinic College of Medicine, Mayo Clinic Arizona, Scottsdale; Departments of Neurology (LJB), Population Health and Ophthalmology, NYU Grossman School of Medicine, New York; Cleveland Clinic Lou Ruvo Center for Brain Health (CB), Las Vegas, NV; Biostatistics and Epidemiology Data Analytics Center (BEDAC) (JP, BM, KH), Boston University School of Public Health, MA; Department of Neurology (WBB), NYU Grossman School of Medicine, New York; Department of Psychiatry and Psychology (JVW), Mayo Clinic School of Medicine, Mayo Clinic Arizona, Scottsdale; Department of Environmental Health (MDM), Boston University School of Public Health, MA; Department of Psychiatry and Behavioral Sciences (AT), University of Miami; Department of Clinical Research and Leadership (RWT), The George Washington University School of Medicine and Health Sciences, Washington, DC; Department of Medicine (AM), UCSD, San Diego, CA; Psychiatry Neuroimaging Laboratory (MC, OP, APL, IKK, SB), Department of Psychiatry, Brigham and Women's Hospital; Massachusetts General Hospital (IKK), Boston, MA; cBRAIN (IKK), Department of Child and Adolescent Psychiatry, Psychosomatics and Psychotherapy; Graduate School of Systemic Neurosciences (IKK); NICUM (NeuroImaging Core Unit Munich) (IKK), Ludwig Maximilians University, Munich, Germany; Chambers-Grundy Center for Transformative Neuroscience (JLC), Department of Brain Health, School of Integrated Health Sciences, University of Nevada Las Vegas; Psychiatry Neuroimaging Laboratory (MES), Department of Psychiatry, Department of Radiology, Brigham and Women's Hospital, Boston, MA; Department of Software Engineering and Information Technology (SB), École de technologie supérieure, Montreal, QC; Banner Alzheimer's Institute (EMR), University of Arizona, Arizona State University, Translational Genomics Research Institute, and Arizona Alzheimer's Consortium, Phoenix; Department of Anatomy and Neurobiology (RAS); and Department of Neurosurgery (RAS), Boston University Chobanian and Avedisian School of Medicine, Boston, MA
| | - Charles H Adler
- Departments of Neuroscience and Psychiatry (SJB), University of California, San Diego; Department of Biostatistics (EY, YT), Boston University School of Public Health; Boston University Alzheimer's Disease Research Center (YT, JBM, RAS, MLA), Boston University CTE Center, Department of Neurology, Boston University Chobanian and Avedisian School of Medicine, MA; Banner Alzheimer's Institute (YS), Arizona State University,; Banner Alzheimer's Institute (HP), Arizona Alzheimer's Consortium, Phoenix; Department of Neurology (CHA, DWD), Mayo Clinic College of Medicine, Mayo Clinic Arizona, Scottsdale; Departments of Neurology (LJB), Population Health and Ophthalmology, NYU Grossman School of Medicine, New York; Cleveland Clinic Lou Ruvo Center for Brain Health (CB), Las Vegas, NV; Biostatistics and Epidemiology Data Analytics Center (BEDAC) (JP, BM, KH), Boston University School of Public Health, MA; Department of Neurology (WBB), NYU Grossman School of Medicine, New York; Department of Psychiatry and Psychology (JVW), Mayo Clinic School of Medicine, Mayo Clinic Arizona, Scottsdale; Department of Environmental Health (MDM), Boston University School of Public Health, MA; Department of Psychiatry and Behavioral Sciences (AT), University of Miami; Department of Clinical Research and Leadership (RWT), The George Washington University School of Medicine and Health Sciences, Washington, DC; Department of Medicine (AM), UCSD, San Diego, CA; Psychiatry Neuroimaging Laboratory (MC, OP, APL, IKK, SB), Department of Psychiatry, Brigham and Women's Hospital; Massachusetts General Hospital (IKK), Boston, MA; cBRAIN (IKK), Department of Child and Adolescent Psychiatry, Psychosomatics and Psychotherapy; Graduate School of Systemic Neurosciences (IKK); NICUM (NeuroImaging Core Unit Munich) (IKK), Ludwig Maximilians University, Munich, Germany; Chambers-Grundy Center for Transformative Neuroscience (JLC), Department of Brain Health, School of Integrated Health Sciences, University of Nevada Las Vegas; Psychiatry Neuroimaging Laboratory (MES), Department of Psychiatry, Department of Radiology, Brigham and Women's Hospital, Boston, MA; Department of Software Engineering and Information Technology (SB), École de technologie supérieure, Montreal, QC; Banner Alzheimer's Institute (EMR), University of Arizona, Arizona State University, Translational Genomics Research Institute, and Arizona Alzheimer's Consortium, Phoenix; Department of Anatomy and Neurobiology (RAS); and Department of Neurosurgery (RAS), Boston University Chobanian and Avedisian School of Medicine, Boston, MA
| | - Laura J Balcer
- Departments of Neuroscience and Psychiatry (SJB), University of California, San Diego; Department of Biostatistics (EY, YT), Boston University School of Public Health; Boston University Alzheimer's Disease Research Center (YT, JBM, RAS, MLA), Boston University CTE Center, Department of Neurology, Boston University Chobanian and Avedisian School of Medicine, MA; Banner Alzheimer's Institute (YS), Arizona State University,; Banner Alzheimer's Institute (HP), Arizona Alzheimer's Consortium, Phoenix; Department of Neurology (CHA, DWD), Mayo Clinic College of Medicine, Mayo Clinic Arizona, Scottsdale; Departments of Neurology (LJB), Population Health and Ophthalmology, NYU Grossman School of Medicine, New York; Cleveland Clinic Lou Ruvo Center for Brain Health (CB), Las Vegas, NV; Biostatistics and Epidemiology Data Analytics Center (BEDAC) (JP, BM, KH), Boston University School of Public Health, MA; Department of Neurology (WBB), NYU Grossman School of Medicine, New York; Department of Psychiatry and Psychology (JVW), Mayo Clinic School of Medicine, Mayo Clinic Arizona, Scottsdale; Department of Environmental Health (MDM), Boston University School of Public Health, MA; Department of Psychiatry and Behavioral Sciences (AT), University of Miami; Department of Clinical Research and Leadership (RWT), The George Washington University School of Medicine and Health Sciences, Washington, DC; Department of Medicine (AM), UCSD, San Diego, CA; Psychiatry Neuroimaging Laboratory (MC, OP, APL, IKK, SB), Department of Psychiatry, Brigham and Women's Hospital; Massachusetts General Hospital (IKK), Boston, MA; cBRAIN (IKK), Department of Child and Adolescent Psychiatry, Psychosomatics and Psychotherapy; Graduate School of Systemic Neurosciences (IKK); NICUM (NeuroImaging Core Unit Munich) (IKK), Ludwig Maximilians University, Munich, Germany; Chambers-Grundy Center for Transformative Neuroscience (JLC), Department of Brain Health, School of Integrated Health Sciences, University of Nevada Las Vegas; Psychiatry Neuroimaging Laboratory (MES), Department of Psychiatry, Department of Radiology, Brigham and Women's Hospital, Boston, MA; Department of Software Engineering and Information Technology (SB), École de technologie supérieure, Montreal, QC; Banner Alzheimer's Institute (EMR), University of Arizona, Arizona State University, Translational Genomics Research Institute, and Arizona Alzheimer's Consortium, Phoenix; Department of Anatomy and Neurobiology (RAS); and Department of Neurosurgery (RAS), Boston University Chobanian and Avedisian School of Medicine, Boston, MA
| | - Charles Bernick
- Departments of Neuroscience and Psychiatry (SJB), University of California, San Diego; Department of Biostatistics (EY, YT), Boston University School of Public Health; Boston University Alzheimer's Disease Research Center (YT, JBM, RAS, MLA), Boston University CTE Center, Department of Neurology, Boston University Chobanian and Avedisian School of Medicine, MA; Banner Alzheimer's Institute (YS), Arizona State University,; Banner Alzheimer's Institute (HP), Arizona Alzheimer's Consortium, Phoenix; Department of Neurology (CHA, DWD), Mayo Clinic College of Medicine, Mayo Clinic Arizona, Scottsdale; Departments of Neurology (LJB), Population Health and Ophthalmology, NYU Grossman School of Medicine, New York; Cleveland Clinic Lou Ruvo Center for Brain Health (CB), Las Vegas, NV; Biostatistics and Epidemiology Data Analytics Center (BEDAC) (JP, BM, KH), Boston University School of Public Health, MA; Department of Neurology (WBB), NYU Grossman School of Medicine, New York; Department of Psychiatry and Psychology (JVW), Mayo Clinic School of Medicine, Mayo Clinic Arizona, Scottsdale; Department of Environmental Health (MDM), Boston University School of Public Health, MA; Department of Psychiatry and Behavioral Sciences (AT), University of Miami; Department of Clinical Research and Leadership (RWT), The George Washington University School of Medicine and Health Sciences, Washington, DC; Department of Medicine (AM), UCSD, San Diego, CA; Psychiatry Neuroimaging Laboratory (MC, OP, APL, IKK, SB), Department of Psychiatry, Brigham and Women's Hospital; Massachusetts General Hospital (IKK), Boston, MA; cBRAIN (IKK), Department of Child and Adolescent Psychiatry, Psychosomatics and Psychotherapy; Graduate School of Systemic Neurosciences (IKK); NICUM (NeuroImaging Core Unit Munich) (IKK), Ludwig Maximilians University, Munich, Germany; Chambers-Grundy Center for Transformative Neuroscience (JLC), Department of Brain Health, School of Integrated Health Sciences, University of Nevada Las Vegas; Psychiatry Neuroimaging Laboratory (MES), Department of Psychiatry, Department of Radiology, Brigham and Women's Hospital, Boston, MA; Department of Software Engineering and Information Technology (SB), École de technologie supérieure, Montreal, QC; Banner Alzheimer's Institute (EMR), University of Arizona, Arizona State University, Translational Genomics Research Institute, and Arizona Alzheimer's Consortium, Phoenix; Department of Anatomy and Neurobiology (RAS); and Department of Neurosurgery (RAS), Boston University Chobanian and Avedisian School of Medicine, Boston, MA
| | - Jesse B Mez
- Departments of Neuroscience and Psychiatry (SJB), University of California, San Diego; Department of Biostatistics (EY, YT), Boston University School of Public Health; Boston University Alzheimer's Disease Research Center (YT, JBM, RAS, MLA), Boston University CTE Center, Department of Neurology, Boston University Chobanian and Avedisian School of Medicine, MA; Banner Alzheimer's Institute (YS), Arizona State University,; Banner Alzheimer's Institute (HP), Arizona Alzheimer's Consortium, Phoenix; Department of Neurology (CHA, DWD), Mayo Clinic College of Medicine, Mayo Clinic Arizona, Scottsdale; Departments of Neurology (LJB), Population Health and Ophthalmology, NYU Grossman School of Medicine, New York; Cleveland Clinic Lou Ruvo Center for Brain Health (CB), Las Vegas, NV; Biostatistics and Epidemiology Data Analytics Center (BEDAC) (JP, BM, KH), Boston University School of Public Health, MA; Department of Neurology (WBB), NYU Grossman School of Medicine, New York; Department of Psychiatry and Psychology (JVW), Mayo Clinic School of Medicine, Mayo Clinic Arizona, Scottsdale; Department of Environmental Health (MDM), Boston University School of Public Health, MA; Department of Psychiatry and Behavioral Sciences (AT), University of Miami; Department of Clinical Research and Leadership (RWT), The George Washington University School of Medicine and Health Sciences, Washington, DC; Department of Medicine (AM), UCSD, San Diego, CA; Psychiatry Neuroimaging Laboratory (MC, OP, APL, IKK, SB), Department of Psychiatry, Brigham and Women's Hospital; Massachusetts General Hospital (IKK), Boston, MA; cBRAIN (IKK), Department of Child and Adolescent Psychiatry, Psychosomatics and Psychotherapy; Graduate School of Systemic Neurosciences (IKK); NICUM (NeuroImaging Core Unit Munich) (IKK), Ludwig Maximilians University, Munich, Germany; Chambers-Grundy Center for Transformative Neuroscience (JLC), Department of Brain Health, School of Integrated Health Sciences, University of Nevada Las Vegas; Psychiatry Neuroimaging Laboratory (MES), Department of Psychiatry, Department of Radiology, Brigham and Women's Hospital, Boston, MA; Department of Software Engineering and Information Technology (SB), École de technologie supérieure, Montreal, QC; Banner Alzheimer's Institute (EMR), University of Arizona, Arizona State University, Translational Genomics Research Institute, and Arizona Alzheimer's Consortium, Phoenix; Department of Anatomy and Neurobiology (RAS); and Department of Neurosurgery (RAS), Boston University Chobanian and Avedisian School of Medicine, Boston, MA
| | - Joseph Palmisano
- Departments of Neuroscience and Psychiatry (SJB), University of California, San Diego; Department of Biostatistics (EY, YT), Boston University School of Public Health; Boston University Alzheimer's Disease Research Center (YT, JBM, RAS, MLA), Boston University CTE Center, Department of Neurology, Boston University Chobanian and Avedisian School of Medicine, MA; Banner Alzheimer's Institute (YS), Arizona State University,; Banner Alzheimer's Institute (HP), Arizona Alzheimer's Consortium, Phoenix; Department of Neurology (CHA, DWD), Mayo Clinic College of Medicine, Mayo Clinic Arizona, Scottsdale; Departments of Neurology (LJB), Population Health and Ophthalmology, NYU Grossman School of Medicine, New York; Cleveland Clinic Lou Ruvo Center for Brain Health (CB), Las Vegas, NV; Biostatistics and Epidemiology Data Analytics Center (BEDAC) (JP, BM, KH), Boston University School of Public Health, MA; Department of Neurology (WBB), NYU Grossman School of Medicine, New York; Department of Psychiatry and Psychology (JVW), Mayo Clinic School of Medicine, Mayo Clinic Arizona, Scottsdale; Department of Environmental Health (MDM), Boston University School of Public Health, MA; Department of Psychiatry and Behavioral Sciences (AT), University of Miami; Department of Clinical Research and Leadership (RWT), The George Washington University School of Medicine and Health Sciences, Washington, DC; Department of Medicine (AM), UCSD, San Diego, CA; Psychiatry Neuroimaging Laboratory (MC, OP, APL, IKK, SB), Department of Psychiatry, Brigham and Women's Hospital; Massachusetts General Hospital (IKK), Boston, MA; cBRAIN (IKK), Department of Child and Adolescent Psychiatry, Psychosomatics and Psychotherapy; Graduate School of Systemic Neurosciences (IKK); NICUM (NeuroImaging Core Unit Munich) (IKK), Ludwig Maximilians University, Munich, Germany; Chambers-Grundy Center for Transformative Neuroscience (JLC), Department of Brain Health, School of Integrated Health Sciences, University of Nevada Las Vegas; Psychiatry Neuroimaging Laboratory (MES), Department of Psychiatry, Department of Radiology, Brigham and Women's Hospital, Boston, MA; Department of Software Engineering and Information Technology (SB), École de technologie supérieure, Montreal, QC; Banner Alzheimer's Institute (EMR), University of Arizona, Arizona State University, Translational Genomics Research Institute, and Arizona Alzheimer's Consortium, Phoenix; Department of Anatomy and Neurobiology (RAS); and Department of Neurosurgery (RAS), Boston University Chobanian and Avedisian School of Medicine, Boston, MA
| | - William B Barr
- Departments of Neuroscience and Psychiatry (SJB), University of California, San Diego; Department of Biostatistics (EY, YT), Boston University School of Public Health; Boston University Alzheimer's Disease Research Center (YT, JBM, RAS, MLA), Boston University CTE Center, Department of Neurology, Boston University Chobanian and Avedisian School of Medicine, MA; Banner Alzheimer's Institute (YS), Arizona State University,; Banner Alzheimer's Institute (HP), Arizona Alzheimer's Consortium, Phoenix; Department of Neurology (CHA, DWD), Mayo Clinic College of Medicine, Mayo Clinic Arizona, Scottsdale; Departments of Neurology (LJB), Population Health and Ophthalmology, NYU Grossman School of Medicine, New York; Cleveland Clinic Lou Ruvo Center for Brain Health (CB), Las Vegas, NV; Biostatistics and Epidemiology Data Analytics Center (BEDAC) (JP, BM, KH), Boston University School of Public Health, MA; Department of Neurology (WBB), NYU Grossman School of Medicine, New York; Department of Psychiatry and Psychology (JVW), Mayo Clinic School of Medicine, Mayo Clinic Arizona, Scottsdale; Department of Environmental Health (MDM), Boston University School of Public Health, MA; Department of Psychiatry and Behavioral Sciences (AT), University of Miami; Department of Clinical Research and Leadership (RWT), The George Washington University School of Medicine and Health Sciences, Washington, DC; Department of Medicine (AM), UCSD, San Diego, CA; Psychiatry Neuroimaging Laboratory (MC, OP, APL, IKK, SB), Department of Psychiatry, Brigham and Women's Hospital; Massachusetts General Hospital (IKK), Boston, MA; cBRAIN (IKK), Department of Child and Adolescent Psychiatry, Psychosomatics and Psychotherapy; Graduate School of Systemic Neurosciences (IKK); NICUM (NeuroImaging Core Unit Munich) (IKK), Ludwig Maximilians University, Munich, Germany; Chambers-Grundy Center for Transformative Neuroscience (JLC), Department of Brain Health, School of Integrated Health Sciences, University of Nevada Las Vegas; Psychiatry Neuroimaging Laboratory (MES), Department of Psychiatry, Department of Radiology, Brigham and Women's Hospital, Boston, MA; Department of Software Engineering and Information Technology (SB), École de technologie supérieure, Montreal, QC; Banner Alzheimer's Institute (EMR), University of Arizona, Arizona State University, Translational Genomics Research Institute, and Arizona Alzheimer's Consortium, Phoenix; Department of Anatomy and Neurobiology (RAS); and Department of Neurosurgery (RAS), Boston University Chobanian and Avedisian School of Medicine, Boston, MA
| | - Jennifer V Wethe
- Departments of Neuroscience and Psychiatry (SJB), University of California, San Diego; Department of Biostatistics (EY, YT), Boston University School of Public Health; Boston University Alzheimer's Disease Research Center (YT, JBM, RAS, MLA), Boston University CTE Center, Department of Neurology, Boston University Chobanian and Avedisian School of Medicine, MA; Banner Alzheimer's Institute (YS), Arizona State University,; Banner Alzheimer's Institute (HP), Arizona Alzheimer's Consortium, Phoenix; Department of Neurology (CHA, DWD), Mayo Clinic College of Medicine, Mayo Clinic Arizona, Scottsdale; Departments of Neurology (LJB), Population Health and Ophthalmology, NYU Grossman School of Medicine, New York; Cleveland Clinic Lou Ruvo Center for Brain Health (CB), Las Vegas, NV; Biostatistics and Epidemiology Data Analytics Center (BEDAC) (JP, BM, KH), Boston University School of Public Health, MA; Department of Neurology (WBB), NYU Grossman School of Medicine, New York; Department of Psychiatry and Psychology (JVW), Mayo Clinic School of Medicine, Mayo Clinic Arizona, Scottsdale; Department of Environmental Health (MDM), Boston University School of Public Health, MA; Department of Psychiatry and Behavioral Sciences (AT), University of Miami; Department of Clinical Research and Leadership (RWT), The George Washington University School of Medicine and Health Sciences, Washington, DC; Department of Medicine (AM), UCSD, San Diego, CA; Psychiatry Neuroimaging Laboratory (MC, OP, APL, IKK, SB), Department of Psychiatry, Brigham and Women's Hospital; Massachusetts General Hospital (IKK), Boston, MA; cBRAIN (IKK), Department of Child and Adolescent Psychiatry, Psychosomatics and Psychotherapy; Graduate School of Systemic Neurosciences (IKK); NICUM (NeuroImaging Core Unit Munich) (IKK), Ludwig Maximilians University, Munich, Germany; Chambers-Grundy Center for Transformative Neuroscience (JLC), Department of Brain Health, School of Integrated Health Sciences, University of Nevada Las Vegas; Psychiatry Neuroimaging Laboratory (MES), Department of Psychiatry, Department of Radiology, Brigham and Women's Hospital, Boston, MA; Department of Software Engineering and Information Technology (SB), École de technologie supérieure, Montreal, QC; Banner Alzheimer's Institute (EMR), University of Arizona, Arizona State University, Translational Genomics Research Institute, and Arizona Alzheimer's Consortium, Phoenix; Department of Anatomy and Neurobiology (RAS); and Department of Neurosurgery (RAS), Boston University Chobanian and Avedisian School of Medicine, Boston, MA
| | - David W Dodick
- Departments of Neuroscience and Psychiatry (SJB), University of California, San Diego; Department of Biostatistics (EY, YT), Boston University School of Public Health; Boston University Alzheimer's Disease Research Center (YT, JBM, RAS, MLA), Boston University CTE Center, Department of Neurology, Boston University Chobanian and Avedisian School of Medicine, MA; Banner Alzheimer's Institute (YS), Arizona State University,; Banner Alzheimer's Institute (HP), Arizona Alzheimer's Consortium, Phoenix; Department of Neurology (CHA, DWD), Mayo Clinic College of Medicine, Mayo Clinic Arizona, Scottsdale; Departments of Neurology (LJB), Population Health and Ophthalmology, NYU Grossman School of Medicine, New York; Cleveland Clinic Lou Ruvo Center for Brain Health (CB), Las Vegas, NV; Biostatistics and Epidemiology Data Analytics Center (BEDAC) (JP, BM, KH), Boston University School of Public Health, MA; Department of Neurology (WBB), NYU Grossman School of Medicine, New York; Department of Psychiatry and Psychology (JVW), Mayo Clinic School of Medicine, Mayo Clinic Arizona, Scottsdale; Department of Environmental Health (MDM), Boston University School of Public Health, MA; Department of Psychiatry and Behavioral Sciences (AT), University of Miami; Department of Clinical Research and Leadership (RWT), The George Washington University School of Medicine and Health Sciences, Washington, DC; Department of Medicine (AM), UCSD, San Diego, CA; Psychiatry Neuroimaging Laboratory (MC, OP, APL, IKK, SB), Department of Psychiatry, Brigham and Women's Hospital; Massachusetts General Hospital (IKK), Boston, MA; cBRAIN (IKK), Department of Child and Adolescent Psychiatry, Psychosomatics and Psychotherapy; Graduate School of Systemic Neurosciences (IKK); NICUM (NeuroImaging Core Unit Munich) (IKK), Ludwig Maximilians University, Munich, Germany; Chambers-Grundy Center for Transformative Neuroscience (JLC), Department of Brain Health, School of Integrated Health Sciences, University of Nevada Las Vegas; Psychiatry Neuroimaging Laboratory (MES), Department of Psychiatry, Department of Radiology, Brigham and Women's Hospital, Boston, MA; Department of Software Engineering and Information Technology (SB), École de technologie supérieure, Montreal, QC; Banner Alzheimer's Institute (EMR), University of Arizona, Arizona State University, Translational Genomics Research Institute, and Arizona Alzheimer's Consortium, Phoenix; Department of Anatomy and Neurobiology (RAS); and Department of Neurosurgery (RAS), Boston University Chobanian and Avedisian School of Medicine, Boston, MA
| | - Michael D Mcclean
- Departments of Neuroscience and Psychiatry (SJB), University of California, San Diego; Department of Biostatistics (EY, YT), Boston University School of Public Health; Boston University Alzheimer's Disease Research Center (YT, JBM, RAS, MLA), Boston University CTE Center, Department of Neurology, Boston University Chobanian and Avedisian School of Medicine, MA; Banner Alzheimer's Institute (YS), Arizona State University,; Banner Alzheimer's Institute (HP), Arizona Alzheimer's Consortium, Phoenix; Department of Neurology (CHA, DWD), Mayo Clinic College of Medicine, Mayo Clinic Arizona, Scottsdale; Departments of Neurology (LJB), Population Health and Ophthalmology, NYU Grossman School of Medicine, New York; Cleveland Clinic Lou Ruvo Center for Brain Health (CB), Las Vegas, NV; Biostatistics and Epidemiology Data Analytics Center (BEDAC) (JP, BM, KH), Boston University School of Public Health, MA; Department of Neurology (WBB), NYU Grossman School of Medicine, New York; Department of Psychiatry and Psychology (JVW), Mayo Clinic School of Medicine, Mayo Clinic Arizona, Scottsdale; Department of Environmental Health (MDM), Boston University School of Public Health, MA; Department of Psychiatry and Behavioral Sciences (AT), University of Miami; Department of Clinical Research and Leadership (RWT), The George Washington University School of Medicine and Health Sciences, Washington, DC; Department of Medicine (AM), UCSD, San Diego, CA; Psychiatry Neuroimaging Laboratory (MC, OP, APL, IKK, SB), Department of Psychiatry, Brigham and Women's Hospital; Massachusetts General Hospital (IKK), Boston, MA; cBRAIN (IKK), Department of Child and Adolescent Psychiatry, Psychosomatics and Psychotherapy; Graduate School of Systemic Neurosciences (IKK); NICUM (NeuroImaging Core Unit Munich) (IKK), Ludwig Maximilians University, Munich, Germany; Chambers-Grundy Center for Transformative Neuroscience (JLC), Department of Brain Health, School of Integrated Health Sciences, University of Nevada Las Vegas; Psychiatry Neuroimaging Laboratory (MES), Department of Psychiatry, Department of Radiology, Brigham and Women's Hospital, Boston, MA; Department of Software Engineering and Information Technology (SB), École de technologie supérieure, Montreal, QC; Banner Alzheimer's Institute (EMR), University of Arizona, Arizona State University, Translational Genomics Research Institute, and Arizona Alzheimer's Consortium, Phoenix; Department of Anatomy and Neurobiology (RAS); and Department of Neurosurgery (RAS), Boston University Chobanian and Avedisian School of Medicine, Boston, MA
| | - Brett Martin
- Departments of Neuroscience and Psychiatry (SJB), University of California, San Diego; Department of Biostatistics (EY, YT), Boston University School of Public Health; Boston University Alzheimer's Disease Research Center (YT, JBM, RAS, MLA), Boston University CTE Center, Department of Neurology, Boston University Chobanian and Avedisian School of Medicine, MA; Banner Alzheimer's Institute (YS), Arizona State University,; Banner Alzheimer's Institute (HP), Arizona Alzheimer's Consortium, Phoenix; Department of Neurology (CHA, DWD), Mayo Clinic College of Medicine, Mayo Clinic Arizona, Scottsdale; Departments of Neurology (LJB), Population Health and Ophthalmology, NYU Grossman School of Medicine, New York; Cleveland Clinic Lou Ruvo Center for Brain Health (CB), Las Vegas, NV; Biostatistics and Epidemiology Data Analytics Center (BEDAC) (JP, BM, KH), Boston University School of Public Health, MA; Department of Neurology (WBB), NYU Grossman School of Medicine, New York; Department of Psychiatry and Psychology (JVW), Mayo Clinic School of Medicine, Mayo Clinic Arizona, Scottsdale; Department of Environmental Health (MDM), Boston University School of Public Health, MA; Department of Psychiatry and Behavioral Sciences (AT), University of Miami; Department of Clinical Research and Leadership (RWT), The George Washington University School of Medicine and Health Sciences, Washington, DC; Department of Medicine (AM), UCSD, San Diego, CA; Psychiatry Neuroimaging Laboratory (MC, OP, APL, IKK, SB), Department of Psychiatry, Brigham and Women's Hospital; Massachusetts General Hospital (IKK), Boston, MA; cBRAIN (IKK), Department of Child and Adolescent Psychiatry, Psychosomatics and Psychotherapy; Graduate School of Systemic Neurosciences (IKK); NICUM (NeuroImaging Core Unit Munich) (IKK), Ludwig Maximilians University, Munich, Germany; Chambers-Grundy Center for Transformative Neuroscience (JLC), Department of Brain Health, School of Integrated Health Sciences, University of Nevada Las Vegas; Psychiatry Neuroimaging Laboratory (MES), Department of Psychiatry, Department of Radiology, Brigham and Women's Hospital, Boston, MA; Department of Software Engineering and Information Technology (SB), École de technologie supérieure, Montreal, QC; Banner Alzheimer's Institute (EMR), University of Arizona, Arizona State University, Translational Genomics Research Institute, and Arizona Alzheimer's Consortium, Phoenix; Department of Anatomy and Neurobiology (RAS); and Department of Neurosurgery (RAS), Boston University Chobanian and Avedisian School of Medicine, Boston, MA
| | - Kaitlin Hartlage
- Departments of Neuroscience and Psychiatry (SJB), University of California, San Diego; Department of Biostatistics (EY, YT), Boston University School of Public Health; Boston University Alzheimer's Disease Research Center (YT, JBM, RAS, MLA), Boston University CTE Center, Department of Neurology, Boston University Chobanian and Avedisian School of Medicine, MA; Banner Alzheimer's Institute (YS), Arizona State University,; Banner Alzheimer's Institute (HP), Arizona Alzheimer's Consortium, Phoenix; Department of Neurology (CHA, DWD), Mayo Clinic College of Medicine, Mayo Clinic Arizona, Scottsdale; Departments of Neurology (LJB), Population Health and Ophthalmology, NYU Grossman School of Medicine, New York; Cleveland Clinic Lou Ruvo Center for Brain Health (CB), Las Vegas, NV; Biostatistics and Epidemiology Data Analytics Center (BEDAC) (JP, BM, KH), Boston University School of Public Health, MA; Department of Neurology (WBB), NYU Grossman School of Medicine, New York; Department of Psychiatry and Psychology (JVW), Mayo Clinic School of Medicine, Mayo Clinic Arizona, Scottsdale; Department of Environmental Health (MDM), Boston University School of Public Health, MA; Department of Psychiatry and Behavioral Sciences (AT), University of Miami; Department of Clinical Research and Leadership (RWT), The George Washington University School of Medicine and Health Sciences, Washington, DC; Department of Medicine (AM), UCSD, San Diego, CA; Psychiatry Neuroimaging Laboratory (MC, OP, APL, IKK, SB), Department of Psychiatry, Brigham and Women's Hospital; Massachusetts General Hospital (IKK), Boston, MA; cBRAIN (IKK), Department of Child and Adolescent Psychiatry, Psychosomatics and Psychotherapy; Graduate School of Systemic Neurosciences (IKK); NICUM (NeuroImaging Core Unit Munich) (IKK), Ludwig Maximilians University, Munich, Germany; Chambers-Grundy Center for Transformative Neuroscience (JLC), Department of Brain Health, School of Integrated Health Sciences, University of Nevada Las Vegas; Psychiatry Neuroimaging Laboratory (MES), Department of Psychiatry, Department of Radiology, Brigham and Women's Hospital, Boston, MA; Department of Software Engineering and Information Technology (SB), École de technologie supérieure, Montreal, QC; Banner Alzheimer's Institute (EMR), University of Arizona, Arizona State University, Translational Genomics Research Institute, and Arizona Alzheimer's Consortium, Phoenix; Department of Anatomy and Neurobiology (RAS); and Department of Neurosurgery (RAS), Boston University Chobanian and Avedisian School of Medicine, Boston, MA
| | - Arlener Turner
- Departments of Neuroscience and Psychiatry (SJB), University of California, San Diego; Department of Biostatistics (EY, YT), Boston University School of Public Health; Boston University Alzheimer's Disease Research Center (YT, JBM, RAS, MLA), Boston University CTE Center, Department of Neurology, Boston University Chobanian and Avedisian School of Medicine, MA; Banner Alzheimer's Institute (YS), Arizona State University,; Banner Alzheimer's Institute (HP), Arizona Alzheimer's Consortium, Phoenix; Department of Neurology (CHA, DWD), Mayo Clinic College of Medicine, Mayo Clinic Arizona, Scottsdale; Departments of Neurology (LJB), Population Health and Ophthalmology, NYU Grossman School of Medicine, New York; Cleveland Clinic Lou Ruvo Center for Brain Health (CB), Las Vegas, NV; Biostatistics and Epidemiology Data Analytics Center (BEDAC) (JP, BM, KH), Boston University School of Public Health, MA; Department of Neurology (WBB), NYU Grossman School of Medicine, New York; Department of Psychiatry and Psychology (JVW), Mayo Clinic School of Medicine, Mayo Clinic Arizona, Scottsdale; Department of Environmental Health (MDM), Boston University School of Public Health, MA; Department of Psychiatry and Behavioral Sciences (AT), University of Miami; Department of Clinical Research and Leadership (RWT), The George Washington University School of Medicine and Health Sciences, Washington, DC; Department of Medicine (AM), UCSD, San Diego, CA; Psychiatry Neuroimaging Laboratory (MC, OP, APL, IKK, SB), Department of Psychiatry, Brigham and Women's Hospital; Massachusetts General Hospital (IKK), Boston, MA; cBRAIN (IKK), Department of Child and Adolescent Psychiatry, Psychosomatics and Psychotherapy; Graduate School of Systemic Neurosciences (IKK); NICUM (NeuroImaging Core Unit Munich) (IKK), Ludwig Maximilians University, Munich, Germany; Chambers-Grundy Center for Transformative Neuroscience (JLC), Department of Brain Health, School of Integrated Health Sciences, University of Nevada Las Vegas; Psychiatry Neuroimaging Laboratory (MES), Department of Psychiatry, Department of Radiology, Brigham and Women's Hospital, Boston, MA; Department of Software Engineering and Information Technology (SB), École de technologie supérieure, Montreal, QC; Banner Alzheimer's Institute (EMR), University of Arizona, Arizona State University, Translational Genomics Research Institute, and Arizona Alzheimer's Consortium, Phoenix; Department of Anatomy and Neurobiology (RAS); and Department of Neurosurgery (RAS), Boston University Chobanian and Avedisian School of Medicine, Boston, MA
| | - Robert W Turner
- Departments of Neuroscience and Psychiatry (SJB), University of California, San Diego; Department of Biostatistics (EY, YT), Boston University School of Public Health; Boston University Alzheimer's Disease Research Center (YT, JBM, RAS, MLA), Boston University CTE Center, Department of Neurology, Boston University Chobanian and Avedisian School of Medicine, MA; Banner Alzheimer's Institute (YS), Arizona State University,; Banner Alzheimer's Institute (HP), Arizona Alzheimer's Consortium, Phoenix; Department of Neurology (CHA, DWD), Mayo Clinic College of Medicine, Mayo Clinic Arizona, Scottsdale; Departments of Neurology (LJB), Population Health and Ophthalmology, NYU Grossman School of Medicine, New York; Cleveland Clinic Lou Ruvo Center for Brain Health (CB), Las Vegas, NV; Biostatistics and Epidemiology Data Analytics Center (BEDAC) (JP, BM, KH), Boston University School of Public Health, MA; Department of Neurology (WBB), NYU Grossman School of Medicine, New York; Department of Psychiatry and Psychology (JVW), Mayo Clinic School of Medicine, Mayo Clinic Arizona, Scottsdale; Department of Environmental Health (MDM), Boston University School of Public Health, MA; Department of Psychiatry and Behavioral Sciences (AT), University of Miami; Department of Clinical Research and Leadership (RWT), The George Washington University School of Medicine and Health Sciences, Washington, DC; Department of Medicine (AM), UCSD, San Diego, CA; Psychiatry Neuroimaging Laboratory (MC, OP, APL, IKK, SB), Department of Psychiatry, Brigham and Women's Hospital; Massachusetts General Hospital (IKK), Boston, MA; cBRAIN (IKK), Department of Child and Adolescent Psychiatry, Psychosomatics and Psychotherapy; Graduate School of Systemic Neurosciences (IKK); NICUM (NeuroImaging Core Unit Munich) (IKK), Ludwig Maximilians University, Munich, Germany; Chambers-Grundy Center for Transformative Neuroscience (JLC), Department of Brain Health, School of Integrated Health Sciences, University of Nevada Las Vegas; Psychiatry Neuroimaging Laboratory (MES), Department of Psychiatry, Department of Radiology, Brigham and Women's Hospital, Boston, MA; Department of Software Engineering and Information Technology (SB), École de technologie supérieure, Montreal, QC; Banner Alzheimer's Institute (EMR), University of Arizona, Arizona State University, Translational Genomics Research Institute, and Arizona Alzheimer's Consortium, Phoenix; Department of Anatomy and Neurobiology (RAS); and Department of Neurosurgery (RAS), Boston University Chobanian and Avedisian School of Medicine, Boston, MA
| | - Atul Malhotra
- Departments of Neuroscience and Psychiatry (SJB), University of California, San Diego; Department of Biostatistics (EY, YT), Boston University School of Public Health; Boston University Alzheimer's Disease Research Center (YT, JBM, RAS, MLA), Boston University CTE Center, Department of Neurology, Boston University Chobanian and Avedisian School of Medicine, MA; Banner Alzheimer's Institute (YS), Arizona State University,; Banner Alzheimer's Institute (HP), Arizona Alzheimer's Consortium, Phoenix; Department of Neurology (CHA, DWD), Mayo Clinic College of Medicine, Mayo Clinic Arizona, Scottsdale; Departments of Neurology (LJB), Population Health and Ophthalmology, NYU Grossman School of Medicine, New York; Cleveland Clinic Lou Ruvo Center for Brain Health (CB), Las Vegas, NV; Biostatistics and Epidemiology Data Analytics Center (BEDAC) (JP, BM, KH), Boston University School of Public Health, MA; Department of Neurology (WBB), NYU Grossman School of Medicine, New York; Department of Psychiatry and Psychology (JVW), Mayo Clinic School of Medicine, Mayo Clinic Arizona, Scottsdale; Department of Environmental Health (MDM), Boston University School of Public Health, MA; Department of Psychiatry and Behavioral Sciences (AT), University of Miami; Department of Clinical Research and Leadership (RWT), The George Washington University School of Medicine and Health Sciences, Washington, DC; Department of Medicine (AM), UCSD, San Diego, CA; Psychiatry Neuroimaging Laboratory (MC, OP, APL, IKK, SB), Department of Psychiatry, Brigham and Women's Hospital; Massachusetts General Hospital (IKK), Boston, MA; cBRAIN (IKK), Department of Child and Adolescent Psychiatry, Psychosomatics and Psychotherapy; Graduate School of Systemic Neurosciences (IKK); NICUM (NeuroImaging Core Unit Munich) (IKK), Ludwig Maximilians University, Munich, Germany; Chambers-Grundy Center for Transformative Neuroscience (JLC), Department of Brain Health, School of Integrated Health Sciences, University of Nevada Las Vegas; Psychiatry Neuroimaging Laboratory (MES), Department of Psychiatry, Department of Radiology, Brigham and Women's Hospital, Boston, MA; Department of Software Engineering and Information Technology (SB), École de technologie supérieure, Montreal, QC; Banner Alzheimer's Institute (EMR), University of Arizona, Arizona State University, Translational Genomics Research Institute, and Arizona Alzheimer's Consortium, Phoenix; Department of Anatomy and Neurobiology (RAS); and Department of Neurosurgery (RAS), Boston University Chobanian and Avedisian School of Medicine, Boston, MA
| | - Michael Colman
- Departments of Neuroscience and Psychiatry (SJB), University of California, San Diego; Department of Biostatistics (EY, YT), Boston University School of Public Health; Boston University Alzheimer's Disease Research Center (YT, JBM, RAS, MLA), Boston University CTE Center, Department of Neurology, Boston University Chobanian and Avedisian School of Medicine, MA; Banner Alzheimer's Institute (YS), Arizona State University,; Banner Alzheimer's Institute (HP), Arizona Alzheimer's Consortium, Phoenix; Department of Neurology (CHA, DWD), Mayo Clinic College of Medicine, Mayo Clinic Arizona, Scottsdale; Departments of Neurology (LJB), Population Health and Ophthalmology, NYU Grossman School of Medicine, New York; Cleveland Clinic Lou Ruvo Center for Brain Health (CB), Las Vegas, NV; Biostatistics and Epidemiology Data Analytics Center (BEDAC) (JP, BM, KH), Boston University School of Public Health, MA; Department of Neurology (WBB), NYU Grossman School of Medicine, New York; Department of Psychiatry and Psychology (JVW), Mayo Clinic School of Medicine, Mayo Clinic Arizona, Scottsdale; Department of Environmental Health (MDM), Boston University School of Public Health, MA; Department of Psychiatry and Behavioral Sciences (AT), University of Miami; Department of Clinical Research and Leadership (RWT), The George Washington University School of Medicine and Health Sciences, Washington, DC; Department of Medicine (AM), UCSD, San Diego, CA; Psychiatry Neuroimaging Laboratory (MC, OP, APL, IKK, SB), Department of Psychiatry, Brigham and Women's Hospital; Massachusetts General Hospital (IKK), Boston, MA; cBRAIN (IKK), Department of Child and Adolescent Psychiatry, Psychosomatics and Psychotherapy; Graduate School of Systemic Neurosciences (IKK); NICUM (NeuroImaging Core Unit Munich) (IKK), Ludwig Maximilians University, Munich, Germany; Chambers-Grundy Center for Transformative Neuroscience (JLC), Department of Brain Health, School of Integrated Health Sciences, University of Nevada Las Vegas; Psychiatry Neuroimaging Laboratory (MES), Department of Psychiatry, Department of Radiology, Brigham and Women's Hospital, Boston, MA; Department of Software Engineering and Information Technology (SB), École de technologie supérieure, Montreal, QC; Banner Alzheimer's Institute (EMR), University of Arizona, Arizona State University, Translational Genomics Research Institute, and Arizona Alzheimer's Consortium, Phoenix; Department of Anatomy and Neurobiology (RAS); and Department of Neurosurgery (RAS), Boston University Chobanian and Avedisian School of Medicine, Boston, MA
| | - Ofer Pasternak
- Departments of Neuroscience and Psychiatry (SJB), University of California, San Diego; Department of Biostatistics (EY, YT), Boston University School of Public Health; Boston University Alzheimer's Disease Research Center (YT, JBM, RAS, MLA), Boston University CTE Center, Department of Neurology, Boston University Chobanian and Avedisian School of Medicine, MA; Banner Alzheimer's Institute (YS), Arizona State University,; Banner Alzheimer's Institute (HP), Arizona Alzheimer's Consortium, Phoenix; Department of Neurology (CHA, DWD), Mayo Clinic College of Medicine, Mayo Clinic Arizona, Scottsdale; Departments of Neurology (LJB), Population Health and Ophthalmology, NYU Grossman School of Medicine, New York; Cleveland Clinic Lou Ruvo Center for Brain Health (CB), Las Vegas, NV; Biostatistics and Epidemiology Data Analytics Center (BEDAC) (JP, BM, KH), Boston University School of Public Health, MA; Department of Neurology (WBB), NYU Grossman School of Medicine, New York; Department of Psychiatry and Psychology (JVW), Mayo Clinic School of Medicine, Mayo Clinic Arizona, Scottsdale; Department of Environmental Health (MDM), Boston University School of Public Health, MA; Department of Psychiatry and Behavioral Sciences (AT), University of Miami; Department of Clinical Research and Leadership (RWT), The George Washington University School of Medicine and Health Sciences, Washington, DC; Department of Medicine (AM), UCSD, San Diego, CA; Psychiatry Neuroimaging Laboratory (MC, OP, APL, IKK, SB), Department of Psychiatry, Brigham and Women's Hospital; Massachusetts General Hospital (IKK), Boston, MA; cBRAIN (IKK), Department of Child and Adolescent Psychiatry, Psychosomatics and Psychotherapy; Graduate School of Systemic Neurosciences (IKK); NICUM (NeuroImaging Core Unit Munich) (IKK), Ludwig Maximilians University, Munich, Germany; Chambers-Grundy Center for Transformative Neuroscience (JLC), Department of Brain Health, School of Integrated Health Sciences, University of Nevada Las Vegas; Psychiatry Neuroimaging Laboratory (MES), Department of Psychiatry, Department of Radiology, Brigham and Women's Hospital, Boston, MA; Department of Software Engineering and Information Technology (SB), École de technologie supérieure, Montreal, QC; Banner Alzheimer's Institute (EMR), University of Arizona, Arizona State University, Translational Genomics Research Institute, and Arizona Alzheimer's Consortium, Phoenix; Department of Anatomy and Neurobiology (RAS); and Department of Neurosurgery (RAS), Boston University Chobanian and Avedisian School of Medicine, Boston, MA
| | - Alexander P Lin
- Departments of Neuroscience and Psychiatry (SJB), University of California, San Diego; Department of Biostatistics (EY, YT), Boston University School of Public Health; Boston University Alzheimer's Disease Research Center (YT, JBM, RAS, MLA), Boston University CTE Center, Department of Neurology, Boston University Chobanian and Avedisian School of Medicine, MA; Banner Alzheimer's Institute (YS), Arizona State University,; Banner Alzheimer's Institute (HP), Arizona Alzheimer's Consortium, Phoenix; Department of Neurology (CHA, DWD), Mayo Clinic College of Medicine, Mayo Clinic Arizona, Scottsdale; Departments of Neurology (LJB), Population Health and Ophthalmology, NYU Grossman School of Medicine, New York; Cleveland Clinic Lou Ruvo Center for Brain Health (CB), Las Vegas, NV; Biostatistics and Epidemiology Data Analytics Center (BEDAC) (JP, BM, KH), Boston University School of Public Health, MA; Department of Neurology (WBB), NYU Grossman School of Medicine, New York; Department of Psychiatry and Psychology (JVW), Mayo Clinic School of Medicine, Mayo Clinic Arizona, Scottsdale; Department of Environmental Health (MDM), Boston University School of Public Health, MA; Department of Psychiatry and Behavioral Sciences (AT), University of Miami; Department of Clinical Research and Leadership (RWT), The George Washington University School of Medicine and Health Sciences, Washington, DC; Department of Medicine (AM), UCSD, San Diego, CA; Psychiatry Neuroimaging Laboratory (MC, OP, APL, IKK, SB), Department of Psychiatry, Brigham and Women's Hospital; Massachusetts General Hospital (IKK), Boston, MA; cBRAIN (IKK), Department of Child and Adolescent Psychiatry, Psychosomatics and Psychotherapy; Graduate School of Systemic Neurosciences (IKK); NICUM (NeuroImaging Core Unit Munich) (IKK), Ludwig Maximilians University, Munich, Germany; Chambers-Grundy Center for Transformative Neuroscience (JLC), Department of Brain Health, School of Integrated Health Sciences, University of Nevada Las Vegas; Psychiatry Neuroimaging Laboratory (MES), Department of Psychiatry, Department of Radiology, Brigham and Women's Hospital, Boston, MA; Department of Software Engineering and Information Technology (SB), École de technologie supérieure, Montreal, QC; Banner Alzheimer's Institute (EMR), University of Arizona, Arizona State University, Translational Genomics Research Institute, and Arizona Alzheimer's Consortium, Phoenix; Department of Anatomy and Neurobiology (RAS); and Department of Neurosurgery (RAS), Boston University Chobanian and Avedisian School of Medicine, Boston, MA
| | - Inga K Koerte
- Departments of Neuroscience and Psychiatry (SJB), University of California, San Diego; Department of Biostatistics (EY, YT), Boston University School of Public Health; Boston University Alzheimer's Disease Research Center (YT, JBM, RAS, MLA), Boston University CTE Center, Department of Neurology, Boston University Chobanian and Avedisian School of Medicine, MA; Banner Alzheimer's Institute (YS), Arizona State University,; Banner Alzheimer's Institute (HP), Arizona Alzheimer's Consortium, Phoenix; Department of Neurology (CHA, DWD), Mayo Clinic College of Medicine, Mayo Clinic Arizona, Scottsdale; Departments of Neurology (LJB), Population Health and Ophthalmology, NYU Grossman School of Medicine, New York; Cleveland Clinic Lou Ruvo Center for Brain Health (CB), Las Vegas, NV; Biostatistics and Epidemiology Data Analytics Center (BEDAC) (JP, BM, KH), Boston University School of Public Health, MA; Department of Neurology (WBB), NYU Grossman School of Medicine, New York; Department of Psychiatry and Psychology (JVW), Mayo Clinic School of Medicine, Mayo Clinic Arizona, Scottsdale; Department of Environmental Health (MDM), Boston University School of Public Health, MA; Department of Psychiatry and Behavioral Sciences (AT), University of Miami; Department of Clinical Research and Leadership (RWT), The George Washington University School of Medicine and Health Sciences, Washington, DC; Department of Medicine (AM), UCSD, San Diego, CA; Psychiatry Neuroimaging Laboratory (MC, OP, APL, IKK, SB), Department of Psychiatry, Brigham and Women's Hospital; Massachusetts General Hospital (IKK), Boston, MA; cBRAIN (IKK), Department of Child and Adolescent Psychiatry, Psychosomatics and Psychotherapy; Graduate School of Systemic Neurosciences (IKK); NICUM (NeuroImaging Core Unit Munich) (IKK), Ludwig Maximilians University, Munich, Germany; Chambers-Grundy Center for Transformative Neuroscience (JLC), Department of Brain Health, School of Integrated Health Sciences, University of Nevada Las Vegas; Psychiatry Neuroimaging Laboratory (MES), Department of Psychiatry, Department of Radiology, Brigham and Women's Hospital, Boston, MA; Department of Software Engineering and Information Technology (SB), École de technologie supérieure, Montreal, QC; Banner Alzheimer's Institute (EMR), University of Arizona, Arizona State University, Translational Genomics Research Institute, and Arizona Alzheimer's Consortium, Phoenix; Department of Anatomy and Neurobiology (RAS); and Department of Neurosurgery (RAS), Boston University Chobanian and Avedisian School of Medicine, Boston, MA
| | - Sylvain Bouix
- Departments of Neuroscience and Psychiatry (SJB), University of California, San Diego; Department of Biostatistics (EY, YT), Boston University School of Public Health; Boston University Alzheimer's Disease Research Center (YT, JBM, RAS, MLA), Boston University CTE Center, Department of Neurology, Boston University Chobanian and Avedisian School of Medicine, MA; Banner Alzheimer's Institute (YS), Arizona State University,; Banner Alzheimer's Institute (HP), Arizona Alzheimer's Consortium, Phoenix; Department of Neurology (CHA, DWD), Mayo Clinic College of Medicine, Mayo Clinic Arizona, Scottsdale; Departments of Neurology (LJB), Population Health and Ophthalmology, NYU Grossman School of Medicine, New York; Cleveland Clinic Lou Ruvo Center for Brain Health (CB), Las Vegas, NV; Biostatistics and Epidemiology Data Analytics Center (BEDAC) (JP, BM, KH), Boston University School of Public Health, MA; Department of Neurology (WBB), NYU Grossman School of Medicine, New York; Department of Psychiatry and Psychology (JVW), Mayo Clinic School of Medicine, Mayo Clinic Arizona, Scottsdale; Department of Environmental Health (MDM), Boston University School of Public Health, MA; Department of Psychiatry and Behavioral Sciences (AT), University of Miami; Department of Clinical Research and Leadership (RWT), The George Washington University School of Medicine and Health Sciences, Washington, DC; Department of Medicine (AM), UCSD, San Diego, CA; Psychiatry Neuroimaging Laboratory (MC, OP, APL, IKK, SB), Department of Psychiatry, Brigham and Women's Hospital; Massachusetts General Hospital (IKK), Boston, MA; cBRAIN (IKK), Department of Child and Adolescent Psychiatry, Psychosomatics and Psychotherapy; Graduate School of Systemic Neurosciences (IKK); NICUM (NeuroImaging Core Unit Munich) (IKK), Ludwig Maximilians University, Munich, Germany; Chambers-Grundy Center for Transformative Neuroscience (JLC), Department of Brain Health, School of Integrated Health Sciences, University of Nevada Las Vegas; Psychiatry Neuroimaging Laboratory (MES), Department of Psychiatry, Department of Radiology, Brigham and Women's Hospital, Boston, MA; Department of Software Engineering and Information Technology (SB), École de technologie supérieure, Montreal, QC; Banner Alzheimer's Institute (EMR), University of Arizona, Arizona State University, Translational Genomics Research Institute, and Arizona Alzheimer's Consortium, Phoenix; Department of Anatomy and Neurobiology (RAS); and Department of Neurosurgery (RAS), Boston University Chobanian and Avedisian School of Medicine, Boston, MA
| | - Jeffrey L Cummings
- Departments of Neuroscience and Psychiatry (SJB), University of California, San Diego; Department of Biostatistics (EY, YT), Boston University School of Public Health; Boston University Alzheimer's Disease Research Center (YT, JBM, RAS, MLA), Boston University CTE Center, Department of Neurology, Boston University Chobanian and Avedisian School of Medicine, MA; Banner Alzheimer's Institute (YS), Arizona State University,; Banner Alzheimer's Institute (HP), Arizona Alzheimer's Consortium, Phoenix; Department of Neurology (CHA, DWD), Mayo Clinic College of Medicine, Mayo Clinic Arizona, Scottsdale; Departments of Neurology (LJB), Population Health and Ophthalmology, NYU Grossman School of Medicine, New York; Cleveland Clinic Lou Ruvo Center for Brain Health (CB), Las Vegas, NV; Biostatistics and Epidemiology Data Analytics Center (BEDAC) (JP, BM, KH), Boston University School of Public Health, MA; Department of Neurology (WBB), NYU Grossman School of Medicine, New York; Department of Psychiatry and Psychology (JVW), Mayo Clinic School of Medicine, Mayo Clinic Arizona, Scottsdale; Department of Environmental Health (MDM), Boston University School of Public Health, MA; Department of Psychiatry and Behavioral Sciences (AT), University of Miami; Department of Clinical Research and Leadership (RWT), The George Washington University School of Medicine and Health Sciences, Washington, DC; Department of Medicine (AM), UCSD, San Diego, CA; Psychiatry Neuroimaging Laboratory (MC, OP, APL, IKK, SB), Department of Psychiatry, Brigham and Women's Hospital; Massachusetts General Hospital (IKK), Boston, MA; cBRAIN (IKK), Department of Child and Adolescent Psychiatry, Psychosomatics and Psychotherapy; Graduate School of Systemic Neurosciences (IKK); NICUM (NeuroImaging Core Unit Munich) (IKK), Ludwig Maximilians University, Munich, Germany; Chambers-Grundy Center for Transformative Neuroscience (JLC), Department of Brain Health, School of Integrated Health Sciences, University of Nevada Las Vegas; Psychiatry Neuroimaging Laboratory (MES), Department of Psychiatry, Department of Radiology, Brigham and Women's Hospital, Boston, MA; Department of Software Engineering and Information Technology (SB), École de technologie supérieure, Montreal, QC; Banner Alzheimer's Institute (EMR), University of Arizona, Arizona State University, Translational Genomics Research Institute, and Arizona Alzheimer's Consortium, Phoenix; Department of Anatomy and Neurobiology (RAS); and Department of Neurosurgery (RAS), Boston University Chobanian and Avedisian School of Medicine, Boston, MA
| | - Martha E Shenton
- Departments of Neuroscience and Psychiatry (SJB), University of California, San Diego; Department of Biostatistics (EY, YT), Boston University School of Public Health; Boston University Alzheimer's Disease Research Center (YT, JBM, RAS, MLA), Boston University CTE Center, Department of Neurology, Boston University Chobanian and Avedisian School of Medicine, MA; Banner Alzheimer's Institute (YS), Arizona State University,; Banner Alzheimer's Institute (HP), Arizona Alzheimer's Consortium, Phoenix; Department of Neurology (CHA, DWD), Mayo Clinic College of Medicine, Mayo Clinic Arizona, Scottsdale; Departments of Neurology (LJB), Population Health and Ophthalmology, NYU Grossman School of Medicine, New York; Cleveland Clinic Lou Ruvo Center for Brain Health (CB), Las Vegas, NV; Biostatistics and Epidemiology Data Analytics Center (BEDAC) (JP, BM, KH), Boston University School of Public Health, MA; Department of Neurology (WBB), NYU Grossman School of Medicine, New York; Department of Psychiatry and Psychology (JVW), Mayo Clinic School of Medicine, Mayo Clinic Arizona, Scottsdale; Department of Environmental Health (MDM), Boston University School of Public Health, MA; Department of Psychiatry and Behavioral Sciences (AT), University of Miami; Department of Clinical Research and Leadership (RWT), The George Washington University School of Medicine and Health Sciences, Washington, DC; Department of Medicine (AM), UCSD, San Diego, CA; Psychiatry Neuroimaging Laboratory (MC, OP, APL, IKK, SB), Department of Psychiatry, Brigham and Women's Hospital; Massachusetts General Hospital (IKK), Boston, MA; cBRAIN (IKK), Department of Child and Adolescent Psychiatry, Psychosomatics and Psychotherapy; Graduate School of Systemic Neurosciences (IKK); NICUM (NeuroImaging Core Unit Munich) (IKK), Ludwig Maximilians University, Munich, Germany; Chambers-Grundy Center for Transformative Neuroscience (JLC), Department of Brain Health, School of Integrated Health Sciences, University of Nevada Las Vegas; Psychiatry Neuroimaging Laboratory (MES), Department of Psychiatry, Department of Radiology, Brigham and Women's Hospital, Boston, MA; Department of Software Engineering and Information Technology (SB), École de technologie supérieure, Montreal, QC; Banner Alzheimer's Institute (EMR), University of Arizona, Arizona State University, Translational Genomics Research Institute, and Arizona Alzheimer's Consortium, Phoenix; Department of Anatomy and Neurobiology (RAS); and Department of Neurosurgery (RAS), Boston University Chobanian and Avedisian School of Medicine, Boston, MA
| | - Eric M Reiman
- Departments of Neuroscience and Psychiatry (SJB), University of California, San Diego; Department of Biostatistics (EY, YT), Boston University School of Public Health; Boston University Alzheimer's Disease Research Center (YT, JBM, RAS, MLA), Boston University CTE Center, Department of Neurology, Boston University Chobanian and Avedisian School of Medicine, MA; Banner Alzheimer's Institute (YS), Arizona State University,; Banner Alzheimer's Institute (HP), Arizona Alzheimer's Consortium, Phoenix; Department of Neurology (CHA, DWD), Mayo Clinic College of Medicine, Mayo Clinic Arizona, Scottsdale; Departments of Neurology (LJB), Population Health and Ophthalmology, NYU Grossman School of Medicine, New York; Cleveland Clinic Lou Ruvo Center for Brain Health (CB), Las Vegas, NV; Biostatistics and Epidemiology Data Analytics Center (BEDAC) (JP, BM, KH), Boston University School of Public Health, MA; Department of Neurology (WBB), NYU Grossman School of Medicine, New York; Department of Psychiatry and Psychology (JVW), Mayo Clinic School of Medicine, Mayo Clinic Arizona, Scottsdale; Department of Environmental Health (MDM), Boston University School of Public Health, MA; Department of Psychiatry and Behavioral Sciences (AT), University of Miami; Department of Clinical Research and Leadership (RWT), The George Washington University School of Medicine and Health Sciences, Washington, DC; Department of Medicine (AM), UCSD, San Diego, CA; Psychiatry Neuroimaging Laboratory (MC, OP, APL, IKK, SB), Department of Psychiatry, Brigham and Women's Hospital; Massachusetts General Hospital (IKK), Boston, MA; cBRAIN (IKK), Department of Child and Adolescent Psychiatry, Psychosomatics and Psychotherapy; Graduate School of Systemic Neurosciences (IKK); NICUM (NeuroImaging Core Unit Munich) (IKK), Ludwig Maximilians University, Munich, Germany; Chambers-Grundy Center for Transformative Neuroscience (JLC), Department of Brain Health, School of Integrated Health Sciences, University of Nevada Las Vegas; Psychiatry Neuroimaging Laboratory (MES), Department of Psychiatry, Department of Radiology, Brigham and Women's Hospital, Boston, MA; Department of Software Engineering and Information Technology (SB), École de technologie supérieure, Montreal, QC; Banner Alzheimer's Institute (EMR), University of Arizona, Arizona State University, Translational Genomics Research Institute, and Arizona Alzheimer's Consortium, Phoenix; Department of Anatomy and Neurobiology (RAS); and Department of Neurosurgery (RAS), Boston University Chobanian and Avedisian School of Medicine, Boston, MA
| | - Robert A Stern
- Departments of Neuroscience and Psychiatry (SJB), University of California, San Diego; Department of Biostatistics (EY, YT), Boston University School of Public Health; Boston University Alzheimer's Disease Research Center (YT, JBM, RAS, MLA), Boston University CTE Center, Department of Neurology, Boston University Chobanian and Avedisian School of Medicine, MA; Banner Alzheimer's Institute (YS), Arizona State University,; Banner Alzheimer's Institute (HP), Arizona Alzheimer's Consortium, Phoenix; Department of Neurology (CHA, DWD), Mayo Clinic College of Medicine, Mayo Clinic Arizona, Scottsdale; Departments of Neurology (LJB), Population Health and Ophthalmology, NYU Grossman School of Medicine, New York; Cleveland Clinic Lou Ruvo Center for Brain Health (CB), Las Vegas, NV; Biostatistics and Epidemiology Data Analytics Center (BEDAC) (JP, BM, KH), Boston University School of Public Health, MA; Department of Neurology (WBB), NYU Grossman School of Medicine, New York; Department of Psychiatry and Psychology (JVW), Mayo Clinic School of Medicine, Mayo Clinic Arizona, Scottsdale; Department of Environmental Health (MDM), Boston University School of Public Health, MA; Department of Psychiatry and Behavioral Sciences (AT), University of Miami; Department of Clinical Research and Leadership (RWT), The George Washington University School of Medicine and Health Sciences, Washington, DC; Department of Medicine (AM), UCSD, San Diego, CA; Psychiatry Neuroimaging Laboratory (MC, OP, APL, IKK, SB), Department of Psychiatry, Brigham and Women's Hospital; Massachusetts General Hospital (IKK), Boston, MA; cBRAIN (IKK), Department of Child and Adolescent Psychiatry, Psychosomatics and Psychotherapy; Graduate School of Systemic Neurosciences (IKK); NICUM (NeuroImaging Core Unit Munich) (IKK), Ludwig Maximilians University, Munich, Germany; Chambers-Grundy Center for Transformative Neuroscience (JLC), Department of Brain Health, School of Integrated Health Sciences, University of Nevada Las Vegas; Psychiatry Neuroimaging Laboratory (MES), Department of Psychiatry, Department of Radiology, Brigham and Women's Hospital, Boston, MA; Department of Software Engineering and Information Technology (SB), École de technologie supérieure, Montreal, QC; Banner Alzheimer's Institute (EMR), University of Arizona, Arizona State University, Translational Genomics Research Institute, and Arizona Alzheimer's Consortium, Phoenix; Department of Anatomy and Neurobiology (RAS); and Department of Neurosurgery (RAS), Boston University Chobanian and Avedisian School of Medicine, Boston, MA
| | - Michael L Alosco
- Departments of Neuroscience and Psychiatry (SJB), University of California, San Diego; Department of Biostatistics (EY, YT), Boston University School of Public Health; Boston University Alzheimer's Disease Research Center (YT, JBM, RAS, MLA), Boston University CTE Center, Department of Neurology, Boston University Chobanian and Avedisian School of Medicine, MA; Banner Alzheimer's Institute (YS), Arizona State University,; Banner Alzheimer's Institute (HP), Arizona Alzheimer's Consortium, Phoenix; Department of Neurology (CHA, DWD), Mayo Clinic College of Medicine, Mayo Clinic Arizona, Scottsdale; Departments of Neurology (LJB), Population Health and Ophthalmology, NYU Grossman School of Medicine, New York; Cleveland Clinic Lou Ruvo Center for Brain Health (CB), Las Vegas, NV; Biostatistics and Epidemiology Data Analytics Center (BEDAC) (JP, BM, KH), Boston University School of Public Health, MA; Department of Neurology (WBB), NYU Grossman School of Medicine, New York; Department of Psychiatry and Psychology (JVW), Mayo Clinic School of Medicine, Mayo Clinic Arizona, Scottsdale; Department of Environmental Health (MDM), Boston University School of Public Health, MA; Department of Psychiatry and Behavioral Sciences (AT), University of Miami; Department of Clinical Research and Leadership (RWT), The George Washington University School of Medicine and Health Sciences, Washington, DC; Department of Medicine (AM), UCSD, San Diego, CA; Psychiatry Neuroimaging Laboratory (MC, OP, APL, IKK, SB), Department of Psychiatry, Brigham and Women's Hospital; Massachusetts General Hospital (IKK), Boston, MA; cBRAIN (IKK), Department of Child and Adolescent Psychiatry, Psychosomatics and Psychotherapy; Graduate School of Systemic Neurosciences (IKK); NICUM (NeuroImaging Core Unit Munich) (IKK), Ludwig Maximilians University, Munich, Germany; Chambers-Grundy Center for Transformative Neuroscience (JLC), Department of Brain Health, School of Integrated Health Sciences, University of Nevada Las Vegas; Psychiatry Neuroimaging Laboratory (MES), Department of Psychiatry, Department of Radiology, Brigham and Women's Hospital, Boston, MA; Department of Software Engineering and Information Technology (SB), École de technologie supérieure, Montreal, QC; Banner Alzheimer's Institute (EMR), University of Arizona, Arizona State University, Translational Genomics Research Institute, and Arizona Alzheimer's Consortium, Phoenix; Department of Anatomy and Neurobiology (RAS); and Department of Neurosurgery (RAS), Boston University Chobanian and Avedisian School of Medicine, Boston, MA
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Arciniega H, Baucom ZH, Tuz-Zahra F, Tripodis Y, John O, Carrington H, Kim N, Knyazhanskaya EE, Jung LB, Breedlove K, Wiegand TLT, Daneshvar DH, Rushmore RJ, Billah T, Pasternak O, Coleman MJ, Adler CH, Bernick C, Balcer LJ, Alosco ML, Koerte IK, Lin AP, Cummings JL, Reiman EM, Stern RA, Shenton ME, Bouix S. Brain morphometry in former American football players: Findings from the DIAGNOSE CTE research project. Brain 2024:awae098. [PMID: 38533783 DOI: 10.1093/brain/awae098] [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] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2023] [Revised: 02/16/2024] [Accepted: 03/07/2024] [Indexed: 03/28/2024] Open
Abstract
Exposure to repetitive head impacts (RHIs) in contact sports is associated with neurodegenerative disorders including chronic traumatic encephalopathy (CTE) which currently can be diagnosed only at postmortem. American football players are at higher risk of developing CTE given their exposure to RHIs. One promising approach for diagnosing CTE in vivo is to explore known neuropathological abnormalities at postmortem in living individuals using structural magnetic resonance imaging (MRI). MRI brain morphometry was evaluated in 170 male former American football players ages 45-74 years (n = 114 professional; n = 56 college) and 54 same-age unexposed asymptomatic male controls (n = 58 age range 45-74). Cortical thickness and volume of regions of interest were selected based on established CTE pathology findings and were assessed using FreeSurfer. Group differences and interactions with age and exposure factors were evaluated using a generalized least squares model. A separate logistic regression and independent multinomial model were performed to predict each Traumatic Encephalopathy Syndrome (TES) diagnosis core clinical features and provisional level of certainty for CTE pathology using brain regions of interest. Former college and professional American football players (combined) showed significant cortical thickness and/or volume reductions compared to unexposed asymptomatic controls in the hippocampus amygdala entorhinal cortex parahippocampal gyrus insula temporal pole and superior frontal gyrus. Post-hoc analyses identified group-level differences between former professional players and unexposed asymptomatic controls in the hippocampus amygdala entorhinal cortex parahippocampal gyrus insula and superior frontal gyrus. Former college players showed significant volume reductions in the hippocampus amygdala and superior frontal gyrus compared to the unexposed asymptomatic controls. We did not observe age-by-group interactions for brain morphometric measures. Interactions between morphometry and exposure measures were limited to a single significant positive association between the age of first exposure to organized tackle football and right insular volume. We found no significant relationship between brain morphometric measures and the TES diagnosis core clinical features and provisional level of certainty for CTE pathology outcomes. These findings suggest that MRI morphometrics detects abnormalities in individuals with a history of RHI exposure that resemble the anatomic distribution of pathological findings from postmortem CTE studies. The lack of findings associating MRI measures with exposure metrics (except for one significant relationship) or TES diagnosis and core clinical features suggests that brain morphometry must be complemented by other types of measures to characterize individuals with RHIs.
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Affiliation(s)
- Hector Arciniega
- Psychiatry Neuroimaging Laboratory, Brigham and Women's Hospital, Harvard Medical School, Boston, MA 02145, USA
- Department of Rehabilitation Medicine, NYU Grossman School of Medicine, New York, NY 10016, USA
- NYU Concussion Center, NYU Langone Health, New York, NY 10016, USA
| | - Zachary H Baucom
- Department of Biostatistics, Boston University School of Public Health, Boston, MA 02118, USA
| | - Fatima Tuz-Zahra
- Department of Biostatistics, Boston University School of Public Health, Boston, MA 02118, USA
| | - Yorghos Tripodis
- Department of Biostatistics, Boston University School of Public Health, Boston, MA 02118, USA
| | - Omar John
- Psychiatry Neuroimaging Laboratory, Brigham and Women's Hospital, Harvard Medical School, Boston, MA 02145, USA
- Department of Rehabilitation Medicine, NYU Grossman School of Medicine, New York, NY 10016, USA
- NYU Concussion Center, NYU Langone Health, New York, NY 10016, USA
| | - Holly Carrington
- Psychiatry Neuroimaging Laboratory, Brigham and Women's Hospital, Harvard Medical School, Boston, MA 02145, USA
| | - Nicholas Kim
- Psychiatry Neuroimaging Laboratory, Brigham and Women's Hospital, Harvard Medical School, Boston, MA 02145, USA
| | - Evdokiya E Knyazhanskaya
- Psychiatry Neuroimaging Laboratory, Brigham and Women's Hospital, Harvard Medical School, Boston, MA 02145, USA
| | - Leonard B Jung
- Psychiatry Neuroimaging Laboratory, Brigham and Women's Hospital, Harvard Medical School, Boston, MA 02145, USA
- cBRAIN, Department of Child and Adolescent Psychiatry Psychosomatics and Psychotherapy, University Hospital Ludwig-Maximilians-Universität, 80336 Munich, Bavaria, Germany
| | - Katherine Breedlove
- Center for Clinical Spectroscopy, Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA 02115, USA
| | - Tim L T Wiegand
- Psychiatry Neuroimaging Laboratory, Brigham and Women's Hospital, Harvard Medical School, Boston, MA 02145, USA
- cBRAIN, Department of Child and Adolescent Psychiatry Psychosomatics and Psychotherapy, University Hospital Ludwig-Maximilians-Universität, 80336 Munich, Bavaria, Germany
| | - Daniel H Daneshvar
- Department of Physical Medicine and Rehabilitation, Harvard Medical School, Boston, MA 02115, USA
- Department of Physical Medicine and Rehabilitation, Massachusetts General Hospital, Boston, MA 02114, USA
- Department of Physical Medicine and Rehabilitation, Spaulding Rehabilitation Hospital, Boston, MA 02129, USA
| | - R Jarrett Rushmore
- Psychiatry Neuroimaging Laboratory, Brigham and Women's Hospital, Harvard Medical School, Boston, MA 02145, USA
- Department of Anatomy and Neurobiology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA 02118, USA
| | - Tashrif Billah
- Psychiatry Neuroimaging Laboratory, Brigham and Women's Hospital, Harvard Medical School, Boston, MA 02145, USA
| | - Ofer Pasternak
- Psychiatry Neuroimaging Laboratory, Brigham and Women's Hospital, Harvard Medical School, Boston, MA 02145, USA
- Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA 02115, USA
- Department of Psychiatry, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Michael J Coleman
- Psychiatry Neuroimaging Laboratory, Brigham and Women's Hospital, Harvard Medical School, Boston, MA 02145, USA
| | - Charles H Adler
- Department of Neurology, Mayo Clinic College of Medicine, Mayo Clinic Arizona Scottsdale, AZ 85259, USA
| | - Charles Bernick
- Cleveland Clinic Lou Ruvo Center for Brain Health, Las Vegas, NV 89106, USA
- Department of Neurology, University of Washington, Seattle, WA 98195, USA
| | - Laura J Balcer
- Department of Neurology, NYU Grossman School of Medicine, New York, NY 10017, USA
- Department of Population Health, NYU Grossman School of Medicine, New York, NY 10017, USA
- Department of Ophthalmology, NYU Grossman School of Medicine, New York, NY,10017, USA
| | - Michael L Alosco
- Department of Neurology, Boston University Alzheimer's Disease Research Center and CTE Center, Boston University Chobanian & Avedisian School of Medicine, Boston, MA 02118, USA
| | - Inga K Koerte
- Psychiatry Neuroimaging Laboratory, Brigham and Women's Hospital, Harvard Medical School, Boston, MA 02145, USA
- cBRAIN, Department of Child and Adolescent Psychiatry Psychosomatics and Psychotherapy, University Hospital Ludwig-Maximilians-Universität, 80336 Munich, Bavaria, Germany
- Department of Psychiatry, Massachusetts General Hospital, Boston, MA 02114, USA
- Graduate School of Systemic Neurosciences, Ludwig-Maximilians-Universität, 82152 Munich, Bavaria, Germany
| | - Alexander P Lin
- Center for Clinical Spectroscopy, Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA 02115, USA
- Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA 02115, USA
| | - Jeffrey L Cummings
- Chambers-Grundy Center for Transformative Neuroscience, Pam Quirk Brain Health and Biomarker Laboratory, Department of Brain Health School of Integrated Health Sciences, University of Nevada Las Vegas, Las Vegas, NV 89154, USA
| | - Eric M Reiman
- Banner Alzheimer's Institute and Arizona Alzheimer's Consortium, Phoenix, AZ 85006, USA
- Department of Psychiatry, University of Arizona, Phoenix, AZ 85004, USA
- Department of Psychiatry, Arizona State University, Phoenix, AZ 85008, USA
- Neurogenomics Division, Translational Genomics Research Institute and Alzheimer's Consortium, Phoenix, AZ 85004, USA
| | - Robert A Stern
- Department of Anatomy and Neurobiology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA 02118, USA
- Department of Neurology, Boston University Alzheimer's Disease Research Center and CTE Center, Boston University Chobanian & Avedisian School of Medicine, Boston, MA 02118, USA
- Department of Neurosurgery, Boston University Chobanian & Avedisian School of Medicine, Boston, MA 02118, USA
| | - Martha E Shenton
- Psychiatry Neuroimaging Laboratory, Brigham and Women's Hospital, Harvard Medical School, Boston, MA 02145, USA
- Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA 02115, USA
- Department of Psychiatry, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Sylvain Bouix
- Department of Software Engineering and Information Technology, École de technologie supérieure, Université du Québec, Montréal, QC, H3C 1K3, Canada
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4
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Su Y, Protas H, Luo J, Chen K, Alosco ML, Adler CH, Balcer LJ, Bernick C, Au R, Banks SJ, Barr WB, Coleman MJ, Dodick DW, Katz DI, Marek KL, McClean MD, McKee AC, Mez J, Daneshvar DH, Palmisano JN, Peskind ER, Turner RW, Wethe JV, Rabinovici G, Johnson K, Tripodis Y, Cummings JL, Shenton ME, Stern RA, Reiman EM. Flortaucipir tau PET findings from former professional and college American football players in the DIAGNOSE CTE research project. Alzheimers Dement 2024; 20:1827-1838. [PMID: 38134231 PMCID: PMC10984430 DOI: 10.1002/alz.13602] [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: 06/25/2023] [Revised: 10/27/2023] [Accepted: 11/20/2023] [Indexed: 12/24/2023]
Abstract
INTRODUCTION Tau is a key pathology in chronic traumatic encephalopathy (CTE). Here, we report our findings in tau positron emission tomography (PET) measurements from the DIAGNOSE CTE Research Project. METHOD We compare flortaucipir PET measures from 104 former professional players (PRO), 58 former college football players (COL), and 56 same-age men without exposure to repetitive head impacts (RHI) or traumatic brain injury (unexposed [UE]); characterize their associations with RHI exposure; and compare players who did or did not meet diagnostic criteria for traumatic encephalopathy syndrome (TES). RESULTS Significantly elevated flortaucipir uptake was observed in former football players (PRO+COL) in prespecified regions (p < 0.05). Association between regional flortaucipir uptake and estimated cumulative head impact exposure was only observed in the superior frontal region in former players over 60 years old. Flortaucipir PET was not able to differentiate TES groups. DISCUSSION Additional studies are needed to further understand tau pathology in CTE and other individuals with a history of RHI.
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Affiliation(s)
- Yi Su
- Banner Alzheimer's Institute and Arizona Alzheimer's ConsortiumPhoenixArizonaUSA
| | - Hillary Protas
- Banner Alzheimer's Institute and Arizona Alzheimer's ConsortiumPhoenixArizonaUSA
| | - Ji Luo
- Banner Alzheimer's Institute and Arizona Alzheimer's ConsortiumPhoenixArizonaUSA
| | - Kewei Chen
- Banner Alzheimer's Institute and Arizona Alzheimer's ConsortiumPhoenixArizonaUSA
| | - Michael L. Alosco
- Department of NeurologyBoston University Alzheimer's Disease Research CenterBoston University CTE CenterBoston University Chobanian & Avedisian School of MedicineBostonMassachusettsUSA
| | - Charles H. Adler
- Department of NeurologyMayo Clinic College of Medicine, Mayo Clinic ArizonaScottsdaleArizonaUSA
| | - Laura J. Balcer
- Departments of NeurologyNYU Grossman School of MedicineNew YorkNew YorkUSA
- Department of Population Health and OphthalmologyNYU Grossman School of MedicineNew YorkNew YorkUSA
| | - Charles Bernick
- Cleveland Clinic Lou Ruvo Center for Brain HealthLas VegasNevadaUSA
- Department of NeurologyUniversity of WashingtonSeattleWashingtonUSA
| | - Rhoda Au
- Department of NeurologyBoston University Alzheimer's Disease Research CenterBoston University CTE CenterBoston University Chobanian & Avedisian School of MedicineBostonMassachusettsUSA
- Framingham Heart StudyFraminghamMassachusettsUSA
- Slone Epidemiology Center; Departments of Anatomy & Neurobiology, Neurology, and MedicineDepartment of EpidemiologyBoston University Chobanian & Avedisian School of Medicine; Boston University School of Public HealthBostonMassachusettsUSA
| | - Sarah J. Banks
- Departments of Neuroscience and PsychiatryUniversity of CaliforniaSan DiegoCaliforniaUSA
| | - William B. Barr
- Departments of NeurologyNYU Grossman School of MedicineNew YorkNew YorkUSA
| | - Michael J. Coleman
- Departments of Psychiatry and RadiologyPsychiatry Neuroimaging LaboratoryBrigham and Women's Hospital, Harvard Medical SchoolBostonMassachusettsUSA
| | - David W. Dodick
- Department of NeurologyMayo Clinic College of Medicine, Mayo Clinic ArizonaScottsdaleArizonaUSA
| | - Douglas I. Katz
- Department of NeurologyBoston University Alzheimer's Disease Research CenterBoston University CTE CenterBoston University Chobanian & Avedisian School of MedicineBostonMassachusettsUSA
- Encompass Health Braintree Rehabilitation HospitalBraintreeMassachusettsUSA
| | - Kenneth L. Marek
- Institute for Neurodegenerative Disorders, Invicro, LLCNew HavenConnecticutUSA
| | - Michael D. McClean
- Department of Environmental HealthBoston University School of Public HealthBostonMassachusettsUSA
| | - Ann C. McKee
- Department of NeurologyBoston University Alzheimer's Disease Research CenterBoston University CTE CenterBoston University Chobanian & Avedisian School of MedicineBostonMassachusettsUSA
- VA Boston Healthcare SystemBostonMassachusettsUSA
| | - Jesse Mez
- Department of NeurologyBoston University Alzheimer's Disease Research CenterBoston University CTE CenterBoston University Chobanian & Avedisian School of MedicineBostonMassachusettsUSA
- Framingham Heart StudyFraminghamMassachusettsUSA
| | - Daniel H. Daneshvar
- Department of Physical Medicine & RehabilitationMassachusetts General Hospital, Spaulding Rehabilitation Hospital, Harvard Medical SchoolCharlestownMassachusettsUSA
| | - Joseph N. Palmisano
- Boston University Alzheimer's Disease Research Center, Boston University CTE Center, Biostatistics and Epidemiology Data Analytics Center (BEDAC), Boston University School of Public HealthBostonMassachusettsUSA
| | - Elaine R. Peskind
- Department of Psychiatry and Behavioral SciencesVA Northwest Mental Illness Research, Education, and Clinical Center, VA Puget Sound Health Care System; University of Washington School of MedicineSeattleWashingtonUSA
| | - Robert W. Turner
- Department of Clinical Research & LeadershipThe George Washington University School of Medicine & Health SciencesWashingtonDistrict of ColumbiaUSA
| | - Jennifer V. Wethe
- Department of Psychiatry and PsychologyMayo Clinic School of Medicine, Mayo Clinic ArizonaScottsdaleArizonaUSA
| | - Gil Rabinovici
- Department of NeurologyUniversity of California San FranciscoSan FranciscoCaliforniaUSA
| | - Keith Johnson
- Gordon Center for Medical Imaging, Mass General Research Institute, Harvard Medical SchoolBostonMassachusettsUSA
| | - Yorghos Tripodis
- Department of NeurologyBoston University Alzheimer's Disease Research CenterBoston University CTE CenterBoston University Chobanian & Avedisian School of MedicineBostonMassachusettsUSA
- Department of BiostatisticsBoston University School of Public HealthBostonMassachusettsUSA
| | - Jeffrey L. Cummings
- Department of Brain HealthChambers‐Grundy Center for Transformative NeuroscienceSchool of Integrated Health Sciences, University of Nevada Las VegasLas VegasNevadaUSA
| | - Martha E. Shenton
- Departments of Psychiatry and RadiologyPsychiatry Neuroimaging LaboratoryBrigham and Women's Hospital, Harvard Medical SchoolBostonMassachusettsUSA
| | - Robert A. Stern
- Department of NeurologyBoston University Alzheimer's Disease Research CenterBoston University CTE CenterBoston University Chobanian & Avedisian School of MedicineBostonMassachusettsUSA
| | - Eric M. Reiman
- Banner Alzheimer's Institute and Arizona Alzheimer's ConsortiumPhoenixArizonaUSA
- University of Arizona, Arizona State University, Translational Genomics Research InstitutePhoenixArizonaUSA
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5
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Alosco ML, Adler CH, Dodick DW, Tripodis Y, Balcer LJ, Bernick C, Banks SJ, Barr WB, Wethe JV, Palmisano JN, Martin B, Hartlage K, Cantu RC, Geda YE, Katz DI, Mez J, Cummings JL, Shenton ME, Reiman EM, Stern RA. Examination of parkinsonism in former elite American football players. Parkinsonism Relat Disord 2024; 120:105903. [PMID: 37981539 PMCID: PMC10922636 DOI: 10.1016/j.parkreldis.2023.105903] [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: 08/18/2023] [Revised: 10/20/2023] [Accepted: 10/21/2023] [Indexed: 11/21/2023]
Abstract
BACKGROUND Former American football players are at risk for chronic traumatic encephalopathy (CTE) which may have parkinsonism as a clinical feature. OBJECTIVE Former football players were prospectively assessed for parkinsonism. METHODS 120 former professional football players, 58 former college football players, and 60 same-age asymptomatic men without repetitive head impacts, 45-74 years, were studied using the MDS-UPDRS to assess for parkinsonism, and the Timed Up and Go (TUG). Traumatic encephalopathy syndrome (TES), the clinical syndrome of CTE, was adjudicated and includes parkinsonism diagnosis. Fisher's Exact Test compared groups on parkinsonism due to small cell sizes; analysis of covariance or linear regressions controlling for age and body mass index were used otherwise. RESULTS Twenty-two (12.4%) football players (13.3% professional, 10.3% college) met parkinsonism criteria compared with two (3.3%) in the unexposed group. Parkinsonism was higher in professional (p = 0.037) but not college players (p = 0.16). There were no differences on the MDS-UPDRS Part III total scores. Scores on the individual MDS-UPDRS items were low. TUG times were longer in former professional but not college players compared with unexposed men (13.09 versus 11.35 s, p < 0.01). There were no associations between years of football, age of first exposure, position or level of play on motor outcomes. TES status was not associated with motor outcomes. CONCLUSIONS Parkinsonism rates in this sample of football players was low and highest in the professional football players. The association between football and parkinsonism is inconclusive and depends on factors related to sample selection, comparison groups, and exposure characteristics.
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Affiliation(s)
- Michael L Alosco
- Boston University Alzheimer's Disease Research Center, Boston University CTE Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
| | - Charles H Adler
- Department of Neurology, Mayo Clinic College of Medicine, Mayo Clinic Arizona, Scottsdale, AZ, USA.
| | - David W Dodick
- Department of Neurology, Mayo Clinic College of Medicine, Mayo Clinic Arizona, Scottsdale, AZ, USA
| | - Yorghos Tripodis
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - Laura J Balcer
- Departments of Neurology, Population Health and Ophthalmology, NYU Grossman School of Medicine, New York, NY, USA
| | - Charles Bernick
- Cleveland Clinic Lou Ruvo Center for Brain Health, Las Vegas, NV, USA
| | - Sarah J Banks
- Departments of Neuroscience and Psychiatry, University of California, San Diego, CA, USA
| | - William B Barr
- Department of Neurology, NYU Grossman School of Medicine, New York, NY, USA
| | - Jennifer V Wethe
- Department of Psychiatry and Psychology, Mayo Clinic School of Medicine, Mayo Clinic Arizona, Scottsdale, AZ, USA
| | - Joseph N Palmisano
- Biostatistics and Epidemiology Data Analytics Center (BEDAC), Boston University School of Public Health, Boston, MA, USA
| | - Brett Martin
- Biostatistics and Epidemiology Data Analytics Center (BEDAC), Boston University School of Public Health, Boston, MA, USA
| | - Kaitlin Hartlage
- Biostatistics and Epidemiology Data Analytics Center (BEDAC), Boston University School of Public Health, Boston, MA, USA
| | - Robert C Cantu
- Department of Neurosurgery, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
| | | | - Douglas I Katz
- Boston University Alzheimer's Disease Research Center, Boston University CTE Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
| | - Jesse Mez
- Boston University Alzheimer's Disease Research Center, Boston University CTE Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA; Framingham Heart Study, Framingham, MA, USA
| | - Jeffery L Cummings
- Chambers-Grundy Center for Transformative Neuroscience, Department of Brain Health, School of Integrated Health Sciences, University of Nevada Las Vegas, Las Vegas, NV, USA
| | - Martha E Shenton
- Psychiatry Neuroimaging Laboratory, Department of Psychiatry, Department of Radiology, Brigham and Women's Hospital, And Harvard Medical School, Boston, MA, USA; Department of Psychiatry, Massachusetts General Hospital, Boston, MA, USA
| | - Eric M Reiman
- Banner Alzheimer's Institute, University of Arizona, Arizona State University, Translational Genomics Research Institute, and Arizona Alzheimer's Consortium, Phoenix, AZ, USA
| | - Robert A Stern
- Boston University Alzheimer's Disease Research Center, Boston University CTE Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA; Department of Anatomy & Neurobiology, Boston University Chobanian & Avedisian, Boston, MA, USA
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6
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Alexander A, Alvarez VE, Huber BR, Alosco ML, Mez J, Tripodis Y, Nicks R, Katz DI, Dwyer B, Daneshvar DH, Martin B, Palmisano J, Goldstein LE, Crary JF, Nowinski C, Cantu RC, Kowall NW, Stern RA, Delalle I, McKee AC, Stein TD. Cortical-sparing chronic traumatic encephalopathy (CSCTE): a distinct subtype of CTE. Acta Neuropathol 2024; 147:45. [PMID: 38407651 DOI: 10.1007/s00401-024-02690-5] [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] [Subscribe] [Scholar Register] [Received: 07/31/2023] [Revised: 01/10/2024] [Accepted: 01/11/2024] [Indexed: 02/27/2024]
Abstract
Chronic traumatic encephalopathy (CTE) is a neurodegenerative disease caused by repetitive head impacts (RHI) and pathologically defined as neuronal phosphorylated tau aggregates around small blood vessels and concentrated at sulcal depths. Cross-sectional studies suggest that tau inclusions follow a stereotyped pattern that begins in the neocortex in low stage disease, followed by involvement of the medial temporal lobe and subcortical regions with significant neocortical burden in high stage CTE. Here, we define a subset of brain donors with high stage CTE and with a low overall cortical burden of tau inclusions (mean semiquantitative value ≤1) and classify them as cortical-sparing CTE (CSCTE). Of 620 brain donors with pathologically diagnosed CTE, 66 (11%) met criteria for CSCTE. Compared to typical high stage CTE, those with CSCTE had a similar age at death and years of contact sports participation and were less likely to carry apolipoprotein ε4 (p < 0.05). CSCTE had less overall tau pathology severity, but a proportional increase of disease burden in medial temporal lobe and brainstem regions compared to the neocortex (p's < 0.001). CSCTE also had lower prevalence of comorbid neurodegenerative disease. Clinically, CSCTE participants were less likely to have dementia (p = 0.023) and had less severe cognitive difficulties (as reported by informants using the Functional Activities Questionnaire (FAQ); p < 0.001, meta-cognitional index T score; p = 0.002 and Cognitive Difficulties Scale (CDS); p < 0.001,) but had an earlier onset age of behavioral (p = 0.006) and Parkinsonian motor (p = 0.013) symptoms when compared to typical high stage CTE. Other comorbid tauopathies likely contributed in part to these differences: when cases with concurrent Alzheimer dementia or frontal temporal lobar degeneration with tau pathology were excluded, differences were largely retained, but only remained significant for FAQ (p = 0.042), meta-cognition index T score (p = 0.014) and age of Parkinsonian motor symptom onset (p = 0.046). Overall, CSCTE appears to be a distinct subtype of high stage CTE with relatively greater involvement of subcortical and brainstem regions and less severe cognitive symptoms.
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Affiliation(s)
- Abigail Alexander
- Division of Neuropathology, Lifespan Academic Medical Center, The Warren Alpert Medical School, Brown University, Providence, RI, USA
| | - Victor E Alvarez
- Boston University Alzheimer's Disease Research Center and CTE Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Department of Neurology, Boston University, Chobanian & Avedisian School of Medicine, Boston, MA, USA
- VA Bedford Healthcare System, Bedford, MA, USA
- VA Boston Healthcare System, U.S. Department of Veteran Affairs, Jamaica Plain, MA, USA
| | - Bertrand R Huber
- Boston University Alzheimer's Disease Research Center and CTE Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- VA Boston Healthcare System, U.S. Department of Veteran Affairs, Jamaica Plain, MA, USA
| | - Michael L Alosco
- Boston University Alzheimer's Disease Research Center and CTE Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Department of Neurology, Boston University, Chobanian & Avedisian School of Medicine, Boston, MA, USA
| | - Jesse Mez
- Boston University Alzheimer's Disease Research Center and CTE Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Department of Neurology, Boston University, Chobanian & Avedisian School of Medicine, Boston, MA, USA
| | - Yorghos Tripodis
- Boston University Alzheimer's Disease Research Center and CTE Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - Raymond Nicks
- Boston University Alzheimer's Disease Research Center and CTE Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- VA Bedford Healthcare System, Bedford, MA, USA
- VA Boston Healthcare System, U.S. Department of Veteran Affairs, Jamaica Plain, MA, USA
| | - Douglas I Katz
- Department of Neurology, Boston University, Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Braintree Rehabilitation Hospital, Braintree, MA, USA
| | - Brigid Dwyer
- Department of Neurology, Boston University, Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Braintree Rehabilitation Hospital, Braintree, MA, USA
| | - Daniel H Daneshvar
- Department of Physical Medicine and Rehabilitation, Harvard Medical School, Boston, MA, USA
| | - Brett Martin
- Biostatistics and Epidemiology Data Analytics Center, Boston University School of Public Health, Boston, MA, USA
| | - Joseph Palmisano
- Boston University Alzheimer's Disease Research Center and CTE Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Biostatistics and Epidemiology Data Analytics Center, Boston University School of Public Health, Boston, MA, USA
| | - Lee E Goldstein
- Boston University Alzheimer's Disease Research Center and CTE Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Department of Radiology, Boston University, Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Departments of Pathology and Laboratory Medicine, Boston University, Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Department of Psychiatry, Boston University, Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Departments of Biomedical, Electrical & Computer Engineering, Boston University College of Engineering, Boston, MA, USA
| | - John F Crary
- Department of Pathology, Nash Family Department of Neuroscience, Department of Artificial Intelligence and Human Health, Ronald M. Loeb Center for Alzheimer's Disease, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Christopher Nowinski
- Boston University Alzheimer's Disease Research Center and CTE Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Concussion Legacy Foundation, Boston, MA, USA
| | - Robert C Cantu
- Boston University Alzheimer's Disease Research Center and CTE Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Concussion Legacy Foundation, Boston, MA, USA
- Department of Neurosurgery, Boston University, Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Department of Neurosurgery, Emerson Hospital, Concord, MA, USA
| | - Neil W Kowall
- Boston University Alzheimer's Disease Research Center and CTE Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
| | - Robert A Stern
- Boston University Alzheimer's Disease Research Center and CTE Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Department of Neurosurgery, Boston University, Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Department of Anatomy and Neurobiology, Boston University School of Medicine, Boston, MA, USA
| | - Ivana Delalle
- Division of Neuropathology, Lifespan Academic Medical Center, The Warren Alpert Medical School, Brown University, Providence, RI, USA
| | - Ann C McKee
- Boston University Alzheimer's Disease Research Center and CTE Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Department of Neurology, Boston University, Chobanian & Avedisian School of Medicine, Boston, MA, USA
- VA Boston Healthcare System, U.S. Department of Veteran Affairs, Jamaica Plain, MA, USA
| | - Thor D Stein
- Boston University Alzheimer's Disease Research Center and CTE Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA.
- VA Bedford Healthcare System, Bedford, MA, USA.
- VA Boston Healthcare System, U.S. Department of Veteran Affairs, Jamaica Plain, MA, USA.
- Departments of Pathology and Laboratory Medicine, Boston University, Chobanian & Avedisian School of Medicine, Boston, MA, USA.
- , 150 S. Huntington Avenue, Boston, MA, 02130, USA.
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7
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van Amerongen S, Pulukuri SV, Tuz-Zahra F, Tripodis Y, Cherry JD, Bernick C, Geda YE, Wethe JV, Katz DI, Alosco ML, Adler CH, Balcer LJ, Ashton NJ, Blennow K, Zetterberg H, Daneshvar DH, Colasurdo EA, Iliff JJ, Li G, Peskind ER, Shenton ME, Reiman EM, Cummings JL, Stern RA. Inflammatory biomarkers for neurobehavioral dysregulation in former American football players: findings from the DIAGNOSE CTE Research Project. J Neuroinflammation 2024; 21:46. [PMID: 38336728 PMCID: PMC10854026 DOI: 10.1186/s12974-024-03034-6] [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: 10/25/2023] [Accepted: 01/30/2024] [Indexed: 02/12/2024] Open
Abstract
BACKGROUND Traumatic encephalopathy syndrome (TES) is defined as the clinical manifestation of the neuropathological entity chronic traumatic encephalopathy (CTE). A core feature of TES is neurobehavioral dysregulation (NBD), a neuropsychiatric syndrome in repetitive head impact (RHI)-exposed individuals, characterized by a poor regulation of emotions/behavior. To discover biological correlates for NBD, we investigated the association between biomarkers of inflammation (interleukin (IL)-1β, IL-6, IL-8, IL-10, C-reactive protein (CRP), tumor necrosis factor (TNF)-α) in cerebrospinal fluid (CSF) and NBD symptoms in former American football players and unexposed individuals. METHODS Our cohort consisted of former American football players, with (n = 104) or without (n = 76) NBD diagnosis, as well as asymptomatic unexposed individuals (n = 55) from the DIAGNOSE CTE Research Project. Specific measures for NBD were derived (i.e., explosivity, emotional dyscontrol, impulsivity, affective lability, and a total NBD score) from a factor analysis of multiple self-report neuropsychiatric measures. Analyses of covariance tested differences in biomarker concentrations between the three groups. Within former football players, multivariable linear regression models assessed relationships among log-transformed inflammatory biomarkers, proxies for RHI exposure (total years of football, cumulative head impact index), and NBD factor scores, adjusted for relevant confounding variables. Sensitivity analyses tested (1) differences in age subgroups (< 60, ≥ 60 years); (2) whether associations could be identified with plasma inflammatory biomarkers; (3) associations between neurodegeneration and NBD, using plasma neurofilament light (NfL) chain protein; and (4) associations between biomarkers and cognitive performance to explore broader clinical symptoms related to TES. RESULTS CSF IL-6 was higher in former American football players with NBD diagnosis compared to players without NBD. Furthermore, elevated levels of CSF IL-6 were significantly associated with higher emotional dyscontrol, affective lability, impulsivity, and total NBD scores. In older football players, plasma NfL was associated with higher emotional dyscontrol and impulsivity, but also with worse executive function and processing speed. Proxies for RHI exposure were not significantly associated with biomarker concentrations. CONCLUSION Specific NBD symptoms in former American football players may result from multiple factors, including neuroinflammation and neurodegeneration. Future studies need to unravel the exact link between NBD and RHI exposure, including the role of other pathophysiological pathways.
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Affiliation(s)
- Suzan van Amerongen
- Boston University CTE Center, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Alzheimer Center Amsterdam, Neurology, Vrije Universiteit Amsterdam, Amsterdam UMC Location VUmc, Amsterdam, The Netherlands
- Amsterdam Neuroscience, Neurodegeneration, Amsterdam, The Netherlands
| | - Surya V Pulukuri
- Boston University CTE Center, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
| | - Fatima Tuz-Zahra
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - Yorghos Tripodis
- Boston University CTE Center, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
- Boston University Alzheimer's Disease Research Center, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
| | - Jonathan D Cherry
- Boston University CTE Center, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Boston University Alzheimer's Disease Research Center, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- VA Boston Healthcare System, U.S. Department of Veteran Affairs, Boston, MA, USA
- Department of Veterans Affairs Medical Center, Bedford, MA, USA
- Department of Pathology and Laboratory Medicine, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
| | - Charles Bernick
- Cleveland Clinic Lou Ruvo Center for Brain Health, Las Vegas, NV, USA
| | - Yonas E Geda
- Department of Neurology and the Franke Global Neuroscience Education Center, Barrow Neurological Institute, Phoenix, AZ, USA
| | - Jennifer V Wethe
- Department of Psychiatry and Psychology, Mayo Clinic School of Medicine, Mayo Clinic Arizona, Scottsdale, AZ, USA
| | - Douglas I Katz
- Boston University CTE Center, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Brain Injury Program, Encompass Health Braintree Rehabilitation Hospital, Braintree, MA, USA
| | - Michael L Alosco
- Boston University CTE Center, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Boston University Alzheimer's Disease Research Center, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
| | - Charles H Adler
- Department of Neurology, Mayo Clinic College of Medicine, Mayo Clinic Arizona, Scottsdale, AZ, USA
| | - Laura J Balcer
- Departments of Neurology, Population Health and Ophthalmology, NYU Grossman School of Medicine, New York, NY, USA
| | - Nicholas J Ashton
- Department of Psychiatry and Neurochemistry, Institute of Neuroscience and Physiology, The Sahlgrenska Academy at the University of Gothenburg, Mölndal, Sweden
- Clinical Neurochemistry Laboratory, Sahlgrenska University Hospital, Mölndal, Sweden
- Institute of Psychiatry, Psychology and Neuroscience, King's College London, Maurice Wohl Institute Clinical Neuroscience Institute, London, UK
| | - Kaj Blennow
- Department of Psychiatry and Neurochemistry, Institute of Neuroscience and Physiology, The Sahlgrenska Academy at the University of Gothenburg, Mölndal, Sweden
- Clinical Neurochemistry Laboratory, Sahlgrenska University Hospital, Mölndal, Sweden
| | - Henrik Zetterberg
- Department of Psychiatry and Neurochemistry, Institute of Neuroscience and Physiology, The Sahlgrenska Academy at the University of Gothenburg, Mölndal, Sweden
- Clinical Neurochemistry Laboratory, Sahlgrenska University Hospital, Mölndal, Sweden
- Institute of Psychiatry, Psychology and Neuroscience, King's College London, Maurice Wohl Institute Clinical Neuroscience Institute, London, UK
- Department of Neurodegenerative Disease, UCL Institute of Neurology, Queen Square, London, UK
- UK Dementia Research Institute at UCL, London, UK
- Hong Kong Center for Neurodegenerative Diseases, Clear Water Bay, Hong Kong, China
- Wisconsin Alzheimer's Disease Research Center, University of Wisconsin School of Medicine and Public Health, University of Wisconsin-Madison, Madison, WI, 53792, USA
| | - Daniel H Daneshvar
- Department of Physical Medicine and Rehabilitation, Harvard Medical School, Boston, MA, USA
| | - Elizabeth A Colasurdo
- Veterans Affairs Northwest Mental Illness Research, Education, and Clinical Center, Seattle, WA, USA
| | - Jeffrey J Iliff
- Veterans Affairs Northwest Mental Illness Research, Education, and Clinical Center, Seattle, WA, USA
- Department of Psychiatry and Behavioral Sciences, University of Washington School of Medicine, Seattle, WA, USA
| | - Gail Li
- Veterans Affairs Northwest Mental Illness Research, Education, and Clinical Center, Seattle, WA, USA
- Department of Psychiatry and Behavioral Sciences, University of Washington School of Medicine, Seattle, WA, USA
- Education, and Clinical Center, Veterans Affairs Puget Sound Health Care System Geriatric Research, Seattle, WA, USA
| | - Elaine R Peskind
- Veterans Affairs Northwest Mental Illness Research, Education, and Clinical Center, Seattle, WA, USA
- Department of Psychiatry and Behavioral Sciences, University of Washington School of Medicine, Seattle, WA, USA
| | - Martha E Shenton
- Psychiatry Neuroimaging Laboratory, Harvard Medical School, Departments of Psychiatry and Radiology, Brigham and Women's Hospital, Boston, MA, USA
| | - Eric M Reiman
- Banner Alzheimer's Institute, University of Arizona, Arizona State University, Translational Genomics Research Institute, and Arizona Alzheimer's Consortium, Phoenix, AZ, USA
| | - Jeffrey L Cummings
- Chambers-Grundy Center for Transformative Neuroscience, Department of Brain Health, School of Integrated Health Sciences, University of Nevada Las Vegas, Las Vegas, NV, USA
| | - Robert A Stern
- Boston University CTE Center, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA.
- Boston University Alzheimer's Disease Research Center, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA.
- Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA.
- Departments of Neurosurgery, and Anatomy and Neurobiology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA.
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8
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Alosco ML, White M, Bell C, Faheem F, Tripodis Y, Yhang E, Baucom Z, Martin B, Palmisano J, Dams-O'Connor K, Crary JF, Goldstein LE, Katz DI, Dwyer B, Daneshvar DH, Nowinski C, Cantu RC, Kowall NW, Stern RA, Alvarez VE, Huber BR, Stein TD, McKee AC, Mez J. Cognitive, functional, and neuropsychiatric correlates of regional tau pathology in autopsy-confirmed chronic traumatic encephalopathy. Mol Neurodegener 2024; 19:10. [PMID: 38317248 PMCID: PMC10845638 DOI: 10.1186/s13024-023-00697-2] [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: 04/19/2023] [Accepted: 12/11/2023] [Indexed: 02/07/2024] Open
Abstract
BACKGROUND Chronic traumatic encephalopathy (CTE) is a neurodegenerative disease characterized by hyperphosphorylated tau (p-tau) accumulation. The clinical features associated with CTE pathology are unclear. In brain donors with autopsy-confirmed CTE, we investigated the association of CTE p-tau pathology density and location with cognitive, functional, and neuropsychiatric symptoms. METHODS In 364 brain donors with autopsy confirmed CTE, semi-quantitative p-tau severity (range: 0-3) was assessed in 10 cortical and subcortical regions. We summed ratings across regions to form a p-tau severity global composite (range: 0-30). Informants completed standardized scales of cognition (Cognitive Difficulties Scale, CDS; BRIEF-A Metacognition Index, MI), activities of daily living (Functional Activities Questionnaire), neurobehavioral dysregulation (BRIEF-A Behavioral Regulation Index, BRI; Barratt Impulsiveness Scale, BIS-11), aggression (Brown-Goodwin Aggression Scale), depression (Geriatric Depression Scale-15, GDS-15), and apathy (Apathy Evaluation Scale, AES). Ordinary least squares regression models examined associations between global and regional p-tau severity (separate models for each region) with each clinical scale, adjusting for age at death, racial identity, education level, and history of hypertension, obstructive sleep apnea, and substance use treatment. Ridge regression models that incorporated p-tau severity across all regions in the same model assessed which regions showed independent effects. RESULTS The sample was predominantly American football players (333; 91.2%); 140 (38.5%) had low CTE and 224 (61.5%) had high CTE. Global p-tau severity was associated with higher (i.e., worse) scores on the cognitive and functional scales: MI ([Formula: see text] standardized = 0.02, 95%CI = 0.01-0.04), CDS ([Formula: see text] standardized = 0.02, 95%CI = 0.01-0.04), and FAQ ([Formula: see text] standardized = 0.03, 95%CI = 0.01-0.04). After false-discovery rate correction, p-tau severity in the frontal, inferior parietal, and superior temporal cortex, and the amygdala was associated with higher CDS ([Formula: see text] sstandardized = 0.17-0.29, ps < 0.01) and FAQ ([Formula: see text] sstandardized = 0.21-0.26, ps < 0.01); frontal and inferior parietal cortex was associated with higher MI ([Formula: see text] sstandardized = 0.21-0.29, ps < 0.05); frontal cortex was associated with higher BRI ([Formula: see text] standardized = 0.21, p < 0.01). Regions with effects independent of other regions included frontal cortex (CDS, MI, FAQ, BRI), inferior parietal cortex (CDS) and amygdala (FAQ). P-tau explained 13-49% of variance in cognitive and functional scales and 6-14% of variance in neuropsychiatric scales. CONCLUSION Accumulation of p-tau aggregates, especially in the frontal cortex, are associated with cognitive, functional, and certain neurobehavioral symptoms in CTE.
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Affiliation(s)
- Michael L Alosco
- Boston University Alzheimer's Disease Center and CTE Center, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
| | - Micaela White
- Davis School of Medicine, University of California, Sacramento, CA, USA
| | - Carter Bell
- Department of Neurology, New York University Grossman School of Medicine, New York, NY, USA
| | - Farwa Faheem
- Boston University Alzheimer's Disease Center and CTE Center, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
| | - Yorghos Tripodis
- Boston University Alzheimer's Disease Center and CTE Center, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - Eukyung Yhang
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - Zachary Baucom
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - Brett Martin
- Biostatistics and Epidemiology Data Analytics Center, Boston University School of Public Health, Boston, MA, USA
| | - Joseph Palmisano
- Biostatistics and Epidemiology Data Analytics Center, Boston University School of Public Health, Boston, MA, USA
| | - Kristen Dams-O'Connor
- Department of Rehabilitation and Human Performance, Brain Injury Research Center, 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
| | - John F Crary
- Department of Neurology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Pathology, Molecular and Cell-Based Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Lee E Goldstein
- Boston University Alzheimer's Disease Center and CTE Center, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Department of Pathology and Laboratory Medicine, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Department of Psychiatry, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Departments of Biomedical, Electrical & Computer Engineering, Boston University College of Engineering, Boston, MA, USA
| | - Douglas I Katz
- Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Braintree Rehabilitation Hospital, Braintree, MA, USA
| | - Brigid Dwyer
- Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Braintree Rehabilitation Hospital, Braintree, MA, USA
| | - Daniel H Daneshvar
- Department of Physical Medicine and Rehabilitation, Harvard Medical School, Boston, MA, USA
| | - Christopher Nowinski
- Boston University Alzheimer's Disease Center and CTE Center, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Concussion Legacy Foundation, Boston, MA, USA
| | - Robert C Cantu
- Boston University Alzheimer's Disease Center and CTE Center, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Concussion Legacy Foundation, Boston, MA, USA
- Department of Neurosurgery, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Department of Neurosurgery, Emerson Hospital, Concord, MA, USA
| | - Neil W Kowall
- Boston University Alzheimer's Disease Center and CTE Center, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
| | - Robert A Stern
- Boston University Alzheimer's Disease Center and CTE Center, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Department of Neurosurgery, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Department of Anatomy and Neurobiology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
| | - Victor E Alvarez
- Boston University Alzheimer's Disease Center and CTE Center, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- System, U.S. Department of Veteran Affairs, VA Boston Healthcare, Boston, MA, USA
- Department of Veterans Affairs Medical Center, Bedford, MA, USA
| | - Bertrand Russell Huber
- Boston University Alzheimer's Disease Center and CTE Center, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- System, U.S. Department of Veteran Affairs, VA Boston Healthcare, Boston, MA, USA
- Department of Veterans Affairs Medical Center, Bedford, MA, USA
| | - Thor D Stein
- Boston University Alzheimer's Disease Center and CTE Center, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Department of Pathology and Laboratory Medicine, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- System, U.S. Department of Veteran Affairs, VA Boston Healthcare, Boston, MA, USA
- Department of Veterans Affairs Medical Center, Bedford, MA, USA
| | - Ann C McKee
- Boston University Alzheimer's Disease Center and CTE Center, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Department of Pathology and Laboratory Medicine, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- System, U.S. Department of Veteran Affairs, VA Boston Healthcare, Boston, MA, USA
- Department of Veterans Affairs Medical Center, Bedford, MA, USA
| | - Jesse Mez
- Boston University Alzheimer's Disease Center and CTE Center, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA.
- Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA.
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9
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Saltiel N, Tripodis Y, Menzin T, Olaniyan A, Baucom Z, Yhang E, Palmisano JN, Martin B, Uretsky M, Nair E, Abdolmohammadi B, Shah A, Nicks R, Nowinski C, Cantu RC, Daneshvar DH, Dwyer B, Katz DI, Stern RA, Alvarez V, Huber B, Boyle PA, Schneider JA, Mez J, McKee A, Alosco ML, Stein TD. Relative Contributions of Mixed Pathologies to Cognitive and Functional Symptoms in Brain Donors Exposed to Repetitive Head Impacts. Ann Neurol 2024; 95:314-324. [PMID: 37921042 PMCID: PMC10842014 DOI: 10.1002/ana.26823] [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] [Subscribe] [Scholar Register] [Received: 04/09/2023] [Revised: 10/12/2023] [Accepted: 10/19/2023] [Indexed: 11/04/2023]
Abstract
OBJECTIVE Exposure to repetitive head impacts (RHI) is associated with later-life cognitive symptoms and neuropathologies, including chronic traumatic encephalopathy (CTE). Cognitive decline in community cohorts is often due to multiple pathologies; however, the frequency and contributions of these pathologies to cognitive impairment in people exposed to RHI are unknown. Here, we examined the relative contributions of 13 neuropathologies to cognitive symptoms and dementia in RHI-exposed brain donors. METHODS Neuropathologists examined brain tissue from 571 RHI-exposed donors and assessed for the presence of 13 neuropathologies, including CTE, Alzheimer disease (AD), Lewy body disease (LBD), and transactive response DNA-binding protein 43 (TDP-43) inclusions. Cognitive status was assessed by presence of dementia, Functional Activities Questionnaire, and Cognitive Difficulties Scale. Spearman rho was calculated to assess intercorrelation of pathologies. Additionally, frequencies of pathological co-occurrence were compared to a simulated distribution assuming no intercorrelation. Logistic and linear regressions tested associations between neuropathologies and dementia status and cognitive scale scores. RESULTS The sample age range was 18-97 years (median = 65.0, interquartile range = 46.0-76.0). Of the donors, 77.2% had at least one moderate-severe neurodegenerative or cerebrovascular pathology. Stage III-IV CTE was the most common neurodegenerative disease (43.1%), followed by TDP-43 pathology, AD, and hippocampal sclerosis. Neuropathologies were intercorrelated, and there were fewer unique combinations than expected if pathologies were independent (p < 0.001). The greatest contributors to dementia were AD, neocortical LBD, hippocampal sclerosis, cerebral amyloid angiopathy, and CTE. INTERPRETATION In this sample of RHI-exposed brain donors with wide-ranging ages, multiple neuropathologies were common and correlated. Mixed neuropathologies, including CTE, underlie cognitive impairment in contact sport athletes. ANN NEUROL 2024;95:314-324.
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Affiliation(s)
- Nicole Saltiel
- Boston University Alzheimer’s Disease Research Center and CTE Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, USA
- VA Boston Healthcare System, U.S. Department of Veteran Affairs, Jamaica Plain, MA, USA
- VA Bedford Healthcare System, U.S. Department of Veteran Affairs, Bedford, MA
| | - Yorghos Tripodis
- Boston University Alzheimer’s Disease Research Center and CTE Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, USA
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - Talia Menzin
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - Aliyah Olaniyan
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - Zach Baucom
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - Eukyung Yhang
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - Joseph N. Palmisano
- Biostatistics and Epidemiology Data Analytics Center, Boston University School of Public Health, Boston, MA, USA
| | - Brett Martin
- Biostatistics and Epidemiology Data Analytics Center, Boston University School of Public Health, Boston, MA, USA
| | - Madeline Uretsky
- Boston University Alzheimer’s Disease Research Center and CTE Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, USA
| | - Evan Nair
- Boston University Alzheimer’s Disease Research Center and CTE Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, USA
| | - Bobak Abdolmohammadi
- Boston University Alzheimer’s Disease Research Center and CTE Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, USA
| | - Arsal Shah
- Boston University Alzheimer’s Disease Research Center and CTE Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, USA
- VA Boston Healthcare System, U.S. Department of Veteran Affairs, Jamaica Plain, MA, USA
- VA Bedford Healthcare System, U.S. Department of Veteran Affairs, Bedford, MA
| | - Raymond Nicks
- Boston University Alzheimer’s Disease Research Center and CTE Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, USA
- VA Boston Healthcare System, U.S. Department of Veteran Affairs, Jamaica Plain, MA, USA
- VA Bedford Healthcare System, U.S. Department of Veteran Affairs, Bedford, MA
| | | | - Robert C. Cantu
- Boston University Alzheimer’s Disease Research Center and CTE Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, USA
- Concussion Legacy Foundation, Boston, MA, USA
- Department of Neurosurgery, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Department of Neurosurgery, Emerson Hospital, Concord, MA, USA
| | - Daniel H. Daneshvar
- Boston University Alzheimer’s Disease Research Center and CTE Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, USA
| | - Brigid Dwyer
- Boston University Alzheimer’s Disease Research Center and CTE Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, USA
- Braintree Rehabilitation Hospital, Braintree, MA, USA
| | - Douglas I. Katz
- Boston University Alzheimer’s Disease Research Center and CTE Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, USA
- Braintree Rehabilitation Hospital, Braintree, MA, USA
| | - Robert A. Stern
- Boston University Alzheimer’s Disease Research Center and CTE Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, USA
- Department of Neurosurgery, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Department of Anatomy and Neurobiology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
| | - Victor Alvarez
- Boston University Alzheimer’s Disease Research Center and CTE Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, USA
- VA Boston Healthcare System, U.S. Department of Veteran Affairs, Jamaica Plain, MA, USA
- VA Bedford Healthcare System, U.S. Department of Veteran Affairs, Bedford, MA
- National Center for PTSD, VA Boston Healthcare System, Jamaica Plain, MA, USA
| | - Bertrand Huber
- Boston University Alzheimer’s Disease Research Center and CTE Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, USA
- VA Boston Healthcare System, U.S. Department of Veteran Affairs, Jamaica Plain, MA, USA
- National Center for PTSD, VA Boston Healthcare System, Jamaica Plain, MA, USA
| | - Patricia A. Boyle
- Rush Alzheimer’s Disease Center, Rush University Medical Center, Chicago, IL, USA
- Department of Behavioral Sciences, Rush University Medical Center, Chicago, IL, USA
| | - Julie A. Schneider
- Rush Alzheimer’s Disease Center, Rush University Medical Center, Chicago, IL, USA
- Department of Neurological Sciences, Rush University Medical Center, Chicago, IL, USA
- Department of Pathology, Rush University Medical Center, Chicago, IL, USA
| | - Jesse Mez
- Boston University Alzheimer’s Disease Research Center and CTE Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, USA
- Framingham Heart Study, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
| | - Ann McKee
- Boston University Alzheimer’s Disease Research Center and CTE Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, USA
- VA Boston Healthcare System, U.S. Department of Veteran Affairs, Jamaica Plain, MA, USA
- VA Bedford Healthcare System, U.S. Department of Veteran Affairs, Bedford, MA
- Framingham Heart Study, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
| | - Michael L. Alosco
- Boston University Alzheimer’s Disease Research Center and CTE Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, USA
| | - Thor D. Stein
- Boston University Alzheimer’s Disease Research Center and CTE Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, USA
- VA Boston Healthcare System, U.S. Department of Veteran Affairs, Jamaica Plain, MA, USA
- VA Bedford Healthcare System, U.S. Department of Veteran Affairs, Bedford, MA
- Framingham Heart Study, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
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10
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Ly MT, Tuz-Zahra F, Tripodis Y, Adler CH, Balcer LJ, Bernick C, Zetterberg H, Blennow K, Peskind ER, Au R, Banks SJ, Barr WB, Wethe JV, Bondi MW, Delano-Wood LM, Cantu RC, Coleman MJ, Dodick DW, McClean MD, Mez JB, Palmisano J, Martin B, Hartlage K, Lin AP, Koerte IK, Cummings JL, Reiman EM, Shenton ME, Stern RA, Bouix S, Alosco ML. Association of Vascular Risk Factors and CSF and Imaging Biomarkers With White Matter Hyperintensities in Former American Football Players. Neurology 2024; 102:e208030. [PMID: 38165330 PMCID: PMC10870736 DOI: 10.1212/wnl.0000000000208030] [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] [Subscribe] [Scholar Register] [Received: 04/27/2023] [Accepted: 10/13/2023] [Indexed: 01/03/2024] Open
Abstract
BACKGROUND AND OBJECTIVES Recent data link exposure to repetitive head impacts (RHIs) from American football with increased white matter hyperintensity (WMH) burden. WMH might have unique characteristics in the context of RHI beyond vascular risk and normal aging processes. We evaluated biological correlates of WMH in former American football players, including markers of amyloid, tau, inflammation, axonal injury, neurodegeneration, and vascular health. METHODS Participants underwent clinical interviews, MRI, and lumbar puncture as part of the Diagnostics, Imaging, and Genetics Network for the Objective Study and Evaluation of Chronic Traumatic Encephalopathy Research Project. Structural equation modeling tested direct and indirect effects between log-transformed total fluid-attenuated inversion recovery (FLAIR) lesion volumes (TLV) and the revised Framingham stroke risk profile (rFSRP), MRI-derived global metrics of cortical thickness and fractional anisotropy (FA), and CSF levels of amyloid β1-42, p-tau181, soluble triggering receptor expressed on myeloid cells 2 (sTREM2), and neurofilament light. Covariates included age, race, education, body mass index, APOE ε4 carrier status, and evaluation site. Models were performed separately for former football players and a control group of asymptomatic men unexposed to RHI. RESULTS In 180 former football players (mean age = 57.2, 36% Black), higher log(TLV) had direct associations with the following: higher rFSRP score (B = 0.26, 95% CI 0.07-0.40), higher p-tau181 (B = 0.17, 95% CI 0.01-0.43), lower FA (B = -0.28, 95% CI -0.42 to -0.13), and reduced cortical thickness (B = -0.25, 95% CI -0.45 to -0.08). In 60 asymptomatic unexposed men (mean age = 59.3, 40% Black), there were no direct effects on log(TLV) (rFSRP: B = -0.03, 95% CI -0.48 to 0.57; p-tau181: B = -0.30, 95% CI -1.14 to 0.37; FA: B = -0.07, 95% CI -0.48 to 0.42; or cortical thickness: B = -0.28, 95% CI -0.64 to 0.10). The former football players showed stronger associations between log(TLV) and rFSRP (1,069% difference in estimates), p-tau181 (158%), and FA (287%) than the unexposed men. DISCUSSION Risk factors and biological correlates of WMH differed between former American football players and asymptomatic unexposed men. In addition to vascular health, p-tau181 and diffusion tensor imaging indices of white matter integrity showed stronger associations with WMH in the former football players. FLAIR WMH may have specific risk factors and pathologic underpinnings in RHI-exposed individuals.
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Affiliation(s)
- Monica T Ly
- From the VA San Diego Healthcare System (M.T.L., M.W.B., L.M.D.-W.), CA; Department of Psychiatry (M.T.L., S.J.B., M.W.B., L.M.D.-W.), University of California San Diego Health, La Jolla; Departments of Biostatistics (F.T.-Z., Y.T.), Epidemiology (R.A.), Environmental Health (M.D.M.), Biostatistics and Epidemiology Data Analytics Center (J.P., B.M., K.H.), Boston University School of Public Health, MA; Boston University Alzheimer's Disease Research Center (Y.T., J.B.M., M.L.A., R.A., R.C.C., R.A.S.), Boston University CTE Center; Department of Neurology, Boston University Chobanian & Avedisian School of Medicine; Departments of Neurology (C.H.A., D.W.D.) and Psychiatry and Psychology (J.V.W.), Mayo Clinic School of Medicine, Mayo Clinic Arizona, Scottsdale; Departments of Neurology (L.J.B.), Population Health and Ophthalmology, (L.J.B.), and Neurology (W.B.B.), NYU Grossman School of Medicine; Cleveland Clinic Lou Ruvo Center for Brain Health (C.B.), Las Vegas, NV; Department of Neurology (C.B.), University of Washington, Seattle; Department of Neurodegenerative Disease (H.Z.), and UK Dementia Research Institute (H.Z.), University College London Institute of Neurology, UK; Hong Kong Center for Neurodegenerative Diseases (H.Z.), China; Wisconsin Alzheimer's Disease Research Center (H.Z.), University of Wisconsin-Madison; Clinical Neurochemistry Laboratory (H.Z., K.B.), Sahlgrenska University Hospital, Gothenburg; Department of Psychiatry and Neurochemistry (K.B.), Institute of Neuroscience and Physiology, The Sahlgrenska Academy at the University of Gothenburg, Sweden; VA Northwest Mental Illness Research, Education, and Clinical Center (E.R.P.), Seattle, WA; Department of Psychiatry and Behavioral Sciences (E.R.P.), University of Washington School of Medicine, Seattle; Framingham Heart Study (R.A., J.B.M.); Slone Epidemiology Center (R.A.), Boston University, MA; Department of Neurosciences (S.J.B.), University of California San Diego; Psychiatry Neuroimaging Laboratory (M.J.C., A.P.L., I.K.K., M.E.S., S.B.), Departments of Psychiatry Radiology (M.E.S.), and Center for Clinical Spectroscopy (A.P.L.), Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA; cBRAIN (I.K.K.), Department of Child and Adolescent Psychiatry, Psychosomatics, and Psychotherapy, Ludwigs-Maximilians-Universität, Munich, Germany; Chambers-Grundy Center for Transformative Neuroscience (J.L.C.), Department of Brain Health, School of Integrated Health Sciences, University of Nevada Las Vegas; Banner Alzheimer's Institute (E.M.R.), Phoenix; Department of Psychiatry (E.M.R.), University of Arizona, Phoenix; Arizona State University (E.M.R.), Phoenix; Translational Genomics Research Institute (E.M.R.), Phoenix; Arizona Alzheimer's Consortium (E.M.R.), Phoenix; and Department of Software Engineering and Information Technology (S.B.), École de technologie supérieure, Université du Québec, Montréal, Canada
| | - Fatima Tuz-Zahra
- From the VA San Diego Healthcare System (M.T.L., M.W.B., L.M.D.-W.), CA; Department of Psychiatry (M.T.L., S.J.B., M.W.B., L.M.D.-W.), University of California San Diego Health, La Jolla; Departments of Biostatistics (F.T.-Z., Y.T.), Epidemiology (R.A.), Environmental Health (M.D.M.), Biostatistics and Epidemiology Data Analytics Center (J.P., B.M., K.H.), Boston University School of Public Health, MA; Boston University Alzheimer's Disease Research Center (Y.T., J.B.M., M.L.A., R.A., R.C.C., R.A.S.), Boston University CTE Center; Department of Neurology, Boston University Chobanian & Avedisian School of Medicine; Departments of Neurology (C.H.A., D.W.D.) and Psychiatry and Psychology (J.V.W.), Mayo Clinic School of Medicine, Mayo Clinic Arizona, Scottsdale; Departments of Neurology (L.J.B.), Population Health and Ophthalmology, (L.J.B.), and Neurology (W.B.B.), NYU Grossman School of Medicine; Cleveland Clinic Lou Ruvo Center for Brain Health (C.B.), Las Vegas, NV; Department of Neurology (C.B.), University of Washington, Seattle; Department of Neurodegenerative Disease (H.Z.), and UK Dementia Research Institute (H.Z.), University College London Institute of Neurology, UK; Hong Kong Center for Neurodegenerative Diseases (H.Z.), China; Wisconsin Alzheimer's Disease Research Center (H.Z.), University of Wisconsin-Madison; Clinical Neurochemistry Laboratory (H.Z., K.B.), Sahlgrenska University Hospital, Gothenburg; Department of Psychiatry and Neurochemistry (K.B.), Institute of Neuroscience and Physiology, The Sahlgrenska Academy at the University of Gothenburg, Sweden; VA Northwest Mental Illness Research, Education, and Clinical Center (E.R.P.), Seattle, WA; Department of Psychiatry and Behavioral Sciences (E.R.P.), University of Washington School of Medicine, Seattle; Framingham Heart Study (R.A., J.B.M.); Slone Epidemiology Center (R.A.), Boston University, MA; Department of Neurosciences (S.J.B.), University of California San Diego; Psychiatry Neuroimaging Laboratory (M.J.C., A.P.L., I.K.K., M.E.S., S.B.), Departments of Psychiatry Radiology (M.E.S.), and Center for Clinical Spectroscopy (A.P.L.), Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA; cBRAIN (I.K.K.), Department of Child and Adolescent Psychiatry, Psychosomatics, and Psychotherapy, Ludwigs-Maximilians-Universität, Munich, Germany; Chambers-Grundy Center for Transformative Neuroscience (J.L.C.), Department of Brain Health, School of Integrated Health Sciences, University of Nevada Las Vegas; Banner Alzheimer's Institute (E.M.R.), Phoenix; Department of Psychiatry (E.M.R.), University of Arizona, Phoenix; Arizona State University (E.M.R.), Phoenix; Translational Genomics Research Institute (E.M.R.), Phoenix; Arizona Alzheimer's Consortium (E.M.R.), Phoenix; and Department of Software Engineering and Information Technology (S.B.), École de technologie supérieure, Université du Québec, Montréal, Canada
| | - Yorghos Tripodis
- From the VA San Diego Healthcare System (M.T.L., M.W.B., L.M.D.-W.), CA; Department of Psychiatry (M.T.L., S.J.B., M.W.B., L.M.D.-W.), University of California San Diego Health, La Jolla; Departments of Biostatistics (F.T.-Z., Y.T.), Epidemiology (R.A.), Environmental Health (M.D.M.), Biostatistics and Epidemiology Data Analytics Center (J.P., B.M., K.H.), Boston University School of Public Health, MA; Boston University Alzheimer's Disease Research Center (Y.T., J.B.M., M.L.A., R.A., R.C.C., R.A.S.), Boston University CTE Center; Department of Neurology, Boston University Chobanian & Avedisian School of Medicine; Departments of Neurology (C.H.A., D.W.D.) and Psychiatry and Psychology (J.V.W.), Mayo Clinic School of Medicine, Mayo Clinic Arizona, Scottsdale; Departments of Neurology (L.J.B.), Population Health and Ophthalmology, (L.J.B.), and Neurology (W.B.B.), NYU Grossman School of Medicine; Cleveland Clinic Lou Ruvo Center for Brain Health (C.B.), Las Vegas, NV; Department of Neurology (C.B.), University of Washington, Seattle; Department of Neurodegenerative Disease (H.Z.), and UK Dementia Research Institute (H.Z.), University College London Institute of Neurology, UK; Hong Kong Center for Neurodegenerative Diseases (H.Z.), China; Wisconsin Alzheimer's Disease Research Center (H.Z.), University of Wisconsin-Madison; Clinical Neurochemistry Laboratory (H.Z., K.B.), Sahlgrenska University Hospital, Gothenburg; Department of Psychiatry and Neurochemistry (K.B.), Institute of Neuroscience and Physiology, The Sahlgrenska Academy at the University of Gothenburg, Sweden; VA Northwest Mental Illness Research, Education, and Clinical Center (E.R.P.), Seattle, WA; Department of Psychiatry and Behavioral Sciences (E.R.P.), University of Washington School of Medicine, Seattle; Framingham Heart Study (R.A., J.B.M.); Slone Epidemiology Center (R.A.), Boston University, MA; Department of Neurosciences (S.J.B.), University of California San Diego; Psychiatry Neuroimaging Laboratory (M.J.C., A.P.L., I.K.K., M.E.S., S.B.), Departments of Psychiatry Radiology (M.E.S.), and Center for Clinical Spectroscopy (A.P.L.), Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA; cBRAIN (I.K.K.), Department of Child and Adolescent Psychiatry, Psychosomatics, and Psychotherapy, Ludwigs-Maximilians-Universität, Munich, Germany; Chambers-Grundy Center for Transformative Neuroscience (J.L.C.), Department of Brain Health, School of Integrated Health Sciences, University of Nevada Las Vegas; Banner Alzheimer's Institute (E.M.R.), Phoenix; Department of Psychiatry (E.M.R.), University of Arizona, Phoenix; Arizona State University (E.M.R.), Phoenix; Translational Genomics Research Institute (E.M.R.), Phoenix; Arizona Alzheimer's Consortium (E.M.R.), Phoenix; and Department of Software Engineering and Information Technology (S.B.), École de technologie supérieure, Université du Québec, Montréal, Canada
| | - Charles H Adler
- From the VA San Diego Healthcare System (M.T.L., M.W.B., L.M.D.-W.), CA; Department of Psychiatry (M.T.L., S.J.B., M.W.B., L.M.D.-W.), University of California San Diego Health, La Jolla; Departments of Biostatistics (F.T.-Z., Y.T.), Epidemiology (R.A.), Environmental Health (M.D.M.), Biostatistics and Epidemiology Data Analytics Center (J.P., B.M., K.H.), Boston University School of Public Health, MA; Boston University Alzheimer's Disease Research Center (Y.T., J.B.M., M.L.A., R.A., R.C.C., R.A.S.), Boston University CTE Center; Department of Neurology, Boston University Chobanian & Avedisian School of Medicine; Departments of Neurology (C.H.A., D.W.D.) and Psychiatry and Psychology (J.V.W.), Mayo Clinic School of Medicine, Mayo Clinic Arizona, Scottsdale; Departments of Neurology (L.J.B.), Population Health and Ophthalmology, (L.J.B.), and Neurology (W.B.B.), NYU Grossman School of Medicine; Cleveland Clinic Lou Ruvo Center for Brain Health (C.B.), Las Vegas, NV; Department of Neurology (C.B.), University of Washington, Seattle; Department of Neurodegenerative Disease (H.Z.), and UK Dementia Research Institute (H.Z.), University College London Institute of Neurology, UK; Hong Kong Center for Neurodegenerative Diseases (H.Z.), China; Wisconsin Alzheimer's Disease Research Center (H.Z.), University of Wisconsin-Madison; Clinical Neurochemistry Laboratory (H.Z., K.B.), Sahlgrenska University Hospital, Gothenburg; Department of Psychiatry and Neurochemistry (K.B.), Institute of Neuroscience and Physiology, The Sahlgrenska Academy at the University of Gothenburg, Sweden; VA Northwest Mental Illness Research, Education, and Clinical Center (E.R.P.), Seattle, WA; Department of Psychiatry and Behavioral Sciences (E.R.P.), University of Washington School of Medicine, Seattle; Framingham Heart Study (R.A., J.B.M.); Slone Epidemiology Center (R.A.), Boston University, MA; Department of Neurosciences (S.J.B.), University of California San Diego; Psychiatry Neuroimaging Laboratory (M.J.C., A.P.L., I.K.K., M.E.S., S.B.), Departments of Psychiatry Radiology (M.E.S.), and Center for Clinical Spectroscopy (A.P.L.), Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA; cBRAIN (I.K.K.), Department of Child and Adolescent Psychiatry, Psychosomatics, and Psychotherapy, Ludwigs-Maximilians-Universität, Munich, Germany; Chambers-Grundy Center for Transformative Neuroscience (J.L.C.), Department of Brain Health, School of Integrated Health Sciences, University of Nevada Las Vegas; Banner Alzheimer's Institute (E.M.R.), Phoenix; Department of Psychiatry (E.M.R.), University of Arizona, Phoenix; Arizona State University (E.M.R.), Phoenix; Translational Genomics Research Institute (E.M.R.), Phoenix; Arizona Alzheimer's Consortium (E.M.R.), Phoenix; and Department of Software Engineering and Information Technology (S.B.), École de technologie supérieure, Université du Québec, Montréal, Canada
| | - Laura J Balcer
- From the VA San Diego Healthcare System (M.T.L., M.W.B., L.M.D.-W.), CA; Department of Psychiatry (M.T.L., S.J.B., M.W.B., L.M.D.-W.), University of California San Diego Health, La Jolla; Departments of Biostatistics (F.T.-Z., Y.T.), Epidemiology (R.A.), Environmental Health (M.D.M.), Biostatistics and Epidemiology Data Analytics Center (J.P., B.M., K.H.), Boston University School of Public Health, MA; Boston University Alzheimer's Disease Research Center (Y.T., J.B.M., M.L.A., R.A., R.C.C., R.A.S.), Boston University CTE Center; Department of Neurology, Boston University Chobanian & Avedisian School of Medicine; Departments of Neurology (C.H.A., D.W.D.) and Psychiatry and Psychology (J.V.W.), Mayo Clinic School of Medicine, Mayo Clinic Arizona, Scottsdale; Departments of Neurology (L.J.B.), Population Health and Ophthalmology, (L.J.B.), and Neurology (W.B.B.), NYU Grossman School of Medicine; Cleveland Clinic Lou Ruvo Center for Brain Health (C.B.), Las Vegas, NV; Department of Neurology (C.B.), University of Washington, Seattle; Department of Neurodegenerative Disease (H.Z.), and UK Dementia Research Institute (H.Z.), University College London Institute of Neurology, UK; Hong Kong Center for Neurodegenerative Diseases (H.Z.), China; Wisconsin Alzheimer's Disease Research Center (H.Z.), University of Wisconsin-Madison; Clinical Neurochemistry Laboratory (H.Z., K.B.), Sahlgrenska University Hospital, Gothenburg; Department of Psychiatry and Neurochemistry (K.B.), Institute of Neuroscience and Physiology, The Sahlgrenska Academy at the University of Gothenburg, Sweden; VA Northwest Mental Illness Research, Education, and Clinical Center (E.R.P.), Seattle, WA; Department of Psychiatry and Behavioral Sciences (E.R.P.), University of Washington School of Medicine, Seattle; Framingham Heart Study (R.A., J.B.M.); Slone Epidemiology Center (R.A.), Boston University, MA; Department of Neurosciences (S.J.B.), University of California San Diego; Psychiatry Neuroimaging Laboratory (M.J.C., A.P.L., I.K.K., M.E.S., S.B.), Departments of Psychiatry Radiology (M.E.S.), and Center for Clinical Spectroscopy (A.P.L.), Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA; cBRAIN (I.K.K.), Department of Child and Adolescent Psychiatry, Psychosomatics, and Psychotherapy, Ludwigs-Maximilians-Universität, Munich, Germany; Chambers-Grundy Center for Transformative Neuroscience (J.L.C.), Department of Brain Health, School of Integrated Health Sciences, University of Nevada Las Vegas; Banner Alzheimer's Institute (E.M.R.), Phoenix; Department of Psychiatry (E.M.R.), University of Arizona, Phoenix; Arizona State University (E.M.R.), Phoenix; Translational Genomics Research Institute (E.M.R.), Phoenix; Arizona Alzheimer's Consortium (E.M.R.), Phoenix; and Department of Software Engineering and Information Technology (S.B.), École de technologie supérieure, Université du Québec, Montréal, Canada
| | - Charles Bernick
- From the VA San Diego Healthcare System (M.T.L., M.W.B., L.M.D.-W.), CA; Department of Psychiatry (M.T.L., S.J.B., M.W.B., L.M.D.-W.), University of California San Diego Health, La Jolla; Departments of Biostatistics (F.T.-Z., Y.T.), Epidemiology (R.A.), Environmental Health (M.D.M.), Biostatistics and Epidemiology Data Analytics Center (J.P., B.M., K.H.), Boston University School of Public Health, MA; Boston University Alzheimer's Disease Research Center (Y.T., J.B.M., M.L.A., R.A., R.C.C., R.A.S.), Boston University CTE Center; Department of Neurology, Boston University Chobanian & Avedisian School of Medicine; Departments of Neurology (C.H.A., D.W.D.) and Psychiatry and Psychology (J.V.W.), Mayo Clinic School of Medicine, Mayo Clinic Arizona, Scottsdale; Departments of Neurology (L.J.B.), Population Health and Ophthalmology, (L.J.B.), and Neurology (W.B.B.), NYU Grossman School of Medicine; Cleveland Clinic Lou Ruvo Center for Brain Health (C.B.), Las Vegas, NV; Department of Neurology (C.B.), University of Washington, Seattle; Department of Neurodegenerative Disease (H.Z.), and UK Dementia Research Institute (H.Z.), University College London Institute of Neurology, UK; Hong Kong Center for Neurodegenerative Diseases (H.Z.), China; Wisconsin Alzheimer's Disease Research Center (H.Z.), University of Wisconsin-Madison; Clinical Neurochemistry Laboratory (H.Z., K.B.), Sahlgrenska University Hospital, Gothenburg; Department of Psychiatry and Neurochemistry (K.B.), Institute of Neuroscience and Physiology, The Sahlgrenska Academy at the University of Gothenburg, Sweden; VA Northwest Mental Illness Research, Education, and Clinical Center (E.R.P.), Seattle, WA; Department of Psychiatry and Behavioral Sciences (E.R.P.), University of Washington School of Medicine, Seattle; Framingham Heart Study (R.A., J.B.M.); Slone Epidemiology Center (R.A.), Boston University, MA; Department of Neurosciences (S.J.B.), University of California San Diego; Psychiatry Neuroimaging Laboratory (M.J.C., A.P.L., I.K.K., M.E.S., S.B.), Departments of Psychiatry Radiology (M.E.S.), and Center for Clinical Spectroscopy (A.P.L.), Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA; cBRAIN (I.K.K.), Department of Child and Adolescent Psychiatry, Psychosomatics, and Psychotherapy, Ludwigs-Maximilians-Universität, Munich, Germany; Chambers-Grundy Center for Transformative Neuroscience (J.L.C.), Department of Brain Health, School of Integrated Health Sciences, University of Nevada Las Vegas; Banner Alzheimer's Institute (E.M.R.), Phoenix; Department of Psychiatry (E.M.R.), University of Arizona, Phoenix; Arizona State University (E.M.R.), Phoenix; Translational Genomics Research Institute (E.M.R.), Phoenix; Arizona Alzheimer's Consortium (E.M.R.), Phoenix; and Department of Software Engineering and Information Technology (S.B.), École de technologie supérieure, Université du Québec, Montréal, Canada
| | - Henrik Zetterberg
- From the VA San Diego Healthcare System (M.T.L., M.W.B., L.M.D.-W.), CA; Department of Psychiatry (M.T.L., S.J.B., M.W.B., L.M.D.-W.), University of California San Diego Health, La Jolla; Departments of Biostatistics (F.T.-Z., Y.T.), Epidemiology (R.A.), Environmental Health (M.D.M.), Biostatistics and Epidemiology Data Analytics Center (J.P., B.M., K.H.), Boston University School of Public Health, MA; Boston University Alzheimer's Disease Research Center (Y.T., J.B.M., M.L.A., R.A., R.C.C., R.A.S.), Boston University CTE Center; Department of Neurology, Boston University Chobanian & Avedisian School of Medicine; Departments of Neurology (C.H.A., D.W.D.) and Psychiatry and Psychology (J.V.W.), Mayo Clinic School of Medicine, Mayo Clinic Arizona, Scottsdale; Departments of Neurology (L.J.B.), Population Health and Ophthalmology, (L.J.B.), and Neurology (W.B.B.), NYU Grossman School of Medicine; Cleveland Clinic Lou Ruvo Center for Brain Health (C.B.), Las Vegas, NV; Department of Neurology (C.B.), University of Washington, Seattle; Department of Neurodegenerative Disease (H.Z.), and UK Dementia Research Institute (H.Z.), University College London Institute of Neurology, UK; Hong Kong Center for Neurodegenerative Diseases (H.Z.), China; Wisconsin Alzheimer's Disease Research Center (H.Z.), University of Wisconsin-Madison; Clinical Neurochemistry Laboratory (H.Z., K.B.), Sahlgrenska University Hospital, Gothenburg; Department of Psychiatry and Neurochemistry (K.B.), Institute of Neuroscience and Physiology, The Sahlgrenska Academy at the University of Gothenburg, Sweden; VA Northwest Mental Illness Research, Education, and Clinical Center (E.R.P.), Seattle, WA; Department of Psychiatry and Behavioral Sciences (E.R.P.), University of Washington School of Medicine, Seattle; Framingham Heart Study (R.A., J.B.M.); Slone Epidemiology Center (R.A.), Boston University, MA; Department of Neurosciences (S.J.B.), University of California San Diego; Psychiatry Neuroimaging Laboratory (M.J.C., A.P.L., I.K.K., M.E.S., S.B.), Departments of Psychiatry Radiology (M.E.S.), and Center for Clinical Spectroscopy (A.P.L.), Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA; cBRAIN (I.K.K.), Department of Child and Adolescent Psychiatry, Psychosomatics, and Psychotherapy, Ludwigs-Maximilians-Universität, Munich, Germany; Chambers-Grundy Center for Transformative Neuroscience (J.L.C.), Department of Brain Health, School of Integrated Health Sciences, University of Nevada Las Vegas; Banner Alzheimer's Institute (E.M.R.), Phoenix; Department of Psychiatry (E.M.R.), University of Arizona, Phoenix; Arizona State University (E.M.R.), Phoenix; Translational Genomics Research Institute (E.M.R.), Phoenix; Arizona Alzheimer's Consortium (E.M.R.), Phoenix; and Department of Software Engineering and Information Technology (S.B.), École de technologie supérieure, Université du Québec, Montréal, Canada
| | - Kaj Blennow
- From the VA San Diego Healthcare System (M.T.L., M.W.B., L.M.D.-W.), CA; Department of Psychiatry (M.T.L., S.J.B., M.W.B., L.M.D.-W.), University of California San Diego Health, La Jolla; Departments of Biostatistics (F.T.-Z., Y.T.), Epidemiology (R.A.), Environmental Health (M.D.M.), Biostatistics and Epidemiology Data Analytics Center (J.P., B.M., K.H.), Boston University School of Public Health, MA; Boston University Alzheimer's Disease Research Center (Y.T., J.B.M., M.L.A., R.A., R.C.C., R.A.S.), Boston University CTE Center; Department of Neurology, Boston University Chobanian & Avedisian School of Medicine; Departments of Neurology (C.H.A., D.W.D.) and Psychiatry and Psychology (J.V.W.), Mayo Clinic School of Medicine, Mayo Clinic Arizona, Scottsdale; Departments of Neurology (L.J.B.), Population Health and Ophthalmology, (L.J.B.), and Neurology (W.B.B.), NYU Grossman School of Medicine; Cleveland Clinic Lou Ruvo Center for Brain Health (C.B.), Las Vegas, NV; Department of Neurology (C.B.), University of Washington, Seattle; Department of Neurodegenerative Disease (H.Z.), and UK Dementia Research Institute (H.Z.), University College London Institute of Neurology, UK; Hong Kong Center for Neurodegenerative Diseases (H.Z.), China; Wisconsin Alzheimer's Disease Research Center (H.Z.), University of Wisconsin-Madison; Clinical Neurochemistry Laboratory (H.Z., K.B.), Sahlgrenska University Hospital, Gothenburg; Department of Psychiatry and Neurochemistry (K.B.), Institute of Neuroscience and Physiology, The Sahlgrenska Academy at the University of Gothenburg, Sweden; VA Northwest Mental Illness Research, Education, and Clinical Center (E.R.P.), Seattle, WA; Department of Psychiatry and Behavioral Sciences (E.R.P.), University of Washington School of Medicine, Seattle; Framingham Heart Study (R.A., J.B.M.); Slone Epidemiology Center (R.A.), Boston University, MA; Department of Neurosciences (S.J.B.), University of California San Diego; Psychiatry Neuroimaging Laboratory (M.J.C., A.P.L., I.K.K., M.E.S., S.B.), Departments of Psychiatry Radiology (M.E.S.), and Center for Clinical Spectroscopy (A.P.L.), Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA; cBRAIN (I.K.K.), Department of Child and Adolescent Psychiatry, Psychosomatics, and Psychotherapy, Ludwigs-Maximilians-Universität, Munich, Germany; Chambers-Grundy Center for Transformative Neuroscience (J.L.C.), Department of Brain Health, School of Integrated Health Sciences, University of Nevada Las Vegas; Banner Alzheimer's Institute (E.M.R.), Phoenix; Department of Psychiatry (E.M.R.), University of Arizona, Phoenix; Arizona State University (E.M.R.), Phoenix; Translational Genomics Research Institute (E.M.R.), Phoenix; Arizona Alzheimer's Consortium (E.M.R.), Phoenix; and Department of Software Engineering and Information Technology (S.B.), École de technologie supérieure, Université du Québec, Montréal, Canada
| | - Elaine R Peskind
- From the VA San Diego Healthcare System (M.T.L., M.W.B., L.M.D.-W.), CA; Department of Psychiatry (M.T.L., S.J.B., M.W.B., L.M.D.-W.), University of California San Diego Health, La Jolla; Departments of Biostatistics (F.T.-Z., Y.T.), Epidemiology (R.A.), Environmental Health (M.D.M.), Biostatistics and Epidemiology Data Analytics Center (J.P., B.M., K.H.), Boston University School of Public Health, MA; Boston University Alzheimer's Disease Research Center (Y.T., J.B.M., M.L.A., R.A., R.C.C., R.A.S.), Boston University CTE Center; Department of Neurology, Boston University Chobanian & Avedisian School of Medicine; Departments of Neurology (C.H.A., D.W.D.) and Psychiatry and Psychology (J.V.W.), Mayo Clinic School of Medicine, Mayo Clinic Arizona, Scottsdale; Departments of Neurology (L.J.B.), Population Health and Ophthalmology, (L.J.B.), and Neurology (W.B.B.), NYU Grossman School of Medicine; Cleveland Clinic Lou Ruvo Center for Brain Health (C.B.), Las Vegas, NV; Department of Neurology (C.B.), University of Washington, Seattle; Department of Neurodegenerative Disease (H.Z.), and UK Dementia Research Institute (H.Z.), University College London Institute of Neurology, UK; Hong Kong Center for Neurodegenerative Diseases (H.Z.), China; Wisconsin Alzheimer's Disease Research Center (H.Z.), University of Wisconsin-Madison; Clinical Neurochemistry Laboratory (H.Z., K.B.), Sahlgrenska University Hospital, Gothenburg; Department of Psychiatry and Neurochemistry (K.B.), Institute of Neuroscience and Physiology, The Sahlgrenska Academy at the University of Gothenburg, Sweden; VA Northwest Mental Illness Research, Education, and Clinical Center (E.R.P.), Seattle, WA; Department of Psychiatry and Behavioral Sciences (E.R.P.), University of Washington School of Medicine, Seattle; Framingham Heart Study (R.A., J.B.M.); Slone Epidemiology Center (R.A.), Boston University, MA; Department of Neurosciences (S.J.B.), University of California San Diego; Psychiatry Neuroimaging Laboratory (M.J.C., A.P.L., I.K.K., M.E.S., S.B.), Departments of Psychiatry Radiology (M.E.S.), and Center for Clinical Spectroscopy (A.P.L.), Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA; cBRAIN (I.K.K.), Department of Child and Adolescent Psychiatry, Psychosomatics, and Psychotherapy, Ludwigs-Maximilians-Universität, Munich, Germany; Chambers-Grundy Center for Transformative Neuroscience (J.L.C.), Department of Brain Health, School of Integrated Health Sciences, University of Nevada Las Vegas; Banner Alzheimer's Institute (E.M.R.), Phoenix; Department of Psychiatry (E.M.R.), University of Arizona, Phoenix; Arizona State University (E.M.R.), Phoenix; Translational Genomics Research Institute (E.M.R.), Phoenix; Arizona Alzheimer's Consortium (E.M.R.), Phoenix; and Department of Software Engineering and Information Technology (S.B.), École de technologie supérieure, Université du Québec, Montréal, Canada
| | - Rhoda Au
- From the VA San Diego Healthcare System (M.T.L., M.W.B., L.M.D.-W.), CA; Department of Psychiatry (M.T.L., S.J.B., M.W.B., L.M.D.-W.), University of California San Diego Health, La Jolla; Departments of Biostatistics (F.T.-Z., Y.T.), Epidemiology (R.A.), Environmental Health (M.D.M.), Biostatistics and Epidemiology Data Analytics Center (J.P., B.M., K.H.), Boston University School of Public Health, MA; Boston University Alzheimer's Disease Research Center (Y.T., J.B.M., M.L.A., R.A., R.C.C., R.A.S.), Boston University CTE Center; Department of Neurology, Boston University Chobanian & Avedisian School of Medicine; Departments of Neurology (C.H.A., D.W.D.) and Psychiatry and Psychology (J.V.W.), Mayo Clinic School of Medicine, Mayo Clinic Arizona, Scottsdale; Departments of Neurology (L.J.B.), Population Health and Ophthalmology, (L.J.B.), and Neurology (W.B.B.), NYU Grossman School of Medicine; Cleveland Clinic Lou Ruvo Center for Brain Health (C.B.), Las Vegas, NV; Department of Neurology (C.B.), University of Washington, Seattle; Department of Neurodegenerative Disease (H.Z.), and UK Dementia Research Institute (H.Z.), University College London Institute of Neurology, UK; Hong Kong Center for Neurodegenerative Diseases (H.Z.), China; Wisconsin Alzheimer's Disease Research Center (H.Z.), University of Wisconsin-Madison; Clinical Neurochemistry Laboratory (H.Z., K.B.), Sahlgrenska University Hospital, Gothenburg; Department of Psychiatry and Neurochemistry (K.B.), Institute of Neuroscience and Physiology, The Sahlgrenska Academy at the University of Gothenburg, Sweden; VA Northwest Mental Illness Research, Education, and Clinical Center (E.R.P.), Seattle, WA; Department of Psychiatry and Behavioral Sciences (E.R.P.), University of Washington School of Medicine, Seattle; Framingham Heart Study (R.A., J.B.M.); Slone Epidemiology Center (R.A.), Boston University, MA; Department of Neurosciences (S.J.B.), University of California San Diego; Psychiatry Neuroimaging Laboratory (M.J.C., A.P.L., I.K.K., M.E.S., S.B.), Departments of Psychiatry Radiology (M.E.S.), and Center for Clinical Spectroscopy (A.P.L.), Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA; cBRAIN (I.K.K.), Department of Child and Adolescent Psychiatry, Psychosomatics, and Psychotherapy, Ludwigs-Maximilians-Universität, Munich, Germany; Chambers-Grundy Center for Transformative Neuroscience (J.L.C.), Department of Brain Health, School of Integrated Health Sciences, University of Nevada Las Vegas; Banner Alzheimer's Institute (E.M.R.), Phoenix; Department of Psychiatry (E.M.R.), University of Arizona, Phoenix; Arizona State University (E.M.R.), Phoenix; Translational Genomics Research Institute (E.M.R.), Phoenix; Arizona Alzheimer's Consortium (E.M.R.), Phoenix; and Department of Software Engineering and Information Technology (S.B.), École de technologie supérieure, Université du Québec, Montréal, Canada
| | - Sarah J Banks
- From the VA San Diego Healthcare System (M.T.L., M.W.B., L.M.D.-W.), CA; Department of Psychiatry (M.T.L., S.J.B., M.W.B., L.M.D.-W.), University of California San Diego Health, La Jolla; Departments of Biostatistics (F.T.-Z., Y.T.), Epidemiology (R.A.), Environmental Health (M.D.M.), Biostatistics and Epidemiology Data Analytics Center (J.P., B.M., K.H.), Boston University School of Public Health, MA; Boston University Alzheimer's Disease Research Center (Y.T., J.B.M., M.L.A., R.A., R.C.C., R.A.S.), Boston University CTE Center; Department of Neurology, Boston University Chobanian & Avedisian School of Medicine; Departments of Neurology (C.H.A., D.W.D.) and Psychiatry and Psychology (J.V.W.), Mayo Clinic School of Medicine, Mayo Clinic Arizona, Scottsdale; Departments of Neurology (L.J.B.), Population Health and Ophthalmology, (L.J.B.), and Neurology (W.B.B.), NYU Grossman School of Medicine; Cleveland Clinic Lou Ruvo Center for Brain Health (C.B.), Las Vegas, NV; Department of Neurology (C.B.), University of Washington, Seattle; Department of Neurodegenerative Disease (H.Z.), and UK Dementia Research Institute (H.Z.), University College London Institute of Neurology, UK; Hong Kong Center for Neurodegenerative Diseases (H.Z.), China; Wisconsin Alzheimer's Disease Research Center (H.Z.), University of Wisconsin-Madison; Clinical Neurochemistry Laboratory (H.Z., K.B.), Sahlgrenska University Hospital, Gothenburg; Department of Psychiatry and Neurochemistry (K.B.), Institute of Neuroscience and Physiology, The Sahlgrenska Academy at the University of Gothenburg, Sweden; VA Northwest Mental Illness Research, Education, and Clinical Center (E.R.P.), Seattle, WA; Department of Psychiatry and Behavioral Sciences (E.R.P.), University of Washington School of Medicine, Seattle; Framingham Heart Study (R.A., J.B.M.); Slone Epidemiology Center (R.A.), Boston University, MA; Department of Neurosciences (S.J.B.), University of California San Diego; Psychiatry Neuroimaging Laboratory (M.J.C., A.P.L., I.K.K., M.E.S., S.B.), Departments of Psychiatry Radiology (M.E.S.), and Center for Clinical Spectroscopy (A.P.L.), Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA; cBRAIN (I.K.K.), Department of Child and Adolescent Psychiatry, Psychosomatics, and Psychotherapy, Ludwigs-Maximilians-Universität, Munich, Germany; Chambers-Grundy Center for Transformative Neuroscience (J.L.C.), Department of Brain Health, School of Integrated Health Sciences, University of Nevada Las Vegas; Banner Alzheimer's Institute (E.M.R.), Phoenix; Department of Psychiatry (E.M.R.), University of Arizona, Phoenix; Arizona State University (E.M.R.), Phoenix; Translational Genomics Research Institute (E.M.R.), Phoenix; Arizona Alzheimer's Consortium (E.M.R.), Phoenix; and Department of Software Engineering and Information Technology (S.B.), École de technologie supérieure, Université du Québec, Montréal, Canada
| | - William B Barr
- From the VA San Diego Healthcare System (M.T.L., M.W.B., L.M.D.-W.), CA; Department of Psychiatry (M.T.L., S.J.B., M.W.B., L.M.D.-W.), University of California San Diego Health, La Jolla; Departments of Biostatistics (F.T.-Z., Y.T.), Epidemiology (R.A.), Environmental Health (M.D.M.), Biostatistics and Epidemiology Data Analytics Center (J.P., B.M., K.H.), Boston University School of Public Health, MA; Boston University Alzheimer's Disease Research Center (Y.T., J.B.M., M.L.A., R.A., R.C.C., R.A.S.), Boston University CTE Center; Department of Neurology, Boston University Chobanian & Avedisian School of Medicine; Departments of Neurology (C.H.A., D.W.D.) and Psychiatry and Psychology (J.V.W.), Mayo Clinic School of Medicine, Mayo Clinic Arizona, Scottsdale; Departments of Neurology (L.J.B.), Population Health and Ophthalmology, (L.J.B.), and Neurology (W.B.B.), NYU Grossman School of Medicine; Cleveland Clinic Lou Ruvo Center for Brain Health (C.B.), Las Vegas, NV; Department of Neurology (C.B.), University of Washington, Seattle; Department of Neurodegenerative Disease (H.Z.), and UK Dementia Research Institute (H.Z.), University College London Institute of Neurology, UK; Hong Kong Center for Neurodegenerative Diseases (H.Z.), China; Wisconsin Alzheimer's Disease Research Center (H.Z.), University of Wisconsin-Madison; Clinical Neurochemistry Laboratory (H.Z., K.B.), Sahlgrenska University Hospital, Gothenburg; Department of Psychiatry and Neurochemistry (K.B.), Institute of Neuroscience and Physiology, The Sahlgrenska Academy at the University of Gothenburg, Sweden; VA Northwest Mental Illness Research, Education, and Clinical Center (E.R.P.), Seattle, WA; Department of Psychiatry and Behavioral Sciences (E.R.P.), University of Washington School of Medicine, Seattle; Framingham Heart Study (R.A., J.B.M.); Slone Epidemiology Center (R.A.), Boston University, MA; Department of Neurosciences (S.J.B.), University of California San Diego; Psychiatry Neuroimaging Laboratory (M.J.C., A.P.L., I.K.K., M.E.S., S.B.), Departments of Psychiatry Radiology (M.E.S.), and Center for Clinical Spectroscopy (A.P.L.), Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA; cBRAIN (I.K.K.), Department of Child and Adolescent Psychiatry, Psychosomatics, and Psychotherapy, Ludwigs-Maximilians-Universität, Munich, Germany; Chambers-Grundy Center for Transformative Neuroscience (J.L.C.), Department of Brain Health, School of Integrated Health Sciences, University of Nevada Las Vegas; Banner Alzheimer's Institute (E.M.R.), Phoenix; Department of Psychiatry (E.M.R.), University of Arizona, Phoenix; Arizona State University (E.M.R.), Phoenix; Translational Genomics Research Institute (E.M.R.), Phoenix; Arizona Alzheimer's Consortium (E.M.R.), Phoenix; and Department of Software Engineering and Information Technology (S.B.), École de technologie supérieure, Université du Québec, Montréal, Canada
| | - Jennifer V Wethe
- From the VA San Diego Healthcare System (M.T.L., M.W.B., L.M.D.-W.), CA; Department of Psychiatry (M.T.L., S.J.B., M.W.B., L.M.D.-W.), University of California San Diego Health, La Jolla; Departments of Biostatistics (F.T.-Z., Y.T.), Epidemiology (R.A.), Environmental Health (M.D.M.), Biostatistics and Epidemiology Data Analytics Center (J.P., B.M., K.H.), Boston University School of Public Health, MA; Boston University Alzheimer's Disease Research Center (Y.T., J.B.M., M.L.A., R.A., R.C.C., R.A.S.), Boston University CTE Center; Department of Neurology, Boston University Chobanian & Avedisian School of Medicine; Departments of Neurology (C.H.A., D.W.D.) and Psychiatry and Psychology (J.V.W.), Mayo Clinic School of Medicine, Mayo Clinic Arizona, Scottsdale; Departments of Neurology (L.J.B.), Population Health and Ophthalmology, (L.J.B.), and Neurology (W.B.B.), NYU Grossman School of Medicine; Cleveland Clinic Lou Ruvo Center for Brain Health (C.B.), Las Vegas, NV; Department of Neurology (C.B.), University of Washington, Seattle; Department of Neurodegenerative Disease (H.Z.), and UK Dementia Research Institute (H.Z.), University College London Institute of Neurology, UK; Hong Kong Center for Neurodegenerative Diseases (H.Z.), China; Wisconsin Alzheimer's Disease Research Center (H.Z.), University of Wisconsin-Madison; Clinical Neurochemistry Laboratory (H.Z., K.B.), Sahlgrenska University Hospital, Gothenburg; Department of Psychiatry and Neurochemistry (K.B.), Institute of Neuroscience and Physiology, The Sahlgrenska Academy at the University of Gothenburg, Sweden; VA Northwest Mental Illness Research, Education, and Clinical Center (E.R.P.), Seattle, WA; Department of Psychiatry and Behavioral Sciences (E.R.P.), University of Washington School of Medicine, Seattle; Framingham Heart Study (R.A., J.B.M.); Slone Epidemiology Center (R.A.), Boston University, MA; Department of Neurosciences (S.J.B.), University of California San Diego; Psychiatry Neuroimaging Laboratory (M.J.C., A.P.L., I.K.K., M.E.S., S.B.), Departments of Psychiatry Radiology (M.E.S.), and Center for Clinical Spectroscopy (A.P.L.), Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA; cBRAIN (I.K.K.), Department of Child and Adolescent Psychiatry, Psychosomatics, and Psychotherapy, Ludwigs-Maximilians-Universität, Munich, Germany; Chambers-Grundy Center for Transformative Neuroscience (J.L.C.), Department of Brain Health, School of Integrated Health Sciences, University of Nevada Las Vegas; Banner Alzheimer's Institute (E.M.R.), Phoenix; Department of Psychiatry (E.M.R.), University of Arizona, Phoenix; Arizona State University (E.M.R.), Phoenix; Translational Genomics Research Institute (E.M.R.), Phoenix; Arizona Alzheimer's Consortium (E.M.R.), Phoenix; and Department of Software Engineering and Information Technology (S.B.), École de technologie supérieure, Université du Québec, Montréal, Canada
| | - Mark W Bondi
- From the VA San Diego Healthcare System (M.T.L., M.W.B., L.M.D.-W.), CA; Department of Psychiatry (M.T.L., S.J.B., M.W.B., L.M.D.-W.), University of California San Diego Health, La Jolla; Departments of Biostatistics (F.T.-Z., Y.T.), Epidemiology (R.A.), Environmental Health (M.D.M.), Biostatistics and Epidemiology Data Analytics Center (J.P., B.M., K.H.), Boston University School of Public Health, MA; Boston University Alzheimer's Disease Research Center (Y.T., J.B.M., M.L.A., R.A., R.C.C., R.A.S.), Boston University CTE Center; Department of Neurology, Boston University Chobanian & Avedisian School of Medicine; Departments of Neurology (C.H.A., D.W.D.) and Psychiatry and Psychology (J.V.W.), Mayo Clinic School of Medicine, Mayo Clinic Arizona, Scottsdale; Departments of Neurology (L.J.B.), Population Health and Ophthalmology, (L.J.B.), and Neurology (W.B.B.), NYU Grossman School of Medicine; Cleveland Clinic Lou Ruvo Center for Brain Health (C.B.), Las Vegas, NV; Department of Neurology (C.B.), University of Washington, Seattle; Department of Neurodegenerative Disease (H.Z.), and UK Dementia Research Institute (H.Z.), University College London Institute of Neurology, UK; Hong Kong Center for Neurodegenerative Diseases (H.Z.), China; Wisconsin Alzheimer's Disease Research Center (H.Z.), University of Wisconsin-Madison; Clinical Neurochemistry Laboratory (H.Z., K.B.), Sahlgrenska University Hospital, Gothenburg; Department of Psychiatry and Neurochemistry (K.B.), Institute of Neuroscience and Physiology, The Sahlgrenska Academy at the University of Gothenburg, Sweden; VA Northwest Mental Illness Research, Education, and Clinical Center (E.R.P.), Seattle, WA; Department of Psychiatry and Behavioral Sciences (E.R.P.), University of Washington School of Medicine, Seattle; Framingham Heart Study (R.A., J.B.M.); Slone Epidemiology Center (R.A.), Boston University, MA; Department of Neurosciences (S.J.B.), University of California San Diego; Psychiatry Neuroimaging Laboratory (M.J.C., A.P.L., I.K.K., M.E.S., S.B.), Departments of Psychiatry Radiology (M.E.S.), and Center for Clinical Spectroscopy (A.P.L.), Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA; cBRAIN (I.K.K.), Department of Child and Adolescent Psychiatry, Psychosomatics, and Psychotherapy, Ludwigs-Maximilians-Universität, Munich, Germany; Chambers-Grundy Center for Transformative Neuroscience (J.L.C.), Department of Brain Health, School of Integrated Health Sciences, University of Nevada Las Vegas; Banner Alzheimer's Institute (E.M.R.), Phoenix; Department of Psychiatry (E.M.R.), University of Arizona, Phoenix; Arizona State University (E.M.R.), Phoenix; Translational Genomics Research Institute (E.M.R.), Phoenix; Arizona Alzheimer's Consortium (E.M.R.), Phoenix; and Department of Software Engineering and Information Technology (S.B.), École de technologie supérieure, Université du Québec, Montréal, Canada
| | - Lisa M Delano-Wood
- From the VA San Diego Healthcare System (M.T.L., M.W.B., L.M.D.-W.), CA; Department of Psychiatry (M.T.L., S.J.B., M.W.B., L.M.D.-W.), University of California San Diego Health, La Jolla; Departments of Biostatistics (F.T.-Z., Y.T.), Epidemiology (R.A.), Environmental Health (M.D.M.), Biostatistics and Epidemiology Data Analytics Center (J.P., B.M., K.H.), Boston University School of Public Health, MA; Boston University Alzheimer's Disease Research Center (Y.T., J.B.M., M.L.A., R.A., R.C.C., R.A.S.), Boston University CTE Center; Department of Neurology, Boston University Chobanian & Avedisian School of Medicine; Departments of Neurology (C.H.A., D.W.D.) and Psychiatry and Psychology (J.V.W.), Mayo Clinic School of Medicine, Mayo Clinic Arizona, Scottsdale; Departments of Neurology (L.J.B.), Population Health and Ophthalmology, (L.J.B.), and Neurology (W.B.B.), NYU Grossman School of Medicine; Cleveland Clinic Lou Ruvo Center for Brain Health (C.B.), Las Vegas, NV; Department of Neurology (C.B.), University of Washington, Seattle; Department of Neurodegenerative Disease (H.Z.), and UK Dementia Research Institute (H.Z.), University College London Institute of Neurology, UK; Hong Kong Center for Neurodegenerative Diseases (H.Z.), China; Wisconsin Alzheimer's Disease Research Center (H.Z.), University of Wisconsin-Madison; Clinical Neurochemistry Laboratory (H.Z., K.B.), Sahlgrenska University Hospital, Gothenburg; Department of Psychiatry and Neurochemistry (K.B.), Institute of Neuroscience and Physiology, The Sahlgrenska Academy at the University of Gothenburg, Sweden; VA Northwest Mental Illness Research, Education, and Clinical Center (E.R.P.), Seattle, WA; Department of Psychiatry and Behavioral Sciences (E.R.P.), University of Washington School of Medicine, Seattle; Framingham Heart Study (R.A., J.B.M.); Slone Epidemiology Center (R.A.), Boston University, MA; Department of Neurosciences (S.J.B.), University of California San Diego; Psychiatry Neuroimaging Laboratory (M.J.C., A.P.L., I.K.K., M.E.S., S.B.), Departments of Psychiatry Radiology (M.E.S.), and Center for Clinical Spectroscopy (A.P.L.), Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA; cBRAIN (I.K.K.), Department of Child and Adolescent Psychiatry, Psychosomatics, and Psychotherapy, Ludwigs-Maximilians-Universität, Munich, Germany; Chambers-Grundy Center for Transformative Neuroscience (J.L.C.), Department of Brain Health, School of Integrated Health Sciences, University of Nevada Las Vegas; Banner Alzheimer's Institute (E.M.R.), Phoenix; Department of Psychiatry (E.M.R.), University of Arizona, Phoenix; Arizona State University (E.M.R.), Phoenix; Translational Genomics Research Institute (E.M.R.), Phoenix; Arizona Alzheimer's Consortium (E.M.R.), Phoenix; and Department of Software Engineering and Information Technology (S.B.), École de technologie supérieure, Université du Québec, Montréal, Canada
| | - Robert C Cantu
- From the VA San Diego Healthcare System (M.T.L., M.W.B., L.M.D.-W.), CA; Department of Psychiatry (M.T.L., S.J.B., M.W.B., L.M.D.-W.), University of California San Diego Health, La Jolla; Departments of Biostatistics (F.T.-Z., Y.T.), Epidemiology (R.A.), Environmental Health (M.D.M.), Biostatistics and Epidemiology Data Analytics Center (J.P., B.M., K.H.), Boston University School of Public Health, MA; Boston University Alzheimer's Disease Research Center (Y.T., J.B.M., M.L.A., R.A., R.C.C., R.A.S.), Boston University CTE Center; Department of Neurology, Boston University Chobanian & Avedisian School of Medicine; Departments of Neurology (C.H.A., D.W.D.) and Psychiatry and Psychology (J.V.W.), Mayo Clinic School of Medicine, Mayo Clinic Arizona, Scottsdale; Departments of Neurology (L.J.B.), Population Health and Ophthalmology, (L.J.B.), and Neurology (W.B.B.), NYU Grossman School of Medicine; Cleveland Clinic Lou Ruvo Center for Brain Health (C.B.), Las Vegas, NV; Department of Neurology (C.B.), University of Washington, Seattle; Department of Neurodegenerative Disease (H.Z.), and UK Dementia Research Institute (H.Z.), University College London Institute of Neurology, UK; Hong Kong Center for Neurodegenerative Diseases (H.Z.), China; Wisconsin Alzheimer's Disease Research Center (H.Z.), University of Wisconsin-Madison; Clinical Neurochemistry Laboratory (H.Z., K.B.), Sahlgrenska University Hospital, Gothenburg; Department of Psychiatry and Neurochemistry (K.B.), Institute of Neuroscience and Physiology, The Sahlgrenska Academy at the University of Gothenburg, Sweden; VA Northwest Mental Illness Research, Education, and Clinical Center (E.R.P.), Seattle, WA; Department of Psychiatry and Behavioral Sciences (E.R.P.), University of Washington School of Medicine, Seattle; Framingham Heart Study (R.A., J.B.M.); Slone Epidemiology Center (R.A.), Boston University, MA; Department of Neurosciences (S.J.B.), University of California San Diego; Psychiatry Neuroimaging Laboratory (M.J.C., A.P.L., I.K.K., M.E.S., S.B.), Departments of Psychiatry Radiology (M.E.S.), and Center for Clinical Spectroscopy (A.P.L.), Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA; cBRAIN (I.K.K.), Department of Child and Adolescent Psychiatry, Psychosomatics, and Psychotherapy, Ludwigs-Maximilians-Universität, Munich, Germany; Chambers-Grundy Center for Transformative Neuroscience (J.L.C.), Department of Brain Health, School of Integrated Health Sciences, University of Nevada Las Vegas; Banner Alzheimer's Institute (E.M.R.), Phoenix; Department of Psychiatry (E.M.R.), University of Arizona, Phoenix; Arizona State University (E.M.R.), Phoenix; Translational Genomics Research Institute (E.M.R.), Phoenix; Arizona Alzheimer's Consortium (E.M.R.), Phoenix; and Department of Software Engineering and Information Technology (S.B.), École de technologie supérieure, Université du Québec, Montréal, Canada
| | - Michael J Coleman
- From the VA San Diego Healthcare System (M.T.L., M.W.B., L.M.D.-W.), CA; Department of Psychiatry (M.T.L., S.J.B., M.W.B., L.M.D.-W.), University of California San Diego Health, La Jolla; Departments of Biostatistics (F.T.-Z., Y.T.), Epidemiology (R.A.), Environmental Health (M.D.M.), Biostatistics and Epidemiology Data Analytics Center (J.P., B.M., K.H.), Boston University School of Public Health, MA; Boston University Alzheimer's Disease Research Center (Y.T., J.B.M., M.L.A., R.A., R.C.C., R.A.S.), Boston University CTE Center; Department of Neurology, Boston University Chobanian & Avedisian School of Medicine; Departments of Neurology (C.H.A., D.W.D.) and Psychiatry and Psychology (J.V.W.), Mayo Clinic School of Medicine, Mayo Clinic Arizona, Scottsdale; Departments of Neurology (L.J.B.), Population Health and Ophthalmology, (L.J.B.), and Neurology (W.B.B.), NYU Grossman School of Medicine; Cleveland Clinic Lou Ruvo Center for Brain Health (C.B.), Las Vegas, NV; Department of Neurology (C.B.), University of Washington, Seattle; Department of Neurodegenerative Disease (H.Z.), and UK Dementia Research Institute (H.Z.), University College London Institute of Neurology, UK; Hong Kong Center for Neurodegenerative Diseases (H.Z.), China; Wisconsin Alzheimer's Disease Research Center (H.Z.), University of Wisconsin-Madison; Clinical Neurochemistry Laboratory (H.Z., K.B.), Sahlgrenska University Hospital, Gothenburg; Department of Psychiatry and Neurochemistry (K.B.), Institute of Neuroscience and Physiology, The Sahlgrenska Academy at the University of Gothenburg, Sweden; VA Northwest Mental Illness Research, Education, and Clinical Center (E.R.P.), Seattle, WA; Department of Psychiatry and Behavioral Sciences (E.R.P.), University of Washington School of Medicine, Seattle; Framingham Heart Study (R.A., J.B.M.); Slone Epidemiology Center (R.A.), Boston University, MA; Department of Neurosciences (S.J.B.), University of California San Diego; Psychiatry Neuroimaging Laboratory (M.J.C., A.P.L., I.K.K., M.E.S., S.B.), Departments of Psychiatry Radiology (M.E.S.), and Center for Clinical Spectroscopy (A.P.L.), Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA; cBRAIN (I.K.K.), Department of Child and Adolescent Psychiatry, Psychosomatics, and Psychotherapy, Ludwigs-Maximilians-Universität, Munich, Germany; Chambers-Grundy Center for Transformative Neuroscience (J.L.C.), Department of Brain Health, School of Integrated Health Sciences, University of Nevada Las Vegas; Banner Alzheimer's Institute (E.M.R.), Phoenix; Department of Psychiatry (E.M.R.), University of Arizona, Phoenix; Arizona State University (E.M.R.), Phoenix; Translational Genomics Research Institute (E.M.R.), Phoenix; Arizona Alzheimer's Consortium (E.M.R.), Phoenix; and Department of Software Engineering and Information Technology (S.B.), École de technologie supérieure, Université du Québec, Montréal, Canada
| | - David W Dodick
- From the VA San Diego Healthcare System (M.T.L., M.W.B., L.M.D.-W.), CA; Department of Psychiatry (M.T.L., S.J.B., M.W.B., L.M.D.-W.), University of California San Diego Health, La Jolla; Departments of Biostatistics (F.T.-Z., Y.T.), Epidemiology (R.A.), Environmental Health (M.D.M.), Biostatistics and Epidemiology Data Analytics Center (J.P., B.M., K.H.), Boston University School of Public Health, MA; Boston University Alzheimer's Disease Research Center (Y.T., J.B.M., M.L.A., R.A., R.C.C., R.A.S.), Boston University CTE Center; Department of Neurology, Boston University Chobanian & Avedisian School of Medicine; Departments of Neurology (C.H.A., D.W.D.) and Psychiatry and Psychology (J.V.W.), Mayo Clinic School of Medicine, Mayo Clinic Arizona, Scottsdale; Departments of Neurology (L.J.B.), Population Health and Ophthalmology, (L.J.B.), and Neurology (W.B.B.), NYU Grossman School of Medicine; Cleveland Clinic Lou Ruvo Center for Brain Health (C.B.), Las Vegas, NV; Department of Neurology (C.B.), University of Washington, Seattle; Department of Neurodegenerative Disease (H.Z.), and UK Dementia Research Institute (H.Z.), University College London Institute of Neurology, UK; Hong Kong Center for Neurodegenerative Diseases (H.Z.), China; Wisconsin Alzheimer's Disease Research Center (H.Z.), University of Wisconsin-Madison; Clinical Neurochemistry Laboratory (H.Z., K.B.), Sahlgrenska University Hospital, Gothenburg; Department of Psychiatry and Neurochemistry (K.B.), Institute of Neuroscience and Physiology, The Sahlgrenska Academy at the University of Gothenburg, Sweden; VA Northwest Mental Illness Research, Education, and Clinical Center (E.R.P.), Seattle, WA; Department of Psychiatry and Behavioral Sciences (E.R.P.), University of Washington School of Medicine, Seattle; Framingham Heart Study (R.A., J.B.M.); Slone Epidemiology Center (R.A.), Boston University, MA; Department of Neurosciences (S.J.B.), University of California San Diego; Psychiatry Neuroimaging Laboratory (M.J.C., A.P.L., I.K.K., M.E.S., S.B.), Departments of Psychiatry Radiology (M.E.S.), and Center for Clinical Spectroscopy (A.P.L.), Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA; cBRAIN (I.K.K.), Department of Child and Adolescent Psychiatry, Psychosomatics, and Psychotherapy, Ludwigs-Maximilians-Universität, Munich, Germany; Chambers-Grundy Center for Transformative Neuroscience (J.L.C.), Department of Brain Health, School of Integrated Health Sciences, University of Nevada Las Vegas; Banner Alzheimer's Institute (E.M.R.), Phoenix; Department of Psychiatry (E.M.R.), University of Arizona, Phoenix; Arizona State University (E.M.R.), Phoenix; Translational Genomics Research Institute (E.M.R.), Phoenix; Arizona Alzheimer's Consortium (E.M.R.), Phoenix; and Department of Software Engineering and Information Technology (S.B.), École de technologie supérieure, Université du Québec, Montréal, Canada
| | - Michael D McClean
- From the VA San Diego Healthcare System (M.T.L., M.W.B., L.M.D.-W.), CA; Department of Psychiatry (M.T.L., S.J.B., M.W.B., L.M.D.-W.), University of California San Diego Health, La Jolla; Departments of Biostatistics (F.T.-Z., Y.T.), Epidemiology (R.A.), Environmental Health (M.D.M.), Biostatistics and Epidemiology Data Analytics Center (J.P., B.M., K.H.), Boston University School of Public Health, MA; Boston University Alzheimer's Disease Research Center (Y.T., J.B.M., M.L.A., R.A., R.C.C., R.A.S.), Boston University CTE Center; Department of Neurology, Boston University Chobanian & Avedisian School of Medicine; Departments of Neurology (C.H.A., D.W.D.) and Psychiatry and Psychology (J.V.W.), Mayo Clinic School of Medicine, Mayo Clinic Arizona, Scottsdale; Departments of Neurology (L.J.B.), Population Health and Ophthalmology, (L.J.B.), and Neurology (W.B.B.), NYU Grossman School of Medicine; Cleveland Clinic Lou Ruvo Center for Brain Health (C.B.), Las Vegas, NV; Department of Neurology (C.B.), University of Washington, Seattle; Department of Neurodegenerative Disease (H.Z.), and UK Dementia Research Institute (H.Z.), University College London Institute of Neurology, UK; Hong Kong Center for Neurodegenerative Diseases (H.Z.), China; Wisconsin Alzheimer's Disease Research Center (H.Z.), University of Wisconsin-Madison; Clinical Neurochemistry Laboratory (H.Z., K.B.), Sahlgrenska University Hospital, Gothenburg; Department of Psychiatry and Neurochemistry (K.B.), Institute of Neuroscience and Physiology, The Sahlgrenska Academy at the University of Gothenburg, Sweden; VA Northwest Mental Illness Research, Education, and Clinical Center (E.R.P.), Seattle, WA; Department of Psychiatry and Behavioral Sciences (E.R.P.), University of Washington School of Medicine, Seattle; Framingham Heart Study (R.A., J.B.M.); Slone Epidemiology Center (R.A.), Boston University, MA; Department of Neurosciences (S.J.B.), University of California San Diego; Psychiatry Neuroimaging Laboratory (M.J.C., A.P.L., I.K.K., M.E.S., S.B.), Departments of Psychiatry Radiology (M.E.S.), and Center for Clinical Spectroscopy (A.P.L.), Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA; cBRAIN (I.K.K.), Department of Child and Adolescent Psychiatry, Psychosomatics, and Psychotherapy, Ludwigs-Maximilians-Universität, Munich, Germany; Chambers-Grundy Center for Transformative Neuroscience (J.L.C.), Department of Brain Health, School of Integrated Health Sciences, University of Nevada Las Vegas; Banner Alzheimer's Institute (E.M.R.), Phoenix; Department of Psychiatry (E.M.R.), University of Arizona, Phoenix; Arizona State University (E.M.R.), Phoenix; Translational Genomics Research Institute (E.M.R.), Phoenix; Arizona Alzheimer's Consortium (E.M.R.), Phoenix; and Department of Software Engineering and Information Technology (S.B.), École de technologie supérieure, Université du Québec, Montréal, Canada
| | - Jesse B Mez
- From the VA San Diego Healthcare System (M.T.L., M.W.B., L.M.D.-W.), CA; Department of Psychiatry (M.T.L., S.J.B., M.W.B., L.M.D.-W.), University of California San Diego Health, La Jolla; Departments of Biostatistics (F.T.-Z., Y.T.), Epidemiology (R.A.), Environmental Health (M.D.M.), Biostatistics and Epidemiology Data Analytics Center (J.P., B.M., K.H.), Boston University School of Public Health, MA; Boston University Alzheimer's Disease Research Center (Y.T., J.B.M., M.L.A., R.A., R.C.C., R.A.S.), Boston University CTE Center; Department of Neurology, Boston University Chobanian & Avedisian School of Medicine; Departments of Neurology (C.H.A., D.W.D.) and Psychiatry and Psychology (J.V.W.), Mayo Clinic School of Medicine, Mayo Clinic Arizona, Scottsdale; Departments of Neurology (L.J.B.), Population Health and Ophthalmology, (L.J.B.), and Neurology (W.B.B.), NYU Grossman School of Medicine; Cleveland Clinic Lou Ruvo Center for Brain Health (C.B.), Las Vegas, NV; Department of Neurology (C.B.), University of Washington, Seattle; Department of Neurodegenerative Disease (H.Z.), and UK Dementia Research Institute (H.Z.), University College London Institute of Neurology, UK; Hong Kong Center for Neurodegenerative Diseases (H.Z.), China; Wisconsin Alzheimer's Disease Research Center (H.Z.), University of Wisconsin-Madison; Clinical Neurochemistry Laboratory (H.Z., K.B.), Sahlgrenska University Hospital, Gothenburg; Department of Psychiatry and Neurochemistry (K.B.), Institute of Neuroscience and Physiology, The Sahlgrenska Academy at the University of Gothenburg, Sweden; VA Northwest Mental Illness Research, Education, and Clinical Center (E.R.P.), Seattle, WA; Department of Psychiatry and Behavioral Sciences (E.R.P.), University of Washington School of Medicine, Seattle; Framingham Heart Study (R.A., J.B.M.); Slone Epidemiology Center (R.A.), Boston University, MA; Department of Neurosciences (S.J.B.), University of California San Diego; Psychiatry Neuroimaging Laboratory (M.J.C., A.P.L., I.K.K., M.E.S., S.B.), Departments of Psychiatry Radiology (M.E.S.), and Center for Clinical Spectroscopy (A.P.L.), Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA; cBRAIN (I.K.K.), Department of Child and Adolescent Psychiatry, Psychosomatics, and Psychotherapy, Ludwigs-Maximilians-Universität, Munich, Germany; Chambers-Grundy Center for Transformative Neuroscience (J.L.C.), Department of Brain Health, School of Integrated Health Sciences, University of Nevada Las Vegas; Banner Alzheimer's Institute (E.M.R.), Phoenix; Department of Psychiatry (E.M.R.), University of Arizona, Phoenix; Arizona State University (E.M.R.), Phoenix; Translational Genomics Research Institute (E.M.R.), Phoenix; Arizona Alzheimer's Consortium (E.M.R.), Phoenix; and Department of Software Engineering and Information Technology (S.B.), École de technologie supérieure, Université du Québec, Montréal, Canada
| | - Joseph Palmisano
- From the VA San Diego Healthcare System (M.T.L., M.W.B., L.M.D.-W.), CA; Department of Psychiatry (M.T.L., S.J.B., M.W.B., L.M.D.-W.), University of California San Diego Health, La Jolla; Departments of Biostatistics (F.T.-Z., Y.T.), Epidemiology (R.A.), Environmental Health (M.D.M.), Biostatistics and Epidemiology Data Analytics Center (J.P., B.M., K.H.), Boston University School of Public Health, MA; Boston University Alzheimer's Disease Research Center (Y.T., J.B.M., M.L.A., R.A., R.C.C., R.A.S.), Boston University CTE Center; Department of Neurology, Boston University Chobanian & Avedisian School of Medicine; Departments of Neurology (C.H.A., D.W.D.) and Psychiatry and Psychology (J.V.W.), Mayo Clinic School of Medicine, Mayo Clinic Arizona, Scottsdale; Departments of Neurology (L.J.B.), Population Health and Ophthalmology, (L.J.B.), and Neurology (W.B.B.), NYU Grossman School of Medicine; Cleveland Clinic Lou Ruvo Center for Brain Health (C.B.), Las Vegas, NV; Department of Neurology (C.B.), University of Washington, Seattle; Department of Neurodegenerative Disease (H.Z.), and UK Dementia Research Institute (H.Z.), University College London Institute of Neurology, UK; Hong Kong Center for Neurodegenerative Diseases (H.Z.), China; Wisconsin Alzheimer's Disease Research Center (H.Z.), University of Wisconsin-Madison; Clinical Neurochemistry Laboratory (H.Z., K.B.), Sahlgrenska University Hospital, Gothenburg; Department of Psychiatry and Neurochemistry (K.B.), Institute of Neuroscience and Physiology, The Sahlgrenska Academy at the University of Gothenburg, Sweden; VA Northwest Mental Illness Research, Education, and Clinical Center (E.R.P.), Seattle, WA; Department of Psychiatry and Behavioral Sciences (E.R.P.), University of Washington School of Medicine, Seattle; Framingham Heart Study (R.A., J.B.M.); Slone Epidemiology Center (R.A.), Boston University, MA; Department of Neurosciences (S.J.B.), University of California San Diego; Psychiatry Neuroimaging Laboratory (M.J.C., A.P.L., I.K.K., M.E.S., S.B.), Departments of Psychiatry Radiology (M.E.S.), and Center for Clinical Spectroscopy (A.P.L.), Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA; cBRAIN (I.K.K.), Department of Child and Adolescent Psychiatry, Psychosomatics, and Psychotherapy, Ludwigs-Maximilians-Universität, Munich, Germany; Chambers-Grundy Center for Transformative Neuroscience (J.L.C.), Department of Brain Health, School of Integrated Health Sciences, University of Nevada Las Vegas; Banner Alzheimer's Institute (E.M.R.), Phoenix; Department of Psychiatry (E.M.R.), University of Arizona, Phoenix; Arizona State University (E.M.R.), Phoenix; Translational Genomics Research Institute (E.M.R.), Phoenix; Arizona Alzheimer's Consortium (E.M.R.), Phoenix; and Department of Software Engineering and Information Technology (S.B.), École de technologie supérieure, Université du Québec, Montréal, Canada
| | - Brett Martin
- From the VA San Diego Healthcare System (M.T.L., M.W.B., L.M.D.-W.), CA; Department of Psychiatry (M.T.L., S.J.B., M.W.B., L.M.D.-W.), University of California San Diego Health, La Jolla; Departments of Biostatistics (F.T.-Z., Y.T.), Epidemiology (R.A.), Environmental Health (M.D.M.), Biostatistics and Epidemiology Data Analytics Center (J.P., B.M., K.H.), Boston University School of Public Health, MA; Boston University Alzheimer's Disease Research Center (Y.T., J.B.M., M.L.A., R.A., R.C.C., R.A.S.), Boston University CTE Center; Department of Neurology, Boston University Chobanian & Avedisian School of Medicine; Departments of Neurology (C.H.A., D.W.D.) and Psychiatry and Psychology (J.V.W.), Mayo Clinic School of Medicine, Mayo Clinic Arizona, Scottsdale; Departments of Neurology (L.J.B.), Population Health and Ophthalmology, (L.J.B.), and Neurology (W.B.B.), NYU Grossman School of Medicine; Cleveland Clinic Lou Ruvo Center for Brain Health (C.B.), Las Vegas, NV; Department of Neurology (C.B.), University of Washington, Seattle; Department of Neurodegenerative Disease (H.Z.), and UK Dementia Research Institute (H.Z.), University College London Institute of Neurology, UK; Hong Kong Center for Neurodegenerative Diseases (H.Z.), China; Wisconsin Alzheimer's Disease Research Center (H.Z.), University of Wisconsin-Madison; Clinical Neurochemistry Laboratory (H.Z., K.B.), Sahlgrenska University Hospital, Gothenburg; Department of Psychiatry and Neurochemistry (K.B.), Institute of Neuroscience and Physiology, The Sahlgrenska Academy at the University of Gothenburg, Sweden; VA Northwest Mental Illness Research, Education, and Clinical Center (E.R.P.), Seattle, WA; Department of Psychiatry and Behavioral Sciences (E.R.P.), University of Washington School of Medicine, Seattle; Framingham Heart Study (R.A., J.B.M.); Slone Epidemiology Center (R.A.), Boston University, MA; Department of Neurosciences (S.J.B.), University of California San Diego; Psychiatry Neuroimaging Laboratory (M.J.C., A.P.L., I.K.K., M.E.S., S.B.), Departments of Psychiatry Radiology (M.E.S.), and Center for Clinical Spectroscopy (A.P.L.), Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA; cBRAIN (I.K.K.), Department of Child and Adolescent Psychiatry, Psychosomatics, and Psychotherapy, Ludwigs-Maximilians-Universität, Munich, Germany; Chambers-Grundy Center for Transformative Neuroscience (J.L.C.), Department of Brain Health, School of Integrated Health Sciences, University of Nevada Las Vegas; Banner Alzheimer's Institute (E.M.R.), Phoenix; Department of Psychiatry (E.M.R.), University of Arizona, Phoenix; Arizona State University (E.M.R.), Phoenix; Translational Genomics Research Institute (E.M.R.), Phoenix; Arizona Alzheimer's Consortium (E.M.R.), Phoenix; and Department of Software Engineering and Information Technology (S.B.), École de technologie supérieure, Université du Québec, Montréal, Canada
| | - Kaitlin Hartlage
- From the VA San Diego Healthcare System (M.T.L., M.W.B., L.M.D.-W.), CA; Department of Psychiatry (M.T.L., S.J.B., M.W.B., L.M.D.-W.), University of California San Diego Health, La Jolla; Departments of Biostatistics (F.T.-Z., Y.T.), Epidemiology (R.A.), Environmental Health (M.D.M.), Biostatistics and Epidemiology Data Analytics Center (J.P., B.M., K.H.), Boston University School of Public Health, MA; Boston University Alzheimer's Disease Research Center (Y.T., J.B.M., M.L.A., R.A., R.C.C., R.A.S.), Boston University CTE Center; Department of Neurology, Boston University Chobanian & Avedisian School of Medicine; Departments of Neurology (C.H.A., D.W.D.) and Psychiatry and Psychology (J.V.W.), Mayo Clinic School of Medicine, Mayo Clinic Arizona, Scottsdale; Departments of Neurology (L.J.B.), Population Health and Ophthalmology, (L.J.B.), and Neurology (W.B.B.), NYU Grossman School of Medicine; Cleveland Clinic Lou Ruvo Center for Brain Health (C.B.), Las Vegas, NV; Department of Neurology (C.B.), University of Washington, Seattle; Department of Neurodegenerative Disease (H.Z.), and UK Dementia Research Institute (H.Z.), University College London Institute of Neurology, UK; Hong Kong Center for Neurodegenerative Diseases (H.Z.), China; Wisconsin Alzheimer's Disease Research Center (H.Z.), University of Wisconsin-Madison; Clinical Neurochemistry Laboratory (H.Z., K.B.), Sahlgrenska University Hospital, Gothenburg; Department of Psychiatry and Neurochemistry (K.B.), Institute of Neuroscience and Physiology, The Sahlgrenska Academy at the University of Gothenburg, Sweden; VA Northwest Mental Illness Research, Education, and Clinical Center (E.R.P.), Seattle, WA; Department of Psychiatry and Behavioral Sciences (E.R.P.), University of Washington School of Medicine, Seattle; Framingham Heart Study (R.A., J.B.M.); Slone Epidemiology Center (R.A.), Boston University, MA; Department of Neurosciences (S.J.B.), University of California San Diego; Psychiatry Neuroimaging Laboratory (M.J.C., A.P.L., I.K.K., M.E.S., S.B.), Departments of Psychiatry Radiology (M.E.S.), and Center for Clinical Spectroscopy (A.P.L.), Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA; cBRAIN (I.K.K.), Department of Child and Adolescent Psychiatry, Psychosomatics, and Psychotherapy, Ludwigs-Maximilians-Universität, Munich, Germany; Chambers-Grundy Center for Transformative Neuroscience (J.L.C.), Department of Brain Health, School of Integrated Health Sciences, University of Nevada Las Vegas; Banner Alzheimer's Institute (E.M.R.), Phoenix; Department of Psychiatry (E.M.R.), University of Arizona, Phoenix; Arizona State University (E.M.R.), Phoenix; Translational Genomics Research Institute (E.M.R.), Phoenix; Arizona Alzheimer's Consortium (E.M.R.), Phoenix; and Department of Software Engineering and Information Technology (S.B.), École de technologie supérieure, Université du Québec, Montréal, Canada
| | - Alexander P Lin
- From the VA San Diego Healthcare System (M.T.L., M.W.B., L.M.D.-W.), CA; Department of Psychiatry (M.T.L., S.J.B., M.W.B., L.M.D.-W.), University of California San Diego Health, La Jolla; Departments of Biostatistics (F.T.-Z., Y.T.), Epidemiology (R.A.), Environmental Health (M.D.M.), Biostatistics and Epidemiology Data Analytics Center (J.P., B.M., K.H.), Boston University School of Public Health, MA; Boston University Alzheimer's Disease Research Center (Y.T., J.B.M., M.L.A., R.A., R.C.C., R.A.S.), Boston University CTE Center; Department of Neurology, Boston University Chobanian & Avedisian School of Medicine; Departments of Neurology (C.H.A., D.W.D.) and Psychiatry and Psychology (J.V.W.), Mayo Clinic School of Medicine, Mayo Clinic Arizona, Scottsdale; Departments of Neurology (L.J.B.), Population Health and Ophthalmology, (L.J.B.), and Neurology (W.B.B.), NYU Grossman School of Medicine; Cleveland Clinic Lou Ruvo Center for Brain Health (C.B.), Las Vegas, NV; Department of Neurology (C.B.), University of Washington, Seattle; Department of Neurodegenerative Disease (H.Z.), and UK Dementia Research Institute (H.Z.), University College London Institute of Neurology, UK; Hong Kong Center for Neurodegenerative Diseases (H.Z.), China; Wisconsin Alzheimer's Disease Research Center (H.Z.), University of Wisconsin-Madison; Clinical Neurochemistry Laboratory (H.Z., K.B.), Sahlgrenska University Hospital, Gothenburg; Department of Psychiatry and Neurochemistry (K.B.), Institute of Neuroscience and Physiology, The Sahlgrenska Academy at the University of Gothenburg, Sweden; VA Northwest Mental Illness Research, Education, and Clinical Center (E.R.P.), Seattle, WA; Department of Psychiatry and Behavioral Sciences (E.R.P.), University of Washington School of Medicine, Seattle; Framingham Heart Study (R.A., J.B.M.); Slone Epidemiology Center (R.A.), Boston University, MA; Department of Neurosciences (S.J.B.), University of California San Diego; Psychiatry Neuroimaging Laboratory (M.J.C., A.P.L., I.K.K., M.E.S., S.B.), Departments of Psychiatry Radiology (M.E.S.), and Center for Clinical Spectroscopy (A.P.L.), Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA; cBRAIN (I.K.K.), Department of Child and Adolescent Psychiatry, Psychosomatics, and Psychotherapy, Ludwigs-Maximilians-Universität, Munich, Germany; Chambers-Grundy Center for Transformative Neuroscience (J.L.C.), Department of Brain Health, School of Integrated Health Sciences, University of Nevada Las Vegas; Banner Alzheimer's Institute (E.M.R.), Phoenix; Department of Psychiatry (E.M.R.), University of Arizona, Phoenix; Arizona State University (E.M.R.), Phoenix; Translational Genomics Research Institute (E.M.R.), Phoenix; Arizona Alzheimer's Consortium (E.M.R.), Phoenix; and Department of Software Engineering and Information Technology (S.B.), École de technologie supérieure, Université du Québec, Montréal, Canada
| | - Inga K Koerte
- From the VA San Diego Healthcare System (M.T.L., M.W.B., L.M.D.-W.), CA; Department of Psychiatry (M.T.L., S.J.B., M.W.B., L.M.D.-W.), University of California San Diego Health, La Jolla; Departments of Biostatistics (F.T.-Z., Y.T.), Epidemiology (R.A.), Environmental Health (M.D.M.), Biostatistics and Epidemiology Data Analytics Center (J.P., B.M., K.H.), Boston University School of Public Health, MA; Boston University Alzheimer's Disease Research Center (Y.T., J.B.M., M.L.A., R.A., R.C.C., R.A.S.), Boston University CTE Center; Department of Neurology, Boston University Chobanian & Avedisian School of Medicine; Departments of Neurology (C.H.A., D.W.D.) and Psychiatry and Psychology (J.V.W.), Mayo Clinic School of Medicine, Mayo Clinic Arizona, Scottsdale; Departments of Neurology (L.J.B.), Population Health and Ophthalmology, (L.J.B.), and Neurology (W.B.B.), NYU Grossman School of Medicine; Cleveland Clinic Lou Ruvo Center for Brain Health (C.B.), Las Vegas, NV; Department of Neurology (C.B.), University of Washington, Seattle; Department of Neurodegenerative Disease (H.Z.), and UK Dementia Research Institute (H.Z.), University College London Institute of Neurology, UK; Hong Kong Center for Neurodegenerative Diseases (H.Z.), China; Wisconsin Alzheimer's Disease Research Center (H.Z.), University of Wisconsin-Madison; Clinical Neurochemistry Laboratory (H.Z., K.B.), Sahlgrenska University Hospital, Gothenburg; Department of Psychiatry and Neurochemistry (K.B.), Institute of Neuroscience and Physiology, The Sahlgrenska Academy at the University of Gothenburg, Sweden; VA Northwest Mental Illness Research, Education, and Clinical Center (E.R.P.), Seattle, WA; Department of Psychiatry and Behavioral Sciences (E.R.P.), University of Washington School of Medicine, Seattle; Framingham Heart Study (R.A., J.B.M.); Slone Epidemiology Center (R.A.), Boston University, MA; Department of Neurosciences (S.J.B.), University of California San Diego; Psychiatry Neuroimaging Laboratory (M.J.C., A.P.L., I.K.K., M.E.S., S.B.), Departments of Psychiatry Radiology (M.E.S.), and Center for Clinical Spectroscopy (A.P.L.), Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA; cBRAIN (I.K.K.), Department of Child and Adolescent Psychiatry, Psychosomatics, and Psychotherapy, Ludwigs-Maximilians-Universität, Munich, Germany; Chambers-Grundy Center for Transformative Neuroscience (J.L.C.), Department of Brain Health, School of Integrated Health Sciences, University of Nevada Las Vegas; Banner Alzheimer's Institute (E.M.R.), Phoenix; Department of Psychiatry (E.M.R.), University of Arizona, Phoenix; Arizona State University (E.M.R.), Phoenix; Translational Genomics Research Institute (E.M.R.), Phoenix; Arizona Alzheimer's Consortium (E.M.R.), Phoenix; and Department of Software Engineering and Information Technology (S.B.), École de technologie supérieure, Université du Québec, Montréal, Canada
| | - Jeffrey L Cummings
- From the VA San Diego Healthcare System (M.T.L., M.W.B., L.M.D.-W.), CA; Department of Psychiatry (M.T.L., S.J.B., M.W.B., L.M.D.-W.), University of California San Diego Health, La Jolla; Departments of Biostatistics (F.T.-Z., Y.T.), Epidemiology (R.A.), Environmental Health (M.D.M.), Biostatistics and Epidemiology Data Analytics Center (J.P., B.M., K.H.), Boston University School of Public Health, MA; Boston University Alzheimer's Disease Research Center (Y.T., J.B.M., M.L.A., R.A., R.C.C., R.A.S.), Boston University CTE Center; Department of Neurology, Boston University Chobanian & Avedisian School of Medicine; Departments of Neurology (C.H.A., D.W.D.) and Psychiatry and Psychology (J.V.W.), Mayo Clinic School of Medicine, Mayo Clinic Arizona, Scottsdale; Departments of Neurology (L.J.B.), Population Health and Ophthalmology, (L.J.B.), and Neurology (W.B.B.), NYU Grossman School of Medicine; Cleveland Clinic Lou Ruvo Center for Brain Health (C.B.), Las Vegas, NV; Department of Neurology (C.B.), University of Washington, Seattle; Department of Neurodegenerative Disease (H.Z.), and UK Dementia Research Institute (H.Z.), University College London Institute of Neurology, UK; Hong Kong Center for Neurodegenerative Diseases (H.Z.), China; Wisconsin Alzheimer's Disease Research Center (H.Z.), University of Wisconsin-Madison; Clinical Neurochemistry Laboratory (H.Z., K.B.), Sahlgrenska University Hospital, Gothenburg; Department of Psychiatry and Neurochemistry (K.B.), Institute of Neuroscience and Physiology, The Sahlgrenska Academy at the University of Gothenburg, Sweden; VA Northwest Mental Illness Research, Education, and Clinical Center (E.R.P.), Seattle, WA; Department of Psychiatry and Behavioral Sciences (E.R.P.), University of Washington School of Medicine, Seattle; Framingham Heart Study (R.A., J.B.M.); Slone Epidemiology Center (R.A.), Boston University, MA; Department of Neurosciences (S.J.B.), University of California San Diego; Psychiatry Neuroimaging Laboratory (M.J.C., A.P.L., I.K.K., M.E.S., S.B.), Departments of Psychiatry Radiology (M.E.S.), and Center for Clinical Spectroscopy (A.P.L.), Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA; cBRAIN (I.K.K.), Department of Child and Adolescent Psychiatry, Psychosomatics, and Psychotherapy, Ludwigs-Maximilians-Universität, Munich, Germany; Chambers-Grundy Center for Transformative Neuroscience (J.L.C.), Department of Brain Health, School of Integrated Health Sciences, University of Nevada Las Vegas; Banner Alzheimer's Institute (E.M.R.), Phoenix; Department of Psychiatry (E.M.R.), University of Arizona, Phoenix; Arizona State University (E.M.R.), Phoenix; Translational Genomics Research Institute (E.M.R.), Phoenix; Arizona Alzheimer's Consortium (E.M.R.), Phoenix; and Department of Software Engineering and Information Technology (S.B.), École de technologie supérieure, Université du Québec, Montréal, Canada
| | - Eric M Reiman
- From the VA San Diego Healthcare System (M.T.L., M.W.B., L.M.D.-W.), CA; Department of Psychiatry (M.T.L., S.J.B., M.W.B., L.M.D.-W.), University of California San Diego Health, La Jolla; Departments of Biostatistics (F.T.-Z., Y.T.), Epidemiology (R.A.), Environmental Health (M.D.M.), Biostatistics and Epidemiology Data Analytics Center (J.P., B.M., K.H.), Boston University School of Public Health, MA; Boston University Alzheimer's Disease Research Center (Y.T., J.B.M., M.L.A., R.A., R.C.C., R.A.S.), Boston University CTE Center; Department of Neurology, Boston University Chobanian & Avedisian School of Medicine; Departments of Neurology (C.H.A., D.W.D.) and Psychiatry and Psychology (J.V.W.), Mayo Clinic School of Medicine, Mayo Clinic Arizona, Scottsdale; Departments of Neurology (L.J.B.), Population Health and Ophthalmology, (L.J.B.), and Neurology (W.B.B.), NYU Grossman School of Medicine; Cleveland Clinic Lou Ruvo Center for Brain Health (C.B.), Las Vegas, NV; Department of Neurology (C.B.), University of Washington, Seattle; Department of Neurodegenerative Disease (H.Z.), and UK Dementia Research Institute (H.Z.), University College London Institute of Neurology, UK; Hong Kong Center for Neurodegenerative Diseases (H.Z.), China; Wisconsin Alzheimer's Disease Research Center (H.Z.), University of Wisconsin-Madison; Clinical Neurochemistry Laboratory (H.Z., K.B.), Sahlgrenska University Hospital, Gothenburg; Department of Psychiatry and Neurochemistry (K.B.), Institute of Neuroscience and Physiology, The Sahlgrenska Academy at the University of Gothenburg, Sweden; VA Northwest Mental Illness Research, Education, and Clinical Center (E.R.P.), Seattle, WA; Department of Psychiatry and Behavioral Sciences (E.R.P.), University of Washington School of Medicine, Seattle; Framingham Heart Study (R.A., J.B.M.); Slone Epidemiology Center (R.A.), Boston University, MA; Department of Neurosciences (S.J.B.), University of California San Diego; Psychiatry Neuroimaging Laboratory (M.J.C., A.P.L., I.K.K., M.E.S., S.B.), Departments of Psychiatry Radiology (M.E.S.), and Center for Clinical Spectroscopy (A.P.L.), Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA; cBRAIN (I.K.K.), Department of Child and Adolescent Psychiatry, Psychosomatics, and Psychotherapy, Ludwigs-Maximilians-Universität, Munich, Germany; Chambers-Grundy Center for Transformative Neuroscience (J.L.C.), Department of Brain Health, School of Integrated Health Sciences, University of Nevada Las Vegas; Banner Alzheimer's Institute (E.M.R.), Phoenix; Department of Psychiatry (E.M.R.), University of Arizona, Phoenix; Arizona State University (E.M.R.), Phoenix; Translational Genomics Research Institute (E.M.R.), Phoenix; Arizona Alzheimer's Consortium (E.M.R.), Phoenix; and Department of Software Engineering and Information Technology (S.B.), École de technologie supérieure, Université du Québec, Montréal, Canada
| | - Martha E Shenton
- From the VA San Diego Healthcare System (M.T.L., M.W.B., L.M.D.-W.), CA; Department of Psychiatry (M.T.L., S.J.B., M.W.B., L.M.D.-W.), University of California San Diego Health, La Jolla; Departments of Biostatistics (F.T.-Z., Y.T.), Epidemiology (R.A.), Environmental Health (M.D.M.), Biostatistics and Epidemiology Data Analytics Center (J.P., B.M., K.H.), Boston University School of Public Health, MA; Boston University Alzheimer's Disease Research Center (Y.T., J.B.M., M.L.A., R.A., R.C.C., R.A.S.), Boston University CTE Center; Department of Neurology, Boston University Chobanian & Avedisian School of Medicine; Departments of Neurology (C.H.A., D.W.D.) and Psychiatry and Psychology (J.V.W.), Mayo Clinic School of Medicine, Mayo Clinic Arizona, Scottsdale; Departments of Neurology (L.J.B.), Population Health and Ophthalmology, (L.J.B.), and Neurology (W.B.B.), NYU Grossman School of Medicine; Cleveland Clinic Lou Ruvo Center for Brain Health (C.B.), Las Vegas, NV; Department of Neurology (C.B.), University of Washington, Seattle; Department of Neurodegenerative Disease (H.Z.), and UK Dementia Research Institute (H.Z.), University College London Institute of Neurology, UK; Hong Kong Center for Neurodegenerative Diseases (H.Z.), China; Wisconsin Alzheimer's Disease Research Center (H.Z.), University of Wisconsin-Madison; Clinical Neurochemistry Laboratory (H.Z., K.B.), Sahlgrenska University Hospital, Gothenburg; Department of Psychiatry and Neurochemistry (K.B.), Institute of Neuroscience and Physiology, The Sahlgrenska Academy at the University of Gothenburg, Sweden; VA Northwest Mental Illness Research, Education, and Clinical Center (E.R.P.), Seattle, WA; Department of Psychiatry and Behavioral Sciences (E.R.P.), University of Washington School of Medicine, Seattle; Framingham Heart Study (R.A., J.B.M.); Slone Epidemiology Center (R.A.), Boston University, MA; Department of Neurosciences (S.J.B.), University of California San Diego; Psychiatry Neuroimaging Laboratory (M.J.C., A.P.L., I.K.K., M.E.S., S.B.), Departments of Psychiatry Radiology (M.E.S.), and Center for Clinical Spectroscopy (A.P.L.), Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA; cBRAIN (I.K.K.), Department of Child and Adolescent Psychiatry, Psychosomatics, and Psychotherapy, Ludwigs-Maximilians-Universität, Munich, Germany; Chambers-Grundy Center for Transformative Neuroscience (J.L.C.), Department of Brain Health, School of Integrated Health Sciences, University of Nevada Las Vegas; Banner Alzheimer's Institute (E.M.R.), Phoenix; Department of Psychiatry (E.M.R.), University of Arizona, Phoenix; Arizona State University (E.M.R.), Phoenix; Translational Genomics Research Institute (E.M.R.), Phoenix; Arizona Alzheimer's Consortium (E.M.R.), Phoenix; and Department of Software Engineering and Information Technology (S.B.), École de technologie supérieure, Université du Québec, Montréal, Canada
| | - Robert A Stern
- From the VA San Diego Healthcare System (M.T.L., M.W.B., L.M.D.-W.), CA; Department of Psychiatry (M.T.L., S.J.B., M.W.B., L.M.D.-W.), University of California San Diego Health, La Jolla; Departments of Biostatistics (F.T.-Z., Y.T.), Epidemiology (R.A.), Environmental Health (M.D.M.), Biostatistics and Epidemiology Data Analytics Center (J.P., B.M., K.H.), Boston University School of Public Health, MA; Boston University Alzheimer's Disease Research Center (Y.T., J.B.M., M.L.A., R.A., R.C.C., R.A.S.), Boston University CTE Center; Department of Neurology, Boston University Chobanian & Avedisian School of Medicine; Departments of Neurology (C.H.A., D.W.D.) and Psychiatry and Psychology (J.V.W.), Mayo Clinic School of Medicine, Mayo Clinic Arizona, Scottsdale; Departments of Neurology (L.J.B.), Population Health and Ophthalmology, (L.J.B.), and Neurology (W.B.B.), NYU Grossman School of Medicine; Cleveland Clinic Lou Ruvo Center for Brain Health (C.B.), Las Vegas, NV; Department of Neurology (C.B.), University of Washington, Seattle; Department of Neurodegenerative Disease (H.Z.), and UK Dementia Research Institute (H.Z.), University College London Institute of Neurology, UK; Hong Kong Center for Neurodegenerative Diseases (H.Z.), China; Wisconsin Alzheimer's Disease Research Center (H.Z.), University of Wisconsin-Madison; Clinical Neurochemistry Laboratory (H.Z., K.B.), Sahlgrenska University Hospital, Gothenburg; Department of Psychiatry and Neurochemistry (K.B.), Institute of Neuroscience and Physiology, The Sahlgrenska Academy at the University of Gothenburg, Sweden; VA Northwest Mental Illness Research, Education, and Clinical Center (E.R.P.), Seattle, WA; Department of Psychiatry and Behavioral Sciences (E.R.P.), University of Washington School of Medicine, Seattle; Framingham Heart Study (R.A., J.B.M.); Slone Epidemiology Center (R.A.), Boston University, MA; Department of Neurosciences (S.J.B.), University of California San Diego; Psychiatry Neuroimaging Laboratory (M.J.C., A.P.L., I.K.K., M.E.S., S.B.), Departments of Psychiatry Radiology (M.E.S.), and Center for Clinical Spectroscopy (A.P.L.), Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA; cBRAIN (I.K.K.), Department of Child and Adolescent Psychiatry, Psychosomatics, and Psychotherapy, Ludwigs-Maximilians-Universität, Munich, Germany; Chambers-Grundy Center for Transformative Neuroscience (J.L.C.), Department of Brain Health, School of Integrated Health Sciences, University of Nevada Las Vegas; Banner Alzheimer's Institute (E.M.R.), Phoenix; Department of Psychiatry (E.M.R.), University of Arizona, Phoenix; Arizona State University (E.M.R.), Phoenix; Translational Genomics Research Institute (E.M.R.), Phoenix; Arizona Alzheimer's Consortium (E.M.R.), Phoenix; and Department of Software Engineering and Information Technology (S.B.), École de technologie supérieure, Université du Québec, Montréal, Canada
| | - Sylvain Bouix
- From the VA San Diego Healthcare System (M.T.L., M.W.B., L.M.D.-W.), CA; Department of Psychiatry (M.T.L., S.J.B., M.W.B., L.M.D.-W.), University of California San Diego Health, La Jolla; Departments of Biostatistics (F.T.-Z., Y.T.), Epidemiology (R.A.), Environmental Health (M.D.M.), Biostatistics and Epidemiology Data Analytics Center (J.P., B.M., K.H.), Boston University School of Public Health, MA; Boston University Alzheimer's Disease Research Center (Y.T., J.B.M., M.L.A., R.A., R.C.C., R.A.S.), Boston University CTE Center; Department of Neurology, Boston University Chobanian & Avedisian School of Medicine; Departments of Neurology (C.H.A., D.W.D.) and Psychiatry and Psychology (J.V.W.), Mayo Clinic School of Medicine, Mayo Clinic Arizona, Scottsdale; Departments of Neurology (L.J.B.), Population Health and Ophthalmology, (L.J.B.), and Neurology (W.B.B.), NYU Grossman School of Medicine; Cleveland Clinic Lou Ruvo Center for Brain Health (C.B.), Las Vegas, NV; Department of Neurology (C.B.), University of Washington, Seattle; Department of Neurodegenerative Disease (H.Z.), and UK Dementia Research Institute (H.Z.), University College London Institute of Neurology, UK; Hong Kong Center for Neurodegenerative Diseases (H.Z.), China; Wisconsin Alzheimer's Disease Research Center (H.Z.), University of Wisconsin-Madison; Clinical Neurochemistry Laboratory (H.Z., K.B.), Sahlgrenska University Hospital, Gothenburg; Department of Psychiatry and Neurochemistry (K.B.), Institute of Neuroscience and Physiology, The Sahlgrenska Academy at the University of Gothenburg, Sweden; VA Northwest Mental Illness Research, Education, and Clinical Center (E.R.P.), Seattle, WA; Department of Psychiatry and Behavioral Sciences (E.R.P.), University of Washington School of Medicine, Seattle; Framingham Heart Study (R.A., J.B.M.); Slone Epidemiology Center (R.A.), Boston University, MA; Department of Neurosciences (S.J.B.), University of California San Diego; Psychiatry Neuroimaging Laboratory (M.J.C., A.P.L., I.K.K., M.E.S., S.B.), Departments of Psychiatry Radiology (M.E.S.), and Center for Clinical Spectroscopy (A.P.L.), Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA; cBRAIN (I.K.K.), Department of Child and Adolescent Psychiatry, Psychosomatics, and Psychotherapy, Ludwigs-Maximilians-Universität, Munich, Germany; Chambers-Grundy Center for Transformative Neuroscience (J.L.C.), Department of Brain Health, School of Integrated Health Sciences, University of Nevada Las Vegas; Banner Alzheimer's Institute (E.M.R.), Phoenix; Department of Psychiatry (E.M.R.), University of Arizona, Phoenix; Arizona State University (E.M.R.), Phoenix; Translational Genomics Research Institute (E.M.R.), Phoenix; Arizona Alzheimer's Consortium (E.M.R.), Phoenix; and Department of Software Engineering and Information Technology (S.B.), École de technologie supérieure, Université du Québec, Montréal, Canada
| | - Michael L Alosco
- From the VA San Diego Healthcare System (M.T.L., M.W.B., L.M.D.-W.), CA; Department of Psychiatry (M.T.L., S.J.B., M.W.B., L.M.D.-W.), University of California San Diego Health, La Jolla; Departments of Biostatistics (F.T.-Z., Y.T.), Epidemiology (R.A.), Environmental Health (M.D.M.), Biostatistics and Epidemiology Data Analytics Center (J.P., B.M., K.H.), Boston University School of Public Health, MA; Boston University Alzheimer's Disease Research Center (Y.T., J.B.M., M.L.A., R.A., R.C.C., R.A.S.), Boston University CTE Center; Department of Neurology, Boston University Chobanian & Avedisian School of Medicine; Departments of Neurology (C.H.A., D.W.D.) and Psychiatry and Psychology (J.V.W.), Mayo Clinic School of Medicine, Mayo Clinic Arizona, Scottsdale; Departments of Neurology (L.J.B.), Population Health and Ophthalmology, (L.J.B.), and Neurology (W.B.B.), NYU Grossman School of Medicine; Cleveland Clinic Lou Ruvo Center for Brain Health (C.B.), Las Vegas, NV; Department of Neurology (C.B.), University of Washington, Seattle; Department of Neurodegenerative Disease (H.Z.), and UK Dementia Research Institute (H.Z.), University College London Institute of Neurology, UK; Hong Kong Center for Neurodegenerative Diseases (H.Z.), China; Wisconsin Alzheimer's Disease Research Center (H.Z.), University of Wisconsin-Madison; Clinical Neurochemistry Laboratory (H.Z., K.B.), Sahlgrenska University Hospital, Gothenburg; Department of Psychiatry and Neurochemistry (K.B.), Institute of Neuroscience and Physiology, The Sahlgrenska Academy at the University of Gothenburg, Sweden; VA Northwest Mental Illness Research, Education, and Clinical Center (E.R.P.), Seattle, WA; Department of Psychiatry and Behavioral Sciences (E.R.P.), University of Washington School of Medicine, Seattle; Framingham Heart Study (R.A., J.B.M.); Slone Epidemiology Center (R.A.), Boston University, MA; Department of Neurosciences (S.J.B.), University of California San Diego; Psychiatry Neuroimaging Laboratory (M.J.C., A.P.L., I.K.K., M.E.S., S.B.), Departments of Psychiatry Radiology (M.E.S.), and Center for Clinical Spectroscopy (A.P.L.), Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA; cBRAIN (I.K.K.), Department of Child and Adolescent Psychiatry, Psychosomatics, and Psychotherapy, Ludwigs-Maximilians-Universität, Munich, Germany; Chambers-Grundy Center for Transformative Neuroscience (J.L.C.), Department of Brain Health, School of Integrated Health Sciences, University of Nevada Las Vegas; Banner Alzheimer's Institute (E.M.R.), Phoenix; Department of Psychiatry (E.M.R.), University of Arizona, Phoenix; Arizona State University (E.M.R.), Phoenix; Translational Genomics Research Institute (E.M.R.), Phoenix; Arizona Alzheimer's Consortium (E.M.R.), Phoenix; and Department of Software Engineering and Information Technology (S.B.), École de technologie supérieure, Université du Québec, Montréal, Canada
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11
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Montoliu-Gaya L, Alosco ML, Yhang E, Tripodis Y, Sconzo D, Ally M, Grötschel L, Ashton NJ, Lantero-Rodriguez J, Sauer M, Gomes B, Nilsson J, Brinkmalm G, Sugarman MA, Aparicio HJ, Martin B, Palmisano JN, Steinberg EG, Simkin I, Turk KW, Budson AE, Au R, Farrer L, Jun GR, Kowall NW, Stern RA, Goldstein LE, Qiu WQ, Mez J, Huber BR, Alvarez VE, McKee AC, Zetterberg H, Gobom J, Stein TD, Blennow K. Optimal blood tau species for the detection of Alzheimer's disease neuropathology: an immunoprecipitation mass spectrometry and autopsy study. Acta Neuropathol 2023; 147:5. [PMID: 38159140 PMCID: PMC10757700 DOI: 10.1007/s00401-023-02660-3] [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: 09/07/2023] [Revised: 11/16/2023] [Accepted: 11/16/2023] [Indexed: 01/03/2024]
Abstract
Plasma-to-autopsy studies are essential for validation of blood biomarkers and understanding their relation to Alzheimer's disease (AD) pathology. Few such studies have been done on phosphorylated tau (p-tau) and those that exist have made limited or no comparison of the different p-tau variants. This study is the first to use immunoprecipitation mass spectrometry (IP-MS) to compare the accuracy of eight different plasma tau species in predicting autopsy-confirmed AD. The sample included 123 participants (AD = 69, non-AD = 54) from the Boston University Alzheimer's disease Research Center who had an available ante-mortem plasma sample and donated their brain. Plasma samples proximate to death were analyzed by targeted IP-MS for six different tryptic phosphorylated (p-tau-181, 199, 202, 205, 217, 231), and two non-phosphorylated tau (195-205, 212-221) peptides. NIA-Reagan Institute criteria were used for the neuropathological diagnosis of AD. Binary logistic regressions tested the association between each plasma peptide and autopsy-confirmed AD status. Area under the receiver operating curve (AUC) statistics were generated using predicted probabilities from the logistic regression models. Odds Ratio (OR) was used to study associations between the different plasma tau species and CERAD and Braak classifications. All tau species were increased in AD compared to non-AD, but p-tau217, p-tau205 and p-tau231 showed the highest fold-changes. Plasma p-tau217 (AUC = 89.8), p-tau231 (AUC = 83.4), and p-tau205 (AUC = 81.3) all had excellent accuracy in discriminating AD from non-AD brain donors, even among those with CDR < 1). Furthermore, p-tau217, p-tau205 and p-tau231 showed the highest ORs with both CERAD (ORp-tau217 = 15.29, ORp-tau205 = 5.05 and ORp-tau231 = 3.86) and Braak staging (ORp-tau217 = 14.29, ORp-tau205 = 5.27 and ORp-tau231 = 4.02) but presented increased levels at different amyloid and tau stages determined by neuropathological examination. Our findings support plasma p-tau217 as the most promising p-tau species for detecting AD brain pathology. Plasma p-tau231 and p-tau205 may additionally function as markers for different stages of the disease.
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Affiliation(s)
- Laia Montoliu-Gaya
- Department of Psychiatry and Neurochemistry, Institute of Neuroscience and Physiology, The Sahlgrenska Academy at the University of Gothenburg, Mölndal, Sweden.
| | - Michael L Alosco
- Boston University Alzheimer's Disease Research Center and CTE Center, Boston University, Chobanian and Avedisian School of Medicine, Boston, MA, 02118, USA
- Department of Neurology, Boston University, Chobanian and Avedisian School of Medicine, Boston, MA, 02118, USA
| | - Eukyung Yhang
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, 02118, USA
| | - Yorghos Tripodis
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, 02118, USA
| | - Daniel Sconzo
- Boston University Alzheimer's Disease Research Center and CTE Center, Boston University, Chobanian and Avedisian School of Medicine, Boston, MA, 02118, USA
| | | | - Lana Grötschel
- Department of Psychiatry and Neurochemistry, Institute of Neuroscience and Physiology, The Sahlgrenska Academy at the University of Gothenburg, Mölndal, Sweden
| | - Nicholas J Ashton
- Department of Psychiatry and Neurochemistry, Institute of Neuroscience and Physiology, The Sahlgrenska Academy at the University of Gothenburg, Mölndal, Sweden
- Centre for Age-Related Medicine, Stavanger University Hospital, Stavanger, Norway
- Department of Old Age Psychiatry, Maurice Wohl Clinical Neuroscience Institute, King's College London, London, UK
- NIHR Biomedical Research Centre for Mental Health and Biomedical Research Unit for Dementia at South London & Maudsley NHS Foundation, London, UK
| | - Juan Lantero-Rodriguez
- Department of Psychiatry and Neurochemistry, Institute of Neuroscience and Physiology, The Sahlgrenska Academy at the University of Gothenburg, Mölndal, Sweden
| | - Mathias Sauer
- Department of Psychiatry and Neurochemistry, Institute of Neuroscience and Physiology, The Sahlgrenska Academy at the University of Gothenburg, Mölndal, Sweden
| | - Bárbara Gomes
- Department of Psychiatry and Neurochemistry, Institute of Neuroscience and Physiology, The Sahlgrenska Academy at the University of Gothenburg, Mölndal, Sweden
| | - Johanna Nilsson
- Department of Psychiatry and Neurochemistry, Institute of Neuroscience and Physiology, The Sahlgrenska Academy at the University of Gothenburg, Mölndal, Sweden
| | - Gunnar Brinkmalm
- Department of Psychiatry and Neurochemistry, Institute of Neuroscience and Physiology, The Sahlgrenska Academy at the University of Gothenburg, Mölndal, Sweden
| | - Michael A Sugarman
- Department of Neurology, Medical University of South Carolina, Charleston, SC, 29425, USA
| | - Hugo J Aparicio
- Boston University Alzheimer's Disease Research Center and CTE Center, Boston University, Chobanian and Avedisian School of Medicine, Boston, MA, 02118, USA
- Department of Neurology, Boston University, Chobanian and Avedisian School of Medicine, Boston, MA, 02118, USA
| | - Brett Martin
- Biostatistics and Epidemiology Data Analytics Center, Boston University School of Public Health, Boston, MA, 02118, USA
| | - Joseph N Palmisano
- Biostatistics and Epidemiology Data Analytics Center, Boston University School of Public Health, Boston, MA, 02118, USA
| | - Eric G Steinberg
- Boston University Alzheimer's Disease Research Center and CTE Center, Boston University, Chobanian and Avedisian School of Medicine, Boston, MA, 02118, USA
- Department of Neurology, Boston University, Chobanian and Avedisian School of Medicine, Boston, MA, 02118, USA
| | - Irene Simkin
- Department of Medicine, Boston University, Chobanian and Avedisian School of Medicine, Boston, MA, 02118, USA
| | - Katherine W Turk
- Boston University Alzheimer's Disease Research Center and CTE Center, Boston University, Chobanian and Avedisian School of Medicine, Boston, MA, 02118, USA
- Department of Neurology, Boston University, Chobanian and Avedisian School of Medicine, Boston, MA, 02118, USA
- VA Boston Healthcare System, U.S. Department of Veteran Affairs, Jamaica Plain, MA, 02130, USA
| | - Andrew E Budson
- Boston University Alzheimer's Disease Research Center and CTE Center, Boston University, Chobanian and Avedisian School of Medicine, Boston, MA, 02118, USA
- Department of Neurology, Boston University, Chobanian and Avedisian School of Medicine, Boston, MA, 02118, USA
- VA Boston Healthcare System, U.S. Department of Veteran Affairs, Jamaica Plain, MA, 02130, USA
| | - Rhoda Au
- Boston University Alzheimer's Disease Research Center and CTE Center, Boston University, Chobanian and Avedisian School of Medicine, Boston, MA, 02118, USA
- Department of Neurology, Boston University, Chobanian and Avedisian School of Medicine, Boston, MA, 02118, USA
- Department of Medicine, Boston University, Chobanian and Avedisian School of Medicine, Boston, MA, 02118, USA
- Department of Epidemiology, Boston University School of Public Health, Boston, MA, 02118, USA
| | - Lindsay Farrer
- Boston University Alzheimer's Disease Research Center and CTE Center, Boston University, Chobanian and Avedisian School of Medicine, Boston, MA, 02118, USA
- Department of Neurology, Boston University, Chobanian and Avedisian School of Medicine, Boston, MA, 02118, USA
- Department of Medicine, Boston University, Chobanian and Avedisian School of Medicine, Boston, MA, 02118, USA
- Department of Epidemiology, Boston University School of Public Health, Boston, MA, 02118, USA
| | - Gyungah R Jun
- Boston University Alzheimer's Disease Research Center and CTE Center, Boston University, Chobanian and Avedisian School of Medicine, Boston, MA, 02118, USA
- Department of Medicine, Boston University, Chobanian and Avedisian School of Medicine, Boston, MA, 02118, USA
| | - Neil W Kowall
- Boston University Alzheimer's Disease Research Center and CTE Center, Boston University, Chobanian and Avedisian School of Medicine, Boston, MA, 02118, USA
- Department of Neurology, Boston University, Chobanian and Avedisian School of Medicine, Boston, MA, 02118, USA
| | - Robert A Stern
- Boston University Alzheimer's Disease Research Center and CTE Center, Boston University, Chobanian and Avedisian School of Medicine, Boston, MA, 02118, USA
- Department of Neurology, Boston University, Chobanian and Avedisian School of Medicine, Boston, MA, 02118, USA
- Department of Anatomy and Neurobiology, Boston University School of Medicine, Boston, MA, 02118, USA
- Department of Neurosurgery, Boston University School of Medicine, Boston, MA, 02118, USA
| | - Lee E Goldstein
- Boston University Alzheimer's Disease Research Center and CTE Center, Boston University, Chobanian and Avedisian School of Medicine, Boston, MA, 02118, USA
- Department of Neurology, Boston University, Chobanian and Avedisian School of Medicine, Boston, MA, 02118, USA
- Department of Psychiatry and Ophthalmology, Boston University School of Medicine, Boston, MA, 02118, USA
- Department of Biomedical, Electrical and Computer Engineering, Boston University College of Engineering, Boston, MA, 02215, USA
| | - Wei Qiao Qiu
- Boston University Alzheimer's Disease Research Center and CTE Center, Boston University, Chobanian and Avedisian School of Medicine, Boston, MA, 02118, USA
- Department of Neurology, Boston University, Chobanian and Avedisian School of Medicine, Boston, MA, 02118, USA
- Department of Pharmacology and Experimental Therapeutics, Boston University, Chobanian an Avedisian School of Medicine, Boston, MA, 02118, USA
- Department of Psychiatry, Boston University, Chobanian and Avedisian School of Medicine, Boston, MA, 02118, USA
| | - Jesse Mez
- Boston University Alzheimer's Disease Research Center and CTE Center, Boston University, Chobanian and Avedisian School of Medicine, Boston, MA, 02118, USA
- Department of Neurology, Boston University, Chobanian and Avedisian School of Medicine, Boston, MA, 02118, USA
| | - Bertrand Russell Huber
- Boston University Alzheimer's Disease Research Center and CTE Center, Boston University, Chobanian and Avedisian School of Medicine, Boston, MA, 02118, USA
- Department of Neurology, Boston University, Chobanian and Avedisian School of Medicine, Boston, MA, 02118, USA
- VA Boston Healthcare System, U.S. Department of Veteran Affairs, Jamaica Plain, MA, 02130, USA
| | - Victor E Alvarez
- Boston University Alzheimer's Disease Research Center and CTE Center, Boston University, Chobanian and Avedisian School of Medicine, Boston, MA, 02118, USA
- Department of Neurology, Boston University, Chobanian and Avedisian School of Medicine, Boston, MA, 02118, USA
- VA Boston Healthcare System, U.S. Department of Veteran Affairs, Jamaica Plain, MA, 02130, USA
- VA Bedford Healthcare System, U.S. Department of Veteran Affairs, Bedford, MA, 01730, USA
| | - Ann C McKee
- Boston University Alzheimer's Disease Research Center and CTE Center, Boston University, Chobanian and Avedisian School of Medicine, Boston, MA, 02118, USA
- Department of Neurology, Boston University, Chobanian and Avedisian School of Medicine, Boston, MA, 02118, USA
- VA Boston Healthcare System, U.S. Department of Veteran Affairs, Jamaica Plain, MA, 02130, USA
- Department of Psychiatry and Ophthalmology, Boston University School of Medicine, Boston, MA, 02118, USA
- Department of Pathology and Laboratory Medicine, Boston University School of Medicine, Boston, MA, 02118, USA
| | - Henrik Zetterberg
- Department of Psychiatry and Neurochemistry, Institute of Neuroscience and Physiology, The Sahlgrenska Academy at the University of Gothenburg, Mölndal, Sweden
- Clinical Neurochemistry Laboratory, Sahlgrenska University Hospital, Mölndal, Sweden
- Department of Neurodegenerative Disease, Queen Square Institute of Neurology, University College London, London, UK
- UK Dementia Research Institute, University College London, London, UK
- Hong Kong Center for Neurodegenerative Diseases, Hong Kong, China
- UW Department of Medicine, School of Medicine and Public Health, Madison, WI, USA
| | - Johan Gobom
- Department of Psychiatry and Neurochemistry, Institute of Neuroscience and Physiology, The Sahlgrenska Academy at the University of Gothenburg, Mölndal, Sweden
| | - Thor D Stein
- Boston University Alzheimer's Disease Research Center and CTE Center, Boston University, Chobanian and Avedisian School of Medicine, Boston, MA, 02118, USA
- Department of Anatomy and Neurobiology, Boston University School of Medicine, Boston, MA, 02118, USA
- Department of Psychiatry and Ophthalmology, Boston University School of Medicine, Boston, MA, 02118, USA
- Department of Neurodegenerative Disease, Queen Square Institute of Neurology, University College London, London, UK
| | - Kaj Blennow
- Department of Psychiatry and Neurochemistry, Institute of Neuroscience and Physiology, The Sahlgrenska Academy at the University of Gothenburg, Mölndal, Sweden
- Clinical Neurochemistry Laboratory, Sahlgrenska University Hospital, Mölndal, Sweden
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12
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Groechel RC, Alosco ML, Dixon D, Tripodis Y, Mez J, Goldstein L, Budson AE, Qiu WQ, Killiany RJ. Associations between white matter integrity of the cingulum bundle, surrounding gray matter regions, and cognition across the dementia continuum. J Comp Neurol 2023; 531:2162-2171. [PMID: 38010204 PMCID: PMC10841586 DOI: 10.1002/cne.25564] [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: 10/26/2022] [Revised: 10/19/2023] [Accepted: 10/21/2023] [Indexed: 11/29/2023]
Abstract
INTRODUCTION Previous Alzheimer's disease and related dementias (AD/ADRD) research studies have illustrated the significance of studying alterations in white matter (WM). Fewer studies have examined how WM integrity, measured with diffusion tensor imaging (DTI), is associated with volume of gray matter (GM) regions and measures of cognitive function in aged participants spanning the dementia continuum. METHODS Magnetic resonance imaging and cognitive data were collected from 241 Boston University Alzheimer's Disease Research Center participants who spanned from cognitively normal controls to amnestic mild cognitive impairment to having dementia. Primary DTI tracts of interest were the cingulum ventral (CV) and cingulum dorsal (CD) pathways. GM regions of interest (ROIs) were in the medial temporal lobe (MTL), prefrontal cortex, and retrosplenial cortex. Analyses of covariance models were used to assess differences in WM integrity across groups (control, amnestic mild cognitive impairment, and dementia). Multiple linear regression models were used to assess associations between WM integrity and GM volume, and with measures of memory and executive function. RESULTS Differences in WM integrity were shown in both cingulum pathways in participants across the dementia continuum. Associations between WM integrity of both cingulum pathways and volume of selected GM ROIs were widespread. Functionally significant associations were found between WM of the CV pathway and memory, independent of MTL GM volume. DISCUSSION Differences in WM integrity of the cingulum bundle and surrounding GM ROI are likely related to the progression of AD/ADRD. Such differences should continue to be studied, particularly in association with memory performance.
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Affiliation(s)
- Renée C. Groechel
- Department of Anatomy & Neurobiology, Boston University Chobanian & Avedisian School of Medicine
- National Institute of Neurological Disorders & Stroke Intramural Research Program
| | - Michael L. Alosco
- Boston University Alzheimer’s Disease Research Center
- Department of Neurology, Boston University Chobanian & Avedisian School of Medicine
- Boston University Chronic Traumatic Encephalopathy Center
| | - Diane Dixon
- Boston University Alzheimer’s Disease Research Center
- Biostatistics and Epidemiology Data Analytics Center, Boston University School of Public Health
| | - Yorghos Tripodis
- Boston University Alzheimer’s Disease Research Center
- Department of Biostatistics, Boston University School of Public Health
| | - Jesse Mez
- Boston University Alzheimer’s Disease Research Center
- Department of Neurology, Boston University Chobanian & Avedisian School of Medicine
- Boston University Chronic Traumatic Encephalopathy Center
| | - Lee Goldstein
- Boston University Alzheimer’s Disease Research Center
- Department of Radiology, Boston University Chobanian & Avedisian School of Medicine
- Department of Psychiatry, Boston University Chobanian & Avedisian School of Medicine
| | - Andrew E. Budson
- Boston University Alzheimer’s Disease Research Center
- Department of Neurology, Boston University Chobanian & Avedisian School of Medicine
- Neurology Service, VA Boston Healthcare System
| | - Wei Qiao Qiu
- Boston University Alzheimer’s Disease Research Center
- Department of Psychiatry, Boston University Chobanian & Avedisian School of Medicine
| | - Ronald J. Killiany
- Department of Anatomy & Neurobiology, Boston University Chobanian & Avedisian School of Medicine
- Boston University Alzheimer’s Disease Research Center
- Department of Neurology, Boston University Chobanian & Avedisian School of Medicine
- Department of Radiology, Boston University Chobanian & Avedisian School of Medicine
- Department of Environmental Health, Boston University School of Public Health
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13
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Groechel RC, Tripodis Y, Alosco ML, Mez J, Qiao Qiu W, Goldstein L, Budson AE, Kowall NW, Shaw LM, Weiner M, Jack CR, Killiany RJ. Biomarkers of Alzheimer's disease in Black and/or African American Alzheimer's Disease Neuroimaging Initiative (ADNI) participants. Neurobiol Aging 2023; 131:144-152. [PMID: 37639768 PMCID: PMC10528881 DOI: 10.1016/j.neurobiolaging.2023.07.021] [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: 03/17/2023] [Revised: 07/03/2023] [Accepted: 07/18/2023] [Indexed: 08/31/2023]
Abstract
Majority of dementia research is conducted in non-Hispanic White participants despite a greater prevalence of dementia in other racial groups. To obtain a better understanding of biomarker presentation of Alzheimer's disease (AD) in the non-Hispanic White population, this study exclusively examined AD biomarker abnormalities in 85 Black and/or African American participants within the Alzheimer's Disease Neuroimaging Initiative (ADNI). Participants were classified by the ADNI into 3 clinical groups: cognitively normal, mild cognitive impairment, or dementia. Data examined included demographics, apolipoprotein E (APOE) ε4, cerebrospinal fluid (CSF) Aβ1-42, CSF total tau (t-tau), CSF phosphorylated tau (p-tau), 3T magnetic resonance imaging (MRI), and measures of cognition and function. Analyses of variance and covariance showed lower cortical thickness in 5 of 7 selected MRI regions, lower hippocampal volume, greater volume of white matter hyperintensities, lower measures of cognition and function, lower measures of CSF Aβ1-42, and greater measures of CSF t-tau and p-tau between clinical groups. Our findings confirmed greater AD biomarker abnormalities between clinical groups in this sample.
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Affiliation(s)
- Renée C Groechel
- Department of Anatomy and Neurobiology, Boston University Chobanian and Avedisian School of Medicine, Boston, MA, USA.
| | - Yorghos Tripodis
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA; Boston University Alzheimer's Disease Research Center, Boston, MA, USA
| | - Michael L Alosco
- Boston University Alzheimer's Disease Research Center, Boston, MA, USA; Department of Neurology, Boston University Chobanian and Avedisian School of Medicine, Boston, MA, USA
| | - Jesse Mez
- Boston University Alzheimer's Disease Research Center, Boston, MA, USA; Department of Neurology, Boston University Chobanian and Avedisian School of Medicine, Boston, MA, USA
| | - Wei Qiao Qiu
- Boston University Alzheimer's Disease Research Center, Boston, MA, USA; Department of Psychiatry, Boston University Chobanian and Avedisian School of Medicine, Boston, MA, USA
| | - Lee Goldstein
- Boston University Alzheimer's Disease Research Center, Boston, MA, USA; Department of Neurology, Boston University Chobanian and Avedisian School of Medicine, Boston, MA, USA
| | - Andrew E Budson
- Boston University Alzheimer's Disease Research Center, Boston, MA, USA; Department of Neurology, Boston University Chobanian and Avedisian School of Medicine, Boston, MA, USA
| | - Neil W Kowall
- Boston University Alzheimer's Disease Research Center, Boston, MA, USA; Department of Neurology, Boston University Chobanian and Avedisian School of Medicine, Boston, MA, USA
| | - Leslie M Shaw
- Department of Pathology and Laboratory Medicine, Perelman School of Medicine at University of Pennsylvania, Philadelphia, PA, USA
| | - Michael Weiner
- Department of Radiology and Biomedical Imaging, University of California San Francisco, San Francisco, CA, USA
| | | | - Ronald J Killiany
- Department of Anatomy and Neurobiology, Boston University Chobanian and Avedisian School of Medicine, Boston, MA, USA; Boston University Alzheimer's Disease Research Center, Boston, MA, USA; Department of Neurology, Boston University Chobanian and Avedisian School of Medicine, Boston, MA, USA
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14
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Stern RA, Trujillo-Rodriguez D, Tripodis Y, Pulukuri SV, Alosco ML, Adler CH, Balcer LJ, Bernick C, Baucom Z, Marek KL, McClean MD, Johnson KA, McKee AC, Stein TD, Mez J, Palmisano JN, Cummings JL, Shenton ME, Reiman EM. Amyloid PET across the cognitive spectrum in former professional and college American football players: findings from the DIAGNOSE CTE Research Project. Alzheimers Res Ther 2023; 15:166. [PMID: 37798671 PMCID: PMC10552261 DOI: 10.1186/s13195-023-01315-5] [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] [Subscribe] [Scholar Register] [Received: 05/11/2023] [Accepted: 09/26/2023] [Indexed: 10/07/2023]
Abstract
BACKGROUND Exposure to repetitive head impacts (RHI) in American football players can lead to cognitive impairment and dementia due to neurodegenerative disease, particularly chronic traumatic encephalopathy (CTE). The pathognomonic lesion of CTE consists of perivascular aggregates of hyper-phosphorylated tau in neurons at the depths of cortical sulci. However, it is unclear whether exposure to RHI accelerates amyloid-β (Aβ) plaque formation and increases the risk for Alzheimer's disease (AD). Although the Aβ neuritic plaques characteristic of AD are observed in a minority of later-stage CTE cases, diffuse plaques are more common. This study examined whether former professional and college American football players, including those with cognitive impairment and dementia, have elevated neuritic Aβ plaque density, as measured by florbetapir PET. Regardless of cognitive and functional status, elevated levels of florbetapir uptake were not expected. METHODS We examined 237 men ages 45-74, including 119 former professional (PRO) and 60 former college (COL) football players, with and without cognitive impairment and dementia, and 58 same-age men without a history of contact sports or TBI (unexposed; UE) and who denied cognitive or behavioral symptoms at telephone screening. Former players were categorized into four diagnostic groups: normal cognition, subjective memory impairment, mild cognitive impairment, and dementia. Positive florbetapir PET was defined by cortical-cerebellar average SUVR of ≥ 1.10. Multivariable linear regression and analysis of covariance (ANCOVA) compared florbetapir average SUVR across diagnostic and exposure groups. Multivariable logistic regression compared florbetapir positivity. Race, education, age, and APOE4 were covariates. RESULTS There were no diagnostic group differences either in florbetapir average SUVR or the proportion of elevated florbetapir uptake. Average SUVR means also did not differ between exposure groups: PRO-COL (p = 0.94, 95% C.I. = [- 0.033, 0.025]), PRO-UE (p = 0.40, 95% C.I. = [- 0.010, 0.029]), COL-UE (p = 0.36, 95% CI = [0.0004, 0.039]). Florbetapir was not significantly associated with years of football exposure, cognition, or daily functioning. CONCLUSIONS Cognitive impairment in former American football players is not associated with PET imaging of neuritic Aβ plaque deposition. These findings are inconsistent with a neuropathological diagnosis of AD in individuals with substantial RHI exposure and have both clinical and medico-legal implications. TRIAL REGISTRATION NCT02798185.
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Affiliation(s)
- Robert A Stern
- Boston University CTE Center, Boston University Chobanian & Avedisian School of Medicine, 72 E. Concord Street, Boston, MA, L525, USA.
- Boston University Alzheimer's Disease Research Center, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA.
- Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA.
- Departments of Neurosurgery, and Anatomy & Neurobiology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA.
| | - Diana Trujillo-Rodriguez
- Boston University CTE Center, Boston University Chobanian & Avedisian School of Medicine, 72 E. Concord Street, Boston, MA, L525, USA
- Graduate Program in Neuroscience, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
| | - Yorghos Tripodis
- Boston University CTE Center, Boston University Chobanian & Avedisian School of Medicine, 72 E. Concord Street, Boston, MA, L525, USA
- Boston University Alzheimer's Disease Research Center, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - Surya V Pulukuri
- Boston University CTE Center, Boston University Chobanian & Avedisian School of Medicine, 72 E. Concord Street, Boston, MA, L525, USA
| | - Michael L Alosco
- Boston University CTE Center, Boston University Chobanian & Avedisian School of Medicine, 72 E. Concord Street, Boston, MA, L525, USA
- Boston University Alzheimer's Disease Research Center, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
| | - Charles H Adler
- Department of Neurology, Mayo Clinic College of Medicine, Mayo Clinic Arizona, Scottsdale, AZ, USA
| | - Laura J Balcer
- Departments of Neurology, Population Health and Ophthalmology, NYU Grossman School of Medicine, New York, NY, USA
| | - Charles Bernick
- Cleveland Clinic Lou Ruvo Center for Brain Health, Las Vegas, NV, USA
| | - Zachary Baucom
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - Kenneth L Marek
- Institute for Neurodegenerative Disorders, Invicro, LLC, New Haven, CT, USA
| | - Michael D McClean
- Department of Environmental Health, Boston University School of Public Health, Boston, MA, USA
| | - Keith A Johnson
- Massachusetts General Hospital, Harvard Medical School, Gordon Center for Medical Imaging, Brigham and Women's Hospital, Boston, MA, USA
| | - Ann C McKee
- Boston University CTE Center, Boston University Chobanian & Avedisian School of Medicine, 72 E. Concord Street, Boston, MA, L525, USA
- Boston University Alzheimer's Disease Research Center, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- VA Boston Healthcare System, Boston, MA, USA
| | - Thor D Stein
- Boston University CTE Center, Boston University Chobanian & Avedisian School of Medicine, 72 E. Concord Street, Boston, MA, L525, USA
- Boston University Alzheimer's Disease Research Center, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- VA Boston Healthcare System, Boston, MA, USA
- Department of Pathology and Laboratory Medicine, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
| | - Jesse Mez
- Boston University CTE Center, Boston University Chobanian & Avedisian School of Medicine, 72 E. Concord Street, Boston, MA, L525, USA
- Boston University Alzheimer's Disease Research Center, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Framingham Heart Study, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
| | - Joseph N Palmisano
- Biostatistics and Epidemiology Data Analytics Center (BEDAC), Boston University School of Public Health, Boston, MA, USA
| | - Jeffrey L Cummings
- Department of Brain Health, School of Integrated Health Sciences, Chambers-Grundy Center for Transformative Neuroscience, University of Nevada Las Vegas, Las Vegas, NV, USA
| | - Martha E Shenton
- Psychiatry Neuroimaging Laboratory, Harvard Medical School, Departments of Psychiatry and Radiology, Brigham and Women's Hospital, Boston, MA, USA
| | - Eric M Reiman
- Banner Alzheimer's Institute, University of Arizona, Arizona State University, Translational Genomics Research Institute, and Arizona Alzheimer's Consortium, Phoenix, AZ, USA
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15
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McKee AC, Mez J, Abdolmohammadi B, Butler M, Huber BR, Uretsky M, Babcock K, Cherry JD, Alvarez VE, Martin B, Tripodis Y, Palmisano JN, Cormier KA, Kubilus CA, Nicks R, Kirsch D, Mahar I, McHale L, Nowinski C, Cantu RC, Stern RA, Daneshvar D, Goldstein LE, Katz DI, Kowall NW, Dwyer B, Stein TD, Alosco ML. Neuropathologic and Clinical Findings in Young Contact Sport Athletes Exposed to Repetitive Head Impacts. JAMA Neurol 2023; 80:1037-1050. [PMID: 37639244 PMCID: PMC10463175 DOI: 10.1001/jamaneurol.2023.2907] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2023] [Accepted: 07/06/2023] [Indexed: 08/29/2023]
Abstract
Importance Young contact sport athletes may be at risk for long-term neuropathologic disorders, including chronic traumatic encephalopathy (CTE). Objective To characterize the neuropathologic and clinical symptoms of young brain donors who were contact sport athletes. Design, Setting, and Participants This case series analyzes findings from 152 of 156 brain donors younger than 30 years identified through the Understanding Neurologic Injury and Traumatic Encephalopathy (UNITE) Brain Bank who donated their brains from February 1, 2008, to September 31, 2022. Neuropathologic evaluations, retrospective telephone clinical assessments, and online questionnaires with informants were performed blinded. Data analysis was conducted between August 2021 and June 2023. Exposures Repetitive head impacts from contact sports. Main Outcomes and Measures Gross and microscopic neuropathologic assessment, including diagnosis of CTE, based on defined diagnostic criteria; and informant-reported athletic history and informant-completed scales that assess cognitive symptoms, mood disturbances, and neurobehavioral dysregulation. Results Among the 152 deceased contact sports participants (mean [SD] age, 22.97 [4.31] years; 141 [92.8%] male) included in the study, CTE was diagnosed in 63 (41.4%; median [IQR] age, 26 [24-27] years). Of the 63 brain donors diagnosed with CTE, 60 (95.2%) were diagnosed with mild CTE (stages I or II). Brain donors who had CTE were more likely to be older (mean difference, 3.92 years; 95% CI, 2.74-5.10 years) Of the 63 athletes with CTE, 45 (71.4%) were men who played amateur sports, including American football, ice hockey, soccer, rugby, and wrestling; 1 woman with CTE played collegiate soccer. For those who played football, duration of playing career was significantly longer in those with vs without CTE (mean difference, 2.81 years; 95% CI, 1.15-4.48 years). Athletes with CTE had more ventricular dilatation, cavum septum pellucidum, thalamic notching, and perivascular pigment-laden macrophages in the frontal white matter than those without CTE. Cognitive and neurobehavioral symptoms were frequent among all brain donors. Suicide was the most common cause of death, followed by unintentional overdose; there were no differences in cause of death or clinical symptoms based on CTE status. Conclusions and Relevance This case series found that young brain donors exposed to repetitive head impacts were highly symptomatic regardless of CTE status, and the causes of symptoms in this sample are likely multifactorial. Future studies that include young brain donors unexposed to repetitive head impacts are needed to clarify the association among exposure, white matter and microvascular pathologic findings, CTE, and clinical symptoms.
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Affiliation(s)
- Ann C. McKee
- Veterans Affairs (VA) Boston Healthcare System, US Department of Veteran Affairs, Boston, Massachusetts
- Alzheimer’s Disease Research Center and Chronic Traumatic Encephalopathy Center, Chobanian and Avedisian School of Medicine, Boston University, Boston, Massachusetts
- Department of Neurology, Chobanian and Avedisian School of Medicine, Boston University, Boston, Massachusetts
- Department of Pathology and Laboratory Medicine, Chobanian and Avedisian School of Medicine, Boston University, Boston, Massachusetts
- VA Bedford Healthcare System, US Department of Veteran Affairs, Bedford, Massachusetts
- National Center for PTSD, VA Boston Healthcare, Boston, Massachusetts
- Department of Biostatistics, Boston University School of Public Health, Boston, Massachusetts
| | - Jesse Mez
- Alzheimer’s Disease Research Center and Chronic Traumatic Encephalopathy Center, Chobanian and Avedisian School of Medicine, Boston University, Boston, Massachusetts
- Department of Neurology, Chobanian and Avedisian School of Medicine, Boston University, Boston, Massachusetts
| | - Bobak Abdolmohammadi
- Alzheimer’s Disease Research Center and Chronic Traumatic Encephalopathy Center, Chobanian and Avedisian School of Medicine, Boston University, Boston, Massachusetts
| | - Morgane Butler
- Alzheimer’s Disease Research Center and Chronic Traumatic Encephalopathy Center, Chobanian and Avedisian School of Medicine, Boston University, Boston, Massachusetts
- Department of Anatomy and Neurobiology, Chobanian and Avedisian School of Medicine, Boston University, Boston, Massachusetts
| | - Bertrand Russell Huber
- Veterans Affairs (VA) Boston Healthcare System, US Department of Veteran Affairs, Boston, Massachusetts
- Alzheimer’s Disease Research Center and Chronic Traumatic Encephalopathy Center, Chobanian and Avedisian School of Medicine, Boston University, Boston, Massachusetts
- Department of Neurology, Chobanian and Avedisian School of Medicine, Boston University, Boston, Massachusetts
- VA Bedford Healthcare System, US Department of Veteran Affairs, Bedford, Massachusetts
- National Center for PTSD, VA Boston Healthcare, Boston, Massachusetts
| | - Madeline Uretsky
- Alzheimer’s Disease Research Center and Chronic Traumatic Encephalopathy Center, Chobanian and Avedisian School of Medicine, Boston University, Boston, Massachusetts
| | - Katharine Babcock
- Alzheimer’s Disease Research Center and Chronic Traumatic Encephalopathy Center, Chobanian and Avedisian School of Medicine, Boston University, Boston, Massachusetts
- Department of Anatomy and Neurobiology, Chobanian and Avedisian School of Medicine, Boston University, Boston, Massachusetts
| | - Jonathan D. Cherry
- Veterans Affairs (VA) Boston Healthcare System, US Department of Veteran Affairs, Boston, Massachusetts
- Alzheimer’s Disease Research Center and Chronic Traumatic Encephalopathy Center, Chobanian and Avedisian School of Medicine, Boston University, Boston, Massachusetts
- Department of Pathology and Laboratory Medicine, Chobanian and Avedisian School of Medicine, Boston University, Boston, Massachusetts
| | - Victor E. Alvarez
- Veterans Affairs (VA) Boston Healthcare System, US Department of Veteran Affairs, Boston, Massachusetts
- Alzheimer’s Disease Research Center and Chronic Traumatic Encephalopathy Center, Chobanian and Avedisian School of Medicine, Boston University, Boston, Massachusetts
- Department of Neurology, Chobanian and Avedisian School of Medicine, Boston University, Boston, Massachusetts
- VA Bedford Healthcare System, US Department of Veteran Affairs, Bedford, Massachusetts
| | - Brett Martin
- Alzheimer’s Disease Research Center and Chronic Traumatic Encephalopathy Center, Chobanian and Avedisian School of Medicine, Boston University, Boston, Massachusetts
- Biostatistics and Epidemiology Data Analytics Center, Boston University School of Public Health, Boston, Massachusetts
| | - Yorghos Tripodis
- Alzheimer’s Disease Research Center and Chronic Traumatic Encephalopathy Center, Chobanian and Avedisian School of Medicine, Boston University, Boston, Massachusetts
- Department of Biostatistics, Boston University School of Public Health, Boston, Massachusetts
- Biostatistics and Epidemiology Data Analytics Center, Boston University School of Public Health, Boston, Massachusetts
| | - Joseph N. Palmisano
- Alzheimer’s Disease Research Center and Chronic Traumatic Encephalopathy Center, Chobanian and Avedisian School of Medicine, Boston University, Boston, Massachusetts
- Biostatistics and Epidemiology Data Analytics Center, Boston University School of Public Health, Boston, Massachusetts
| | - Kerry A. Cormier
- Veterans Affairs (VA) Boston Healthcare System, US Department of Veteran Affairs, Boston, Massachusetts
- Alzheimer’s Disease Research Center and Chronic Traumatic Encephalopathy Center, Chobanian and Avedisian School of Medicine, Boston University, Boston, Massachusetts
- VA Bedford Healthcare System, US Department of Veteran Affairs, Bedford, Massachusetts
| | - Caroline A. Kubilus
- Alzheimer’s Disease Research Center and Chronic Traumatic Encephalopathy Center, Chobanian and Avedisian School of Medicine, Boston University, Boston, Massachusetts
- VA Bedford Healthcare System, US Department of Veteran Affairs, Bedford, Massachusetts
| | - Raymond Nicks
- Veterans Affairs (VA) Boston Healthcare System, US Department of Veteran Affairs, Boston, Massachusetts
- Alzheimer’s Disease Research Center and Chronic Traumatic Encephalopathy Center, Chobanian and Avedisian School of Medicine, Boston University, Boston, Massachusetts
- Department of Neurology, Chobanian and Avedisian School of Medicine, Boston University, Boston, Massachusetts
- VA Bedford Healthcare System, US Department of Veteran Affairs, Bedford, Massachusetts
| | - Daniel Kirsch
- Alzheimer’s Disease Research Center and Chronic Traumatic Encephalopathy Center, Chobanian and Avedisian School of Medicine, Boston University, Boston, Massachusetts
- Department of Pathology and Laboratory Medicine, Chobanian and Avedisian School of Medicine, Boston University, Boston, Massachusetts
| | - Ian Mahar
- Alzheimer’s Disease Research Center and Chronic Traumatic Encephalopathy Center, Chobanian and Avedisian School of Medicine, Boston University, Boston, Massachusetts
| | - Lisa McHale
- Alzheimer’s Disease Research Center and Chronic Traumatic Encephalopathy Center, Chobanian and Avedisian School of Medicine, Boston University, Boston, Massachusetts
- Concussion Legacy Foundation, Boston, Massachusetts
| | - Christopher Nowinski
- Alzheimer’s Disease Research Center and Chronic Traumatic Encephalopathy Center, Chobanian and Avedisian School of Medicine, Boston University, Boston, Massachusetts
- Concussion Legacy Foundation, Boston, Massachusetts
| | - Robert C. Cantu
- Alzheimer’s Disease Research Center and Chronic Traumatic Encephalopathy Center, Chobanian and Avedisian School of Medicine, Boston University, Boston, Massachusetts
- Concussion Legacy Foundation, Boston, Massachusetts
- Department of Neurosurgery, Emerson Hospital, Concord, Massachusetts
- Department of Neurosurgery, Chobanian and Avedisian School of Medicine, Boston University, Boston, Massachusetts
| | - Robert A. Stern
- Alzheimer’s Disease Research Center and Chronic Traumatic Encephalopathy Center, Chobanian and Avedisian School of Medicine, Boston University, Boston, Massachusetts
- Department of Neurology, Chobanian and Avedisian School of Medicine, Boston University, Boston, Massachusetts
- Department of Neurosurgery, Chobanian and Avedisian School of Medicine, Boston University, Boston, Massachusetts
| | - Daniel Daneshvar
- Alzheimer’s Disease Research Center and Chronic Traumatic Encephalopathy Center, Chobanian and Avedisian School of Medicine, Boston University, Boston, Massachusetts
- Department of Rehabilitation Medicine, Harvard Medical School, Boston, Massachusetts
| | - Lee E. Goldstein
- Alzheimer’s Disease Research Center and Chronic Traumatic Encephalopathy Center, Chobanian and Avedisian School of Medicine, Boston University, Boston, Massachusetts
- Department of Psychiatry, Chobanian and Avedisian School of Medicine, Boston University, Boston, Massachusetts
- Department of Biomedical, Electrical, and Computer Engineering, Boston University College of Engineering, Boston, Massachusetts
| | - Douglas I. Katz
- Department of Neurology, Chobanian and Avedisian School of Medicine, Boston University, Boston, Massachusetts
- Braintree Rehabilitation Hospital, Braintree, Massachusetts
| | - Neil W. Kowall
- Alzheimer’s Disease Research Center and Chronic Traumatic Encephalopathy Center, Chobanian and Avedisian School of Medicine, Boston University, Boston, Massachusetts
- Department of Neurology, Chobanian and Avedisian School of Medicine, Boston University, Boston, Massachusetts
| | - Brigid Dwyer
- Department of Neurology, Chobanian and Avedisian School of Medicine, Boston University, Boston, Massachusetts
- Braintree Rehabilitation Hospital, Braintree, Massachusetts
| | - Thor D. Stein
- Veterans Affairs (VA) Boston Healthcare System, US Department of Veteran Affairs, Boston, Massachusetts
- Alzheimer’s Disease Research Center and Chronic Traumatic Encephalopathy Center, Chobanian and Avedisian School of Medicine, Boston University, Boston, Massachusetts
- Department of Pathology and Laboratory Medicine, Chobanian and Avedisian School of Medicine, Boston University, Boston, Massachusetts
- VA Bedford Healthcare System, US Department of Veteran Affairs, Bedford, Massachusetts
| | - Michael L. Alosco
- Alzheimer’s Disease Research Center and Chronic Traumatic Encephalopathy Center, Chobanian and Avedisian School of Medicine, Boston University, Boston, Massachusetts
- Department of Neurology, Chobanian and Avedisian School of Medicine, Boston University, Boston, Massachusetts
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Chen J, Doyle MF, Fang Y, Mez J, Crane PK, Scollard P, Satizabal CL, Alosco ML, Qiu WQ, Murabito JM, Lunetta KL. Peripheral inflammatory biomarkers are associated with cognitive function and dementia: Framingham Heart Study Offspring cohort. Aging Cell 2023; 22:e13955. [PMID: 37584418 PMCID: PMC10577533 DOI: 10.1111/acel.13955] [Citation(s) in RCA: 4] [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] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/25/2023] [Revised: 07/19/2023] [Accepted: 07/19/2023] [Indexed: 08/17/2023] Open
Abstract
Inflammatory protein biomarkers induced by immune responses have been associated with cognitive decline and the pathogenesis of Alzheimer's disease (AD). Here, we investigate associations between a panel of inflammatory biomarkers and cognitive function and incident dementia outcomes in the well-characterized Framingham Heart Study Offspring cohort. Participants aged ≥40 years and dementia-free at Exam 7 who had a stored plasma sample were selected for profiling using the OLINK proteomics inflammation panel. Cross-sectional associations of the biomarkers with cognitive domain scores (N = 708, 53% female, 22% apolipoprotein E (APOE) ε4 carriers, 15% APOE ε2 carriers, mean age 61) and incident all-cause and AD dementia during up to 20 years of follow-up were tested. APOE genotype-stratified analyses were performed to explore effect modification. Higher levels of 12 and 3 proteins were associated with worse executive function and language domain factor scores, respectively. Several proteins were associated with more than one cognitive domain, including IL10, LIF-R, TWEAK, CCL19, IL-17C, MCP-4, and TGF-alpha. Stratified analyses suggested differential effects between APOE ε2 and ε4 carriers: most ε4 carrier associations were with executive function and memory domains, whereas most ε2 associations were with the visuospatial domain. Higher levels of TNFB and CDCP1 were associated with higher risks of incident all-cause and AD dementia. Our study found that TWEAK concentration was associated both with cognitive function and risks for AD dementia. The association of these inflammatory biomarkers with cognitive function and incident dementia may contribute to the discovery of therapeutic interventions for the prevention and treatment of cognitive decline.
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Affiliation(s)
- Jiachen Chen
- Boston University School of Public HealthDepartment of BiostatisticsBostonMassachusettsUSA
| | - Margaret F. Doyle
- Department of Pathology and Laboratory MedicineLarner College of Medicine, University of VermontBurlingtonVermontUSA
| | - Yuan Fang
- Boston University School of Public HealthDepartment of BiostatisticsBostonMassachusettsUSA
| | - Jesse Mez
- Boston University Chobanian & Avedisian School of Medicine, Boston University Alzheimer's Disease Research Center and CTE CenterBostonMassachusettsUSA
- Department of NeurologyBoston University Chobanian & Avedisian School of MedicineBostonMassachusettsUSA
- Framingham Heart Study, National Heart, Lung, and Blood Institute and Boston University Chobanian & Avedisian School of MedicineFraminghamMassachusettsUSA
| | - Paul K. Crane
- Division of General Internal Medicine, Department of MedicineUniversity of WashingtonSeattleWashingtonUSA
| | - Phoebe Scollard
- Division of General Internal Medicine, Department of MedicineUniversity of WashingtonSeattleWashingtonUSA
| | | | - Claudia L. Satizabal
- Department of NeurologyBoston University Chobanian & Avedisian School of MedicineBostonMassachusettsUSA
- University of Texas Health Science Center at San Antonio, Glenn Biggs Institute for Alzheimer's and Neurodegenerative DiseasesSan AntonioTexasUSA
| | - Michael L. Alosco
- Boston University Chobanian & Avedisian School of Medicine, Boston University Alzheimer's Disease Research Center and CTE CenterBostonMassachusettsUSA
- Department of NeurologyBoston University Chobanian & Avedisian School of MedicineBostonMassachusettsUSA
| | - Wei Qiao Qiu
- Boston University Chobanian & Avedisian School of Medicine, Boston University Alzheimer's Disease Research Center and CTE CenterBostonMassachusettsUSA
- Department of PsychiatryBoston University Chobanian & Avedisian School of MedicineBostonMassachusettsUSA
- Boston University Chobanian & Avedisian School of MedicineDepartment of Pharmacology & Experimental TherapeuticsBostonMassachusettsUSA
| | - Joanne M. Murabito
- Framingham Heart Study, National Heart, Lung, and Blood Institute and Boston University Chobanian & Avedisian School of MedicineFraminghamMassachusettsUSA
- Department of Medicine, Section of General Internal MedicineBoston University Chobanian & Avedisian School of Medicine and Boston Medical CenterBostonMassachusettsUSA
| | - Kathryn L. Lunetta
- Boston University School of Public HealthDepartment of BiostatisticsBostonMassachusettsUSA
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17
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Ally M, Sugarman MA, Zetterberg H, Blennow K, Ashton NJ, Karikari TK, Aparicio HJ, Frank B, Tripodis Y, Martin B, Palmisano JN, Steinberg EG, Simkin I, Farrer LA, Jun GR, Turk KW, Budson AE, O'Connor MK, Au R, Goldstein LE, Kowall NW, Killiany R, Stern RA, Stein TD, McKee AC, Qiu WQ, Mez J, Alosco ML. Cross-sectional and longitudinal evaluation of plasma glial fibrillary acidic protein to detect and predict clinical syndromes of Alzheimer's disease. Alzheimers Dement (Amst) 2023; 15:e12492. [PMID: 37885919 PMCID: PMC10599277 DOI: 10.1002/dad2.12492] [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] [Received: 04/19/2023] [Revised: 09/15/2023] [Accepted: 09/26/2023] [Indexed: 10/28/2023]
Abstract
Introduction This study examined plasma glial fibrillary acidic protein (GFAP) as a biomarker of cognitive impairment due to Alzheimer's disease (AD) with and against plasma neurofilament light chain (NfL), and phosphorylated tau (p-tau)181+231. Methods Plasma samples were analyzed using Simoa platform for 567 participants spanning the AD continuum. Cognitive diagnosis, neuropsychological testing, and dementia severity were examined for cross-sectional and longitudinal outcomes. Results Plasma GFAP discriminated AD dementia from normal cognition (adjusted mean difference = 0.90 standard deviation [SD]) and mild cognitive impairment (adjusted mean difference = 0.72 SD), and demonstrated superior discrimination compared to alternative plasma biomarkers. Higher GFAP was associated with worse dementia severity and worse performance on 11 of 12 neuropsychological tests. Longitudinally, GFAP predicted decline in memory, but did not predict conversion to mild cognitive impairment or dementia. Discussion Plasma GFAP was associated with clinical outcomes related to suspected AD and could be of assistance in a plasma biomarker panel to detect in vivo AD.
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Affiliation(s)
- Madeline Ally
- Boston University Alzheimer's Disease Research Center and CTE CenterBoston University Chobanian & Avedisian School of MedicineBostonMassachusettsUSA
- Department of PsychologyUniversity of ArizonaTucsonArizonaUSA
| | - Michael A. Sugarman
- Boston University Alzheimer's Disease Research Center and CTE CenterBoston University Chobanian & Avedisian School of MedicineBostonMassachusettsUSA
- Department of NeurologyMedical University of South CarolinaCharlestonSouth CarolinaUSA
| | - Henrik Zetterberg
- Department of Neurodegenerative DiseaseUCL Institute of NeurologyLondonUK
- UK Dementia Research Institute at UCL, UCL Institute of NeurologyUniversity College LondonLondonUK
- Clinical Neurochemistry LaboratorySahlgrenska University HospitalMölndalSweden
- Department of Psychiatry and Neurochemistry, Institute of Neuroscience and PhysiologyThe Sahlgrenska Academy at the University of GothenburgGothenburgSweden
| | - Kaj Blennow
- Clinical Neurochemistry LaboratorySahlgrenska University HospitalMölndalSweden
- Department of Psychiatry and Neurochemistry, Institute of Neuroscience and PhysiologyThe Sahlgrenska Academy at the University of GothenburgGothenburgSweden
| | - Nicholas J. Ashton
- Department of Psychiatry and Neurochemistry, Institute of Neuroscience and PhysiologyThe Sahlgrenska Academy at the University of GothenburgGothenburgSweden
- Maurice Wohl Clinical Neuroscience Institute, Institute of Psychiatry, Psychology, and NeuroscienceKing's College LondonLondonUK
- NIHR Biomedical Research Centre for Mental Health and Biomedical Research Unit for Dementia at South London and MaudsleyNHS FoundationLondonUK
- Centre for Age‐Related MedicineStavanger University HospitalStavangerNorway
| | - Thomas K. Karikari
- Clinical Neurochemistry LaboratorySahlgrenska University HospitalMölndalSweden
- Department of Psychiatry and Neurochemistry, Institute of Neuroscience and PhysiologyThe Sahlgrenska Academy at the University of GothenburgGothenburgSweden
- Department of PsychiatryUniversity of Pittsburgh School of MedicinePittsburghPennsylvaniaUSA
| | - Hugo J. Aparicio
- Boston University Alzheimer's Disease Research Center and CTE CenterBoston University Chobanian & Avedisian School of MedicineBostonMassachusettsUSA
- Department of NeurologyBoston University Chobanian & Avedisian School of MedicineBostonMassachusettsUSA
| | - Brandon Frank
- Boston University Alzheimer's Disease Research Center and CTE CenterBoston University Chobanian & Avedisian School of MedicineBostonMassachusettsUSA
- US Department of Veterans AffairsVA Boston Healthcare SystemJamaica PlainMassachusettsUSA
| | - Yorghos Tripodis
- Boston University Alzheimer's Disease Research Center and CTE CenterBoston University Chobanian & Avedisian School of MedicineBostonMassachusettsUSA
- Department of BiostatisticsBoston University School of Public HealthBostonMassachusettsUSA
| | - Brett Martin
- Boston University Alzheimer's Disease Research Center and CTE CenterBoston University Chobanian & Avedisian School of MedicineBostonMassachusettsUSA
- Biostatistics and Epidemiology Data Analytics CenterBoston University School of Public HealthBostonMassachusettsUSA
| | - Joseph N. Palmisano
- Boston University Alzheimer's Disease Research Center and CTE CenterBoston University Chobanian & Avedisian School of MedicineBostonMassachusettsUSA
- Biostatistics and Epidemiology Data Analytics CenterBoston University School of Public HealthBostonMassachusettsUSA
| | - Eric G. Steinberg
- Boston University Alzheimer's Disease Research Center and CTE CenterBoston University Chobanian & Avedisian School of MedicineBostonMassachusettsUSA
| | - Irene Simkin
- Department of MedicineBoston University Chobanian & Avedisian School of MedicineBostonMassachusettsUSA
| | - Lindsay A. Farrer
- Boston University Alzheimer's Disease Research Center and CTE CenterBoston University Chobanian & Avedisian School of MedicineBostonMassachusettsUSA
- Department of NeurologyBoston University Chobanian & Avedisian School of MedicineBostonMassachusettsUSA
- Department of BiostatisticsBoston University School of Public HealthBostonMassachusettsUSA
- Department of MedicineBoston University Chobanian & Avedisian School of MedicineBostonMassachusettsUSA
- The Framingham Heart StudyFraminghamMassachusettsUSA
- Department of EpidemiologyBoston University School of Public HealthBostonMassachusettsUSA
- Department of OphthalmologyBoston University Chobanian & Avedisian School of MedicineBostonMassachusettsUSA
| | - Gyungah R. Jun
- Department of MedicineBoston University Chobanian & Avedisian School of MedicineBostonMassachusettsUSA
| | - Katherine W. Turk
- Boston University Alzheimer's Disease Research Center and CTE CenterBoston University Chobanian & Avedisian School of MedicineBostonMassachusettsUSA
- Department of NeurologyBoston University Chobanian & Avedisian School of MedicineBostonMassachusettsUSA
- US Department of Veterans AffairsVA Boston Healthcare SystemJamaica PlainMassachusettsUSA
| | - Andrew E. Budson
- Boston University Alzheimer's Disease Research Center and CTE CenterBoston University Chobanian & Avedisian School of MedicineBostonMassachusettsUSA
- Department of NeurologyBoston University Chobanian & Avedisian School of MedicineBostonMassachusettsUSA
- US Department of Veterans AffairsVA Boston Healthcare SystemJamaica PlainMassachusettsUSA
| | - Maureen K. O'Connor
- Boston University Alzheimer's Disease Research Center and CTE CenterBoston University Chobanian & Avedisian School of MedicineBostonMassachusettsUSA
- Department of NeuropsychologyEdith Nourse Rogers Memorial Veterans HospitalBedfordMassachusettsUSA
| | - Rhoda Au
- Boston University Alzheimer's Disease Research Center and CTE CenterBoston University Chobanian & Avedisian School of MedicineBostonMassachusettsUSA
- Department of NeurologyBoston University Chobanian & Avedisian School of MedicineBostonMassachusettsUSA
- The Framingham Heart StudyFraminghamMassachusettsUSA
- Department of EpidemiologyBoston University School of Public HealthBostonMassachusettsUSA
- Department of Anatomy and NeurobiologyBoston University Chobanian & Avedisian School of MedicineBostonMassachusettsUSA
| | - Lee E. Goldstein
- Boston University Alzheimer's Disease Research Center and CTE CenterBoston University Chobanian & Avedisian School of MedicineBostonMassachusettsUSA
- Biostatistics and Epidemiology Data Analytics CenterBoston University School of Public HealthBostonMassachusettsUSA
- Department of OphthalmologyBoston University Chobanian & Avedisian School of MedicineBostonMassachusettsUSA
- Department of Biomedical, Electrical, and Computer EngineeringBoston University College of EngineeringBostonMassachusettsUSA
| | - Neil W. Kowall
- Boston University Alzheimer's Disease Research Center and CTE CenterBoston University Chobanian & Avedisian School of MedicineBostonMassachusettsUSA
- Department of NeurologyBoston University Chobanian & Avedisian School of MedicineBostonMassachusettsUSA
- US Department of Veterans AffairsVA Boston Healthcare SystemJamaica PlainMassachusettsUSA
- Department of Pathology and Laboratory MedicineBoston University Chobanian & Avedisian School of MedicineBostonMassachusettsUSA
| | - Ronald Killiany
- Boston University Alzheimer's Disease Research Center and CTE CenterBoston University Chobanian & Avedisian School of MedicineBostonMassachusettsUSA
- Department of Anatomy and NeurobiologyBoston University Chobanian & Avedisian School of MedicineBostonMassachusettsUSA
- Center for Biomedical ImagingBoston University Chobanian & Avedisian School of MedicineBostonMassachusettsUSA
| | - Robert A. Stern
- Boston University Alzheimer's Disease Research Center and CTE CenterBoston University Chobanian & Avedisian School of MedicineBostonMassachusettsUSA
- Department of NeurologyBoston University Chobanian & Avedisian School of MedicineBostonMassachusettsUSA
- Department of Anatomy and NeurobiologyBoston University Chobanian & Avedisian School of MedicineBostonMassachusettsUSA
- Department of NeurosurgeryBoston University Chobanian & Avedisian School of MedicineBostonMassachusettsUSA
| | - Thor D. Stein
- Boston University Alzheimer's Disease Research Center and CTE CenterBoston University Chobanian & Avedisian School of MedicineBostonMassachusettsUSA
- US Department of Veterans AffairsVA Boston Healthcare SystemJamaica PlainMassachusettsUSA
- Department of Pathology and Laboratory MedicineBoston University Chobanian & Avedisian School of MedicineBostonMassachusettsUSA
- US Department of Veterans AffairsVA Bedford Healthcare SystemBedfordMassachusettsUSA
| | - Ann C. McKee
- Boston University Alzheimer's Disease Research Center and CTE CenterBoston University Chobanian & Avedisian School of MedicineBostonMassachusettsUSA
- Department of NeurologyBoston University Chobanian & Avedisian School of MedicineBostonMassachusettsUSA
- US Department of Veterans AffairsVA Boston Healthcare SystemJamaica PlainMassachusettsUSA
- Department of Pathology and Laboratory MedicineBoston University Chobanian & Avedisian School of MedicineBostonMassachusettsUSA
- US Department of Veterans AffairsVA Bedford Healthcare SystemBedfordMassachusettsUSA
| | - Wei Qiao Qiu
- Boston University Alzheimer's Disease Research Center and CTE CenterBoston University Chobanian & Avedisian School of MedicineBostonMassachusettsUSA
- Department of PsychiatryBoston University Chobanian & Avedisian School of MedicineBostonMassachusettsUSA
- Department of Pharmacology and Experimental TherapeuticsBoston University Chobanian & Avedisian School of MedicineBostonMassachusettsUSA
| | - Jesse Mez
- Boston University Alzheimer's Disease Research Center and CTE CenterBoston University Chobanian & Avedisian School of MedicineBostonMassachusettsUSA
- Department of NeurologyBoston University Chobanian & Avedisian School of MedicineBostonMassachusettsUSA
| | - Michael L. Alosco
- Boston University Alzheimer's Disease Research Center and CTE CenterBoston University Chobanian & Avedisian School of MedicineBostonMassachusettsUSA
- Department of NeurologyBoston University Chobanian & Avedisian School of MedicineBostonMassachusettsUSA
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18
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Fang Y, Doyle MF, Chen J, Mez J, Satizabal CL, Alosco ML, Qiu WQ, Lunetta KL, Murabito JM. Correction for: Circulating immune cell phenotypes are associated with age, sex, CMV, and smoking status in the Framingham Heart Study offspring participants. Aging (Albany NY) 2023; 15:7855-7856. [PMID: 37580144 PMCID: PMC10457073 DOI: 10.18632/aging.204988] [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: 07/19/2023] [Accepted: 07/31/2023] [Indexed: 08/16/2023]
Affiliation(s)
- Yuan Fang
- Boston University School of Public Health, Department of Biostatistics, Boston, MA 02118, USA
| | - Margaret F. Doyle
- University of Vermont, Larner College of Medicine, Department of Pathology and Laboratory Medicine, Burlington, VT 05405, USA
| | - Jiachen Chen
- Boston University School of Public Health, Department of Biostatistics, Boston, MA 02118, USA
| | - Jesse Mez
- Boston University Chobanian and Avedisian School of Medicine, Boston University Alzheimer’s Disease Research Center and CTE Center, Boston, MA 02118, USA
- Boston University Chobanian and Avedisian School of Medicine, Department of Neurology, Boston, MA 02118, USA
- Framingham Heart Study, National Heart, Lung, and Blood Institute and Boston University Chobanian and Avedisian School of Medicine, Framingham, MA 01702, USA
| | - Claudia L. Satizabal
- Boston University Chobanian and Avedisian School of Medicine, Department of Neurology, Boston, MA 02118, USA
- Framingham Heart Study, National Heart, Lung, and Blood Institute and Boston University Chobanian and Avedisian School of Medicine, Framingham, MA 01702, USA
- University of Texas Health Science Center at San Antonio, Glenn Biggs Institute for Alzheimer’s and Neurodegenerative Diseases, San Antonio, TX 78229, USA
| | - Michael L. Alosco
- Boston University Chobanian and Avedisian School of Medicine, Boston University Alzheimer’s Disease Research Center and CTE Center, Boston, MA 02118, USA
- Boston University Chobanian and Avedisian School of Medicine, Department of Neurology, Boston, MA 02118, USA
| | - Wei Qiao Qiu
- Boston University Chobanian and Avedisian School of Medicine, Boston University Alzheimer’s Disease Research Center and CTE Center, Boston, MA 02118, USA
- Boston University Chobanian and Avedisian School of Medicine, Department of Psychiatry, Boston, MA 02118, USA
- Boston University Chobanian and Avedisian School of Medicine, Department of Pharmacology and Experimental Therapeutics, Boston, MA 02118, USA
| | - Kathryn L. Lunetta
- Boston University School of Public Health, Department of Biostatistics, Boston, MA 02118, USA
| | - Joanne M. Murabito
- Framingham Heart Study, National Heart, Lung, and Blood Institute and Boston University Chobanian and Avedisian School of Medicine, Framingham, MA 01702, USA
- Boston University Chobanian and Avedisian School of Medicine, Department of Medicine, Boston, MA 02118, USA
- Boston Medical Center, Department of Adult Primary Care, Boston, MA 02119, USA
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19
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Bruce HJ, Tripodis Y, McClean M, Korell M, Tanner CM, Contreras B, Gottesman J, Kirsch L, Karim Y, Martin B, Palmisano J, Abdolmohammadi B, Shih LC, Stein TD, Stern RA, Adler CH, Mez J, Nowinski C, McKee AC, Alosco ML. American Football Play and Parkinson Disease Among Men. JAMA Netw Open 2023; 6:e2328644. [PMID: 37566412 PMCID: PMC10422187 DOI: 10.1001/jamanetworkopen.2023.28644] [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] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/03/2023] [Accepted: 06/30/2023] [Indexed: 08/12/2023] Open
Abstract
Importance Parkinsonism and Parkinson disease (PD) are known to result from repetitive head impacts from boxing. Repetitive head impacts from American football may also be associated with increased risk of neurodegenerative pathologies that cause parkinsonism, yet in vivo research on the association between football play and PD is scarce and limited by small samples and equivocal findings. Objective To evaluate the association between football participation and self-reported parkinsonism or PD diagnosis. Design, Setting, and Participants This cross-sectional study leveraged data from the online Fox Insight study. Participants completed online questionnaires and self-reported whether they currently had a diagnosis of Parkinson disease or parkinsonism by a physician or other health care professional. In November 2020, the Boston University Head Impact Exposure Assessment was launched for data collection on repetitive head impacts. Data used for this manuscript were obtained from the Fox Insight database on June 9, 2022. A total of 1875 men who endorsed playing any organized sport were included. Former athletes were divided into those who participated in football (n = 729 [38.9%]) and those who participated in other sports (reference group). Exposures Self-reported participation in football, duration and level of football play, age at first exposure. Main Outcomes and Measures Logistic regression tested associations between PD status and history of football play, duration of football play, highest level played, and age at first exposure, controlling for age, education, history of diabetes or heart disease, body mass index, history of traumatic brain injury with loss of consciousness, and family history of PD. Results In this sample of 1875 men (mean [SD] age, 67.69 [9.84] years) enriched for parkinsonism or PD (n = 1602 [85.4%]), 729 (38.9%) played football (mean [SD] duration, 4.35 [2.91] years). History of playing football was associated with higher odds of having a parkinsonism or PD diagnosis (odds ratio [OR], 1.61; 95% CI, 1.19-2.17). Among the entire sample, longer duration of play was associated with higher odds of having a parkinsonism or PD diagnosis (OR, 1.12; 95% CI, 1.06-1.19). Among football players, longer duration of football play (OR, 1.12; 95% CI, 1.02-1.23) and higher level of play (OR, 2.93; 95% CI, 1.28-6.73) were associated with higher odds of having parkinsonism or PD. Conclusions and Relevance In this cross-sectional study of participants enriched for PD, participation in football was associated with higher odds of having a reported parkinsonism or PD diagnosis.
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Affiliation(s)
- Hannah J. Bruce
- Boston University Alzheimer’s Disease Research Center, Boston University Chronic Traumatic Encephalopathy Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, Massachusetts
| | - Yorghos Tripodis
- Department of Biostatistics, Boston University School of Public Health, Boston, Massachusetts
| | - Michael McClean
- Department of Environmental Health, Boston University School of Public Health, Boston, Massachusetts
| | - Monica Korell
- Department of Neurology, University of California San Francisco
| | | | | | - Joshua Gottesman
- The Michael J. Fox Foundation for Parkinson’s Research, New York, New York
| | - Leslie Kirsch
- The Michael J. Fox Foundation for Parkinson’s Research, New York, New York
| | - Yasir Karim
- The Michael J. Fox Foundation for Parkinson’s Research, New York, New York
| | - Brett Martin
- Biostatistics and Epidemiology Data Analytics Center, Boston University School of Public Health, Boston, Massachusetts
| | - Joseph Palmisano
- Biostatistics and Epidemiology Data Analytics Center, Boston University School of Public Health, Boston, Massachusetts
| | - Bobak Abdolmohammadi
- Boston University Alzheimer’s Disease Research Center, Boston University Chronic Traumatic Encephalopathy Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, Massachusetts
| | - Ludy C. Shih
- Boston University Alzheimer’s Disease Research Center, Boston University Chronic Traumatic Encephalopathy Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, Massachusetts
| | - Thor D. Stein
- Boston University Alzheimer’s Disease Research Center, Boston University Chronic Traumatic Encephalopathy Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, Massachusetts
- Department of Pathology and Laboratory Medicine, Boston University Chobanian & Avedisian School of Medicine, Boston, Massachusetts
- Bedford Veterans Affairs Medical Center, Bedford, Massachusetts
- Framingham Heart Study, Boston University School of Medicine, Boston, Massachusetts
- Veterans Affairs Boston Healthcare System, United States Department of Veteran Affairs, Boston, Massachusetts
| | - Robert A. Stern
- Boston University Alzheimer’s Disease Research Center, Boston University Chronic Traumatic Encephalopathy Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, Massachusetts
- Department of Anatomy & Neurobiology, Boston University Chobanian & Avedisian School of Medicine, Boston, Massachusetts
- Department of Neurosurgery, Boston University Chobanian & Avedisian School of Medicine, Boston, Massachusetts
| | - Charles H. Adler
- Department of Neurology, Mayo Clinic College of Medicine, Mayo Clinic Arizona, Scottsdale
| | - Jesse Mez
- Boston University Alzheimer’s Disease Research Center, Boston University Chronic Traumatic Encephalopathy Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, Massachusetts
- Framingham Heart Study, Boston University School of Medicine, Boston, Massachusetts
| | | | - Ann C. McKee
- Boston University Alzheimer’s Disease Research Center, Boston University Chronic Traumatic Encephalopathy Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, Massachusetts
- Department of Pathology and Laboratory Medicine, Boston University Chobanian & Avedisian School of Medicine, Boston, Massachusetts
- Bedford Veterans Affairs Medical Center, Bedford, Massachusetts
- Framingham Heart Study, Boston University School of Medicine, Boston, Massachusetts
- Veterans Affairs Boston Healthcare System, United States Department of Veteran Affairs, Boston, Massachusetts
| | - Michael L. Alosco
- Boston University Alzheimer’s Disease Research Center, Boston University Chronic Traumatic Encephalopathy Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, Massachusetts
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20
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Rosen G, Kirsch D, Horowitz S, Cherry JD, Nicks R, Kelley H, Uretsky M, Dell'Aquila K, Mathias R, Cormier KA, Kubilus CA, Mez J, Tripodis Y, Stein TD, Alvarez VE, Alosco ML, McKee AC, Huber BR. Three dimensional evaluation of cerebrovascular density and branching in chronic traumatic encephalopathy. Acta Neuropathol Commun 2023; 11:123. [PMID: 37491342 PMCID: PMC10369801 DOI: 10.1186/s40478-023-01612-y] [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: 06/26/2023] [Accepted: 06/28/2023] [Indexed: 07/27/2023] Open
Abstract
Chronic traumatic encephalopathy (CTE) is a neurodegenerative disease associated with exposure to repetitive head impacts (RHI) and characterized by perivascular accumulations of hyperphosphorylated tau protein (p-tau) at the depths of the cortical sulci. Studies of living athletes exposed to RHI, including concussive and nonconcussive impacts, have shown increased blood-brain barrier permeability, reduced cerebral blood flow, and alterations in vasoreactivity. Blood-brain barrier abnormalities have also been reported in individuals neuropathologically diagnosed with CTE. To further investigate the three-dimensional microvascular changes in individuals diagnosed with CTE and controls, we used SHIELD tissue processing and passive delipidation to optically clear and label blocks of postmortem human dorsolateral frontal cortex. We used fluorescent confocal microscopy to quantitate vascular branch density and fraction volume. We compared the findings in 41 male brain donors, age at death 31-89 years, mean age 64 years, including 12 donors with low CTE (McKee stage I-II), 13 with high CTE (McKee stage III-IV) to 16 age- and sex-matched non-CTE controls (7 with RHI exposure and 9 with no RHI exposure). The density of vessel branches in the gray matter sulcus was significantly greater in CTE cases than in controls. The ratios of sulcus versus gyrus vessel branch density and fraction volume were also greater in CTE than in controls and significantly above one for the CTE group. Hyperphosphorylated tau pathology density correlated with gray matter sulcus fraction volume. These findings point towards increased vascular coverage and branching in the dorsolateral frontal cortex (DLF) sulci in CTE, that correlates with p-tau pathology.
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Affiliation(s)
- Grace Rosen
- VA Boston Healthcare System, US Department of Veterans Affairs, 150 S Huntington Avenue, Boston, MA, 02130, USA
- National Center for PTSD, US Department of Veterans Affairs, Boston, MA, USA
| | - Daniel Kirsch
- Department of Pathology and Laboratory Medicine, Boston University Chobanian & Avedisian School of Medicine, Boston, USA
| | - Sarah Horowitz
- VA Boston Healthcare System, US Department of Veterans Affairs, 150 S Huntington Avenue, Boston, MA, 02130, USA
- National Center for PTSD, US Department of Veterans Affairs, Boston, MA, USA
| | - Jonathan D Cherry
- Department of Pathology and Laboratory Medicine, Boston University Chobanian & Avedisian School of Medicine, Boston, USA
- Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, USA
- Boston University Alzheimer's Disease Research Center and Boston University CTE Center, Boston, USA
| | - Raymond Nicks
- Boston University Alzheimer's Disease Research Center and Boston University CTE Center, Boston, USA
| | - Hunter Kelley
- Boston University Alzheimer's Disease Research Center and Boston University CTE Center, Boston, USA
| | - Madeline Uretsky
- Boston University Alzheimer's Disease Research Center and Boston University CTE Center, Boston, USA
| | - Kevin Dell'Aquila
- Boston University Alzheimer's Disease Research Center and Boston University CTE Center, Boston, USA
| | - Rebecca Mathias
- VA Boston Healthcare System, US Department of Veterans Affairs, 150 S Huntington Avenue, Boston, MA, 02130, USA
- Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, USA
| | - Kerry A Cormier
- VA Boston Healthcare System, US Department of Veterans Affairs, 150 S Huntington Avenue, Boston, MA, 02130, USA
- Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, USA
- Boston University Alzheimer's Disease Research Center and Boston University CTE Center, Boston, USA
- VA Bedford Healthcare System, US Department of Veterans Affairs, Bedford, MA, USA
| | - Caroline A Kubilus
- Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, USA
- Boston University Alzheimer's Disease Research Center and Boston University CTE Center, Boston, USA
- VA Bedford Healthcare System, US Department of Veterans Affairs, Bedford, MA, USA
| | - Jesse Mez
- Boston University Alzheimer's Disease Research Center and Boston University CTE Center, Boston, USA
| | - Yorghos Tripodis
- Boston University Alzheimer's Disease Research Center and Boston University CTE Center, Boston, USA
- Department of Biostatistics, Boston University School of Public Health, Boston, USA
| | - Thor D Stein
- VA Boston Healthcare System, US Department of Veterans Affairs, 150 S Huntington Avenue, Boston, MA, 02130, USA
- Department of Pathology and Laboratory Medicine, Boston University Chobanian & Avedisian School of Medicine, Boston, USA
- Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, USA
- Boston University Alzheimer's Disease Research Center and Boston University CTE Center, Boston, USA
| | - Victor E Alvarez
- VA Boston Healthcare System, US Department of Veterans Affairs, 150 S Huntington Avenue, Boston, MA, 02130, USA
- Department of Pathology and Laboratory Medicine, Boston University Chobanian & Avedisian School of Medicine, Boston, USA
- Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, USA
- Boston University Alzheimer's Disease Research Center and Boston University CTE Center, Boston, USA
| | - Michael L Alosco
- Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, USA
- Boston University Alzheimer's Disease Research Center and Boston University CTE Center, Boston, USA
| | - Ann C McKee
- VA Boston Healthcare System, US Department of Veterans Affairs, 150 S Huntington Avenue, Boston, MA, 02130, USA
- Department of Pathology and Laboratory Medicine, Boston University Chobanian & Avedisian School of Medicine, Boston, USA
- Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, USA
- Boston University Alzheimer's Disease Research Center and Boston University CTE Center, Boston, USA
- VA Bedford Healthcare System, US Department of Veterans Affairs, Bedford, MA, USA
| | - Bertrand R Huber
- VA Boston Healthcare System, US Department of Veterans Affairs, 150 S Huntington Avenue, Boston, MA, 02130, USA.
- Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, USA.
- Boston University Alzheimer's Disease Research Center and Boston University CTE Center, Boston, USA.
- National Center for PTSD, US Department of Veterans Affairs, Boston, MA, USA.
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21
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Daneshvar DH, Nair ES, Baucom ZH, Rasch A, Abdolmohammadi B, Uretsky M, Saltiel N, Shah A, Jarnagin J, Baugh CM, Martin BM, Palmisano JN, Cherry JD, Alvarez VE, Huber BR, Weuve J, Nowinski CJ, Cantu RC, Zafonte RD, Dwyer B, Crary JF, Goldstein LE, Kowall NW, Katz DI, Stern RA, Tripodis Y, Stein TD, McClean MD, Alosco ML, McKee AC, Mez J. Leveraging football accelerometer data to quantify associations between repetitive head impacts and chronic traumatic encephalopathy in males. Nat Commun 2023; 14:3470. [PMID: 37340004 PMCID: PMC10281995 DOI: 10.1038/s41467-023-39183-0] [Citation(s) in RCA: 9] [Impact Index Per Article: 9.0] [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: 09/21/2022] [Accepted: 05/30/2023] [Indexed: 06/22/2023] Open
Abstract
Chronic traumatic encephalopathy (CTE) is a neurodegenerative tauopathy associated with repetitive head impacts (RHI), but the components of RHI exposure underlying this relationship are unclear. We create a position exposure matrix (PEM), composed of American football helmet sensor data, summarized from literature review by player position and level of play. Using this PEM, we estimate measures of lifetime RHI exposure for a separate cohort of 631 football playing brain donors. Separate models examine the relationship between CTE pathology and players' concussion count, athletic positions, years of football, and PEM-derived measures, including estimated cumulative head impacts, linear accelerations, and rotational accelerations. Only duration of play and PEM-derived measures are significantly associated with CTE pathology. Models incorporating cumulative linear or rotational acceleration have better model fit and are better predictors of CTE pathology than duration of play or cumulative head impacts alone. These findings implicate cumulative head impact intensity in CTE pathogenesis.
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Affiliation(s)
- Daniel H Daneshvar
- Department of Physical Medicine and Rehabilitation, Harvard Medical School, Boston, MA, USA.
- Department of Physical Medicine and Rehabilitation, Massachusetts General Hospital, Boston, MA, USA.
- Department of Physical Medicine and Rehabilitation, Mass General Brigham-Spaulding Rehabilitation, Charlestown, MA, USA.
| | - Evan S Nair
- Boston University Alzheimer's Disease Research and CTE Centers, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
| | - Zachary H Baucom
- Boston University Alzheimer's Disease Research and CTE Centers, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - Abigail Rasch
- Boston University Alzheimer's Disease Research and CTE Centers, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
| | - Bobak Abdolmohammadi
- Boston University Alzheimer's Disease Research and CTE Centers, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
| | - Madeline Uretsky
- Boston University Alzheimer's Disease Research and CTE Centers, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
| | - Nicole Saltiel
- Boston University Alzheimer's Disease Research and CTE Centers, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
| | - Arsal Shah
- Boston University Alzheimer's Disease Research and CTE Centers, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
| | - Johnny Jarnagin
- Department of Physical Medicine and Rehabilitation, Harvard Medical School, Boston, MA, USA
| | - Christine M Baugh
- Center for Bioethics and Humanities, University of Colorado Denver Anschutz Medical Campus, Aurora, CO, USA
- Division of General Internal Medicine, University of Colorado School of Medicine, Aurora, CO, USA
| | - Brett M Martin
- Boston University Alzheimer's Disease Research and CTE Centers, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - Joseph N Palmisano
- Boston University Alzheimer's Disease Research and CTE Centers, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - Jonathan D Cherry
- Boston University Alzheimer's Disease Research and CTE Centers, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- VA Boston Healthcare System, U.S. Department of Veteran Affairs, Boston, MA, USA
- Department of Veterans Affairs Medical Center, Bedford, MA, USA
- Department of Pathology and Laboratory Medicine, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
| | - Victor E Alvarez
- Boston University Alzheimer's Disease Research and CTE Centers, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Department of Veterans Affairs Medical Center, Bedford, MA, USA
| | - Bertrand R Huber
- Boston University Alzheimer's Disease Research and CTE Centers, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- VA Boston Healthcare System, U.S. Department of Veteran Affairs, Boston, MA, USA
- Department of Veterans Affairs Medical Center, Bedford, MA, USA
- Department of Pathology and Laboratory Medicine, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
| | - Jennifer Weuve
- Department of Epidemiology, Boston University School of Public Health, Boston, MA, USA
| | - Christopher J Nowinski
- Boston University Alzheimer's Disease Research and CTE Centers, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Concussion Legacy Foundation, Boston, MA, USA
| | - Robert C Cantu
- Boston University Alzheimer's Disease Research and CTE Centers, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Concussion Legacy Foundation, Boston, MA, USA
- Department of Neurosurgery, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Department of Neurosurgery, Emerson Hospital, Concord, MA, USA
| | - Ross D Zafonte
- Department of Physical Medicine and Rehabilitation, Harvard Medical School, Boston, MA, USA
- Department of Physical Medicine and Rehabilitation, Massachusetts General Hospital, Boston, MA, USA
- Department of Physical Medicine and Rehabilitation, Mass General Brigham-Spaulding Rehabilitation, Charlestown, MA, USA
- Department of Physical Medicine and Rehabilitation, Brigham and Women's Hospital, Boston, MA, USA
| | - Brigid Dwyer
- Boston University Alzheimer's Disease Research and CTE Centers, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
| | - John F Crary
- Neuropathology Brain Bank & Research Core, Department of Pathology, Nash Family Department of Neuroscience, Ronald M. Loeb Center for Alzheimer's Disease, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Lee E Goldstein
- Boston University Alzheimer's Disease Research and CTE Centers, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
| | - Neil W Kowall
- Boston University Alzheimer's Disease Research and CTE Centers, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
| | - Douglas I Katz
- Boston University Alzheimer's Disease Research and CTE Centers, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
| | - Robert A Stern
- Boston University Alzheimer's Disease Research and CTE Centers, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Department of Neurosurgery, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Department of Anatomy & Neurobiology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
| | - Yorghos Tripodis
- Boston University Alzheimer's Disease Research and CTE Centers, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - Thor D Stein
- Boston University Alzheimer's Disease Research and CTE Centers, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- VA Boston Healthcare System, U.S. Department of Veteran Affairs, Boston, MA, USA
- Department of Veterans Affairs Medical Center, Bedford, MA, USA
- Department of Pathology and Laboratory Medicine, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
| | - Michael D McClean
- Boston University Alzheimer's Disease Research and CTE Centers, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - Michael L Alosco
- Boston University Alzheimer's Disease Research and CTE Centers, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
| | - Ann C McKee
- Boston University Alzheimer's Disease Research and CTE Centers, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- VA Boston Healthcare System, U.S. Department of Veteran Affairs, Boston, MA, USA
- Department of Veterans Affairs Medical Center, Bedford, MA, USA
- Department of Pathology and Laboratory Medicine, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
| | - Jesse Mez
- Boston University Alzheimer's Disease Research and CTE Centers, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Framingham Heart Study, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
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22
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Vig V, Garg I, Tuz-Zahra F, Xu J, Tripodis Y, Nicks R, Xia W, Alvarez VE, Alosco ML, Stein TD, Subramanian ML. Vitreous Humor Biomarkers Reflect Pathological Changes in the Brain for Alzheimer's Disease and Chronic Traumatic Encephalopathy. J Alzheimers Dis 2023:JAD230167. [PMID: 37182888 DOI: 10.3233/jad-230167] [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] [Indexed: 05/16/2023]
Abstract
BACKGROUND Patients with eye disease have an increased risk for developing neurodegenerative disease. Neurodegenerative proteins can be measured in the eye; however, correlations between biomarker levels in eye fluid and neuropathological diagnoses have not been established. OBJECTIVE This exploratory, retrospective study examined vitreous humor from 41 postmortem eyes and brain tissue with neuropathological diagnoses of Alzheimer's disease (AD, n = 7), chronic traumatic encephalopathy (CTE, n = 15), both AD + CTE (n = 10), and without significant neuropathology (controls, n = 9). METHODS Protein biomarkers i.e., amyloid-β (Aβ 40,42), total tau (tTau), phosphorylated tau (pTau181,231), neurofilament light chain (NfL), and eotaxin-1 were quantitatively measured by immunoassay. Non-parametric tests were used to compare vitreous biomarker levels between groups. Spearman's rank correlation tests were used to correlate biomarker levels in vitreous and cortical tissue. The level of significance was set to α= 0.10. RESULTS In pairwise comparisons, tTau levels were significantly increased in AD and CTE groups versus controls (p = 0.08 for both) as well as AD versus AD+CTE group and CTE versus AD+CTE group (p = 0.049 for both). Vitreous NfL levels were significantly increased in low CTE (Stage I/II) versus no CTE (p = 0.096) and in low CTE versus high CTE stage (p = 0.03). Vitreous and cortical tissue levels of pTau 231 (p = 0.02, r = 0.38) and t-Tau (p = 0.04, r = -0.34) were significantly correlated. CONCLUSION The postmortem vitreous humor biomarker levels significantly correlate with AD and CTE pathology in corresponding brains, while vitreous NfL was correlated with the CTE staging. This exploratory study indicates that biomarkers in the vitreous humor may serve as a proxy for neuropathological disease.
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Affiliation(s)
- Viha Vig
- Department of Ophthalmology, Boston Medical Center, Boston University School of Medicine, Boston, MA, USA
| | - Itika Garg
- Department of Ophthalmology, Tulane University School of Medicine, New Orleans, LA, USA
| | - Fatima Tuz-Zahra
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - Jia Xu
- Department of Ophthalmology, Boston Medical Center, Boston University School of Medicine, Boston, MA, USA
| | - Yorghos Tripodis
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - Raymond Nicks
- Boston University Alzheimer's Disease Research Center and CTE Center, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
| | - Weiming Xia
- Department of Pharmacology and Experimental Therapeutics, Boston University School of Medicine, Boston, MA, USA
- Geriatric Research Education and Clinical Center, Bedford Veterans Affairs Medical Center, Bedford, MA, USA
| | - Victor E Alvarez
- Boston University Alzheimer's Disease Research Center and CTE Center, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Department of Pathology and Laboratory Medicine, Boston Medical Center, Boston University School of Medicine, Boston, MA USA
- VA Bedford Healthcare System, Bedford, MA, USA
- VA Boston Healthcare System, Boston, MA, USA
| | - Michael L Alosco
- Boston University Alzheimer's Disease Research Center and CTE Center, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
| | - Thor D Stein
- Boston University Alzheimer's Disease Research Center and CTE Center, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Department of Pathology and Laboratory Medicine, Boston Medical Center, Boston University School of Medicine, Boston, MA USA
- VA Bedford Healthcare System, Bedford, MA, USA
- VA Boston Healthcare System, Boston, MA, USA
| | - Manju L Subramanian
- Department of Ophthalmology, Boston Medical Center, Boston University School of Medicine, Boston, MA, USA
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23
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Fang Y, Doyle MF, Chen J, Mez J, Satizabal CL, Alosco ML, Qiu WQ, Lunetta KL, Murabito JM. Circulating immune cell phenotypes are associated with age, sex, CMV, and smoking status in the Framingham Heart Study offspring participants. Aging (Albany NY) 2023; 15:3939-3966. [PMID: 37116193 PMCID: PMC10258017 DOI: 10.18632/aging.204686] [Citation(s) in RCA: 4] [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] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2023] [Accepted: 04/17/2023] [Indexed: 04/30/2023]
Abstract
Understanding the composition of circulating immune cells with aging and the underlying biologic mechanisms driving aging may provide molecular targets to slow the aging process and reduce age-related disease. Utilizing cryopreserved cells from 996 Framingham Heart Study (FHS) Offspring Cohort participants aged 40 and older (mean 62 years, 48% female), we report on 116 immune cell phenotypes including monocytes, T-, B-, and NK cells and their subtypes, across age groups, sex, cytomegalovirus (CMV) exposure groups, smoking and other cardiovascular risk factors. The major cellular differences with CMV exposure were higher Granzyme B+ cells, effector cells, and effector-memory re-expressing CD45RA (TEMRA) cells for both CD4+ and CD8+. Older age was associated with lower CD3+ T cells, lower naïve cells and naïve/memory ratios for CD4+ and CD8+. We identified many immune cell differences by sex, with males showing lower naïve cells and higher effector and effector memory cells. Current smokers showed lower pro-inflammatory CD8 cells, higher CD8 regulatory type cells and altered B cell subsets. No significant associations were seen with BMI and other cardiovascular risk factors. Our cross-sectional observations of immune cell phenotypes provide a reference to further the understanding of the complexity of immune cells in blood, an easily accessible tissue.
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Affiliation(s)
- Yuan Fang
- Boston University School of Public Health, Department of Biostatistics, Boston, MA 02118, USA
| | - Margaret F. Doyle
- University of Vermont, Larner College of Medicine, Department of Pathology and Laboratory Medicine, Burlington, VT 05405, USA
| | - Jiachen Chen
- Boston University School of Public Health, Department of Biostatistics, Boston, MA 02118, USA
| | - Jesse Mez
- Boston University Chobanian and Avedisian School of Medicine, Boston University Alzheimer’s Disease Research Center and CTE Center, Boston, MA 02118, USA
- Boston University Chobanian and Avedisian School of Medicine, Department of Neurology, Boston, MA 02118, USA
- Framingham Heart Study, National Heart, Lung, and Blood Institute and Boston University Chobanian and Avedisian School of Medicine, Framingham, MA 01702, USA
| | - Claudia L. Satizabal
- Boston University Chobanian and Avedisian School of Medicine, Department of Neurology, Boston, MA 02118, USA
- Framingham Heart Study, National Heart, Lung, and Blood Institute and Boston University Chobanian and Avedisian School of Medicine, Framingham, MA 01702, USA
- University of Texas Health Science Center at San Antonio, Glenn Biggs Institute for Alzheimer’s and Neurodegenerative Diseases, San Antonio, TX 78229, USA
| | - Michael L. Alosco
- Boston University Chobanian and Avedisian School of Medicine, Boston University Alzheimer’s Disease Research Center and CTE Center, Boston, MA 02118, USA
- Boston University Chobanian and Avedisian School of Medicine, Department of Neurology, Boston, MA 02118, USA
| | - Wei Qiao Qiu
- Boston University Chobanian and Avedisian School of Medicine, Boston University Alzheimer’s Disease Research Center and CTE Center, Boston, MA 02118, USA
- Boston University Chobanian and Avedisian School of Medicine, Department of Psychiatry, Boston, MA 02118, USA
- Boston University Chobanian and Avedisian School of Medicine, Department of Pharmacology and Experimental Therapeutics, Boston, MA 02118, USA
| | - Kathryn L. Lunetta
- Boston University School of Public Health, Department of Biostatistics, Boston, MA 02118, USA
| | - Joanne M. Murabito
- Framingham Heart Study, National Heart, Lung, and Blood Institute and Boston University Chobanian and Avedisian School of Medicine, Framingham, MA 01702, USA
- Boston University Chobanian and Avedisian School of Medicine, Department of Medicine, Boston, MA 02118, USA
- Boston Medical Center, Department of Adult Primary Care, Boston, MA 02119, USA
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24
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Nicks R, Clement NF, Alvarez VE, Tripodis Y, Baucom ZH, Huber BR, Mez J, Alosco ML, Aytan N, Cherry JD, Cormier KA, Kubilius C, Mathias R, Svirsky SE, Pothast MJ, Hildebrandt AM, Chung J, Han X, Crary JF, McKee AC, Frosch MP, Stein TD. Repetitive head impacts and chronic traumatic encephalopathy are associated with TDP-43 inclusions and hippocampal sclerosis. Acta Neuropathol 2023; 145:395-408. [PMID: 36681782 DOI: 10.1007/s00401-023-02539-3] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2022] [Revised: 01/13/2023] [Accepted: 01/14/2023] [Indexed: 01/22/2023]
Abstract
Hippocampal sclerosis (HS) is associated with advanced age as well as transactive response DNA-binding protein with 43 kDa (TDP-43) deposits. Both hippocampal sclerosis and TDP-43 proteinopathy have also been described in chronic traumatic encephalopathy (CTE), a neurodegenerative disease linked to exposure to repetitive head impacts (RHI). However, the prevalence of HS in CTE, the pattern of TDP-43 pathology, and associations of HS and TDP-43 with RHI are unknown. A group of participants with a history of RHI and CTE at autopsy (n = 401) as well as a group with HS-aging without CTE (n = 33) was examined to determine the prevalence of HS and TDP-43 inclusions in CTE and to compare the clinical and pathological features of HS and TDP-43 inclusions in CTE to HS-aging. In CTE, HS was present in 23.4%, and TDP-43 inclusions were present in 43.3% of participants. HS in CTE occurred at a relatively young age (mean 77.0 years) and was associated with a greater number of years of RHI than CTE without HS adjusting for age (p = 0.029). In CTE, TDP-43 inclusions occurred frequently in the frontal cortex and occurred both with and without limbic TDP-43. Additionally, structural equation modeling demonstrated that RHI exposure years were associated with hippocampal TDP-43 inclusions (p < 0.001) through increased CTE stage (p < 0.001). Overall, RHI and the development of CTE pathology may contribute to TDP-43 deposition and hippocampal sclerosis.
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Affiliation(s)
- Raymond Nicks
- Boston University Alzheimer's Disease and CTE Center, Boston University School of Medicine, Boston, MA, 02130, USA
| | - Nathan F Clement
- C.S. Kubik Laboratory for Neuropathology, Pathology Service, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA
- Department of Pathology and Laboratory Services, Brooke Army Medical Center, Fort Sam Houston, San Antonio, TX, USA
| | - Victor E Alvarez
- Boston University Alzheimer's Disease and CTE Center, Boston University School of Medicine, Boston, MA, 02130, USA
- Department of Neurology, Boston University School of Medicine, Boston, MA, USA
- VA Boston Healthcare System, Boston, MA, USA
- VA Bedford Healthcare System, Bedford, MA, USA
| | - Yorghos Tripodis
- Boston University Alzheimer's Disease and CTE Center, Boston University School of Medicine, Boston, MA, 02130, USA
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - Zachery H Baucom
- Boston University Alzheimer's Disease and CTE Center, Boston University School of Medicine, Boston, MA, 02130, USA
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - Bertrand R Huber
- Boston University Alzheimer's Disease and CTE Center, Boston University School of Medicine, Boston, MA, 02130, USA
- VA Boston Healthcare System, Boston, MA, USA
| | - Jesse Mez
- Boston University Alzheimer's Disease and CTE Center, Boston University School of Medicine, Boston, MA, 02130, USA
- Department of Neurology, Boston University School of Medicine, Boston, MA, USA
| | - Michael L Alosco
- Boston University Alzheimer's Disease and CTE Center, Boston University School of Medicine, Boston, MA, 02130, USA
- Department of Neurology, Boston University School of Medicine, Boston, MA, USA
| | - Nurgul Aytan
- Boston University Alzheimer's Disease and CTE Center, Boston University School of Medicine, Boston, MA, 02130, USA
- Department of Neurology, Boston University School of Medicine, Boston, MA, USA
| | - Jonathan D Cherry
- Boston University Alzheimer's Disease and CTE Center, Boston University School of Medicine, Boston, MA, 02130, USA
- Department of Neurology, Boston University School of Medicine, Boston, MA, USA
| | - Kerry A Cormier
- Boston University Alzheimer's Disease and CTE Center, Boston University School of Medicine, Boston, MA, 02130, USA
- VA Boston Healthcare System, Boston, MA, USA
- VA Bedford Healthcare System, Bedford, MA, USA
| | - Carol Kubilius
- Boston University Alzheimer's Disease and CTE Center, Boston University School of Medicine, Boston, MA, 02130, USA
| | - Rebecca Mathias
- Boston University Alzheimer's Disease and CTE Center, Boston University School of Medicine, Boston, MA, 02130, USA
| | - Sarah E Svirsky
- Boston University Alzheimer's Disease and CTE Center, Boston University School of Medicine, Boston, MA, 02130, USA
| | - Morgan J Pothast
- Boston University Alzheimer's Disease and CTE Center, Boston University School of Medicine, Boston, MA, 02130, USA
| | | | - Jaeyoon Chung
- Department of Medicine (Biomedical Genetics), Boston University School of Medicine, Boston, MA, USA
| | - Xudong Han
- Boston University Bioinformatics Graduate Program, Boston, MA, USA
| | - John F Crary
- Department of Pathology, Nash Family Department of Neuroscience, Department of Artificial Intelligence and Human Health, Ronald M. Loeb Center for Alzheimer's Disease, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Ann C McKee
- Boston University Alzheimer's Disease and CTE Center, Boston University School of Medicine, Boston, MA, 02130, USA
- Department of Neurology, Boston University School of Medicine, Boston, MA, USA
- VA Boston Healthcare System, Boston, MA, USA
- VA Bedford Healthcare System, Bedford, MA, USA
- Department of Pathology and Laboratory Medicine, Boston University School of Medicine, Boston, MA, USA
| | - Matthew P Frosch
- C.S. Kubik Laboratory for Neuropathology, Pathology Service, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA
| | - Thor D Stein
- Boston University Alzheimer's Disease and CTE Center, Boston University School of Medicine, Boston, MA, 02130, USA.
- VA Boston Healthcare System, Boston, MA, USA.
- VA Bedford Healthcare System, Bedford, MA, USA.
- Department of Pathology and Laboratory Medicine, Boston University School of Medicine, Boston, MA, USA.
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25
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Alosco ML, Tripodis Y, Baucom ZH, Adler CH, Balcer LJ, Bernick C, Mariani ML, Au R, Banks SJ, Barr WB, Wethe JV, Cantu RC, Coleman MJ, Dodick DW, McClean MD, McKee AC, Mez J, Palmisano JN, Martin B, Hartlage K, Lin AP, Koerte IK, Cummings JL, Reiman EM, Stern RA, Shenton ME, Bouix S. White matter hyperintensities in former American football players. Alzheimers Dement 2023; 19:1260-1273. [PMID: 35996231 PMCID: PMC10351916 DOI: 10.1002/alz.12779] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [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: 10/28/2021] [Revised: 06/24/2022] [Accepted: 07/27/2022] [Indexed: 11/11/2022]
Abstract
INTRODUCTION The presentation, risk factors, and etiologies of white matter hyperintensities (WMH) in people exposed to repetitive head impacts are unknown. We examined the burden and distribution of WMH, and their association with years of play, age of first exposure, and clinical function in former American football players. METHODS A total of 149 former football players and 53 asymptomatic unexposed participants (all men, 45-74 years) completed fluid-attenuated inversion recovery magnetic resonance imaging, neuropsychological testing, and self-report neuropsychiatric measures. Lesion Segmentation Toolbox estimated WMH. Analyses were performed in the total sample and stratified by age 60. RESULTS In older but not younger participants, former football players had greater total, frontal, temporal, and parietal log-WMH compared to asymptomatic unexposed men. In older but not younger former football players, greater log-WMH was associated with younger age of first exposure to football and worse executive function. DISCUSSION In older former football players, WMH may have unique presentations, risk factors, and etiologies. HIGHLIGHTS Older but not younger former football players had greater total, frontal, temporal, and parietal lobe white matter hyperintensities (WMH) compared to same-age asymptomatic unexposed men. Younger age of first exposure to football was associated with greater WMH in older but not younger former American football players. In former football players, greater WMH was associated with worse executive function and verbal memory.
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Affiliation(s)
- Michael L. Alosco
- Boston University Alzheimer’s Disease Research Center, Boston University CTE Center, Department of Neurology, Boston University School of Medicine, Boston, MA
| | - Yorghos Tripodis
- Boston University Alzheimer’s Disease Research Center, Boston University CTE Center, Boston University School of Medicine, Boston, MA
- Department of Biostatistics, Boston University School of Public Health, Boston, MA
| | - Zachary H. Baucom
- Department of Biostatistics, Boston University School of Public Health, Boston, MA
| | - Charles H. Adler
- Department of Neurology, Mayo Clinic College of Medicine, Mayo Clinic Arizona, Scottsdale, AZ
| | - Laura J. Balcer
- Departments of Neurology, Population Health and Ophthalmology, NYU Grossman School of Medicine, New York, NY
| | - Charles Bernick
- Cleveland Clinic Lou Ruvo Center for Brain Health, Las Vegas, NV
- Department of Neurology, University of Washington, Seattle, WA
| | - Megan L. Mariani
- Boston University Alzheimer’s Disease Research Center, Boston University CTE Center, Boston University School of Medicine, Boston, MA
| | - Rhoda Au
- Boston University Alzheimer’s Disease Research Center, Boston University CTE Center, Department of Neurology, Boston University School of Medicine, Boston, MA
- Framingham Heart Study, Framingham, MA
- Slone Epidemiology Center, Boston University, Boston, MA
- Department of Anatomy & Neurobiology, Boston University School of Medicine, Boston, MA
- Department of Epidemiology, Boston University School of Public Health, Boston, MA
| | - Sarah J. Banks
- Departments of Neuroscience and Psychiatry, University of California, San Diego, CA
| | - William B. Barr
- Department of Neurology, NYU Grossman School of Medicine, New York, NY
| | - Jennifer V. Wethe
- Department of Psychiatry and Psychology, Mayo Clinic School of Medicine, Mayo Clinic Arizona, Scottsdale, AZ
| | - Robert C. Cantu
- Boston University Alzheimer’s Disease Research Center, Boston University CTE Center, Department of Neurology, Boston University School of Medicine, Boston, MA
| | - Michael J. Coleman
- Psychiatry Neuroimaging Laboratory, Department of Psychiatry, Brigham and Women’s Hospital, Boston, MA
| | - David W. Dodick
- Department of Neurology, Mayo Clinic College of Medicine, Mayo Clinic Arizona, Scottsdale, AZ
| | - Michael D. McClean
- Department of Environmental Health, Boston University School of Public Health, Boston, MA
| | - Ann C. McKee
- Boston University Alzheimer’s Disease Research Center, Boston University CTE Center, Department of Neurology, Boston University School of Medicine, Boston, MA
- VA Boston Healthcare System, Boston, MA
| | - Jesse Mez
- Boston University Alzheimer’s Disease Research Center, Boston University CTE Center, Department of Neurology, Boston University School of Medicine, Boston, MA
- Framingham Heart Study, Framingham, MA
| | - Joseph N. Palmisano
- Biostatistics and Epidemiology Data Analytics Center (BEDAC), Boston University School of Public Health, Boston, MA
| | - Brett Martin
- Biostatistics and Epidemiology Data Analytics Center (BEDAC), Boston University School of Public Health, Boston, MA
| | - Kaitlin Hartlage
- Biostatistics and Epidemiology Data Analytics Center (BEDAC), Boston University School of Public Health, Boston, MA
| | - Alexander P. Lin
- Psychiatry Neuroimaging Laboratory, Department of Psychiatry, Brigham and Women’s Hospital, Boston, MA
- Center for Clinical Spectroscopy, Department of Radiology, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA
| | - Inga K. Koerte
- Psychiatry Neuroimaging Laboratory, Department of Psychiatry, Brigham and Women’s Hospital, Boston, MA
- cBRAIN, Department of Child and Adolescent Psychiatry, Psychosomatics, and Psychotherapy, Ludwigs-Maximilians-Universität, Munich, Germany
| | - Jeffrey L. Cummings
- Chambers-Grundy Center for Transformative Neuroscience, Department of Brain Health, School of Integrated Health Sciences, University of Nevada Las Vegas, Las Vegas, NV
| | - Eric M. Reiman
- Banner Alzheimer’s Institute, University of Arizona, Arizona State University, Translational Genomics Research Institute, and Arizona Alzheimer’s Consortium, Phoenix, AZ
| | - Robert A. Stern
- Boston University Alzheimer’s Disease Research Center, Boston University CTE Center, Department of Neurology, Boston University School of Medicine, Boston, MA
- Department of Anatomy & Neurobiology, Boston University School of Medicine, Boston, MA
- Department of Neurosurgery, Boston University School of Medicine, Boston, MA
| | - Martha E. Shenton
- Psychiatry Neuroimaging Laboratory, Department of Psychiatry, Brigham and Women’s Hospital, Boston, MA
- Department of Radiology, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA
| | - Sylvain Bouix
- Psychiatry Neuroimaging Laboratory, Department of Psychiatry, Brigham and Women’s Hospital, Boston, MA
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McKee AC, Stein TD, Huber BR, Crary JF, Bieniek K, Dickson D, Alvarez VE, Cherry JD, Farrell K, Butler M, Uretsky M, Abdolmohammadi B, Alosco ML, Tripodis Y, Mez J, Daneshvar DH. Chronic traumatic encephalopathy (CTE): criteria for neuropathological diagnosis and relationship to repetitive head impacts. Acta Neuropathol 2023; 145:371-394. [PMID: 36759368 PMCID: PMC10020327 DOI: 10.1007/s00401-023-02540-w] [Citation(s) in RCA: 22] [Impact Index Per Article: 22.0] [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: 10/07/2022] [Revised: 01/16/2023] [Accepted: 01/18/2023] [Indexed: 02/11/2023]
Abstract
Over the last 17 years, there has been a remarkable increase in scientific research concerning chronic traumatic encephalopathy (CTE). Since the publication of NINDS-NIBIB criteria for the neuropathological diagnosis of CTE in 2016, and diagnostic refinements in 2021, hundreds of contact sport athletes and others have been diagnosed at postmortem examination with CTE. CTE has been reported in amateur and professional athletes, including a bull rider, boxers, wrestlers, and American, Canadian, and Australian rules football, rugby union, rugby league, soccer, and ice hockey players. The pathology of CTE is unique, characterized by a pathognomonic lesion consisting of a perivascular accumulation of neuronal phosphorylated tau (p-tau) variably alongside astrocytic aggregates at the depths of the cortical sulci, and a distinctive molecular structural configuration of p-tau fibrils that is unlike the changes observed with aging, Alzheimer's disease, or any other tauopathy. Computational 3-D and finite element models predict the perivascular and sulcal location of p-tau pathology as these brain regions undergo the greatest mechanical deformation during head impact injury. Presently, CTE can be definitively diagnosed only by postmortem neuropathological examination; the corresponding clinical condition is known as traumatic encephalopathy syndrome (TES). Over 97% of CTE cases published have been reported in individuals with known exposure to repetitive head impacts (RHI), including concussions and nonconcussive impacts, most often experienced through participation in contact sports. While some suggest there is uncertainty whether a causal relationship exists between RHI and CTE, the preponderance of the evidence suggests a high likelihood of a causal relationship, a conclusion that is strengthened by the absence of any evidence for plausible alternative hypotheses. There is a robust dose-response relationship between CTE and years of American football play, a relationship that remains consistent even when rigorously accounting for selection bias. Furthermore, a recent study suggests that selection bias underestimates the observed risk. Here, we present the advances in the neuropathological diagnosis of CTE culminating with the development of the NINDS-NIBIB criteria, the multiple international studies that have used these criteria to report CTE in hundreds of contact sports players and others, and the evidence for a robust dose-response relationship between RHI and CTE.
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Affiliation(s)
- Ann C McKee
- VA Boston Healthcare System, U.S. Department of Veteran Affairs, Boston, MA, USA.
- Boston University Alzheimer's Disease Research Center and CTE Centers, Department of Neurology, Boston University School of Medicine, 150 S Huntington Ave, Boston, MA, 02130, USA.
- Department of Neurology, Boston University School of Medicine, Boston, MA, USA.
- Department of Pathology and Laboratory Medicine, Boston University School of Medicine, Boston, MA, USA.
- VA Bedford Healthcare System, Bedford, MA, USA.
| | - Thor D Stein
- VA Boston Healthcare System, U.S. Department of Veteran Affairs, Boston, MA, USA
- Boston University Alzheimer's Disease Research Center and CTE Centers, Department of Neurology, Boston University School of Medicine, 150 S Huntington Ave, Boston, MA, 02130, USA
- Department of Pathology and Laboratory Medicine, Boston University School of Medicine, Boston, MA, USA
- VA Bedford Healthcare System, Bedford, MA, USA
| | - Bertrand R Huber
- VA Boston Healthcare System, U.S. Department of Veteran Affairs, Boston, MA, USA
- Boston University Alzheimer's Disease Research Center and CTE Centers, Department of Neurology, Boston University School of Medicine, 150 S Huntington Ave, Boston, MA, 02130, USA
- Department of Neurology, Boston University School of Medicine, Boston, MA, USA
- Department of Pathology and Laboratory Medicine, Boston University School of Medicine, Boston, MA, USA
| | - John F Crary
- Departments of Pathology, Neuroscience, and Artificial Intelligence and Human Health, Neuropathology Brain Bank and Research Core, Ronald M. Loeb Center for Alzheimer's Disease, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Kevin Bieniek
- Department of Pathology and Laboratory Medicine, University of Texas Health Science Center at San Antonio, San Antonio, TX, USA
- Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases, University of Texas Health Science Center at San Antonio, San Antonio, TX, USA
| | - Dennis Dickson
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL, USA
| | - Victor E Alvarez
- VA Boston Healthcare System, U.S. Department of Veteran Affairs, Boston, MA, USA
- Boston University Alzheimer's Disease Research Center and CTE Centers, Department of Neurology, Boston University School of Medicine, 150 S Huntington Ave, Boston, MA, 02130, USA
- Department of Pathology and Laboratory Medicine, Boston University School of Medicine, Boston, MA, USA
- VA Bedford Healthcare System, Bedford, MA, USA
| | - Jonathan D Cherry
- VA Boston Healthcare System, U.S. Department of Veteran Affairs, Boston, MA, USA
- Boston University Alzheimer's Disease Research Center and CTE Centers, Department of Neurology, Boston University School of Medicine, 150 S Huntington Ave, Boston, MA, 02130, USA
- Department of Pathology and Laboratory Medicine, Boston University School of Medicine, Boston, MA, USA
| | - Kurt Farrell
- Departments of Pathology, Neuroscience, and Artificial Intelligence and Human Health, Neuropathology Brain Bank and Research Core, Ronald M. Loeb Center for Alzheimer's Disease, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Morgane Butler
- Boston University Alzheimer's Disease Research Center and CTE Centers, Department of Neurology, Boston University School of Medicine, 150 S Huntington Ave, Boston, MA, 02130, USA
| | - Madeline Uretsky
- Boston University Alzheimer's Disease Research Center and CTE Centers, Department of Neurology, Boston University School of Medicine, 150 S Huntington Ave, Boston, MA, 02130, USA
| | - Bobak Abdolmohammadi
- Boston University Alzheimer's Disease Research Center and CTE Centers, Department of Neurology, Boston University School of Medicine, 150 S Huntington Ave, Boston, MA, 02130, USA
| | - Michael L Alosco
- Boston University Alzheimer's Disease Research Center and CTE Centers, Department of Neurology, Boston University School of Medicine, 150 S Huntington Ave, Boston, MA, 02130, USA
- Department of Neurology, Boston University School of Medicine, Boston, MA, USA
| | - Yorghos Tripodis
- Boston University Alzheimer's Disease Research Center and CTE Centers, Department of Neurology, Boston University School of Medicine, 150 S Huntington Ave, Boston, MA, 02130, USA
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
- Department of Epidemiology, Boston University School of Public Health, Boston, MA, USA
| | - Jesse Mez
- Boston University Alzheimer's Disease Research Center and CTE Centers, Department of Neurology, Boston University School of Medicine, 150 S Huntington Ave, Boston, MA, 02130, USA
- Department of Neurology, Boston University School of Medicine, Boston, MA, USA
| | - Daniel H Daneshvar
- Boston University Alzheimer's Disease Research Center and CTE Centers, Department of Neurology, Boston University School of Medicine, 150 S Huntington Ave, Boston, MA, 02130, USA
- Department of Physical Medicine and Rehabilitation, Harvard Medical School, Boston, MA, USA
- Department of Physical Medicine and Rehabilitation, Massachusetts General Hospital, Boston, MA, USA
- Department of Physical Medicine and Rehabilitation, Spaulding Rehabilitation Hospital, Boston, MA, USA
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Alosco ML, Ly M, Mosaheb S, Saltiel N, Uretsky M, Tripodis Y, Martin B, Palmisano J, Delano-Wood L, Bondi MW, Meng G, Xia W, Daley S, Goldstein LE, Katz DI, Dwyer B, Daneshvar DH, Nowinski C, Cantu RC, Kowall NW, Stern RA, Alvarez VE, Mez J, Huber BR, McKee AC, Stein TD. Decreased myelin proteins in brain donors exposed to football-related repetitive head impacts. Brain Commun 2023; 5:fcad019. [PMID: 36895961 PMCID: PMC9990992 DOI: 10.1093/braincomms/fcad019] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2022] [Revised: 12/02/2022] [Accepted: 01/30/2023] [Indexed: 03/09/2023] Open
Abstract
American football players and other individuals exposed to repetitive head impacts can exhibit a constellation of later-life cognitive and neuropsychiatric symptoms. While tau-based diseases such as chronic traumatic encephalopathy can underpin certain symptoms, contributions from non-tau pathologies from repetitive head impacts are increasingly recognized. We examined cross-sectional associations between myelin integrity using immunoassays for myelin-associated glycoprotein and proteolipid protein 1 with risk factors and clinical outcomes in brain donors exposed to repetitive head impacts from American football. Immunoassays for myelin-associated glycoprotein and proteolipid protein 1 were conducted on dorsolateral frontal white matter tissue samples of 205 male brain donors. Proxies of exposure to repetitive head impacts included years of exposure and age of first exposure to American football play. Informants completed the Functional Activities Questionnaire, Behavior Rating Inventory of Executive Function-Adult Version (Behavioral Regulation Index), and Barratt Impulsiveness Scale-11. Associations between myelin-associated glycoprotein and proteolipid protein 1 with exposure proxies and clinical scales were tested. Of the 205 male brain donors who played amateur and professional football, the mean age was 67.17 (SD = 16.78), and 75.9% (n = 126) were reported by informants to be functionally impaired prior to death. Myelin-associated glycoprotein and proteolipid protein 1 correlated with the ischaemic injury scale score, a global indicator of cerebrovascular disease (r = -0.23 and -0.20, respectively, Ps < 0.01). Chronic traumatic encephalopathy was the most common neurodegenerative disease (n = 151, 73.7%). Myelin-associated glycoprotein and proteolipid protein 1 were not associated with chronic traumatic encephalopathy status, but lower proteolipid protein 1 was associated with more severe chronic traumatic encephalopathy (P = 0.03). Myelin-associated glycoprotein and proteolipid protein 1 were not associated with other neurodegenerative disease pathologies. More years of football play was associated with lower proteolipid protein 1 [beta = -2.45, 95% confidence interval (CI) [-4.52, -0.38]] and compared with those who played <11 years of football (n = 78), those who played 11 or more years (n = 128) had lower myelin-associated glycoprotein (mean difference = 46.00, 95% CI [5.32, 86.69]) and proteolipid protein 1 (mean difference = 24.72, 95% CI [2.40, 47.05]). Younger age of first exposure corresponded to lower proteolipid protein 1 (beta = 4.35, 95% CI [0.25, 8.45]). Among brain donors who were aged 50 or older (n = 144), lower proteolipid protein 1 (beta = -0.02, 95% CI [-0.047, -0.001]) and myelin-associated glycoprotein (beta = -0.01, 95% CI [-0.03, -0.002]) were associated with higher Functional Activities Questionnaire scores. Lower myelin-associated glycoprotein correlated with higher Barratt Impulsiveness Scale-11 scores (beta = -0.02, 95% CI [-0.04, -0.0003]). Results suggest that decreased myelin may represent a late effect of repetitive head impacts that contributes to the manifestation of cognitive symptoms and impulsivity. Clinical-pathological correlation studies with prospective objective clinical assessments are needed to confirm our findings.
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Affiliation(s)
- Michael L Alosco
- Boston University Alzheimer’s Disease Research Center and CTE Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
| | - Monica Ly
- Veterans Affairs San Diego Healthcare System, San Diego, CA, USA
- Department of Psychiatry, University of California San Diego Health, La Jolla, CA, USA
| | - Sydney Mosaheb
- Boston University Alzheimer’s Disease Research Center and CTE Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
| | - Nicole Saltiel
- Boston University Alzheimer’s Disease Research Center and CTE Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
| | - Madeline Uretsky
- Boston University Alzheimer’s Disease Research Center and CTE Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
| | - Yorghos Tripodis
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - Brett Martin
- Biostatistics and Epidemiology Data Analytics Center, Boston University School of Public Health, Boston, MA, USA
| | - Joseph Palmisano
- Biostatistics and Epidemiology Data Analytics Center, Boston University School of Public Health, Boston, MA, USA
| | - Lisa Delano-Wood
- Veterans Affairs San Diego Healthcare System, San Diego, CA, USA
- Department of Psychiatry, University of California San Diego Health, La Jolla, CA, USA
| | - Mark W Bondi
- Veterans Affairs San Diego Healthcare System, San Diego, CA, USA
- Department of Psychiatry, University of California San Diego Health, La Jolla, CA, USA
| | | | - Weiming Xia
- VA Bedford Healthcare System, Bedford, MA, USA
- Department of Pharmacology and Experimental Therapeutics, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
| | - Sarah Daley
- VA Bedford Healthcare System, Bedford, MA, USA
- Department of Pharmacology and Experimental Therapeutics, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
| | - Lee E Goldstein
- Boston University Alzheimer’s Disease Research Center and CTE Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Department of Radiology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Departments of Pathology and Laboratory Medicine, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Department of Psychiatry, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Departments of Biomedical, Electrical & Computer Engineering, Boston University College of Engineering, Boston, MA, USA
| | - Douglas I Katz
- Boston University Alzheimer’s Disease Research Center and CTE Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Braintree Rehabilitation Hospital, Braintree, MA, USA
| | - Brigid Dwyer
- Boston University Alzheimer’s Disease Research Center and CTE Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Braintree Rehabilitation Hospital, Braintree, MA, USA
| | - Daniel H Daneshvar
- Boston University Alzheimer’s Disease Research Center and CTE Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
| | | | - Robert C Cantu
- Boston University Alzheimer’s Disease Research Center and CTE Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Concussion Legacy Foundation, Boston, MA, USA
- Department of Neurosurgery, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Department of Neurosurgery, Emerson Hospital, Concord, MA, USA
| | - Neil W Kowall
- Boston University Alzheimer’s Disease Research Center and CTE Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Departments of Pathology and Laboratory Medicine, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- VA Boston Healthcare System, U.S. Department of Veteran Affairs, Jamaica Plain, Boston, MA, USA
| | - Robert A Stern
- Boston University Alzheimer’s Disease Research Center and CTE Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Department of Neurosurgery, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Department of Anatomy and Neurobiology, Boston University School of Medicine, Boston, MA, USA
| | - Victor E Alvarez
- Boston University Alzheimer’s Disease Research Center and CTE Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- VA Bedford Healthcare System, Bedford, MA, USA
- VA Boston Healthcare System, U.S. Department of Veteran Affairs, Jamaica Plain, Boston, MA, USA
- National Center for PTSD, VA Boston Healthcare, Jamaica Plain, Boston, MA, USA
| | - Jesse Mez
- Boston University Alzheimer’s Disease Research Center and CTE Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Framingham Heart Study, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
| | - Bertrand Russell Huber
- Boston University Alzheimer’s Disease Research Center and CTE Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- VA Boston Healthcare System, U.S. Department of Veteran Affairs, Jamaica Plain, Boston, MA, USA
- National Center for PTSD, VA Boston Healthcare, Jamaica Plain, Boston, MA, USA
| | - Ann C McKee
- Boston University Alzheimer’s Disease Research Center and CTE Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- VA Bedford Healthcare System, Bedford, MA, USA
- Departments of Pathology and Laboratory Medicine, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- VA Boston Healthcare System, U.S. Department of Veteran Affairs, Jamaica Plain, Boston, MA, USA
- National Center for PTSD, VA Boston Healthcare, Jamaica Plain, Boston, MA, USA
- Framingham Heart Study, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
| | - Thor D Stein
- Boston University Alzheimer’s Disease Research Center and CTE Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- VA Bedford Healthcare System, Bedford, MA, USA
- Departments of Pathology and Laboratory Medicine, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- VA Boston Healthcare System, U.S. Department of Veteran Affairs, Jamaica Plain, Boston, MA, USA
- Framingham Heart Study, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
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Groechel RC, Tripodis Y, Alosco ML, Mez J, Qiu WQ, Mercier G, Goldstein L, Budson AE, Kowall N, Killiany RJ. Annualized changes in rate of amyloid deposition and neurodegeneration are greater in participants who become amyloid positive than those who remain amyloid negative. Neurobiol Aging 2023; 127:33-42. [PMID: 37043881 DOI: 10.1016/j.neurobiolaging.2023.03.005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2022] [Revised: 03/01/2023] [Accepted: 03/06/2023] [Indexed: 03/12/2023]
Abstract
This study longitudinally examined participants in the Alzheimer's Disease Neuroimaging Initiative (ADNI) who underwent a conversion in amyloid-beta (Aβ) status in comparison to a group of ADNI participants who did not show a change in amyloid status over the same follow-up period. Participants included 136 ADNI dementia-free participants with 2 florbetapir positron emission tomography (PET) scans. Of these participants, 68 showed amyloid conversion as measured on florbetapir PET, and the other 68 did not. Amyloid converters and non-converters were chosen to have representative demographic data (age, education, sex, diagnostic status, and race). The amyloid converter group showed increased prevalence of APOE ε4 (p < 0.001), greater annualized percent volume loss in selected magnetic resonance imaging (MRI) regions (p < 0.05), lower cerebrospinal fluid Aβ1-42 (p < 0.001), and greater amyloid retention (as measured by standard uptake value ratios) on florbetapir PET scans (p < 0.001) in comparison to the non-converter group. These results provide compelling evidence that important neuropathological changes are occurring alongside amyloid conversion.
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Liang B, Alosco ML, Armañanzas R, Martin BM, Tripodis Y, Stern RA, Prichep LS. Long-Term Changes in Brain Connectivity Reflected in Quantitative Electrophysiology of Symptomatic Former National Football League Players. J Neurotrauma 2023; 40:309-317. [PMID: 36324216 PMCID: PMC9902050 DOI: 10.1089/neu.2022.0029] [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: 11/06/2022] Open
Abstract
Exposure to repetitive head impacts (RHI) has been associated with long-term disturbances in cognition, mood, and neurobehavioral dysregulation, and reflected in neuroimaging. Distinct patterns of changes in quantitative features of the brain electrical activity (quantitative electroencephalogram [qEEG]) have been demonstrated to be sensitive to brain changes seen in neurodegenerative disorders and in traumatic brain injuries (TBI). While these qEEG biomarkers are highly sensitive at time of injury, the long-term effects of exposure to RHI on brain electrical activity are relatively unexplored. Ten minutes of eyes closed resting EEG data were collected from a frontal and frontotemporal electrode montage (BrainScope Food and Drug Administration-cleared EEG acquisition device), as well as assessments of neuropsychiatric function and age of first exposure (AFE) to American football. A machine learning methodology was used to derive a qEEG-based algorithm to discriminate former National Football League (NFL) players (n = 87, 55.40 ± 7.98 years old) from same-age men without history of RHI (n = 68, 54.94 ± 7.63 years old), and a second algorithm to discriminate former players with AFE <12 years (n = 33) from AFE ≥12 years (n = 54). The algorithm separating NFL retirees from controls had a specificity = 80%, a sensitivity = 60%, and an area under curve (AUC) = 0.75. Within the NFL population, the algorithm separating AFE <12 from AFE ≥12 resulted in a sensitivity = 76%, a specificity = 52%, and an AUC = 0.72. The presence of a profile of EEG abnormalities in the NFL retirees and in those with younger AFE includes features associated with neurodegeneration and the disruption of neuronal transmission between regions. These results support the long-term consequences of RHI and the potential of EEG as a biomarker of persistent changes in brain function.
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Affiliation(s)
- Bo Liang
- BrainScope Company, Chevy Chase, Maryland, USA
| | - Michael L. Alosco
- Boston University CTE Center, Boston University, Boston, Massachusetts, USA
- Department of Neurology, Boston University, Boston, Massachusetts, USA
| | - Ruben Armañanzas
- BrainScope Company, Chevy Chase, Maryland, USA
- Institute for Data Science and Artificial Intelligence, Universidad de Navarra, Pamplona, Spain
- Tecnun School of Engineering, Universidad de Navarra, Donostia-San Sebastian, Spain
| | - Brett M. Martin
- Boston University CTE Center, Boston University, Boston, Massachusetts, USA
| | - Yorghos Tripodis
- Boston University CTE Center, Boston University, Boston, Massachusetts, USA
- Department of Biostatistics, Boston University, Boston, Massachusetts, USA
| | - Robert A. Stern
- Boston University CTE Center, Boston University, Boston, Massachusetts, USA
- Department of Neurology, Boston University, Boston, Massachusetts, USA
- Departments of Neurosurgery and Anatomy & Neurobiology, Boston University, Boston, Massachusetts, USA
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Alosco ML, Barr WB, Banks SJ, Wethe JV, Miller JB, Pulukuri SV, Culhane J, Tripodis Y, Adler CH, Balcer LJ, Bernick C, Mariani ML, Cantu RC, Dodick DW, McClean MD, Au R, Mez J, Turner RW, Palmisano JN, Martin B, Hartlage K, Cummings JL, Reiman EM, Shenton ME, Stern RA, Chen K, Protas H, Boker C, Farrer L, Helm R, Katz DI, Kowall N, Mercier G, Otis J, Weller J, Simkin I, Andino A, Conneely S, Diamond C, Fagle T, Haller O, Hunt T, Gullotti N, Mayville B, McLaughlin K, Nanna M, Platt T, Rice F, Sestak M, Annis D, Chaisson C, Dixon DB, Finney C, Gallagher K, Lu J, Ojo E, Pine B, Ramachandran J, Bouix S, Fitzsimmons J, Lin AP, Koerte IK, Pasternak O, Arciniega H, Billah T, Bonke E, Breedlove K, Coello E, Coleman MJ, Jung L, Liao H, Loy M, Rizzoni E, Schultz V, Silva A, Vessey B, Wiegand TLT, Ritter A, Sabbagh M, de la Cruz R, Durant J, Golceker M, Harmon N, Kaylegian K, Long R, Nance C, Sandoval P, Marek KL, Serrano A, Geda Y, Falk B, Duffy A, Howard M, Montague M, Osgood T, Babcock D, Bellgowan P, Goldberg J, Wisniewski T, Kirov I, Lui Y, Marmar C, Hasanaj L, Serrano L, Al-Kharafi A, George A, Martin S, Riley E, Runge W, Peskind ER, Colasurdo E, Marcus DS, Gurney J, Greenwald R, Johnson KA. Neuropsychological test performance of former American football players. Alzheimers Res Ther 2023; 15:1. [PMID: 36597138 PMCID: PMC9808953 DOI: 10.1186/s13195-022-01147-9] [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: 09/02/2022] [Accepted: 12/16/2022] [Indexed: 01/04/2023]
Abstract
BACKGROUND Patterns of cognitive impairment in former American football players are uncertain because objective neuropsychological data are lacking. This study characterized the neuropsychological test performance of former college and professional football players. METHODS One hundred seventy male former football players (n=111 professional, n=59 college; 45-74 years) completed a neuropsychological test battery. Raw scores were converted to T-scores using age, sex, and education-adjusted normative data. A T-score ≤ 35 defined impairment. A domain was impaired if 2+ scores fell in the impaired range except for the language and visuospatial domains due to the limited number of tests. RESULTS Most football players had subjective cognitive concerns. On testing, rates of impairments were greatest for memory (21.2% two tests impaired), especially for recall of unstructured (44.7%) versus structured verbal stimuli (18.8%); 51.8% had one test impaired. 7.1% evidenced impaired executive functions; however, 20.6% had impaired Trail Making Test B. 12.1% evidenced impairments in the attention, visual scanning, and psychomotor speed domain with frequent impairments on Trail Making Test A (18.8%). Other common impairments were on measures of language (i.e., Multilingual Naming Test [21.2%], Animal Fluency [17.1%]) and working memory (Number Span Backward [14.7%]). Impairments on our tasks of visuospatial functions were infrequent. CONCLUSIONS In this sample of former football players (most of whom had subjective cognitive concerns), there were diffuse impairments on neuropsychological testing with verbal memory being the most frequently impaired domain.
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Affiliation(s)
- Michael L. Alosco
- grid.189504.10000 0004 1936 7558Boston University Alzheimer’s Disease Research Center, Boston University CTE Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Robinson Building, Suite B7800, Boston, MA 02118 USA
| | - William B. Barr
- grid.137628.90000 0004 1936 8753Department of Neurology, NYU Grossman School of Medicine, New York, NY USA
| | - Sarah J. Banks
- grid.266100.30000 0001 2107 4242Department of Neuroscience, University of California, San Diego, CA USA ,grid.266100.30000 0001 2107 4242Department of Psychiatry, University of California, San Diego, CA USA
| | - Jennifer V. Wethe
- grid.417468.80000 0000 8875 6339Department of Psychiatry and Psychology, Mayo Clinic School of Medicine, Mayo Clinic Arizona, Scottsdale, AZ USA
| | - Justin B. Miller
- grid.239578.20000 0001 0675 4725Cleveland Clinic Lou Ruvo Center for Brain Health, Las Vegas, NV USA
| | - Surya Vamsi Pulukuri
- grid.189504.10000 0004 1936 7558Boston University Alzheimer’s Disease Research Center, Boston University CTE Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Robinson Building, Suite B7800, Boston, MA 02118 USA
| | - Julia Culhane
- grid.189504.10000 0004 1936 7558Boston University Alzheimer’s Disease Research Center, Boston University CTE Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Robinson Building, Suite B7800, Boston, MA 02118 USA
| | - Yorghos Tripodis
- grid.189504.10000 0004 1936 7558Boston University Alzheimer’s Disease Research Center, Boston University CTE Center, Boston University Chobanian & Avedisian School of Medicine, Boston, MA USA ,grid.189504.10000 0004 1936 7558Department of Biostatistics, Boston University School of Public Health, Boston, MA USA
| | - Charles H. Adler
- grid.417468.80000 0000 8875 6339Department of Neurology, Mayo Clinic College of Medicine, Mayo Clinic Arizona, Scottsdale, AZ USA
| | - Laura J. Balcer
- grid.137628.90000 0004 1936 8753Department of Neurology, NYU Grossman School of Medicine, New York, NY USA ,grid.137628.90000 0004 1936 8753Department of Population Health, NYU Grossman School of Medicine, New York, NY USA ,grid.137628.90000 0004 1936 8753Department of Ophthalmology, NYU Grossman School of Medicine, New York, NY USA
| | - Charles Bernick
- grid.239578.20000 0001 0675 4725Cleveland Clinic Lou Ruvo Center for Brain Health, Las Vegas, NV USA ,grid.34477.330000000122986657Department of Neurology, University of Washington, Seattle, WA USA
| | - Megan L. Mariani
- grid.189504.10000 0004 1936 7558Boston University Alzheimer’s Disease Research Center, Boston University CTE Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Robinson Building, Suite B7800, Boston, MA 02118 USA
| | - Robert C. Cantu
- grid.189504.10000 0004 1936 7558Boston University Alzheimer’s Disease Research Center, Boston University CTE Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Robinson Building, Suite B7800, Boston, MA 02118 USA
| | - David W. Dodick
- grid.417468.80000 0000 8875 6339Department of Psychiatry and Psychology, Mayo Clinic School of Medicine, Mayo Clinic Arizona, Scottsdale, AZ USA
| | - Michael D. McClean
- grid.189504.10000 0004 1936 7558Department of Environmental Health, Boston University School of Public Health, Boston, MA USA
| | - Rhoda Au
- grid.189504.10000 0004 1936 7558Boston University Alzheimer’s Disease Research Center, Boston University CTE Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Robinson Building, Suite B7800, Boston, MA 02118 USA ,grid.510954.c0000 0004 0444 3861Framingham Heart Study, Framingham, MA USA ,grid.189504.10000 0004 1936 7558Slone Epidemiology Center, Boston University, Boston, MA USA ,grid.189504.10000 0004 1936 7558Department of Anatomy & Neurobiology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA USA ,grid.189504.10000 0004 1936 7558Department of Epidemiology, Boston University School of Public Health, Boston, MA USA
| | - Jesse Mez
- grid.189504.10000 0004 1936 7558Boston University Alzheimer’s Disease Research Center, Boston University CTE Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Robinson Building, Suite B7800, Boston, MA 02118 USA ,grid.510954.c0000 0004 0444 3861Framingham Heart Study, Framingham, MA USA
| | - Robert W. Turner
- grid.253615.60000 0004 1936 9510Department of Clinical Research & Leadership, The George Washington University School of Medicine & Health Sciences, Washington, DC, USA
| | - Joseph N. Palmisano
- grid.189504.10000 0004 1936 7558Biostatistics and Epidemiology Data Analytics Center (BEDAC), Boston University School of Public Health, Boston, MA USA
| | - Brett Martin
- grid.189504.10000 0004 1936 7558Biostatistics and Epidemiology Data Analytics Center (BEDAC), Boston University School of Public Health, Boston, MA USA
| | - Kaitlin Hartlage
- grid.189504.10000 0004 1936 7558Biostatistics and Epidemiology Data Analytics Center (BEDAC), Boston University School of Public Health, Boston, MA USA
| | - Jeffrey L. Cummings
- grid.272362.00000 0001 0806 6926Chambers-Grundy Center for Transformative Neuroscience, Department of Brain Health, School of Integrated Health Sciences, University of Nevada Las Vegas, Las Vegas, NV USA
| | - Eric M. Reiman
- Banner Alzheimer’s Institute, University of Arizona, Arizona State University, Translational Genomics Research Institute, and Arizona Alzheimer’s Consortium, Phoenix, AZ USA
| | - Martha E. Shenton
- grid.62560.370000 0004 0378 8294Psychiatry Neuroimaging Laboratory, Department of Psychiatry, Department of Radiology, Brigham and Women’s Hospital, Boston, MA USA ,grid.410370.10000 0004 4657 1992VA Boston Healthcare System, Boston, MA USA
| | - Robert A. Stern
- grid.189504.10000 0004 1936 7558Boston University Alzheimer’s Disease Research Center, Boston University CTE Center, Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Robinson Building, Suite B7800, Boston, MA 02118 USA ,grid.189504.10000 0004 1936 7558Department of Anatomy & Neurobiology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA USA ,grid.189504.10000 0004 1936 7558Department of Neurosurgery, Boston University Chobanian & Avedisian School of Medicine, Boston, MA USA
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31
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Alosco ML, Su Y, Stein TD, Protas H, Cherry JD, Adler CH, Balcer LJ, Bernick C, Pulukuri SV, Abdolmohammadi B, Coleman MJ, Palmisano JN, Tripodis Y, Mez J, Rabinovici GD, Marek KL, Beach TG, Johnson KA, Huber BR, Koerte I, Lin AP, Bouix S, Cummings JL, Shenton ME, Reiman EM, McKee AC, Stern RA. Associations between near end-of-life flortaucipir PET and postmortem CTE-related tau neuropathology in six former American football players. Eur J Nucl Med Mol Imaging 2023; 50:435-452. [PMID: 36152064 PMCID: PMC9816291 DOI: 10.1007/s00259-022-05963-x] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2022] [Accepted: 09/01/2022] [Indexed: 01/11/2023]
Abstract
PURPOSE Flourine-18-flortaucipir tau positron emission tomography (PET) was developed for the detection for Alzheimer's disease. Human imaging studies have begun to investigate its use in chronic traumatic encephalopathy (CTE). Flortaucipir-PET to autopsy correlation studies in CTE are needed for diagnostic validation. We examined the association between end-of-life flortaucipir PET and postmortem neuropathological measurements of CTE-related tau in six former American football players. METHODS Three former National Football League players and three former college football players who were part of the DIAGNOSE CTE Research Project died and agreed to have their brains donated. The six players had flortaucipir (tau) and florbetapir (amyloid) PET prior to death. All brains from the deceased participants were neuropathologically evaluated for the presence of CTE. On average, the participants were 59.0 (SD = 9.32) years of age at time of PET. PET scans were acquired 20.33 (SD = 13.08) months before their death. Using Spearman correlation analyses, we compared flortaucipir standard uptake value ratios (SUVRs) to digital slide-based AT8 phosphorylated tau (p-tau) density in a priori selected composite cortical, composite limbic, and thalamic regions-of-interest (ROIs). RESULTS Four brain donors had autopsy-confirmed CTE, all with high stage disease (n = 3 stage III, n = 1 stage IV). Three of these four met criteria for the clinical syndrome of CTE, known as traumatic encephalopathy syndrome (TES). Two did not have CTE at autopsy and one of these met criteria for TES. Concomitant pathology was only present in one of the non-CTE cases (Lewy body) and one of the CTE cases (motor neuron disease). There was a strong association between flortaucipir SUVRs and p-tau density in the composite cortical (ρ = 0.71) and limbic (ρ = 0.77) ROIs. Although there was a strong association in the thalamic ROI (ρ = 0.83), this is a region with known off-target binding. SUVRs were modest and CTE and non-CTE cases had overlapping SUVRs and discordant p-tau density for some regions. CONCLUSIONS Flortaucipir-PET could be useful for detecting high stage CTE neuropathology, but specificity to CTE p-tau is uncertain. Off-target flortaucipir binding in the hippocampus and thalamus complicates interpretation of these associations. In vivo biomarkers that can detect the specific p-tau of CTE across the disease continuum are needed.
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Affiliation(s)
- Michael L Alosco
- Boston University Alzheimer's Disease Research Center, Boston University CTE Center, Department of Neurology, Boston University School of Medicine, Boston, MA, USA
| | - Yi Su
- Banner Alzheimer's Institute, Arizona State University, and Arizona Alzheimer's Consortium, Phoenix, AZ, USA
| | - Thor D Stein
- Boston University Alzheimer's Disease Research Center, Boston University CTE Center, Department of Neurology, Boston University School of Medicine, Boston, MA, USA
- VA Boston Healthcare System, Boston, MA, USA
- Framingham Heart Study, Framingham, MA, USA
- VA Bedford Healthcare System, Bedford, MA, USA
| | - Hillary Protas
- Banner Alzheimer's Institute, Arizona Alzheimer's Consortium, Phoenix, AZ, USA
| | - Jonathan D Cherry
- Boston University Alzheimer's Disease Research Center, Boston University CTE Center, Department of Neurology, Boston University School of Medicine, Boston, MA, USA
- VA Boston Healthcare System, Boston, MA, USA
| | - Charles H Adler
- Department of Neurology, Mayo Clinic College of Medicine, Mayo Clinic Arizona, Scottsdale, AZ, USA
| | - Laura J Balcer
- Departments of Neurology, Population Health and Ophthalmology, NYU Grossman School of Medicine, New York, NY, USA
| | - Charles Bernick
- Cleveland Clinic Lou Ruvo Center for Brain Health, Las Vegas, NV, USA
- Department of Neurology, University of Washington, Seattle, WA, USA
| | - Surya Vamsi Pulukuri
- Boston University Alzheimer's Disease Research Center, Boston University CTE Center, Department of Neurology, Boston University School of Medicine, Boston, MA, USA
| | - Bobak Abdolmohammadi
- Boston University Alzheimer's Disease Research Center, Boston University CTE Center, Department of Neurology, Boston University School of Medicine, Boston, MA, USA
| | - Michael J Coleman
- Psychiatry Neuroimaging Laboratory, Department of Psychiatry, Brigham and Women's Hospital, Boston, MA, USA
| | - Joseph N Palmisano
- Biostatistics and Epidemiology Data Analytics Center (BEDAC), Boston University School of Public Health, Boston, MA, USA
| | - Yorghos Tripodis
- Boston University Alzheimer's Disease Research Center, Boston University CTE Center, Department of Neurology, Boston University School of Medicine, Boston, MA, USA
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - Jesse Mez
- Boston University Alzheimer's Disease Research Center, Boston University CTE Center, Department of Neurology, Boston University School of Medicine, Boston, MA, USA
- Framingham Heart Study, Framingham, MA, USA
| | - Gil D Rabinovici
- Memory & Aging Center, Departments of Neurology, Radiology & Biomedical Imaging, University of California San Francisco, San Francisco, CA, USA
| | - Kenneth L Marek
- Institute for Neurodegenerative Disorders, Invicro, LLC, New Haven, CT, USA
| | - Thomas G Beach
- Banner Sun Health Research Institute, Sun City, Arizona, USA
| | - Keith A Johnson
- Massachusetts General Hospital, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
- Gordon Center for Medical Imaging, Boston, MA, USA
- Brigham and Women's Hospital, Boston, MA, USA
| | - Bertrand Russell Huber
- Boston University Alzheimer's Disease Research Center, Boston University CTE Center, Department of Neurology, Boston University School of Medicine, Boston, MA, USA
- VA Boston Healthcare System, Boston, MA, USA
- VA Bedford Healthcare System, Bedford, MA, USA
- National Center for PTSD, VA Boston Healthcare, Jamaica Plain, MA, USA
| | - Inga Koerte
- Psychiatry Neuroimaging Laboratory, Department of Psychiatry, Brigham and Women's Hospital, Boston, MA, USA
- Massachusetts General Hospital, Boston, MA, USA
- cBRAIN, Department of Child and Adolescent Psychiatry, Psychosomatics and Psychotherapy, Ludwig Maximilians University, Munich, Germany
- Graduate School of Systemic Neurosciences, Ludwig Maximilians University, Munich, Germany
- NICUM (NeuroImaging Core Unit Munich), Ludwig Maximilians University, Munich, Germany
| | - Alexander P Lin
- Psychiatry Neuroimaging Laboratory, Department of Psychiatry, Brigham and Women's Hospital, Boston, MA, USA
- Center for Clinical Spectroscopy, Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Sylvain Bouix
- Psychiatry Neuroimaging Laboratory, Department of Psychiatry, Brigham and Women's Hospital, Boston, MA, USA
| | - Jeffrey L Cummings
- Chambers-Grundy Center for Transformative Neuroscience, Department of Brain Health, School of Integrated Health Sciences, University of Nevada Las Vegas, Las Vegas, NV, USA
| | - Martha E Shenton
- VA Boston Healthcare System, Boston, MA, USA
- Psychiatry Neuroimaging Laboratory, Department of Psychiatry, Brigham and Women's Hospital, Boston, MA, USA
- Brigham and Women's Hospital, Boston, MA, USA
- Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Eric M Reiman
- Banner Alzheimer's Institute, University of Arizona, Arizona State University, Translational Genomics Research Institute, and Arizona Alzheimer's Consortium, Phoenix, AZ, USA
| | - Ann C McKee
- Boston University Alzheimer's Disease Research Center, Boston University CTE Center, Department of Neurology, Boston University School of Medicine, Boston, MA, USA
- VA Boston Healthcare System, Boston, MA, USA
- Framingham Heart Study, Framingham, MA, USA
- VA Bedford Healthcare System, Bedford, MA, USA
| | - Robert A Stern
- Boston University Alzheimer's Disease Research Center, Boston University CTE Center, Department of Neurology, Boston University School of Medicine, Boston, MA, USA.
- Departments of Neurosurgery, and Anatomy & Neurobiology, Boston University School of Medicine, Boston, MA, USA.
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Marcolini S, Rojczyk P, Seitz-Holland J, Koerte IK, Alosco ML, Bouix S. Posttraumatic Stress and Traumatic Brain Injury: Cognition, Behavior, and Neuroimaging Markers in Vietnam Veterans. J Alzheimers Dis 2023; 95:1427-1448. [PMID: 37694363 PMCID: PMC10578246 DOI: 10.3233/jad-221304] [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] [Accepted: 07/24/2023] [Indexed: 09/12/2023]
Abstract
BACKGROUND Posttraumatic stress disorder (PTSD) and traumatic brain injury (TBI) are common in Veterans and linked to behavioral disturbances, increased risk of cognitive decline, and Alzheimer's disease. OBJECTIVE We studied the synergistic effects of PTSD and TBI on behavioral, cognitive, and neuroimaging measures in Vietnam war Veterans. METHODS Data were acquired at baseline and after about one-year from male Veterans categorized into: PTSD, TBI, PTSD+TBI, and Veteran controls without PTSD or TBI. We applied manual tractography to examine white matter microstructure of three fiber tracts: uncinate fasciculus (N = 91), cingulum (N = 87), and inferior longitudinal fasciculus (N = 95). ANCOVAs were used to compare Veterans' baseline behavioral and cognitive functioning (N = 285), white matter microstructure, amyloid-β (N = 230), and tau PET (N = 120). Additional ANCOVAs examined scores' differences from baseline to follow-up. RESULTS Veterans with PTSD and PTSD+TBI, but not Veterans with TBI only, exhibited poorer behavioral and cognitive functioning at baseline than controls. The groups did not differ in baseline white matter, amyloid-β, or tau, nor in behavioral and cognitive functioning, and tau accumulation change. Progression of white matter abnormalities of the uncinate fasciculus in Veterans with PTSD compared to controls was observed; analyses in TBI and PTSD+TBI were not run due to insufficient sample size. CONCLUSIONS PTSD and PTSD+TBI negatively affect behavioral and cognitive functioning, while TBI does not contribute independently. Whether progressive decline in uncinate fasciculus microstructure in Veterans with PTSD might account for cognitive decline should be further studied. Findings did not support an association between PTSD, TBI, and Alzheimer's disease pathology based on amyloid and tau PET.
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Affiliation(s)
- Sofia Marcolini
- Department of Neurology and Alzheimer Center, University Medical Center Groningen, Groningen, The Netherlands
| | - Philine Rojczyk
- Department of Psychiatry, Psychiatry Neuroimaging Laboratory, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, USA
- cBRAIN, Department of Child and Adolescent Psychiatry, Psychosomatics, and Psychotherapy, University Hospital, Ludwig Maximilian University Munich, Germany
| | - Johanna Seitz-Holland
- Department of Psychiatry, Psychiatry Neuroimaging Laboratory, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, USA
| | - Inga K. Koerte
- Department of Psychiatry, Psychiatry Neuroimaging Laboratory, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, USA
- cBRAIN, Department of Child and Adolescent Psychiatry, Psychosomatics, and Psychotherapy, University Hospital, Ludwig Maximilian University Munich, Germany
| | - Michael L. Alosco
- Department of Neurology, Boston University Alzheimer’s Disease Research Center, Boston University CTE Center, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
| | - Sylvain Bouix
- Department of Psychiatry, Psychiatry Neuroimaging Laboratory, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, USA
- Department of Software Engineering and Information Technology, École de Technologie Supe´rieure, Montre´al, Canada
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Protas HD, Su Y, Luo J, Chen K, Alosco ML, Adler C, Balcer L, Bernick CB, Au R, Banks SJ, Barr W, Coleman MJ, Dodick DW, Katz DI, Marek K, Mariani M, McClean MD, McKee AC, Mez JB, Palmisano J, Peskind ER, Turner RW, Wethe J, Rabinovici GD, Johnson KA, Tripodis Y, Cummings J, Shenton ME, Stern RA, Reiman EM. A new flortaucipir PET biomarker based on graph theory for early detection of CTE in former American football players. Alzheimers Dement 2022. [DOI: 10.1002/alz.068936] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Affiliation(s)
- Hillary D. Protas
- Banner Alzheimer's Institute Phoenix AZ USA
- Arizona Alzheimer's Consortium Phoenix AZ USA
| | - Yi Su
- Banner Alzheimer's Institute Phoenix AZ USA
- Arizona Alzheimer's Consortium Phoenix AZ USA
- Arizona State University Tempe AZ USA
| | - Ji Luo
- Banner Alzheimer's Institute Phoenix AZ USA
- Arizona Alzheimer's Consortium Phoenix AZ USA
| | - Kewei Chen
- Banner Alzheimer's Institute Phoenix AZ USA
- Arizona Alzheimer's Consortium Phoenix AZ USA
| | - Michael L Alosco
- Department of Neurology, Boston University School of Medicine Boston MA USA
- Boston University School of Medicine Boston MA USA
- Boston University Alzheimer’s Disease Research Center Boston MA USA
| | | | | | - Charles B. Bernick
- Lou Ruvo Center for Brain Health, Cleveland Clinic Las Vegas NV USA
- University of Washington Seattle WA USA
| | - Rhoda Au
- The Framingham Heart Study, Boston University School of Medicine; Boston University School of Public Health Boston MA USA
| | | | | | | | | | | | - Ken Marek
- Institute for Neurodegenerative Disorders, Invicro,LLC New Haven CT USA
| | | | | | - Ann C. McKee
- Boston University School of Medicine Boston MA USA
- Boston University Alzheimer’s Disease Research Center Boston MA USA
| | - Jesse B. Mez
- Boston University School of Medicine Boston MA USA
- Boston University Alzheimer’s Disease Research Center Boston MA USA
| | | | - Elaine R Peskind
- VA Puget Sound Health Care System Seattle WA USA
- University of Washington School of Medicine Seattle WA USA
| | | | | | | | | | - Yorghos Tripodis
- Boston University Alzheimer’s Disease Research Center Boston MA USA
- Boston University School of Public Health Boston MA USA
| | | | - Martha E Shenton
- Harvard Medical School Boston MA USA
- Brigham and Women's Hospital Boston MA USA
| | - Robert A Stern
- Boston University School of Medicine Boston MA USA
- Boston University Alzheimer’s Disease Research Center Boston MA USA
| | - Eric M. Reiman
- Banner Alzheimer's Institute Phoenix AZ USA
- Arizona Alzheimer's Consortium Phoenix AZ USA
- Arizona State University Tempe AZ USA
- University of Arizona Tucson AZ USA
- Translational Genomics Research Institute Phoenix AZ USA
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Rasch A, Tripodis Y, Martin BM, Palmisano J, Katz DI, Dwyer B, Daneshvar DH, Goldstein LE, Kowall NW, Stern RA, Huber BR, Stein TD, McKee AC, Mez JB, Alosco ML. Clinical and Neuropathological Correlates of Substance Use Disorders in Brain Donors Exposed to Repetitive Head Impacts. Alzheimers Dement 2022. [DOI: 10.1002/alz.067416] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Affiliation(s)
| | - Yorghos Tripodis
- Boston University Alzheimer’s Disease Research Center Boston MA USA
- Boston University School of Public Health Boston MA USA
- Boston University Boston MA USA
| | | | | | | | - Brigid Dwyer
- Boston University School of Medicine Boston MA USA
| | - Daniel H Daneshvar
- Boston University School of Medicine Boston MA USA
- Harvard University School of Medicine Cambridge MA USA
| | | | - Neil W Kowall
- Boston University School of Medicine Boston MA USA
- Boston University Alzheimer’s Disease Research Center Boston MA USA
- VA Boston Healthcare Boston MA USA
| | - Robert A Stern
- Boston University School of Medicine Boston MA USA
- Boston University Alzheimer’s Disease Research Center Boston MA USA
| | - Bertrand R. Huber
- Boston University School of Medicine Boston MA USA
- Boston University Alzheimer’s Disease Research Center Boston MA USA
- VA Boston Healthcare Jamaica Plain MA USA
- Department of Neurology, Boston University School of Medicine Boston MA USA
| | - Thor D. Stein
- Boston University School of Medicine Boston MA USA
- Boston University Alzheimer’s Disease Research Center Boston MA USA
- VA Boston Healthcare System Jamaica Plain MA USA
| | - Ann C. McKee
- Boston University Alzheimer’s Disease Research Center Boston MA USA
- Department of Neurology, Boston University School of Medicine Boston MA USA
- VA Boston Healthcare System Jamaica Plain MA USA
| | - Jesse B. Mez
- Boston University School of Medicine Boston MA USA
- Boston University Alzheimer’s Disease Research Center Boston MA USA
| | - Michael L Alosco
- Boston University School of Medicine Boston MA USA
- Boston University Alzheimer’s Disease Research Center Boston MA USA
- Department of Neurology, Boston University School of Medicine Boston MA USA
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35
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Alosco ML, Iaccarino L, Asken BM, Nowinski C, Mundada NS, Smith K, Culhane JE, Shankar R, Windon C, Tripodis Y, Mercier G, Stein TD, Grinberg LT, McKee AC, Stern RA, Kowall NW, Miller BL, Mez JB, Killiany RJ, Rabinovici GD. 18F‐MK‐6240 Tau PET as a Biomarker for Chronic Traumatic Encephalopathy: Case Series of 10 Symptomatic Former National Football League Players. Alzheimers Dement 2022. [DOI: 10.1002/alz.066995] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Affiliation(s)
- Michael L Alosco
- Department of Neurology, Boston University School of Medicine Boston MA USA
- Boston University School of Medicine Boston MA USA
- Boston University Alzheimer’s Disease Research Center Boston MA USA
| | - Leonardo Iaccarino
- Memory and Aging Center, UCSF Weill Institute for Neurosciences, University of California, San Francisco San Francisco CA USA
| | - Breton M. Asken
- Memory and Aging Center, UCSF Weill Institute for Neurosciences, University of California, San Francisco San Francisco CA USA
| | | | | | - Karen Smith
- University of California, San Francisco San Francisco CA USA
| | | | - Ranjani Shankar
- Memory and Aging Center, UCSF Weill Institute for Neurosciences, University of California, San Francisco San Francisco CA USA
- University of California, San Francisco San Francisco CA USA
| | - Charles Windon
- University of California Memory and Aging Center, San Francisco San Francisco CA USA
| | - Yorghos Tripodis
- Boston University Alzheimer’s Disease Research Center Boston MA USA
- Boston University School of Public Health Boston MA USA
- Boston University Boston MA USA
| | | | - Thor D. Stein
- Boston University School of Medicine Boston MA USA
- Boston University Alzheimer’s Disease Research Center Boston MA USA
- VA Boston Healthcare System Jamaica Plain MA USA
- Department of Veterans Affairs Medical Center Bedford MA USA
| | - Lea Tenenholz Grinberg
- Memory and Aging Center, UCSF Weill Institute for Neurosciences, University of California, San Francisco San Francisco CA USA
- University of California, San Francisco San Francisco CA USA
- Global Brain Health Institute, University of California San Francisco San Francisco CA USA
| | - Ann C. McKee
- Department of Neurology, Boston University School of Medicine Boston MA USA
- Boston University Alzheimer’s Disease Research Center Boston MA USA
- VA Boston Healthcare System Jamaica Plain MA USA
- Department of Veterans Affairs Bedford MA USA
| | - Robert A Stern
- Boston University School of Medicine Boston MA USA
- Boston University Alzheimer’s Disease Research Center Boston MA USA
| | - Neil W Kowall
- Boston University School of Medicine Boston MA USA
- Boston University Alzheimer’s Disease Research Center Boston MA USA
- VA Boston Healthcare Boston MA USA
| | - Bruce L. Miller
- Memory and Aging Center, UCSF Weill Institute for Neurosciences, University of California, San Francisco San Francisco CA USA
- University of California San Francisco San Francisco CA USA
| | - Jesse B. Mez
- Boston University School of Medicine Boston MA USA
- Boston University Alzheimer’s Disease Research Center Boston MA USA
| | - Ronald J Killiany
- Boston University School of Medicine Boston MA USA
- Boston University Alzheimer’s Disease Research Center Boston MA USA
| | - Gil D. Rabinovici
- Memory and Aging Center, UCSF Weill Institute for Neurosciences, University of California, San Francisco San Francisco CA USA
- University of California, San Francisco San Francisco CA USA
- Department of Radiology and Biomedical Imaging, University of California, San Francisco San Francisco CA USA
- Department of Neurology, Memory and Aging Center, University of California San Francisco San Francisco CA USA
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Nair ES, Daneshvar DH, Rasch A, Abdolmohammadi B, Saltiel N, Uretsky M, Shah A, Baucom ZH, Martin BM, Palmisano J, Cherry JD, Alvarez VE, Huber BR, Alosco ML, Tripodis Y, Crary JF, Stein TD, McKee AC, Mez JB. Leveraging American football helmet accelerometer data to estimate associations between cumulative repetitive head impact exposure and chronic traumatic encephalopathy. Alzheimers Dement 2022. [DOI: 10.1002/alz.067199] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Affiliation(s)
- Evan S Nair
- Boston University School of Medicine Boston MA USA
| | | | | | | | - Nicole Saltiel
- Boston University School of Medicine Boston MA USA
- Department of Veterans Affairs Bedford MA USA
- VA Boston Healthcare System Boston MA USA
| | | | - Arsal Shah
- Boston University School of Medicine Boston MA USA
- Department of Veterans Affairs Bedford MA USA
- VA Boston Healthcare System Boston MA USA
| | | | | | | | - Jonathan D Cherry
- Boston University School of Medicine Boston MA USA
- Department of Veterans Affairs Bedford MA USA
- VA Boston Healthcare System Boston MA USA
| | - Victor E. Alvarez
- Boston University School of Medicine Boston MA USA
- Department of Veterans Affairs Bedford MA USA
- VA Boston Healthcare System Boston MA USA
| | - Bertrand R. Huber
- Boston University School of Medicine Boston MA USA
- Department of Veterans Affairs Bedford MA USA
- VA Boston Healthcare System Boston MA USA
| | - Michael L Alosco
- Boston University School of Medicine Boston MA USA
- Boston University Alzheimer’s Disease Research Center Boston MA USA
| | | | | | - Thor D. Stein
- Boston University School of Medicine Boston MA USA
- VA Boston Healthcare System Boston MA USA
| | - Ann C. McKee
- Boston University School of Medicine Boston MA USA
- VA Boston Healthcare System Boston MA USA
- Boston University Alzheimer’s Disease Research Center Boston MA USA
| | - Jesse B. Mez
- Boston University School of Medicine Boston MA USA
- Boston University Alzheimer’s Disease Research Center Boston MA USA
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37
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Culhane JE, Abdolmohammadi B, Nair ES, Saltiel N, Tripodis Y, Martin BM, Palmisano J, Katz DI, Dwyer B, Daneshvar DH, Goldstein LE, Dams‐O'Connor K, Kowall NW, Stern RA, Huber BR, Stein TD, Mez JB, McKee AC, Alosco ML. Moderate‐Severe Traumatic Brain Injury History and Chronic Traumatic Encephalopathy Neuropathology in Brain Donors Exposed to Repetitive Head Impacts. Alzheimers Dement 2022. [DOI: 10.1002/alz.064579] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Affiliation(s)
| | | | - Evan S Nair
- Boston University School of Medicine Boston MA USA
| | | | - Yorghos Tripodis
- Boston University Alzheimer’s Disease Research Center Boston MA USA
| | | | | | | | - Brigid Dwyer
- Boston University School of Medicine Boston MA USA
| | | | | | | | | | | | | | | | - Jesse B. Mez
- Boston University School of Medicine Boston MA USA
| | - Ann C. McKee
- Boston University School of Medicine Boston MA USA
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38
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Tao Q, Akhter-Khan SC, Ang TFA, DeCarli C, Alosco ML, Mez J, Killiany R, Devine S, Rokach A, Itchapurapu IS, Zhang X, Lunetta KL, Steffens DC, Farrer LA, Greve DN, Au R, Qiu WQ. Different loneliness types, cognitive function, and brain structure in midlife: Findings from the Framingham Heart Study. EClinicalMedicine 2022; 53:101643. [PMID: 36105871 PMCID: PMC9465265 DOI: 10.1016/j.eclinm.2022.101643] [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] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/10/2022] [Revised: 08/11/2022] [Accepted: 08/12/2022] [Indexed: 11/29/2022] Open
Abstract
Background It remains unclear whether persistent loneliness is related to brain structures that are associated with cognitive decline and development of Alzheimer's disease (AD). This study aimed to investigate the relationships between different loneliness types, cognitive functioning, and regional brain volumes. Methods Loneliness was measured longitudinally, using the item from the Center for Epidemiologic Studies Depression Scale in the Framingham Heart Study, Generation 3, with participants' average age of 46·3 ± 8·6 years. Robust regression models tested the association between different loneliness types with longitudinal neuropsychological performance (n = 2,609) and regional magnetic resonance imaging brain data (n = 1,829) (2002-2019). Results were stratified for sex, depression, and Apolipoprotein E4 (ApoE4). Findings Persistent loneliness, but not transient loneliness, was strongly associated with cognitive decline, especially memory and executive function. Persistent loneliness was negatively associated with temporal lobe volume (β = -0.18, 95%CI [-0.32, -0.04], P = 0·01). Among women, persistent loneliness was associated with smaller frontal lobe (β = -0.19, 95%CI [-0.38, -0.01], P = 0·04), temporal lobe (β = -0.20, 95%CI [-0.37, -0.03], P = 0·02), and hippocampus volumes (β = -0.23, 95%CI [-0.40, -0.06], P = 0·007), and larger lateral ventricle volume (β = 0.15, 95%CI [0.02, 0.28], P = 0·03). The higher cumulative loneliness scores across three exams, the smaller parietal, temporal, and hippocampus volumes and larger lateral ventricle were evident, especially in the presence of ApoE4. Interpretation Persistent loneliness in midlife was associated with atrophy in brain regions responsible for memory and executive dysfunction. Interventions to reduce the chronicity of loneliness may mitigate the risk of age-related cognitive decline and AD. Funding US National Institute on Aging.
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Affiliation(s)
- Qiushan Tao
- Department of Pharmacology & Experimental Therapeutics, Boston University School of Medicine, Boston, MA, USA
- Framingham Heart Study, Boston University School of Medicine, USA
| | - Samia C. Akhter-Khan
- Department of Health Service & Population Research, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, UK
| | - Ting Fang Alvin Ang
- Department of Anatomy & Neurobiology, Boston University School of Medicine, Boston, MA, USA
- Department of Epidemiology, Boston University School of Public Health, Boston, MA, USA
- Slone Epidemiology Center, Boston University School of Medicine, USA
| | - Charles DeCarli
- Alzheimer's Disease Center, University of California Davis Medical Center, CA, USA
| | - Michael L. Alosco
- Department of Neurology, Boston University School of Medicine, Boston, MA, USA
- Alzheimer's Diesease and Chronic Traumatic Encephalopathy Research Centers, Boston University, Boston, MA, USA
| | - Jesse Mez
- Framingham Heart Study, Boston University School of Medicine, USA
- Department of Neurology, Boston University School of Medicine, Boston, MA, USA
- Alzheimer's Diesease and Chronic Traumatic Encephalopathy Research Centers, Boston University, Boston, MA, USA
| | - Ronald Killiany
- Department of Anatomy & Neurobiology, Boston University School of Medicine, Boston, MA, USA
| | - Sherral Devine
- Framingham Heart Study, Boston University School of Medicine, USA
- Department of Psychiatry, Boston University School of Medicine, USA
| | - Ami Rokach
- Department of Psychology, York University, Toronto, Canada
| | - Indira Swetha Itchapurapu
- Department of Pharmacology & Experimental Therapeutics, Boston University School of Medicine, Boston, MA, USA
| | - Xiaoling Zhang
- Department of Medicine (Biomedical Genetics), Boston University School of Medicine, Boston, MA, USA
- Department of Biostatistics, Boston University School of Medicine, USA
| | | | - David C. Steffens
- Department of Psychiatry, University of Connecticut School of Medicine, USA
| | - Lindsay A. Farrer
- Framingham Heart Study, Boston University School of Medicine, USA
- Department of Epidemiology, Boston University School of Public Health, Boston, MA, USA
- Department of Neurology, Boston University School of Medicine, Boston, MA, USA
- Department of Medicine (Biomedical Genetics), Boston University School of Medicine, Boston, MA, USA
- Department of Biostatistics, Boston University School of Medicine, USA
| | - Douglas N. Greve
- Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Harvard University School of Medicine, USA
| | - Rhoda Au
- Framingham Heart Study, Boston University School of Medicine, USA
- Department of Anatomy & Neurobiology, Boston University School of Medicine, Boston, MA, USA
- Department of Epidemiology, Boston University School of Public Health, Boston, MA, USA
- Slone Epidemiology Center, Boston University School of Medicine, USA
| | - Wei Qiao Qiu
- Department of Pharmacology & Experimental Therapeutics, Boston University School of Medicine, Boston, MA, USA
- Alzheimer's Diesease and Chronic Traumatic Encephalopathy Research Centers, Boston University, Boston, MA, USA
- Department of Psychiatry, Boston University School of Medicine, USA
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39
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Morrison MS, Aparicio HJ, Blennow K, Zetterberg H, Ashton NJ, Karikari TK, Tripodis Y, Martin B, Palmisano JN, Sugarman MA, Frank B, Steinberg EG, Turk KW, Budson AE, Au R, Goldstein LE, Jun GR, Kowall NW, Killiany R, Qiu WQ, Stern RA, Mez J, McKee AC, Stein TD, Alosco ML. Ante-mortem plasma phosphorylated tau (181) predicts Alzheimer's disease neuropathology and regional tau at autopsy. Brain 2022; 145:3546-3557. [PMID: 35554506 PMCID: PMC10233293 DOI: 10.1093/brain/awac175] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [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: 02/09/2022] [Revised: 04/07/2022] [Accepted: 05/02/2022] [Indexed: 11/14/2022] Open
Abstract
Blood-based biomarkers such as tau phosphorylated at threonine 181 (phosphorylated-tau181) represent an accessible, cost-effective and scalable approach for the in vivo detection of Alzheimer's disease pathophysiology. Plasma-pathological correlation studies are needed to validate plasma phosphorylated-tau181 as an accurate and reliable biomarker of Alzheimer's disease neuropathological changes. This plasma-to-autopsy correlation study included participants from the Boston University Alzheimer's Disease Research Center who had a plasma sample analysed for phosphorylated-tau181 between 2008 and 2018 and donated their brain for neuropathological examination. Plasma phosphorelated-tau181 was measured with single molecule array technology. Of 103 participants, 62 (60.2%) had autopsy-confirmed Alzheimer's disease. Average time between blood draw and death was 5.6 years (standard deviation = 3.1 years). Multivariable analyses showed higher plasma phosphorylated-tau181 concentrations were associated with increased odds for having autopsy-confirmed Alzheimer's disease [AUC = 0.82, OR = 1.07, 95% CI = 1.03-1.11, P < 0.01; phosphorylated-tau standardized (z-transformed): OR = 2.98, 95% CI = 1.50-5.93, P < 0.01]. Higher plasma phosphorylated-tau181 levels were associated with increased odds for having a higher Braak stage (OR = 1.06, 95% CI = 1.02-1.09, P < 0.01) and more severe phosphorylated-tau across six cortical and subcortical brain regions (ORs = 1.03-1.06, P < 0.05). The association between plasma phosphorylated-tau181 and Alzheimer's disease was strongest in those who were demented at time of blood draw (OR = 1.25, 95%CI = 1.02-1.53), but an effect existed among the non-demented (OR = 1.05, 95% CI = 1.01-1.10). There was higher discrimination accuracy for Alzheimer's disease when blood draw occurred in years closer to death; however, higher plasma phosphorylated-tau181 levels were associated with Alzheimer's disease even when blood draw occurred >5 years from death. Ante-mortem plasma phosphorylated-tau181 concentrations were associated with Alzheimer's disease neuropathology and accurately differentiated brain donors with and without autopsy-confirmed Alzheimer's disease. These findings support plasma phosphorylated-tau181 as a scalable biomarker for the detection of Alzheimer's disease.
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Affiliation(s)
- Madeline S Morrison
- Boston University Alzheimer’s Disease Research Center and CTE Center, Boston University School of Medicine, Boston, MA 02118, USA
| | - Hugo J Aparicio
- Boston University Alzheimer’s Disease Research Center and CTE Center, Boston University School of Medicine, Boston, MA 02118, USA
- Department of Neurology, Boston University School of Medicine, Boston, MA 02118, USA
- Framingham Heart Study, Boston University School of Medicine, Boston, MA 02118, USA
| | - Kaj Blennow
- Clinical Neurochemistry Laboratory, Sahlgrenska University Hospital, 413 45 Mölndal, Sweden
- Department of Psychiatry and Neurochemistry, Institute of Neuroscience and Physiology, Sahlgrenska Academy at the University of Gothenburg, 413 90 Gothenburg, Sweden
| | - Henrik Zetterberg
- Clinical Neurochemistry Laboratory, Sahlgrenska University Hospital, 413 45 Mölndal, Sweden
- Department of Psychiatry and Neurochemistry, Institute of Neuroscience and Physiology, Sahlgrenska Academy at the University of Gothenburg, 413 90 Gothenburg, Sweden
- Department of Neurodegenerative Disease, UCL Institute of Neurology, Queen Square, London WC1N 3BG, UK
- UK Dementia Research Institute at UCL, London WC1N 3BG, UK
| | - Nicholas J Ashton
- Clinical Neurochemistry Laboratory, Sahlgrenska University Hospital, 413 45 Mölndal, Sweden
- Department of Psychiatry and Neurochemistry, Institute of Neuroscience and Physiology, Sahlgrenska Academy at the University of Gothenburg, 413 90 Gothenburg, Sweden
| | - Thomas K Karikari
- Clinical Neurochemistry Laboratory, Sahlgrenska University Hospital, 413 45 Mölndal, Sweden
- Department of Psychiatry and Neurochemistry, Institute of Neuroscience and Physiology, Sahlgrenska Academy at the University of Gothenburg, 413 90 Gothenburg, Sweden
| | - Yorghos Tripodis
- Boston University Alzheimer’s Disease Research Center and CTE Center, Boston University School of Medicine, Boston, MA 02118, USA
- Department of Biostatistics, Boston University School of Public Health, Boston, MA 02118, USA
| | - Brett Martin
- Boston University Alzheimer’s Disease Research Center and CTE Center, Boston University School of Medicine, Boston, MA 02118, USA
- Biostatistics and Epidemiology Data Analytics Center, Boston University School of Public Health, Boston, MA 02118, USA
| | - Joseph N Palmisano
- Boston University Alzheimer’s Disease Research Center and CTE Center, Boston University School of Medicine, Boston, MA 02118, USA
- Biostatistics and Epidemiology Data Analytics Center, Boston University School of Public Health, Boston, MA 02118, USA
| | - Michael A Sugarman
- Department of Neurology, Medical University of South Carolina, Charleston, SC 29425, USA
| | - Brandon Frank
- Boston University Alzheimer’s Disease Research Center and CTE Center, Boston University School of Medicine, Boston, MA 02118, USA
| | - Eric G Steinberg
- Boston University Alzheimer’s Disease Research Center and CTE Center, Boston University School of Medicine, Boston, MA 02118, USA
| | - Katherine W Turk
- Boston University Alzheimer’s Disease Research Center and CTE Center, Boston University School of Medicine, Boston, MA 02118, USA
- Department of Neurology, Boston University School of Medicine, Boston, MA 02118, USA
- VA Boston Healthcare System, U.S. Department of Veteran Affairs, Jamaica Plain, MA 02130, USA
| | - Andrew E Budson
- Boston University Alzheimer’s Disease Research Center and CTE Center, Boston University School of Medicine, Boston, MA 02118, USA
- Department of Neurology, Boston University School of Medicine, Boston, MA 02118, USA
- VA Boston Healthcare System, U.S. Department of Veteran Affairs, Jamaica Plain, MA 02130, USA
| | - Rhoda Au
- Boston University Alzheimer’s Disease Research Center and CTE Center, Boston University School of Medicine, Boston, MA 02118, USA
- Department of Neurology, Boston University School of Medicine, Boston, MA 02118, USA
- Framingham Heart Study, Boston University School of Medicine, Boston, MA 02118, USA
- Department of Anatomy & Neurobiology, Boston University School of Medicine, Boston, MA 02118, USA
- Department of Epidemiology, Boston University School of Public Health, Boston, MA 02118, USA
| | - Lee E Goldstein
- Boston University Alzheimer’s Disease Research Center and CTE Center, Boston University School of Medicine, Boston, MA 02118, USA
- Department of Pathology and Laboratory Medicine, Boston University School of Medicine, Boston, MA 02118, USA
- Department of Psychiatry, Boston University School of Medicine, Boston, MA 02118, USA
- Department of Ophthalmology, Boston University School of Medicine, Boston, MA 02118, USA
- Department of Biomedical Engineering, Boston University College of Engineering, Boston, MA 02215, USA
- Department of Electrical and Computer Engineering, Boston University College of Engineering, Boston, MA 02215, USA
| | - Gyungah R Jun
- Department of Medicine, Boston University School of Medicine, Boston, MA 02118, USA
| | - Neil W Kowall
- Boston University Alzheimer’s Disease Research Center and CTE Center, Boston University School of Medicine, Boston, MA 02118, USA
- Department of Neurology, Boston University School of Medicine, Boston, MA 02118, USA
- VA Boston Healthcare System, U.S. Department of Veteran Affairs, Jamaica Plain, MA 02130, USA
- Department of Pathology and Laboratory Medicine, Boston University School of Medicine, Boston, MA 02118, USA
| | - Ronald Killiany
- Boston University Alzheimer’s Disease Research Center and CTE Center, Boston University School of Medicine, Boston, MA 02118, USA
- Department of Neurology, Boston University School of Medicine, Boston, MA 02118, USA
- Department of Anatomy & Neurobiology, Boston University School of Medicine, Boston, MA 02118, USA
- Center for Biomedical Imaging, Boston University School of Medicine, Boston, MA 02118, USA
| | - Wei Qiao Qiu
- Boston University Alzheimer’s Disease Research Center and CTE Center, Boston University School of Medicine, Boston, MA 02118, USA
- Department of Psychiatry, Boston University School of Medicine, Boston, MA 02118, USA
- Department of Pharmacology and Experimental Therapeutics, Boston University School of Medicine, Boston, MA 02118, USA
| | - Robert A Stern
- Boston University Alzheimer’s Disease Research Center and CTE Center, Boston University School of Medicine, Boston, MA 02118, USA
- Department of Neurology, Boston University School of Medicine, Boston, MA 02118, USA
- Department of Anatomy & Neurobiology, Boston University School of Medicine, Boston, MA 02118, USA
- Department of Neurosurgery, Boston University School of Medicine, Boston, MA 02118, USA
| | - Jesse Mez
- Boston University Alzheimer’s Disease Research Center and CTE Center, Boston University School of Medicine, Boston, MA 02118, USA
- Department of Neurology, Boston University School of Medicine, Boston, MA 02118, USA
- Framingham Heart Study, Boston University School of Medicine, Boston, MA 02118, USA
| | - Ann C McKee
- Boston University Alzheimer’s Disease Research Center and CTE Center, Boston University School of Medicine, Boston, MA 02118, USA
- Department of Neurology, Boston University School of Medicine, Boston, MA 02118, USA
- VA Boston Healthcare System, U.S. Department of Veteran Affairs, Jamaica Plain, MA 02130, USA
- Department of Pathology and Laboratory Medicine, Boston University School of Medicine, Boston, MA 02118, USA
- VA Bedford Healthcare System, U.S. Department of Veteran Affairs, Bedford, MA 01730, USA
| | - Thor D Stein
- Boston University Alzheimer’s Disease Research Center and CTE Center, Boston University School of Medicine, Boston, MA 02118, USA
- VA Boston Healthcare System, U.S. Department of Veteran Affairs, Jamaica Plain, MA 02130, USA
- Department of Pathology and Laboratory Medicine, Boston University School of Medicine, Boston, MA 02118, USA
- VA Bedford Healthcare System, U.S. Department of Veteran Affairs, Bedford, MA 01730, USA
| | - Michael L Alosco
- Boston University Alzheimer’s Disease Research Center and CTE Center, Boston University School of Medicine, Boston, MA 02118, USA
- Department of Neurology, Boston University School of Medicine, Boston, MA 02118, USA
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40
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Fang Y, Doyle MF, Chen J, Alosco ML, Mez J, Satizabal CL, Qiu WQ, Murabito JM, Lunetta KL. Association between inflammatory biomarkers and cognitive aging. PLoS One 2022; 17:e0274350. [PMID: 36083988 PMCID: PMC9462682 DOI: 10.1371/journal.pone.0274350] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [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] [Subscribe] [Scholar Register] [Received: 06/17/2022] [Accepted: 08/25/2022] [Indexed: 11/18/2022] Open
Abstract
Inflammatory cytokines and chemokines related to the innate and adaptive immune system have been linked to neuroinflammation in Alzheimer's Disease, dementia, and cognitive disorders. We examined the association of 11 plasma proteins (CD14, CD163, CD5L, CD56, CD40L, CXCL16, SDF1, DPP4, SGP130, sRAGE, and MPO) related to immune and inflammatory responses with measures of cognitive function, brain MRI and dementia risk. We identified Framingham Heart Study Offspring participants who underwent neuropsychological testing (n = 2358) or brain MRI (n = 2100) within five years of the seventh examination where a blood sample for quantifying the protein biomarkers was obtained; and who were followed for 10 years for incident all-cause dementia (n = 1616). We investigated the association of inflammatory biomarkers with neuropsychological test performance and brain MRI volumes using linear mixed effect models accounting for family relationships. We further used Cox proportional hazards models to examine the association with incident dementia. False discovery rate p-values were used to account for multiple testing. Participants included in the neuropsychological test and MRI samples were on average 61 years old and 54% female. Participants from the incident dementia sample (average 68 years old at baseline) included 124 participants with incident dementia. In addition to CD14, which has an established association, we found significant associations between higher levels of CD40L and myeloperoxidase (MPO) with executive dysfunction. Higher CD5L levels were significantly associated with smaller total brain volumes (TCBV), whereas higher levels of sRAGE were associated with larger TCBV. Associations persisted after adjustment for APOE ε4 carrier status and additional cardiovascular risk factors. None of the studied inflammatory biomarkers were significantly associated with risk of incident all-cause dementia. Higher circulating levels of soluble CD40L and MPO, markers of immune cell activation, were associated with poorer performance on neuropsychological tests, while higher CD5L, a key regulator of inflammation, was associated with smaller total brain volumes. Higher circulating soluble RAGE, a decoy receptor for the proinflammatory RAGE/AGE pathway, was associated with larger total brain volume. If confirmed in other studies, this data indicates the involvement of an activated immune system in abnormal brain aging.
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Affiliation(s)
- Yuan Fang
- Department of Biostatistics, School of Public Health, Boston University, Boston, Massachusetts, United States of America
| | - Margaret F. Doyle
- Department of Pathology and Laboratory Medicine, Larner College of Medicine, University of Vermont, Burlington, Vermont, United States of America
| | - Jiachen Chen
- Department of Biostatistics, School of Public Health, Boston University, Boston, Massachusetts, United States of America
| | - Michael L. Alosco
- Boston University Alzheimer’s Disease Research Center and CTE Center, School of Medicine, Boston University, Boston, Massachusetts, United States of America
- Department of Neurology, School of Medicine, Boston University, Boston, Massachusetts, United States of America
| | - Jesse Mez
- Boston University Alzheimer’s Disease Research Center and CTE Center, School of Medicine, Boston University, Boston, Massachusetts, United States of America
- Department of Neurology, School of Medicine, Boston University, Boston, Massachusetts, United States of America
- Framingham Heart Study, National Heart, Lung, and Blood Institute and Boston University School of Medicine, Framingham, Massachusetts, United States of America
| | - Claudia L. Satizabal
- Department of Neurology, School of Medicine, Boston University, Boston, Massachusetts, United States of America
- Glenn Biggs Institute for Alzheimer’s and Neurodegenerative Diseases, University of Texas Health Science Center at San Antonio, San Antonio, Texas, United States of America
| | - Wei Qiao Qiu
- Boston University Alzheimer’s Disease Research Center and CTE Center, School of Medicine, Boston University, Boston, Massachusetts, United States of America
- Department of Psychiatry, School of Medicine, Boston University, Boston, Massachusetts, United States of America
- Department of Pharmacology & Experimental Therapeutics, School of Medicine, Boston University, Boston, Massachusetts, United States of America
| | - Joanne M. Murabito
- Framingham Heart Study, National Heart, Lung, and Blood Institute and Boston University School of Medicine, Framingham, Massachusetts, United States of America
- Department of Medicine, Section of General Internal Medicine, School of Medicine, Boston University, Boston, Massachusetts, United States of America
- Boston Medical Center, Boston University, Boston, Massachusetts, United States of America
| | - Kathryn L. Lunetta
- Department of Biostatistics, School of Public Health, Boston University, Boston, Massachusetts, United States of America
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41
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Stathas S, Alvarez VE, Xia W, Nicks R, Meng G, Daley S, Pothast M, Shah A, Kelley H, Esnault C, McCormack R, Dixon E, Fishbein L, Cherry JD, Huber BR, Tripodis Y, Alosco ML, Mez J, McKee AC, Stein TD. Tau phosphorylation sites serine202 and serine396 are differently altered in chronic traumatic encephalopathy and Alzheimer's disease. Alzheimers Dement 2022; 18:1511-1522. [PMID: 34854540 PMCID: PMC9160206 DOI: 10.1002/alz.12502] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [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: 02/19/2021] [Revised: 07/03/2021] [Accepted: 09/22/2021] [Indexed: 12/27/2022]
Abstract
INTRODUCTION Chronic traumatic encephalopathy (CTE) is a neurodegenerative tauopathy associated with repetitive head impacts (RHI) typically sustained by contact sport athletes. Post-translation modifications to tau in CTE have not been well delineated or compared to Alzheimer's disease (AD). METHODS We measured phosphorylated tau epitopes within dorsolateral frontal cortex from post mortem brains with neither CTE nor AD (n = 108), CTE (n = 109), AD (n = 223), and both CTE and AD (n = 33). RESULTS Levels of hyperphosphorylated tau (p-tau)202 , p-tau231 , and p-tau396 were significantly increased in CTE. Total years of RHI exposure was significantly associated with increased p-tau202 levels (P = .001), but not p-tau396 . Instead, p-tau396 was most closely related to amyloid beta (Aβ)1-42 levels (P < .001). The p-tau202 :p-tau396 ratio was significantly increased in early and late CTE compared to AD. DISCUSSION In frontal cortex, p-tau202 is the most upregulated p-tau species in CTE, while p-tau396 is most increased in AD. p-tau202 and p-tau396 measurements may aid in developing biomarkers for disease.
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Affiliation(s)
- SpiroAnthony Stathas
- Boston University Alzheimer’s Disease and CTE Center, Boston University School of Medicine, 72 E Concord Street, B7800, Boston, MA, 02118, USA
- VA Bedford Healthcare System, Bedford, MA, 01730, USA
| | - Victor E. Alvarez
- Boston University Alzheimer’s Disease and CTE Center, Boston University School of Medicine, 72 E Concord Street, B7800, Boston, MA, 02118, USA
- VA Bedford Healthcare System, Bedford, MA, 01730, USA
- Department of Neurology, Boston University School of Medicine, 72 E Concord Street, B7800, Boston, MA, 20118, USA
- VA Boston Healthcare System, 150 S. Huntington Avenue, Boston, MA, 02130, USA
| | - Weiming Xia
- Boston University Alzheimer’s Disease and CTE Center, Boston University School of Medicine, 72 E Concord Street, B7800, Boston, MA, 02118, USA
- VA Bedford Healthcare System, Bedford, MA, 01730, USA
| | - Raymond Nicks
- Boston University Alzheimer’s Disease and CTE Center, Boston University School of Medicine, 72 E Concord Street, B7800, Boston, MA, 02118, USA
- VA Bedford Healthcare System, Bedford, MA, 01730, USA
| | - Gaoyuan Meng
- Boston University Alzheimer’s Disease and CTE Center, Boston University School of Medicine, 72 E Concord Street, B7800, Boston, MA, 02118, USA
- VA Bedford Healthcare System, Bedford, MA, 01730, USA
- VA Boston Healthcare System, 150 S. Huntington Avenue, Boston, MA, 02130, USA
| | - Sarah Daley
- Boston University Alzheimer’s Disease and CTE Center, Boston University School of Medicine, 72 E Concord Street, B7800, Boston, MA, 02118, USA
- VA Bedford Healthcare System, Bedford, MA, 01730, USA
| | - Morgan Pothast
- Boston University Alzheimer’s Disease and CTE Center, Boston University School of Medicine, 72 E Concord Street, B7800, Boston, MA, 02118, USA
| | - Arsal Shah
- Boston University Alzheimer’s Disease and CTE Center, Boston University School of Medicine, 72 E Concord Street, B7800, Boston, MA, 02118, USA
- VA Boston Healthcare System, 150 S. Huntington Avenue, Boston, MA, 02130, USA
| | - Hunter Kelley
- Boston University Alzheimer’s Disease and CTE Center, Boston University School of Medicine, 72 E Concord Street, B7800, Boston, MA, 02118, USA
| | - Camille Esnault
- Boston University Alzheimer’s Disease and CTE Center, Boston University School of Medicine, 72 E Concord Street, B7800, Boston, MA, 02118, USA
| | - Robert McCormack
- Boston University Alzheimer’s Disease and CTE Center, Boston University School of Medicine, 72 E Concord Street, B7800, Boston, MA, 02118, USA
| | - Erin Dixon
- Boston University Alzheimer’s Disease and CTE Center, Boston University School of Medicine, 72 E Concord Street, B7800, Boston, MA, 02118, USA
| | - Lucas Fishbein
- Boston University Alzheimer’s Disease and CTE Center, Boston University School of Medicine, 72 E Concord Street, B7800, Boston, MA, 02118, USA
| | - Jonathan D. Cherry
- Boston University Alzheimer’s Disease and CTE Center, Boston University School of Medicine, 72 E Concord Street, B7800, Boston, MA, 02118, USA
- Department of Neurology, Boston University School of Medicine, 72 E Concord Street, B7800, Boston, MA, 20118, USA
- VA Boston Healthcare System, 150 S. Huntington Avenue, Boston, MA, 02130, USA
| | - Bertrand R. Huber
- Boston University Alzheimer’s Disease and CTE Center, Boston University School of Medicine, 72 E Concord Street, B7800, Boston, MA, 02118, USA
- Department of Neurology, Boston University School of Medicine, 72 E Concord Street, B7800, Boston, MA, 20118, USA
- VA Boston Healthcare System, 150 S. Huntington Avenue, Boston, MA, 02130, USA
| | - Yorghos Tripodis
- Boston University Alzheimer’s Disease and CTE Center, Boston University School of Medicine, 72 E Concord Street, B7800, Boston, MA, 02118, USA
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, 20118, USA
| | - Michael L. Alosco
- Boston University Alzheimer’s Disease and CTE Center, Boston University School of Medicine, 72 E Concord Street, B7800, Boston, MA, 02118, USA
- Department of Neurology, Boston University School of Medicine, 72 E Concord Street, B7800, Boston, MA, 20118, USA
| | - Jesse Mez
- Boston University Alzheimer’s Disease and CTE Center, Boston University School of Medicine, 72 E Concord Street, B7800, Boston, MA, 02118, USA
- Department of Neurology, Boston University School of Medicine, 72 E Concord Street, B7800, Boston, MA, 20118, USA
| | - Ann C. McKee
- Boston University Alzheimer’s Disease and CTE Center, Boston University School of Medicine, 72 E Concord Street, B7800, Boston, MA, 02118, USA
- VA Bedford Healthcare System, Bedford, MA, 01730, USA
- Department of Neurology, Boston University School of Medicine, 72 E Concord Street, B7800, Boston, MA, 20118, USA
- VA Boston Healthcare System, 150 S. Huntington Avenue, Boston, MA, 02130, USA
- Department of Pathology and Laboratory Medicine, Boston University School of Medicine, 72 E Concord Street, B7800, Boston, MA, 02118, USA
| | - Thor D. Stein
- Boston University Alzheimer’s Disease and CTE Center, Boston University School of Medicine, 72 E Concord Street, B7800, Boston, MA, 02118, USA
- VA Bedford Healthcare System, Bedford, MA, 01730, USA
- Department of Neurology, Boston University School of Medicine, 72 E Concord Street, B7800, Boston, MA, 20118, USA
- VA Boston Healthcare System, 150 S. Huntington Avenue, Boston, MA, 02130, USA
- Department of Pathology and Laboratory Medicine, Boston University School of Medicine, 72 E Concord Street, B7800, Boston, MA, 02118, USA
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42
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Frank B, Ally M, Brekke B, Zetterberg H, Blennow K, Sugarman MA, Ashton NJ, Karikari TK, Tripodis Y, Martin B, Palmisano JN, Steinberg EG, Simkina I, Turk KW, Budson AE, O’Connor MK, Au R, Goldstein LE, Jun GR, Kowall NW, Stein TD, McKee AC, Killiany R, Qiu WQ, Stern RA, Mez J, Alosco ML. Plasma p-tau 181 shows stronger network association to Alzheimer's disease dementia than neurofilament light and total tau. Alzheimers Dement 2022; 18:1523-1536. [PMID: 34854549 PMCID: PMC9160800 DOI: 10.1002/alz.12508] [Citation(s) in RCA: 15] [Impact Index Per Article: 7.5] [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: 03/23/2021] [Revised: 07/07/2021] [Accepted: 09/22/2021] [Indexed: 01/29/2023]
Abstract
INTRODUCTION We examined the ability of plasma hyperphosphorylated tau (p-tau)181 to detect cognitive impairment due to Alzheimer's disease (AD) independently and in combination with plasma total tau (t-tau) and neurofilament light (NfL). METHODS Plasma samples were analyzed using the Simoa platform for 235 participants with normal cognition (NC), 181 with mild cognitive impairment due to AD (MCI), and 153 with AD dementia. Statistical approaches included multinomial regression and Gaussian graphical models (GGMs) to assess a network of plasma biomarkers, neuropsychological tests, and demographic variables. RESULTS Plasma p-tau181 discriminated AD dementia from NC, but not MCI, and correlated with dementia severity and worse neuropsychological test performance. Plasma NfL similarly discriminated diagnostic groups. Unlike plasma NfL or t-tau, p-tau181 had a direct association with cognitive diagnosis in a bootstrapped GGM. DISCUSSION These results support plasma p-tau181 for the detection of AD dementia and the use of blood-based biomarkers for optimal disease detection.
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Affiliation(s)
- Brandon Frank
- Boston University Alzheimer’s Disease Center and CTE
CenterBoston University School of Medicine, Boston, Massachusetts, USA
- U.S. Department of Veteran Affairs, VA Bedford Healthcare
System, Bedford, Massachusetts, USA
| | - Madeline Ally
- Boston University Alzheimer’s Disease Center and CTE
CenterBoston University School of Medicine, Boston, Massachusetts, USA
| | - Bailee Brekke
- Boston University Alzheimer’s Disease Center and CTE
CenterBoston University School of Medicine, Boston, Massachusetts, USA
| | - Henrik Zetterberg
- Department of Neurodegenerative Disease, UCL Institute of
Neurology, London, UK
- UK Dementia Research Institute at UCL, London, UK
- Clinical Neurochemistry Laboratory, Sahlgrenska University
Hospital, Mölndal, Sweden
- Department of Psychiatry and Neurochemistry, Institute of
Neuroscience and Physiology, Sahlgrenska Academy at the University of Gothenburg,
Gothenburg, Sweden
| | - Kaj Blennow
- Clinical Neurochemistry Laboratory, Sahlgrenska University
Hospital, Mölndal, Sweden
- Department of Psychiatry and Neurochemistry, Institute of
Neuroscience and Physiology, Sahlgrenska Academy at the University of Gothenburg,
Gothenburg, Sweden
| | - Michael A. Sugarman
- Boston University Alzheimer’s Disease Center and CTE
CenterBoston University School of Medicine, Boston, Massachusetts, USA
- U.S. Department of Veteran Affairs, VA Bedford Healthcare
System, Bedford, Massachusetts, USA
| | - Nicholas J. Ashton
- Clinical Neurochemistry Laboratory, Sahlgrenska University
Hospital, Mölndal, Sweden
- Department of Psychiatry and Neurochemistry, Institute of
Neuroscience and Physiology, Sahlgrenska Academy at the University of Gothenburg,
Gothenburg, Sweden
| | - Thomas K. Karikari
- Clinical Neurochemistry Laboratory, Sahlgrenska University
Hospital, Mölndal, Sweden
- Department of Psychiatry and Neurochemistry, Institute of
Neuroscience and Physiology, Sahlgrenska Academy at the University of Gothenburg,
Gothenburg, Sweden
| | - Yorghos Tripodis
- Boston University Alzheimer’s Disease Center and CTE
CenterBoston University School of Medicine, Boston, Massachusetts, USA
- Department of Biostatistics, Boston University School of
Public Health, Boston, Massachusetts, USA
| | - Brett Martin
- Boston University Alzheimer’s Disease Center and CTE
CenterBoston University School of Medicine, Boston, Massachusetts, USA
- Biostatistics and Epidemiology Data Analytics Center,
Boston University School of Public Health, Boston, Massachusetts, USA
| | - Joseph N. Palmisano
- Boston University Alzheimer’s Disease Center and CTE
CenterBoston University School of Medicine, Boston, Massachusetts, USA
- Biostatistics and Epidemiology Data Analytics Center,
Boston University School of Public Health, Boston, Massachusetts, USA
| | - Eric G. Steinberg
- Boston University Alzheimer’s Disease Center and CTE
CenterBoston University School of Medicine, Boston, Massachusetts, USA
| | - Irene Simkina
- Department of Medicine, Boston University School of
Medicine, Boston, Massachusetts, USA
| | - Katherine W. Turk
- Boston University Alzheimer’s Disease Center and CTE
CenterBoston University School of Medicine, Boston, Massachusetts, USA
- Department of Neurology, Boston University School of
Medicine, Boston, Massachusetts, USA
- U.S. Department of Veteran Affairs, VA Boston Healthcare
System, Jamaica Plain, Massachusetts, USA
| | - Andrew E. Budson
- Boston University Alzheimer’s Disease Center and CTE
CenterBoston University School of Medicine, Boston, Massachusetts, USA
- Department of Neurology, Boston University School of
Medicine, Boston, Massachusetts, USA
- U.S. Department of Veteran Affairs, VA Boston Healthcare
System, Jamaica Plain, Massachusetts, USA
| | - Maureen K. O’Connor
- Boston University Alzheimer’s Disease Center and CTE
CenterBoston University School of Medicine, Boston, Massachusetts, USA
- U.S. Department of Veteran Affairs, VA Bedford Healthcare
System, Bedford, Massachusetts, USA
| | - Rhoda Au
- Boston University Alzheimer’s Disease Center and CTE
CenterBoston University School of Medicine, Boston, Massachusetts, USA
- Department of Neurology, Boston University School of
Medicine, Boston, Massachusetts, USA
- Department of Anatomy & Neurobiology, Boston
University School of Medicine, Boston, Massachusetts, USA
- Framingham Heart Study, Boston University School of
Medicine, Boston, Massachusetts, USA
- Department of Epidemiology, Boston University School of
Public Health, Boston, Massachusetts, USA
| | - Lee E. Goldstein
- Boston University Alzheimer’s Disease Center and CTE
CenterBoston University School of Medicine, Boston, Massachusetts, USA
- Department of Pathology and Laboratory Medicine, Boston
University School of Medicine, Boston, Massachusetts, USA
- Departments of Psychiatry and Ophthalmology, Boston
University School of Medicine, Boston, Massachusetts, USA
- Departments of Biomedical, Electrical & Computer
Engineering, Boston University College of Engineering, Boston, Massachusetts,
USA
| | - Gyungah R. Jun
- Department of Medicine, Boston University School of
Medicine, Boston, Massachusetts, USA
| | - Neil W. Kowall
- Boston University Alzheimer’s Disease Center and CTE
CenterBoston University School of Medicine, Boston, Massachusetts, USA
- Department of Neurology, Boston University School of
Medicine, Boston, Massachusetts, USA
- Department of Pathology and Laboratory Medicine, Boston
University School of Medicine, Boston, Massachusetts, USA
- U.S. Department of Veteran Affairs, VA Boston Healthcare
System, Jamaica Plain, Massachusetts, USA
| | - Thor D. Stein
- Boston University Alzheimer’s Disease Center and CTE
CenterBoston University School of Medicine, Boston, Massachusetts, USA
- U.S. Department of Veteran Affairs, VA Bedford Healthcare
System, Bedford, Massachusetts, USA
- Department of Pathology and Laboratory Medicine, Boston
University School of Medicine, Boston, Massachusetts, USA
- U.S. Department of Veteran Affairs, VA Boston Healthcare
System, Jamaica Plain, Massachusetts, USA
| | - Ann C. McKee
- Boston University Alzheimer’s Disease Center and CTE
CenterBoston University School of Medicine, Boston, Massachusetts, USA
- U.S. Department of Veteran Affairs, VA Bedford Healthcare
System, Bedford, Massachusetts, USA
- Department of Neurology, Boston University School of
Medicine, Boston, Massachusetts, USA
- Department of Pathology and Laboratory Medicine, Boston
University School of Medicine, Boston, Massachusetts, USA
- U.S. Department of Veteran Affairs, VA Boston Healthcare
System, Jamaica Plain, Massachusetts, USA
| | - Ronald Killiany
- Boston University Alzheimer’s Disease Center and CTE
CenterBoston University School of Medicine, Boston, Massachusetts, USA
- Department of Neurology, Boston University School of
Medicine, Boston, Massachusetts, USA
- Department of Anatomy & Neurobiology, Boston
University School of Medicine, Boston, Massachusetts, USA
- Center for Biomedical Imaging, Boston University School
of Medicine, Boston, Massachusetts, USA
| | - Wei Qiao Qiu
- Boston University Alzheimer’s Disease Center and CTE
CenterBoston University School of Medicine, Boston, Massachusetts, USA
- Department of Psychiatry, Boston University School of
Medicine, Boston, Massachusetts, USA
- Department of Pharmacology & Experimental
Therapeutics, Boston University School of Medicine, Boston, Massachusetts, USA
| | - Robert A. Stern
- Boston University Alzheimer’s Disease Center and CTE
CenterBoston University School of Medicine, Boston, Massachusetts, USA
- Department of Neurology, Boston University School of
Medicine, Boston, Massachusetts, USA
- Department of Anatomy & Neurobiology, Boston
University School of Medicine, Boston, Massachusetts, USA
- Department of Neurosurgery, Boston University School of
Medicine, Boston, Massachusetts, USA
| | - Jesse Mez
- Boston University Alzheimer’s Disease Center and CTE
CenterBoston University School of Medicine, Boston, Massachusetts, USA
- Department of Neurology, Boston University School of
Medicine, Boston, Massachusetts, USA
- Framingham Heart Study, Boston University School of
Medicine, Boston, Massachusetts, USA
| | - Michael L. Alosco
- Boston University Alzheimer’s Disease Center and CTE
CenterBoston University School of Medicine, Boston, Massachusetts, USA
- Department of Neurology, Boston University School of
Medicine, Boston, Massachusetts, USA
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43
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LeClair J, Weuve J, Fox MP, Mez J, Alosco ML, Nowinski C, McKee A, Tripodis Y. Relationship Between Level of American Football Playing and Diagnosis of Chronic Traumatic Encephalopathy in a Selection Bias Analysis. Am J Epidemiol 2022; 191:1429-1443. [PMID: 35434739 PMCID: PMC9989358 DOI: 10.1093/aje/kwac075] [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] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/17/2021] [Revised: 03/15/2022] [Accepted: 04/12/2022] [Indexed: 01/28/2023] Open
Abstract
Chronic traumatic encephalopathy (CTE) is a neurodegenerative disease associated with exposure to repetitive head impacts such as those from American football. Our understanding of this association is based on research in autopsied brains, since CTE can only be diagnosed postmortem. Such studies are susceptible to selection bias, which needs to be accounted for to ensure a generalizable estimate of the association between repetitive head impacts and CTE. We evaluated the relationship between level of American football playing and CTE diagnosis after adjusting for selection bias. The sample included 290 deceased male former American football players who donated their brains to the Veterans Affairs-Boston University-Concussion Legacy Foundation (VA-BU-CLF) Brain Bank between 2008 and 2019. After adjustment for selection bias, college-level and professional football players had 2.38 (95% simulation interval (SI): 1.16, 5.94) and 2.47 (95% SI: 1.46, 4.79) times the risk of being diagnosed with CTE as high-school-level players, respectively; these estimates are larger than estimates with no selection bias adjustment. Since CTE is currently diagnosed only postmortem, we additionally provide plausible scenarios for CTE risk ratios for each level of play during the former players' lifetime. This study provides further evidence to support a dose-response relationship between American football playing and CTE.
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Affiliation(s)
| | | | | | | | | | | | | | - Yorghos Tripodis
- Correspondence to Dr. Yorghos Tripodis, Department of Biostatistics, School of Public Health, Boston University, 801 Massachusetts Avenue, Crosstown Center, 3rd Floor, Boston, MA 02118 (e-mail: )
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44
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Atherton K, Han X, Chung J, Cherry JD, Baucom Z, Saltiel N, Nair E, Abdolmohammadi B, Uretsky M, Khan MM, Shea C, Durape S, Martin BM, Palmisano JN, Farrell K, Nowinski CJ, Alvarez VE, Dwyer B, Daneshvar DH, Katz DI, Goldstein LE, Cantu RC, Kowall NW, Alosco ML, Huber BR, Tripodis Y, Crary JF, Farrer L, Stern RA, Stein TD, McKee AC, Mez J. Association of APOE Genotypes and Chronic Traumatic Encephalopathy. JAMA Neurol 2022; 79:787-796. [PMID: 35759276 PMCID: PMC9237800 DOI: 10.1001/jamaneurol.2022.1634] [Citation(s) in RCA: 25] [Impact Index Per Article: 12.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Abstract
Importance Repetitive head impact (RHI) exposure is the chief risk factor for chronic traumatic encephalopathy (CTE). However, the occurrence and severity of CTE varies widely among those with similar RHI exposure. Limited evidence suggests that the APOEε4 allele may confer risk for CTE, but previous studies were small with limited scope. Objective To test the association between APOE genotype and CTE neuropathology and related endophenotypes. Design, Setting, and Participants This cross-sectional genetic association study analyzed brain donors from February 2008 to August 2019 from the Veterans Affairs-Boston University-Concussion Legacy Foundation Brain Bank. All donors had exposure to RHI from contact sports or military service. All eligible donors were included. Analysis took place between June 2020 and April 2022. Exposures One or more APOEε4 or APOEε2 alleles. Main Outcomes and Measures CTE neuropathological status, CTE stage (0-IV), semiquantitative phosphorylated tau (p-tau) burden in 11 brain regions (0-3), quantitative p-tau burden in the dorsolateral frontal lobe (log-transformed AT8+ pixel count per mm2), and dementia. Results Of 364 consecutive brain donors (100% male; 53 [14.6%] self-identified as Black and 311 [85.4%] as White; median [IQR] age, 65 [47-77] years) 20 years or older, there were 294 individuals with CTE and 70 controls. Among donors older than 65 years, APOEε4 status was significantly associated with CTE stage (odds ratio [OR], 2.34 [95% CI, 1.30-4.20]; false discovery rate [FDR]-corrected P = .01) and quantitative p-tau burden in the dorsolateral frontal lobe (β, 1.39 [95% CI, 0.83-1.94]; FDR-corrected P = 2.37 × 10-5). There was a nonsignificant association between APOEε4 status and dementia (OR, 2.64 [95% CI, 1.06-6.61]; FDR-corrected P = .08). Across 11 brain regions, significant associations were observed for semiquantitative p-tau burden in the frontal and parietal cortices, amygdala, and entorhinal cortex (OR range, 2.45-3.26). Among football players, the APOEε4 association size for CTE stage was similar to playing more than 7 years of football. Associations were significantly larger in the older half of the sample. There was no significant association for CTE status. Association sizes were similar when donors with an Alzheimer disease neuropathological diagnosis were excluded and were reduced but remained significant after adjusting for neuritic and diffuse amyloid plaques. No associations were observed for APOEε2 status. Models were adjusted for age at death and race. Conclusions and Relevance APOEε4 may confer increased risk for CTE-related neuropathological and clinical outcomes among older individuals with RHI exposure. Further work is required to validate these findings in an independent sample.
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Affiliation(s)
- Kathryn Atherton
- Boston University Bioinformatics Graduate Program, Boston, Massachusetts
| | - Xudong Han
- Boston University Bioinformatics Graduate Program, Boston, Massachusetts.,Boston University Alzheimer's Disease and CTE Centers, Boston University School of Medicine, Boston, Massachusetts
| | - Jaeyoon Chung
- Department of Medicine (Biomedical Genetics), Boston University School of Medicine, Boston, Massachusetts
| | - Jonathan D Cherry
- Boston University Alzheimer's Disease and CTE Centers, Boston University School of Medicine, Boston, Massachusetts.,VA Boston Healthcare System, Boston, Massachusetts.,Department of Pathology and Laboratory Medicine, Boston University School of Medicine, Boston, Massachusetts.,Department of Veterans Affairs Medical Center, Bedford, Massachusetts
| | - Zachary Baucom
- Boston University Department of Biostatistics, Boston University School of Public Health, Boston, Massachusetts
| | - Nicole Saltiel
- Boston University Alzheimer's Disease and CTE Centers, Boston University School of Medicine, Boston, Massachusetts.,VA Boston Healthcare System, Boston, Massachusetts.,Department of Veterans Affairs Medical Center, Bedford, Massachusetts
| | - Evan Nair
- Boston University Alzheimer's Disease and CTE Centers, Boston University School of Medicine, Boston, Massachusetts
| | - Bobak Abdolmohammadi
- Boston University Alzheimer's Disease and CTE Centers, Boston University School of Medicine, Boston, Massachusetts
| | - Madeline Uretsky
- Boston University Alzheimer's Disease and CTE Centers, Boston University School of Medicine, Boston, Massachusetts
| | | | - Conor Shea
- Boston University Bioinformatics Graduate Program, Boston, Massachusetts
| | - Shruti Durape
- Boston University Alzheimer's Disease and CTE Centers, Boston University School of Medicine, Boston, Massachusetts
| | - Brett M Martin
- Boston University Alzheimer's Disease and CTE Centers, Boston University School of Medicine, Boston, Massachusetts.,Biostatistics & Epidemiology Data Analytics Center, Boston University School of Public Health, Boston, Massachusetts
| | - Joseph N Palmisano
- Boston University Alzheimer's Disease and CTE Centers, Boston University School of Medicine, Boston, Massachusetts.,Biostatistics & Epidemiology Data Analytics Center, Boston University School of Public Health, Boston, Massachusetts
| | - Kurt Farrell
- Department of Pathology, Fishberg Department of Neuroscience, Friedman Brain Institute, Ronald M. Loeb Center for Alzheimer's Disease, Icahn School of Medicine at Mount Sinai, New York, New York
| | - Christopher J Nowinski
- Boston University Alzheimer's Disease and CTE Centers, Boston University School of Medicine, Boston, Massachusetts.,Concussion Legacy Foundation, Boston, Massachusetts
| | - Victor E Alvarez
- Boston University Alzheimer's Disease and CTE Centers, Boston University School of Medicine, Boston, Massachusetts.,VA Boston Healthcare System, Boston, Massachusetts.,Department of Veterans Affairs Medical Center, Bedford, Massachusetts
| | - Brigid Dwyer
- Braintree Rehabilitation Hospital, Braintree, Massachusetts.,Department of Neurology, Boston University School of Medicine, Boston, Massachusetts
| | - Daniel H Daneshvar
- Department of Rehabilitation Medicine, Harvard Medical School, Boston, Massachusetts
| | - Douglas I Katz
- Braintree Rehabilitation Hospital, Braintree, Massachusetts.,Department of Neurology, Boston University School of Medicine, Boston, Massachusetts
| | - Lee E Goldstein
- Boston University Alzheimer's Disease and CTE Centers, Boston University School of Medicine, Boston, Massachusetts.,Department of Pathology and Laboratory Medicine, Boston University School of Medicine, Boston, Massachusetts.,Department of Neurology, Boston University School of Medicine, Boston, Massachusetts.,Department of Psychiatry, Boston University School of Medicine, Boston, Massachusetts
| | - Robert C Cantu
- Boston University Alzheimer's Disease and CTE Centers, Boston University School of Medicine, Boston, Massachusetts.,Department of Neurology, Boston University School of Medicine, Boston, Massachusetts.,Department of Neurosurgery, Emerson Hospital, Concord, Massachusetts
| | - Neil W Kowall
- Boston University Alzheimer's Disease and CTE Centers, Boston University School of Medicine, Boston, Massachusetts.,Department of Pathology and Laboratory Medicine, Boston University School of Medicine, Boston, Massachusetts.,Department of Neurology, Boston University School of Medicine, Boston, Massachusetts
| | - Michael L Alosco
- Boston University Alzheimer's Disease and CTE Centers, Boston University School of Medicine, Boston, Massachusetts.,Department of Neurology, Boston University School of Medicine, Boston, Massachusetts
| | - Bertrand R Huber
- Boston University Alzheimer's Disease and CTE Centers, Boston University School of Medicine, Boston, Massachusetts.,VA Boston Healthcare System, Boston, Massachusetts.,Department of Veterans Affairs Medical Center, Bedford, Massachusetts.,Department of Neurology, Boston University School of Medicine, Boston, Massachusetts
| | - Yorghos Tripodis
- Boston University Alzheimer's Disease and CTE Centers, Boston University School of Medicine, Boston, Massachusetts.,Boston University Department of Biostatistics, Boston University School of Public Health, Boston, Massachusetts
| | - John F Crary
- Department of Pathology, Fishberg Department of Neuroscience, Friedman Brain Institute, Ronald M. Loeb Center for Alzheimer's Disease, Icahn School of Medicine at Mount Sinai, New York, New York
| | - Lindsay Farrer
- Boston University Alzheimer's Disease and CTE Centers, Boston University School of Medicine, Boston, Massachusetts.,Department of Medicine (Biomedical Genetics), Boston University School of Medicine, Boston, Massachusetts.,Boston University Department of Biostatistics, Boston University School of Public Health, Boston, Massachusetts.,Department of Neurology, Boston University School of Medicine, Boston, Massachusetts
| | - Robert A Stern
- Boston University Alzheimer's Disease and CTE Centers, Boston University School of Medicine, Boston, Massachusetts.,Department of Neurology, Boston University School of Medicine, Boston, Massachusetts
| | - Thor D Stein
- Boston University Alzheimer's Disease and CTE Centers, Boston University School of Medicine, Boston, Massachusetts.,VA Boston Healthcare System, Boston, Massachusetts.,Department of Pathology and Laboratory Medicine, Boston University School of Medicine, Boston, Massachusetts.,Department of Veterans Affairs Medical Center, Bedford, Massachusetts
| | - Ann C McKee
- Boston University Alzheimer's Disease and CTE Centers, Boston University School of Medicine, Boston, Massachusetts.,VA Boston Healthcare System, Boston, Massachusetts.,Department of Pathology and Laboratory Medicine, Boston University School of Medicine, Boston, Massachusetts.,Department of Veterans Affairs Medical Center, Bedford, Massachusetts.,Department of Neurology, Boston University School of Medicine, Boston, Massachusetts
| | - Jesse Mez
- Boston University Alzheimer's Disease and CTE Centers, Boston University School of Medicine, Boston, Massachusetts.,Department of Neurology, Boston University School of Medicine, Boston, Massachusetts
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45
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Qiu S, Miller MI, Joshi PS, Lee JC, Xue C, Ni Y, Wang Y, De Anda-Duran I, Hwang PH, Cramer JA, Dwyer BC, Hao H, Kaku MC, Kedar S, Lee PH, Mian AZ, Murman DL, O'Shea S, Paul AB, Saint-Hilaire MH, Alton Sartor E, Saxena AR, Shih LC, Small JE, Smith MJ, Swaminathan A, Takahashi CE, Taraschenko O, You H, Yuan J, Zhou Y, Zhu S, Alosco ML, Mez J, Stein TD, Poston KL, Au R, Kolachalama VB. Multimodal deep learning for Alzheimer's disease dementia assessment. Nat Commun 2022; 13:3404. [PMID: 35725739 PMCID: PMC9209452 DOI: 10.1038/s41467-022-31037-5] [Citation(s) in RCA: 46] [Impact Index Per Article: 23.0] [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: 08/21/2021] [Accepted: 05/06/2022] [Indexed: 02/02/2023] Open
Abstract
Worldwide, there are nearly 10 million new cases of dementia annually, of which Alzheimer's disease (AD) is the most common. New measures are needed to improve the diagnosis of individuals with cognitive impairment due to various etiologies. Here, we report a deep learning framework that accomplishes multiple diagnostic steps in successive fashion to identify persons with normal cognition (NC), mild cognitive impairment (MCI), AD, and non-AD dementias (nADD). We demonstrate a range of models capable of accepting flexible combinations of routinely collected clinical information, including demographics, medical history, neuropsychological testing, neuroimaging, and functional assessments. We then show that these frameworks compare favorably with the diagnostic accuracy of practicing neurologists and neuroradiologists. Lastly, we apply interpretability methods in computer vision to show that disease-specific patterns detected by our models track distinct patterns of degenerative changes throughout the brain and correspond closely with the presence of neuropathological lesions on autopsy. Our work demonstrates methodologies for validating computational predictions with established standards of medical diagnosis.
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Grants
- R01 AG054076 NIA NIH HHS
- R01 AG016495 NIA NIH HHS
- U19 AG065156 NIA NIH HHS
- P30 AG066515 NIA NIH HHS
- RF1 AG062109 NIA NIH HHS
- RF1 AG072654 NIA NIH HHS
- R01 NS115114 NINDS NIH HHS
- R01 HL159620 NHLBI NIH HHS
- R56 AG062109 NIA NIH HHS
- P30 AG013846 NIA NIH HHS
- R21 CA253498 NCI NIH HHS
- K23 NS075097 NINDS NIH HHS
- U19 AG068753 NIA NIH HHS
- P30 AG066546 NIA NIH HHS
- R01 AG033040 NIA NIH HHS
- The Karen Toffler Charitable Trust, the Michael J. Fox Foundation, the Lewy Body Dementia Association, the Alzheimer’s Drug Discovery Foundation, the American Heart Association (20SFRN35460031), and the National Institutes of Health (R01-HL159620, R21-CA253498, RF1-AG062109, RF1-AG072654, U19-AG065156, P30-AG066515, R01-NS115114, K23-NS075097, U19-AG068753 and P30-AG013846).
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Affiliation(s)
- Shangran Qiu
- Department of Medicine, Boston University School of Medicine, Boston, MA, USA
- Department of Physics, College of Arts & Sciences, Boston University, Boston, MA, USA
| | - Matthew I Miller
- Department of Medicine, Boston University School of Medicine, Boston, MA, USA
| | - Prajakta S Joshi
- Department of Anatomy and Neurobiology, Boston University School of Medicine, Boston, MA, USA
- Department of General Dentistry, Boston University School of Dental Medicine, Boston, MA, USA
- The Framingham Heart Study, Boston University School of Medicine, Boston, MA, USA
| | - Joyce C Lee
- Department of Medicine, Boston University School of Medicine, Boston, MA, USA
| | - Chonghua Xue
- Department of Medicine, Boston University School of Medicine, Boston, MA, USA
- Department of Anatomy and Neurobiology, Boston University School of Medicine, Boston, MA, USA
| | - Yunruo Ni
- Department of Medicine, Boston University School of Medicine, Boston, MA, USA
| | - Yuwei Wang
- Department of Medicine, Boston University School of Medicine, Boston, MA, USA
| | - Ileana De Anda-Duran
- School of Public Health and Tropical Medicine, Tulane University, New Orleans, LA, USA
| | - Phillip H Hwang
- Department of Anatomy and Neurobiology, Boston University School of Medicine, Boston, MA, USA
| | - Justin A Cramer
- Department of Radiology, College of Medicine, University of Nebraska Medical Center, Omaha, NE, USA
| | - Brigid C Dwyer
- Department of Neurology, Boston University School of Medicine, Boston, MA, USA
| | - Honglin Hao
- Department of Neurology, Peking Union Medical College Hospital, Peking Union Medical College, Chinese Academy of Medical Sciences, Beijing, China
| | - Michelle C Kaku
- Department of Neurology, Boston University School of Medicine, Boston, MA, USA
| | - Sachin Kedar
- Department of Neurological Sciences, College of Medicine, University of Nebraska Medical Center, Omaha, NE, USA
- Department Neurology, Emory University School of Medicine, Atlanta, GA, USA
- Department Ophthalmology, Emory University School of Medicine, Atlanta, GA, USA
| | - Peter H Lee
- Department of Radiology, Lahey Hospital & Medical Center, Burlington, MA, USA
| | - Asim Z Mian
- Department of Radiology, Boston University School of Medicine, Boston, MA, USA
| | - Daniel L Murman
- Department of Neurological Sciences, College of Medicine, University of Nebraska Medical Center, Omaha, NE, USA
| | - Sarah O'Shea
- Department of Neurology, Boston University School of Medicine, Boston, MA, USA
| | - Aaron B Paul
- Department of Radiology, Lahey Hospital & Medical Center, Burlington, MA, USA
| | | | - E Alton Sartor
- Department of Neurology, Boston University School of Medicine, Boston, MA, USA
| | - Aneeta R Saxena
- Department of Neurology, Boston University School of Medicine, Boston, MA, USA
| | - Ludy C Shih
- Department of Neurology, Boston University School of Medicine, Boston, MA, USA
| | - Juan E Small
- Department of Radiology, Lahey Hospital & Medical Center, Burlington, MA, USA
| | - Maximilian J Smith
- Department of Radiology, Lahey Hospital & Medical Center, Burlington, MA, USA
| | - Arun Swaminathan
- Department of Neurological Sciences, College of Medicine, University of Nebraska Medical Center, Omaha, NE, USA
| | | | - Olga Taraschenko
- Department of Neurological Sciences, College of Medicine, University of Nebraska Medical Center, Omaha, NE, USA
| | - Hui You
- Department of Radiology, Peking Union Medical College Hospital, Peking Union Medical College, Chinese Academy of Medical Sciences, Beijing, China
| | - Jing Yuan
- Department of Neurology, Peking Union Medical College Hospital, Peking Union Medical College, Chinese Academy of Medical Sciences, Beijing, China
| | - Yan Zhou
- Department of Neurology, Peking Union Medical College Hospital, Peking Union Medical College, Chinese Academy of Medical Sciences, Beijing, China
| | - Shuhan Zhu
- Department of Neurology, Boston University School of Medicine, Boston, MA, USA
| | - Michael L Alosco
- Department of Neurology, Boston University School of Medicine, Boston, MA, USA
- Boston University Alzheimer's Disease Research Center, Boston, MA, USA
| | - Jesse Mez
- The Framingham Heart Study, Boston University School of Medicine, Boston, MA, USA
- Department of Neurology, Boston University School of Medicine, Boston, MA, USA
- Boston University Alzheimer's Disease Research Center, Boston, MA, USA
| | - Thor D Stein
- Boston University Alzheimer's Disease Research Center, Boston, MA, USA
- Department of Pathology and Laboratory Medicine, Boston University School of Medicine, Boston, MA, USA
- Boston VA Healthcare System, Boston, MA, USA
- Bedford VA Healthcare System, Bedford, MA, USA
| | | | - Rhoda Au
- Department of Anatomy and Neurobiology, Boston University School of Medicine, Boston, MA, USA
- The Framingham Heart Study, Boston University School of Medicine, Boston, MA, USA
- Department of Neurology, Boston University School of Medicine, Boston, MA, USA
- Boston University Alzheimer's Disease Research Center, Boston, MA, USA
- Department of Epidemiology, Boston University School of Public Health, Boston, MA, USA
| | - Vijaya B Kolachalama
- Department of Medicine, Boston University School of Medicine, Boston, MA, USA.
- Boston University Alzheimer's Disease Research Center, Boston, MA, USA.
- Department of Computer Science, Boston University, Boston, MA, USA.
- Faculty of Computing & Data Sciences, Boston University, Boston, MA, USA.
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Alvia M, Aytan N, Spencer KR, Foster ZW, Rauf NA, Guilderson L, Robey I, Averill JG, Walker SE, Alvarez VE, Huber BR, Mathais R, Cormier KA, Nicks R, Pothast M, Labadorf A, Agus F, Alosco ML, Mez J, Kowall NW, McKee AC, Brady CB, Stein TD. MicroRNA Alterations in Chronic Traumatic Encephalopathy and Amyotrophic Lateral Sclerosis. Front Neurosci 2022; 16:855096. [PMID: 35663558 PMCID: PMC9160996 DOI: 10.3389/fnins.2022.855096] [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] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2022] [Accepted: 03/09/2022] [Indexed: 11/13/2022] Open
Abstract
Repetitive head impacts (RHI) and traumatic brain injuries are risk factors for the neurodegenerative diseases chronic traumatic encephalopathy (CTE) and amyotrophic lateral sclerosis (ALS). ALS and CTE are distinct disorders, yet in some instances, share pathology, affect similar brain regions, and occur together. The pathways involved and biomarkers for diagnosis of both diseases are largely unknown. MicroRNAs (miRNAs) involved in gene regulation may be altered in neurodegeneration and be useful as stable biomarkers. Thus, we set out to determine associations between miRNA levels and disease state within the prefrontal cortex in a group of brain donors with CTE, ALS, CTE + ALS and controls. Of 47 miRNAs previously implicated in neurological disease and tested here, 28 (60%) were significantly different between pathology groups. Of these, 21 (75%) were upregulated in both ALS and CTE, including miRNAs involved in inflammatory, apoptotic, and cell growth/differentiation pathways. The most significant change occurred in miR-10b, which was significantly increased in ALS, but not CTE or CTE + ALS. Overall, we found patterns of miRNA expression that are common and unique to CTE and ALS and that suggest shared and distinct mechanisms of pathogenesis.
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Affiliation(s)
- Marcela Alvia
- Boston University Alzheimer’s Disease Research Center, Boston University CTE Center, Boston University School of Medicine, Boston, MA, United States
| | - Nurgul Aytan
- Boston University Alzheimer’s Disease Research Center, Boston University CTE Center, Boston University School of Medicine, Boston, MA, United States
- Department of Neurology, Boston University School of Medicine, Boston, MA, United States
| | | | | | | | | | - Ian Robey
- Southern Arizona VA Healthcare System, Tucson, AZ, United States
| | - James G. Averill
- Southern Arizona VA Healthcare System, Tucson, AZ, United States
| | - Sean E. Walker
- Southern Arizona VA Healthcare System, Tucson, AZ, United States
| | - Victor E. Alvarez
- Boston University Alzheimer’s Disease Research Center, Boston University CTE Center, Boston University School of Medicine, Boston, MA, United States
- Department of Neurology, Boston University School of Medicine, Boston, MA, United States
- VA Boston Healthcare System, Boston, MA, United States
- Department of Veterans Affairs Medical Center, Bedford, MA, United States
| | - Bertrand R. Huber
- Boston University Alzheimer’s Disease Research Center, Boston University CTE Center, Boston University School of Medicine, Boston, MA, United States
- Department of Neurology, Boston University School of Medicine, Boston, MA, United States
- VA Boston Healthcare System, Boston, MA, United States
| | - Rebecca Mathais
- Boston University Alzheimer’s Disease Research Center, Boston University CTE Center, Boston University School of Medicine, Boston, MA, United States
| | - Kerry A. Cormier
- Boston University Alzheimer’s Disease Research Center, Boston University CTE Center, Boston University School of Medicine, Boston, MA, United States
- VA Boston Healthcare System, Boston, MA, United States
- Department of Veterans Affairs Medical Center, Bedford, MA, United States
| | - Raymond Nicks
- Boston University Alzheimer’s Disease Research Center, Boston University CTE Center, Boston University School of Medicine, Boston, MA, United States
| | - Morgan Pothast
- Boston University Alzheimer’s Disease Research Center, Boston University CTE Center, Boston University School of Medicine, Boston, MA, United States
| | - Adam Labadorf
- Department of Neurology, Boston University School of Medicine, Boston, MA, United States
- VA Boston Healthcare System, Boston, MA, United States
| | - Filisia Agus
- Department of Neurology, Boston University School of Medicine, Boston, MA, United States
| | - Michael L. Alosco
- Boston University Alzheimer’s Disease Research Center, Boston University CTE Center, Boston University School of Medicine, Boston, MA, United States
- Department of Neurology, Boston University School of Medicine, Boston, MA, United States
| | - Jesse Mez
- Boston University Alzheimer’s Disease Research Center, Boston University CTE Center, Boston University School of Medicine, Boston, MA, United States
- Department of Neurology, Boston University School of Medicine, Boston, MA, United States
| | - Neil W. Kowall
- Boston University Alzheimer’s Disease Research Center, Boston University CTE Center, Boston University School of Medicine, Boston, MA, United States
- Department of Neurology, Boston University School of Medicine, Boston, MA, United States
- VA Boston Healthcare System, Boston, MA, United States
| | - Ann C. McKee
- Boston University Alzheimer’s Disease Research Center, Boston University CTE Center, Boston University School of Medicine, Boston, MA, United States
- Department of Neurology, Boston University School of Medicine, Boston, MA, United States
- VA Boston Healthcare System, Boston, MA, United States
- Department of Veterans Affairs Medical Center, Bedford, MA, United States
- Department of Pathology and Laboratory Medicine, Boston University School of Medicine, Boston, MA, United States
| | - Christopher B. Brady
- Department of Neurology, Boston University School of Medicine, Boston, MA, United States
- VA Boston Healthcare System, Boston, MA, United States
- Department of Veterans Affairs Medical Center, Bedford, MA, United States
| | - Thor D. Stein
- Boston University Alzheimer’s Disease Research Center, Boston University CTE Center, Boston University School of Medicine, Boston, MA, United States
- VA Boston Healthcare System, Boston, MA, United States
- Department of Veterans Affairs Medical Center, Bedford, MA, United States
- Department of Pathology and Laboratory Medicine, Boston University School of Medicine, Boston, MA, United States
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47
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Phelps A, Alosco ML, Baucom Z, Hartlage K, Palmisano JN, Weuve J, Mez J, Tripodis Y, Stern RA. Association of Playing College American Football With Long-term Health Outcomes and Mortality. JAMA Netw Open 2022; 5:e228775. [PMID: 35442450 PMCID: PMC9021915 DOI: 10.1001/jamanetworkopen.2022.8775] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/07/2023] Open
Abstract
IMPORTANCE Exposure to repetitive head impacts from playing American football (including impacts resulting in symptomatic concussions and subconcussive trauma) is associated with increased risk for later-life health problems, including cognitive and neuropsychiatric decline and neurodegenerative disease. Most research on long-term health consequences of playing football has focused on former professional athletes, with limited studies of former college players. OBJECTIVES To estimate the prevalence of self-reported health conditions among former college football players compared with a sample of men in the general population as well as standardized mortality ratios (SMRs) among former college football players. DESIGN, SETTING, AND PARTICIPANTS This cohort study included data from 447 former University of Notre Dame (ND) football players aged 59 to 75 years who were seniors on the rosters from 1964 to 1980. A health outcomes survey was distributed to living players and next of kin of deceased players for whom contact information was available. The survey was completed from December 2018 to May 2019. EXPOSURE Participation in football at ND. MAIN OUTCOMES AND MEASURES Prevalence of health outcomes was compared between living former players who completed the survey and propensity score-matched participants in the Health and Retirement Study (HRS). Standardized mortality ratios of all causes and specific causes of death among all former players were compared with those among men in the general US population. RESULTS A total of 216 living players completed the health survey (median age, 67 years; IQR, 63-70 years) and were compared with 638 participants in the HRS (median age, 66 years; IQR, 63-70 years). Former players reported a higher prevalence of cognitive impairment (10 [5%] vs 8 [1%]; P = .02), headaches (22 [10%] vs 22 [4%]; P = .001), cardiovascular disease (70 [33%] vs 128 [20%]; P = .001), hypercholesterolemia (111 [52%] vs 182 [29%]; P = .001), and alcohol use (185 [86%] vs 489 [77%]; P = .02) and a lower prevalence of diabetes (24 [11%] vs 146 [23%]; P = .001). All-cause mortality (SMR, 0.54; 95% CI, 0.42-0.67) and mortality from heart (SMR, 0.64; 95% CI, 0.39-0.99), circulatory (SMR, 0.23; 95% CI, 0.03-0.83), respiratory (SMR, 0.13; 95% CI, 0.00-0.70), and digestive system (SMR, 0.13; 95% CI, 0.00-0.74) disorders; lung cancer (SMR, 0.26; 95% CI, 0.05-0.77); and violence (SMR, 0.10; 95% CI, 0.00-0.58) were significantly lower in the ND cohort than in the general population. Mortality from brain and other nervous system cancers was significantly higher in the ND cohort (SMR, 3.82; 95% CI, 1.04-9.77). Whereas point estimates were greater for all neurodegenerative causes (SMR, 1.42; 95% CI, 0.29-4.18), amyotrophic lateral sclerosis (SMR, 2.93; 95% CI, 0.36-10.59), and Parkinson disease (SMR, 2.07; 95% CI, 0.05-11.55), the difference did not reach statistical significance. CONCLUSIONS AND RELEVANCE In this cohort study of former college football players, both positive and negative health outcomes were observed. With more than 800 000 former college players living in the US, additional research appears to be needed to provide stakeholders with guidance to maximize factors that improve health outcomes and minimize factors that may increase risk for later-life morbidity and mortality.
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Affiliation(s)
- Alyssa Phelps
- Boston University Alzheimer’s Disease Research Center and CTE Center, Boston University School of Medicine, Boston, Massachusetts
| | - Michael L. Alosco
- Boston University Alzheimer’s Disease Research Center and CTE Center, Boston University School of Medicine, Boston, Massachusetts
- Department of Neurology, Boston University School of Medicine, Boston, Massachusetts
| | - Zachary Baucom
- Department of Biostatistics, Boston University School of Public Health, Boston, Massachusetts
| | - Kaitlin Hartlage
- Biostatistics and Epidemiology Data Analytics Center, Boston University School of Public Health, Boston, Massachusetts
| | - Joseph N. Palmisano
- Boston University Alzheimer’s Disease Research Center and CTE Center, Boston University School of Medicine, Boston, Massachusetts
- Biostatistics and Epidemiology Data Analytics Center, Boston University School of Public Health, Boston, Massachusetts
| | - Jennifer Weuve
- Department of Epidemiology, Boston University School of Public Health, Boston, Massachusetts
| | - Jesse Mez
- Boston University Alzheimer’s Disease Research Center and CTE Center, Boston University School of Medicine, Boston, Massachusetts
- Department of Neurology, Boston University School of Medicine, Boston, Massachusetts
| | - Yorghos Tripodis
- Boston University Alzheimer’s Disease Research Center and CTE Center, Boston University School of Medicine, Boston, Massachusetts
- Department of Biostatistics, Boston University School of Public Health, Boston, Massachusetts
| | - Robert A. Stern
- Boston University Alzheimer’s Disease Research Center and CTE Center, Boston University School of Medicine, Boston, Massachusetts
- Department of Neurology, Boston University School of Medicine, Boston, Massachusetts
- Department of Neurosurgery, Boston University School of Medicine, Boston, Massachusetts
- Department of Anatomy & Neurobiology, Boston University School of Medicine, Boston, Massachusetts
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48
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Turk KW, Geada A, Alvarez VE, Xia W, Cherry JD, Nicks R, Meng G, Daley S, Tripodis Y, Huber BR, Budson AE, Dwyer B, Kowall NW, Cantu RC, Goldstein LE, Katz DI, Stern RA, Alosco ML, Mez J, McKee AC, Stein TD. A comparison between tau and amyloid-β cerebrospinal fluid biomarkers in chronic traumatic encephalopathy and Alzheimer disease. Alzheimers Res Ther 2022; 14:28. [PMID: 35139894 PMCID: PMC8830027 DOI: 10.1186/s13195-022-00976-y] [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] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2021] [Accepted: 02/02/2022] [Indexed: 01/14/2023]
Abstract
BACKGROUND Cerebrospinal fluid (CSF) tau and beta-amyloid levels in chronic traumatic encephalopathy (CTE), a disease which can be clinically indistinguishable from Alzheimer's disease (AD), are largely unknown. We examined postmortem CSF analytes among participants with autopsy confirmed CTE and AD. METHODS In this cross-sectional study 192 participants from the Boston University AD Research Center, VA-BU-CLF Center, and Framingham Heart Study (FHS) had post-mortem CSF collected at autopsy. Participants were divided into pathological groups based on AD and CTE criteria, with 61 CTE participants (18 low, 43 high stage), 79 AD participants (23 low, 56 intermediate to high), 11 participants with CTE combined with AD, and 41 participants lacking both CTE and AD neuropathology. The Meso Scale Discovery immunoassay system was utilized to measure amyloid-beta (Aβ1-40, Aβ1-42), total tau (t-tau), and phosphorylated tau (p-tau181 and p-tau231). CSF analytes were then compared across the pathological groups: no CTE/no AD (control), Low CTE, Low AD, High CTE, Intermediate/High AD, and AD+CTE. RESULTS Among the Low disease state groups, the Low CTE group had significantly higher levels of p-tau231 versus the control group and compared to the Low AD group. The Low CTE group was also found to have significantly lower levels of Aβ1-42 compared to the control group. The high CTE group had higher levels of p-tau231 and lower levels of Aβ1-42 compared to Intermediate/High AD group. CONCLUSIONS Importantly, p-tau231 and Aβ1-42 were predictors of diagnosis of CTE vs. control and CTE vs. AD. Increased CSF p-tau231 is a promising potentially sensitive biomarker of CTE, and CSF Aβ1-42 needs further investigation in CTE.
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Affiliation(s)
- Katherine W Turk
- Boston University Alzheimer's Disease Research and CTE Center, Boston University School of Medicine, Boston, MA, 02118, USA
- VA Boston Healthcare System, 150 S. Huntington Avenue, Boston, MA, 02130, USA
- Department of Neurology, Boston University School of Medicine, Boston, MA, 20118, USA
| | - Alexandra Geada
- Boston University School of Medicine, Boston, MA, 02118, USA
| | - Victor E Alvarez
- Boston University Alzheimer's Disease Research and CTE Center, Boston University School of Medicine, Boston, MA, 02118, USA
- VA Boston Healthcare System, 150 S. Huntington Avenue, Boston, MA, 02130, USA
- Department of Neurology, Boston University School of Medicine, Boston, MA, 20118, USA
- VA Bedford Healthcare System, Bedford, MA, 01730, USA
| | - Weiming Xia
- Boston University Alzheimer's Disease Research and CTE Center, Boston University School of Medicine, Boston, MA, 02118, USA
- VA Bedford Healthcare System, Bedford, MA, 01730, USA
| | - Jonathan D Cherry
- Boston University Alzheimer's Disease Research and CTE Center, Boston University School of Medicine, Boston, MA, 02118, USA
- VA Boston Healthcare System, 150 S. Huntington Avenue, Boston, MA, 02130, USA
- Department of Neurology, Boston University School of Medicine, Boston, MA, 20118, USA
| | - Raymond Nicks
- Boston University Alzheimer's Disease Research and CTE Center, Boston University School of Medicine, Boston, MA, 02118, USA
- VA Bedford Healthcare System, Bedford, MA, 01730, USA
| | - Gaoyuan Meng
- VA Boston Healthcare System, 150 S. Huntington Avenue, Boston, MA, 02130, USA
- VA Bedford Healthcare System, Bedford, MA, 01730, USA
| | - Sarah Daley
- Boston University Alzheimer's Disease Research and CTE Center, Boston University School of Medicine, Boston, MA, 02118, USA
- VA Bedford Healthcare System, Bedford, MA, 01730, USA
| | - Yorghos Tripodis
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, 20118, USA
| | - Bertrand R Huber
- Boston University Alzheimer's Disease Research and CTE Center, Boston University School of Medicine, Boston, MA, 02118, USA
- VA Boston Healthcare System, 150 S. Huntington Avenue, Boston, MA, 02130, USA
- Department of Neurology, Boston University School of Medicine, Boston, MA, 20118, USA
| | - Andrew E Budson
- Boston University Alzheimer's Disease Research and CTE Center, Boston University School of Medicine, Boston, MA, 02118, USA
- VA Boston Healthcare System, 150 S. Huntington Avenue, Boston, MA, 02130, USA
- Department of Neurology, Boston University School of Medicine, Boston, MA, 20118, USA
| | - Brigid Dwyer
- Department of Neurology, Boston University School of Medicine, Boston, MA, 20118, USA
- Braintree Rehabilitation Hospital, Braintree, MA, 02118, USA
| | - Neil W Kowall
- Boston University Alzheimer's Disease Research and CTE Center, Boston University School of Medicine, Boston, MA, 02118, USA
- VA Boston Healthcare System, 150 S. Huntington Avenue, Boston, MA, 02130, USA
- Department of Neurology, Boston University School of Medicine, Boston, MA, 20118, USA
| | - Robert C Cantu
- Boston University Alzheimer's Disease Research and CTE Center, Boston University School of Medicine, Boston, MA, 02118, USA
- Department of Anatomy and Neurobiology, Boston University School of Medicine, Boston, MA, 20119, USA
- Concussion Legacy Foundation, Boston, MA, 02115, USA
- Department of Neurosurgery, Boston University School of Medicine, Boston, MA, 02118, USA
- Department of Neurosurgery, Emerson Hospital, Concord, MA, 01742, USA
| | - Lee E Goldstein
- Boston University Alzheimer's Disease Research and CTE Center, Boston University School of Medicine, Boston, MA, 02118, USA
- Departments of Psychiatry, Ophthalmology, Boston University School of Medicine, Boston, USA
- Departments of Biomedical, Electrical & Computer Engineering, Boston University College of Engineering, Boston, USA
- Department of Pathology and Laboratory Medicine, Boston University School of Medicine, Boston, MA, 02118, USA
| | - Douglas I Katz
- Department of Neurology, Boston University School of Medicine, Boston, MA, 20118, USA
- Braintree Rehabilitation Hospital, Braintree, MA, 02118, USA
| | - Robert A Stern
- Boston University Alzheimer's Disease Research and CTE Center, Boston University School of Medicine, Boston, MA, 02118, USA
- Department of Neurology, Boston University School of Medicine, Boston, MA, 20118, USA
- Department of Anatomy and Neurobiology, Boston University School of Medicine, Boston, MA, 20119, USA
- Department of Neurosurgery, Boston University School of Medicine, Boston, MA, 02118, USA
| | - Michael L Alosco
- Boston University Alzheimer's Disease Research and CTE Center, Boston University School of Medicine, Boston, MA, 02118, USA
- Department of Neurology, Boston University School of Medicine, Boston, MA, 20118, USA
| | - Jesse Mez
- Boston University Alzheimer's Disease Research and CTE Center, Boston University School of Medicine, Boston, MA, 02118, USA
- Department of Neurology, Boston University School of Medicine, Boston, MA, 20118, USA
| | - Ann C McKee
- Boston University Alzheimer's Disease Research and CTE Center, Boston University School of Medicine, Boston, MA, 02118, USA
- VA Boston Healthcare System, 150 S. Huntington Avenue, Boston, MA, 02130, USA
- Department of Neurology, Boston University School of Medicine, Boston, MA, 20118, USA
- VA Bedford Healthcare System, Bedford, MA, 01730, USA
- Department of Pathology and Laboratory Medicine, Boston University School of Medicine, Boston, MA, 02118, USA
| | - Thor D Stein
- Boston University Alzheimer's Disease Research and CTE Center, Boston University School of Medicine, Boston, MA, 02118, USA.
- VA Boston Healthcare System, 150 S. Huntington Avenue, Boston, MA, 02130, USA.
- VA Bedford Healthcare System, Bedford, MA, 01730, USA.
- Department of Pathology and Laboratory Medicine, Boston University School of Medicine, Boston, MA, 02118, USA.
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Daneshvar DH, Alosco ML. In search of cost-effective and non-invasive biomarkers of traumatic brain injury. EBioMedicine 2022; 76:103823. [PMID: 35074628 PMCID: PMC8792432 DOI: 10.1016/j.ebiom.2022.103823] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/06/2022] [Accepted: 01/07/2022] [Indexed: 11/27/2022] Open
Affiliation(s)
- Daniel H Daneshvar
- Department of Physical Medicine and Rehabilitation, Harvard Medical School; Boston, MA; Department of Physical Medicine and Rehabilitation, Massachusetts General Hospital, Boston, MA; Department of Physical Medicine and Rehabilitation, Spaulding Rehabilitation Hospital, Boston, MA
| | - Michael L Alosco
- Boston University Alzheimer's Disease Research Center and Boston University CTE Center, Boston University School of Medicine, Boston, MA; Department of Neurology, Boston University School of Medicine, Boston, MA.
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50
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Uretsky M, Bouix S, Killiany RJ, Tripodis Y, Martin B, Palmisano J, Mian AZ, Buch K, Farris C, Daneshvar DH, Dwyer B, Goldstein L, Katz D, Nowinski C, Cantu R, Kowall N, Huber BR, Stern RA, Alvarez VE, Stein TD, McKee A, Mez J, Alosco ML. Association Between Antemortem FLAIR White Matter Hyperintensities and Neuropathology in Brain Donors Exposed to Repetitive Head Impacts. Neurology 2022; 98:e27-e39. [PMID: 34819338 PMCID: PMC8726571 DOI: 10.1212/wnl.0000000000013012] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/04/2021] [Accepted: 09/29/2021] [Indexed: 01/18/2023] Open
Abstract
BACKGROUND AND OBJECTIVES Late neuropathologies of repetitive head impacts from contact sports can include chronic traumatic encephalopathy (CTE) and white matter degeneration. White matter hyperintensities (WMH) on fluid-attenuated inversion recovery (FLAIR) MRI scans are often viewed as microvascular disease from vascular risk, but might have unique underlying pathologies and risk factors in the setting of repetitive head impacts. We investigated the neuropathologic correlates of antemortem WMH in brain donors exposed to repetitive head impacts. The association between WMH and repetitive head impact exposure and informant-reported cognitive and daily function were tested. METHODS This imaging-pathologic correlation study included symptomatic male decedents exposed to repetitive head impacts. Donors had antemortem FLAIR scans from medical records and were without evidence of CNS neoplasm, large vessel infarcts, hemorrhage, or encephalomalacia. WMH were quantified using log-transformed values for total lesion volume (TLV), calculated using the lesion prediction algorithm from the Lesion Segmentation Toolbox. Neuropathologic assessments included semiquantitative ratings of white matter rarefaction, cerebrovascular disease, hyperphosphorylated tau (p-tau) severity (CTE stage, dorsolateral frontal cortex), and β-amyloid (Aβ). Among football players, years of play was a proxy for repetitive head impact exposure. Retrospective informant-reported cognitive and daily function were assessed using the Cognitive Difficulties Scale (CDS) and Functional Activities Questionnaire (FAQ). Regression models controlled for demographics, diabetes, hypertension, and MRI resolution. Statistical significance was defined as p ≤ 0.05. RESULTS The sample included 75 donors: 67 football players and 8 nonfootball contact sport athletes or military veterans. Dementia was the most common MRI indication (64%). Fifty-three (70.7%) had CTE at autopsy. Log TLV was associated with white matter rarefaction (odds ratio [OR] 2.32, 95% confidence interval [CI] 1.03, 5.24; p = 0.04), arteriolosclerosis (OR 2.38, 95% CI 1.02, 5.52; p = 0.04), CTE stage (OR 2.58, 95% CI 1.17, 5.71; p = 0.02), and dorsolateral frontal p-tau severity (OR 3.03, 95% CI 1.32, 6.97; p = 0.01). There was no association with Aβ. More years of football play was associated with log TLV (unstandardized β 0.04, 95% CI 0.01, 0.06; p = 0.01). Greater log TLV correlated with higher FAQ (unstandardized β 4.94, 95% CI 0.42, 8.57; p = 0.03) and CDS scores (unstandardized β 15.35, 95% CI -0.27, 30.97; p = 0.05). DISCUSSION WMH might capture long-term white matter pathologies from repetitive head impacts, including those from white matter rarefaction and p-tau, in addition to microvascular disease. Prospective imaging-pathologic correlation studies are needed. CLASSIFICATION OF EVIDENCE This study provides Class IV evidence of associations between FLAIR white matter hyperintensities and neuropathologic changes (white matter rarefaction, arteriolosclerosis, p-tau accumulation), years of American football play, and reported cognitive symptoms in symptomatic brain donors exposed to repetitive head impacts.
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Affiliation(s)
- Madeline Uretsky
- From the Boston University Alzheimer's Disease Research Center and CTE Center, Department of Neurology (M.U., R.J.K., Y.T., D.H.D., B.D., L.G., D.K., C.N., R.C., N.K., B.R.H., R.A.S., V.E.A., T.D.S., A.M., J.M., M.L.A.), Department of Anatomy and Neurobiology (R.J.K., R.A.S.), Center for Biomedical Imaging (R.J.K.), Department of Radiology (A.Z.M., C.F.), Framingham Heart Study (C.F., T.D.S., A.M., J.M.), Department of Pathology and Laboratory Medicine (L.G., N.K., T.D.S., A.M.), Department of Psychiatry (L.G.), Department of Ophthalmology (L.G.), and Department of Neurosurgery (R.C., R.A.S.), Boston University School of Medicine; Department of Psychiatry, Psychiatry Neuroimaging Laboratory (S.B.), Brigham and Women's Hospital, Harvard Medical School; Department of Biostatistics (Y.T.) and Biostatistics and Epidemiology Data Analytics Center (B.M., J.P.), Boston University School of Public Health; Departments of Radiology (K.B.) and Physical Medicine & Rehabilitation (D.H.D.), Massachusetts General Hospital, Boston; Braintree Rehabilitation Hospital (B.D., D.K.); Department of Biomedical, Electrical & Computer Engineering (L.G.), Boston University College of Engineering; Concussion Legacy Foundation (C.N., R.C.), Boston; Department of Neurosurgery (R.C.), Emerson Hospital, Concord; VA Boston Healthcare System (B.R.H., V.E.A., T.D.S., A.M.), US Department of Veterans Affairs, Jamaica Plain; National Center for PTSD (B.R.H., V.E.A.), VA Boston Healthcare, Jamaica Plain; and Department of Veterans Affairs Medical Center (V.E.A., T.D.S., A.M.), Bedford, MA
| | - Sylvain Bouix
- From the Boston University Alzheimer's Disease Research Center and CTE Center, Department of Neurology (M.U., R.J.K., Y.T., D.H.D., B.D., L.G., D.K., C.N., R.C., N.K., B.R.H., R.A.S., V.E.A., T.D.S., A.M., J.M., M.L.A.), Department of Anatomy and Neurobiology (R.J.K., R.A.S.), Center for Biomedical Imaging (R.J.K.), Department of Radiology (A.Z.M., C.F.), Framingham Heart Study (C.F., T.D.S., A.M., J.M.), Department of Pathology and Laboratory Medicine (L.G., N.K., T.D.S., A.M.), Department of Psychiatry (L.G.), Department of Ophthalmology (L.G.), and Department of Neurosurgery (R.C., R.A.S.), Boston University School of Medicine; Department of Psychiatry, Psychiatry Neuroimaging Laboratory (S.B.), Brigham and Women's Hospital, Harvard Medical School; Department of Biostatistics (Y.T.) and Biostatistics and Epidemiology Data Analytics Center (B.M., J.P.), Boston University School of Public Health; Departments of Radiology (K.B.) and Physical Medicine & Rehabilitation (D.H.D.), Massachusetts General Hospital, Boston; Braintree Rehabilitation Hospital (B.D., D.K.); Department of Biomedical, Electrical & Computer Engineering (L.G.), Boston University College of Engineering; Concussion Legacy Foundation (C.N., R.C.), Boston; Department of Neurosurgery (R.C.), Emerson Hospital, Concord; VA Boston Healthcare System (B.R.H., V.E.A., T.D.S., A.M.), US Department of Veterans Affairs, Jamaica Plain; National Center for PTSD (B.R.H., V.E.A.), VA Boston Healthcare, Jamaica Plain; and Department of Veterans Affairs Medical Center (V.E.A., T.D.S., A.M.), Bedford, MA
| | - Ronald J Killiany
- From the Boston University Alzheimer's Disease Research Center and CTE Center, Department of Neurology (M.U., R.J.K., Y.T., D.H.D., B.D., L.G., D.K., C.N., R.C., N.K., B.R.H., R.A.S., V.E.A., T.D.S., A.M., J.M., M.L.A.), Department of Anatomy and Neurobiology (R.J.K., R.A.S.), Center for Biomedical Imaging (R.J.K.), Department of Radiology (A.Z.M., C.F.), Framingham Heart Study (C.F., T.D.S., A.M., J.M.), Department of Pathology and Laboratory Medicine (L.G., N.K., T.D.S., A.M.), Department of Psychiatry (L.G.), Department of Ophthalmology (L.G.), and Department of Neurosurgery (R.C., R.A.S.), Boston University School of Medicine; Department of Psychiatry, Psychiatry Neuroimaging Laboratory (S.B.), Brigham and Women's Hospital, Harvard Medical School; Department of Biostatistics (Y.T.) and Biostatistics and Epidemiology Data Analytics Center (B.M., J.P.), Boston University School of Public Health; Departments of Radiology (K.B.) and Physical Medicine & Rehabilitation (D.H.D.), Massachusetts General Hospital, Boston; Braintree Rehabilitation Hospital (B.D., D.K.); Department of Biomedical, Electrical & Computer Engineering (L.G.), Boston University College of Engineering; Concussion Legacy Foundation (C.N., R.C.), Boston; Department of Neurosurgery (R.C.), Emerson Hospital, Concord; VA Boston Healthcare System (B.R.H., V.E.A., T.D.S., A.M.), US Department of Veterans Affairs, Jamaica Plain; National Center for PTSD (B.R.H., V.E.A.), VA Boston Healthcare, Jamaica Plain; and Department of Veterans Affairs Medical Center (V.E.A., T.D.S., A.M.), Bedford, MA
| | - Yorghos Tripodis
- From the Boston University Alzheimer's Disease Research Center and CTE Center, Department of Neurology (M.U., R.J.K., Y.T., D.H.D., B.D., L.G., D.K., C.N., R.C., N.K., B.R.H., R.A.S., V.E.A., T.D.S., A.M., J.M., M.L.A.), Department of Anatomy and Neurobiology (R.J.K., R.A.S.), Center for Biomedical Imaging (R.J.K.), Department of Radiology (A.Z.M., C.F.), Framingham Heart Study (C.F., T.D.S., A.M., J.M.), Department of Pathology and Laboratory Medicine (L.G., N.K., T.D.S., A.M.), Department of Psychiatry (L.G.), Department of Ophthalmology (L.G.), and Department of Neurosurgery (R.C., R.A.S.), Boston University School of Medicine; Department of Psychiatry, Psychiatry Neuroimaging Laboratory (S.B.), Brigham and Women's Hospital, Harvard Medical School; Department of Biostatistics (Y.T.) and Biostatistics and Epidemiology Data Analytics Center (B.M., J.P.), Boston University School of Public Health; Departments of Radiology (K.B.) and Physical Medicine & Rehabilitation (D.H.D.), Massachusetts General Hospital, Boston; Braintree Rehabilitation Hospital (B.D., D.K.); Department of Biomedical, Electrical & Computer Engineering (L.G.), Boston University College of Engineering; Concussion Legacy Foundation (C.N., R.C.), Boston; Department of Neurosurgery (R.C.), Emerson Hospital, Concord; VA Boston Healthcare System (B.R.H., V.E.A., T.D.S., A.M.), US Department of Veterans Affairs, Jamaica Plain; National Center for PTSD (B.R.H., V.E.A.), VA Boston Healthcare, Jamaica Plain; and Department of Veterans Affairs Medical Center (V.E.A., T.D.S., A.M.), Bedford, MA
| | - Brett Martin
- From the Boston University Alzheimer's Disease Research Center and CTE Center, Department of Neurology (M.U., R.J.K., Y.T., D.H.D., B.D., L.G., D.K., C.N., R.C., N.K., B.R.H., R.A.S., V.E.A., T.D.S., A.M., J.M., M.L.A.), Department of Anatomy and Neurobiology (R.J.K., R.A.S.), Center for Biomedical Imaging (R.J.K.), Department of Radiology (A.Z.M., C.F.), Framingham Heart Study (C.F., T.D.S., A.M., J.M.), Department of Pathology and Laboratory Medicine (L.G., N.K., T.D.S., A.M.), Department of Psychiatry (L.G.), Department of Ophthalmology (L.G.), and Department of Neurosurgery (R.C., R.A.S.), Boston University School of Medicine; Department of Psychiatry, Psychiatry Neuroimaging Laboratory (S.B.), Brigham and Women's Hospital, Harvard Medical School; Department of Biostatistics (Y.T.) and Biostatistics and Epidemiology Data Analytics Center (B.M., J.P.), Boston University School of Public Health; Departments of Radiology (K.B.) and Physical Medicine & Rehabilitation (D.H.D.), Massachusetts General Hospital, Boston; Braintree Rehabilitation Hospital (B.D., D.K.); Department of Biomedical, Electrical & Computer Engineering (L.G.), Boston University College of Engineering; Concussion Legacy Foundation (C.N., R.C.), Boston; Department of Neurosurgery (R.C.), Emerson Hospital, Concord; VA Boston Healthcare System (B.R.H., V.E.A., T.D.S., A.M.), US Department of Veterans Affairs, Jamaica Plain; National Center for PTSD (B.R.H., V.E.A.), VA Boston Healthcare, Jamaica Plain; and Department of Veterans Affairs Medical Center (V.E.A., T.D.S., A.M.), Bedford, MA
| | - Joseph Palmisano
- From the Boston University Alzheimer's Disease Research Center and CTE Center, Department of Neurology (M.U., R.J.K., Y.T., D.H.D., B.D., L.G., D.K., C.N., R.C., N.K., B.R.H., R.A.S., V.E.A., T.D.S., A.M., J.M., M.L.A.), Department of Anatomy and Neurobiology (R.J.K., R.A.S.), Center for Biomedical Imaging (R.J.K.), Department of Radiology (A.Z.M., C.F.), Framingham Heart Study (C.F., T.D.S., A.M., J.M.), Department of Pathology and Laboratory Medicine (L.G., N.K., T.D.S., A.M.), Department of Psychiatry (L.G.), Department of Ophthalmology (L.G.), and Department of Neurosurgery (R.C., R.A.S.), Boston University School of Medicine; Department of Psychiatry, Psychiatry Neuroimaging Laboratory (S.B.), Brigham and Women's Hospital, Harvard Medical School; Department of Biostatistics (Y.T.) and Biostatistics and Epidemiology Data Analytics Center (B.M., J.P.), Boston University School of Public Health; Departments of Radiology (K.B.) and Physical Medicine & Rehabilitation (D.H.D.), Massachusetts General Hospital, Boston; Braintree Rehabilitation Hospital (B.D., D.K.); Department of Biomedical, Electrical & Computer Engineering (L.G.), Boston University College of Engineering; Concussion Legacy Foundation (C.N., R.C.), Boston; Department of Neurosurgery (R.C.), Emerson Hospital, Concord; VA Boston Healthcare System (B.R.H., V.E.A., T.D.S., A.M.), US Department of Veterans Affairs, Jamaica Plain; National Center for PTSD (B.R.H., V.E.A.), VA Boston Healthcare, Jamaica Plain; and Department of Veterans Affairs Medical Center (V.E.A., T.D.S., A.M.), Bedford, MA
| | - Asim Z Mian
- From the Boston University Alzheimer's Disease Research Center and CTE Center, Department of Neurology (M.U., R.J.K., Y.T., D.H.D., B.D., L.G., D.K., C.N., R.C., N.K., B.R.H., R.A.S., V.E.A., T.D.S., A.M., J.M., M.L.A.), Department of Anatomy and Neurobiology (R.J.K., R.A.S.), Center for Biomedical Imaging (R.J.K.), Department of Radiology (A.Z.M., C.F.), Framingham Heart Study (C.F., T.D.S., A.M., J.M.), Department of Pathology and Laboratory Medicine (L.G., N.K., T.D.S., A.M.), Department of Psychiatry (L.G.), Department of Ophthalmology (L.G.), and Department of Neurosurgery (R.C., R.A.S.), Boston University School of Medicine; Department of Psychiatry, Psychiatry Neuroimaging Laboratory (S.B.), Brigham and Women's Hospital, Harvard Medical School; Department of Biostatistics (Y.T.) and Biostatistics and Epidemiology Data Analytics Center (B.M., J.P.), Boston University School of Public Health; Departments of Radiology (K.B.) and Physical Medicine & Rehabilitation (D.H.D.), Massachusetts General Hospital, Boston; Braintree Rehabilitation Hospital (B.D., D.K.); Department of Biomedical, Electrical & Computer Engineering (L.G.), Boston University College of Engineering; Concussion Legacy Foundation (C.N., R.C.), Boston; Department of Neurosurgery (R.C.), Emerson Hospital, Concord; VA Boston Healthcare System (B.R.H., V.E.A., T.D.S., A.M.), US Department of Veterans Affairs, Jamaica Plain; National Center for PTSD (B.R.H., V.E.A.), VA Boston Healthcare, Jamaica Plain; and Department of Veterans Affairs Medical Center (V.E.A., T.D.S., A.M.), Bedford, MA
| | - Karen Buch
- From the Boston University Alzheimer's Disease Research Center and CTE Center, Department of Neurology (M.U., R.J.K., Y.T., D.H.D., B.D., L.G., D.K., C.N., R.C., N.K., B.R.H., R.A.S., V.E.A., T.D.S., A.M., J.M., M.L.A.), Department of Anatomy and Neurobiology (R.J.K., R.A.S.), Center for Biomedical Imaging (R.J.K.), Department of Radiology (A.Z.M., C.F.), Framingham Heart Study (C.F., T.D.S., A.M., J.M.), Department of Pathology and Laboratory Medicine (L.G., N.K., T.D.S., A.M.), Department of Psychiatry (L.G.), Department of Ophthalmology (L.G.), and Department of Neurosurgery (R.C., R.A.S.), Boston University School of Medicine; Department of Psychiatry, Psychiatry Neuroimaging Laboratory (S.B.), Brigham and Women's Hospital, Harvard Medical School; Department of Biostatistics (Y.T.) and Biostatistics and Epidemiology Data Analytics Center (B.M., J.P.), Boston University School of Public Health; Departments of Radiology (K.B.) and Physical Medicine & Rehabilitation (D.H.D.), Massachusetts General Hospital, Boston; Braintree Rehabilitation Hospital (B.D., D.K.); Department of Biomedical, Electrical & Computer Engineering (L.G.), Boston University College of Engineering; Concussion Legacy Foundation (C.N., R.C.), Boston; Department of Neurosurgery (R.C.), Emerson Hospital, Concord; VA Boston Healthcare System (B.R.H., V.E.A., T.D.S., A.M.), US Department of Veterans Affairs, Jamaica Plain; National Center for PTSD (B.R.H., V.E.A.), VA Boston Healthcare, Jamaica Plain; and Department of Veterans Affairs Medical Center (V.E.A., T.D.S., A.M.), Bedford, MA
| | - Chad Farris
- From the Boston University Alzheimer's Disease Research Center and CTE Center, Department of Neurology (M.U., R.J.K., Y.T., D.H.D., B.D., L.G., D.K., C.N., R.C., N.K., B.R.H., R.A.S., V.E.A., T.D.S., A.M., J.M., M.L.A.), Department of Anatomy and Neurobiology (R.J.K., R.A.S.), Center for Biomedical Imaging (R.J.K.), Department of Radiology (A.Z.M., C.F.), Framingham Heart Study (C.F., T.D.S., A.M., J.M.), Department of Pathology and Laboratory Medicine (L.G., N.K., T.D.S., A.M.), Department of Psychiatry (L.G.), Department of Ophthalmology (L.G.), and Department of Neurosurgery (R.C., R.A.S.), Boston University School of Medicine; Department of Psychiatry, Psychiatry Neuroimaging Laboratory (S.B.), Brigham and Women's Hospital, Harvard Medical School; Department of Biostatistics (Y.T.) and Biostatistics and Epidemiology Data Analytics Center (B.M., J.P.), Boston University School of Public Health; Departments of Radiology (K.B.) and Physical Medicine & Rehabilitation (D.H.D.), Massachusetts General Hospital, Boston; Braintree Rehabilitation Hospital (B.D., D.K.); Department of Biomedical, Electrical & Computer Engineering (L.G.), Boston University College of Engineering; Concussion Legacy Foundation (C.N., R.C.), Boston; Department of Neurosurgery (R.C.), Emerson Hospital, Concord; VA Boston Healthcare System (B.R.H., V.E.A., T.D.S., A.M.), US Department of Veterans Affairs, Jamaica Plain; National Center for PTSD (B.R.H., V.E.A.), VA Boston Healthcare, Jamaica Plain; and Department of Veterans Affairs Medical Center (V.E.A., T.D.S., A.M.), Bedford, MA
| | - Daniel H Daneshvar
- From the Boston University Alzheimer's Disease Research Center and CTE Center, Department of Neurology (M.U., R.J.K., Y.T., D.H.D., B.D., L.G., D.K., C.N., R.C., N.K., B.R.H., R.A.S., V.E.A., T.D.S., A.M., J.M., M.L.A.), Department of Anatomy and Neurobiology (R.J.K., R.A.S.), Center for Biomedical Imaging (R.J.K.), Department of Radiology (A.Z.M., C.F.), Framingham Heart Study (C.F., T.D.S., A.M., J.M.), Department of Pathology and Laboratory Medicine (L.G., N.K., T.D.S., A.M.), Department of Psychiatry (L.G.), Department of Ophthalmology (L.G.), and Department of Neurosurgery (R.C., R.A.S.), Boston University School of Medicine; Department of Psychiatry, Psychiatry Neuroimaging Laboratory (S.B.), Brigham and Women's Hospital, Harvard Medical School; Department of Biostatistics (Y.T.) and Biostatistics and Epidemiology Data Analytics Center (B.M., J.P.), Boston University School of Public Health; Departments of Radiology (K.B.) and Physical Medicine & Rehabilitation (D.H.D.), Massachusetts General Hospital, Boston; Braintree Rehabilitation Hospital (B.D., D.K.); Department of Biomedical, Electrical & Computer Engineering (L.G.), Boston University College of Engineering; Concussion Legacy Foundation (C.N., R.C.), Boston; Department of Neurosurgery (R.C.), Emerson Hospital, Concord; VA Boston Healthcare System (B.R.H., V.E.A., T.D.S., A.M.), US Department of Veterans Affairs, Jamaica Plain; National Center for PTSD (B.R.H., V.E.A.), VA Boston Healthcare, Jamaica Plain; and Department of Veterans Affairs Medical Center (V.E.A., T.D.S., A.M.), Bedford, MA
| | - Brigid Dwyer
- From the Boston University Alzheimer's Disease Research Center and CTE Center, Department of Neurology (M.U., R.J.K., Y.T., D.H.D., B.D., L.G., D.K., C.N., R.C., N.K., B.R.H., R.A.S., V.E.A., T.D.S., A.M., J.M., M.L.A.), Department of Anatomy and Neurobiology (R.J.K., R.A.S.), Center for Biomedical Imaging (R.J.K.), Department of Radiology (A.Z.M., C.F.), Framingham Heart Study (C.F., T.D.S., A.M., J.M.), Department of Pathology and Laboratory Medicine (L.G., N.K., T.D.S., A.M.), Department of Psychiatry (L.G.), Department of Ophthalmology (L.G.), and Department of Neurosurgery (R.C., R.A.S.), Boston University School of Medicine; Department of Psychiatry, Psychiatry Neuroimaging Laboratory (S.B.), Brigham and Women's Hospital, Harvard Medical School; Department of Biostatistics (Y.T.) and Biostatistics and Epidemiology Data Analytics Center (B.M., J.P.), Boston University School of Public Health; Departments of Radiology (K.B.) and Physical Medicine & Rehabilitation (D.H.D.), Massachusetts General Hospital, Boston; Braintree Rehabilitation Hospital (B.D., D.K.); Department of Biomedical, Electrical & Computer Engineering (L.G.), Boston University College of Engineering; Concussion Legacy Foundation (C.N., R.C.), Boston; Department of Neurosurgery (R.C.), Emerson Hospital, Concord; VA Boston Healthcare System (B.R.H., V.E.A., T.D.S., A.M.), US Department of Veterans Affairs, Jamaica Plain; National Center for PTSD (B.R.H., V.E.A.), VA Boston Healthcare, Jamaica Plain; and Department of Veterans Affairs Medical Center (V.E.A., T.D.S., A.M.), Bedford, MA
| | - Lee Goldstein
- From the Boston University Alzheimer's Disease Research Center and CTE Center, Department of Neurology (M.U., R.J.K., Y.T., D.H.D., B.D., L.G., D.K., C.N., R.C., N.K., B.R.H., R.A.S., V.E.A., T.D.S., A.M., J.M., M.L.A.), Department of Anatomy and Neurobiology (R.J.K., R.A.S.), Center for Biomedical Imaging (R.J.K.), Department of Radiology (A.Z.M., C.F.), Framingham Heart Study (C.F., T.D.S., A.M., J.M.), Department of Pathology and Laboratory Medicine (L.G., N.K., T.D.S., A.M.), Department of Psychiatry (L.G.), Department of Ophthalmology (L.G.), and Department of Neurosurgery (R.C., R.A.S.), Boston University School of Medicine; Department of Psychiatry, Psychiatry Neuroimaging Laboratory (S.B.), Brigham and Women's Hospital, Harvard Medical School; Department of Biostatistics (Y.T.) and Biostatistics and Epidemiology Data Analytics Center (B.M., J.P.), Boston University School of Public Health; Departments of Radiology (K.B.) and Physical Medicine & Rehabilitation (D.H.D.), Massachusetts General Hospital, Boston; Braintree Rehabilitation Hospital (B.D., D.K.); Department of Biomedical, Electrical & Computer Engineering (L.G.), Boston University College of Engineering; Concussion Legacy Foundation (C.N., R.C.), Boston; Department of Neurosurgery (R.C.), Emerson Hospital, Concord; VA Boston Healthcare System (B.R.H., V.E.A., T.D.S., A.M.), US Department of Veterans Affairs, Jamaica Plain; National Center for PTSD (B.R.H., V.E.A.), VA Boston Healthcare, Jamaica Plain; and Department of Veterans Affairs Medical Center (V.E.A., T.D.S., A.M.), Bedford, MA
| | - Douglas Katz
- From the Boston University Alzheimer's Disease Research Center and CTE Center, Department of Neurology (M.U., R.J.K., Y.T., D.H.D., B.D., L.G., D.K., C.N., R.C., N.K., B.R.H., R.A.S., V.E.A., T.D.S., A.M., J.M., M.L.A.), Department of Anatomy and Neurobiology (R.J.K., R.A.S.), Center for Biomedical Imaging (R.J.K.), Department of Radiology (A.Z.M., C.F.), Framingham Heart Study (C.F., T.D.S., A.M., J.M.), Department of Pathology and Laboratory Medicine (L.G., N.K., T.D.S., A.M.), Department of Psychiatry (L.G.), Department of Ophthalmology (L.G.), and Department of Neurosurgery (R.C., R.A.S.), Boston University School of Medicine; Department of Psychiatry, Psychiatry Neuroimaging Laboratory (S.B.), Brigham and Women's Hospital, Harvard Medical School; Department of Biostatistics (Y.T.) and Biostatistics and Epidemiology Data Analytics Center (B.M., J.P.), Boston University School of Public Health; Departments of Radiology (K.B.) and Physical Medicine & Rehabilitation (D.H.D.), Massachusetts General Hospital, Boston; Braintree Rehabilitation Hospital (B.D., D.K.); Department of Biomedical, Electrical & Computer Engineering (L.G.), Boston University College of Engineering; Concussion Legacy Foundation (C.N., R.C.), Boston; Department of Neurosurgery (R.C.), Emerson Hospital, Concord; VA Boston Healthcare System (B.R.H., V.E.A., T.D.S., A.M.), US Department of Veterans Affairs, Jamaica Plain; National Center for PTSD (B.R.H., V.E.A.), VA Boston Healthcare, Jamaica Plain; and Department of Veterans Affairs Medical Center (V.E.A., T.D.S., A.M.), Bedford, MA
| | - Christopher Nowinski
- From the Boston University Alzheimer's Disease Research Center and CTE Center, Department of Neurology (M.U., R.J.K., Y.T., D.H.D., B.D., L.G., D.K., C.N., R.C., N.K., B.R.H., R.A.S., V.E.A., T.D.S., A.M., J.M., M.L.A.), Department of Anatomy and Neurobiology (R.J.K., R.A.S.), Center for Biomedical Imaging (R.J.K.), Department of Radiology (A.Z.M., C.F.), Framingham Heart Study (C.F., T.D.S., A.M., J.M.), Department of Pathology and Laboratory Medicine (L.G., N.K., T.D.S., A.M.), Department of Psychiatry (L.G.), Department of Ophthalmology (L.G.), and Department of Neurosurgery (R.C., R.A.S.), Boston University School of Medicine; Department of Psychiatry, Psychiatry Neuroimaging Laboratory (S.B.), Brigham and Women's Hospital, Harvard Medical School; Department of Biostatistics (Y.T.) and Biostatistics and Epidemiology Data Analytics Center (B.M., J.P.), Boston University School of Public Health; Departments of Radiology (K.B.) and Physical Medicine & Rehabilitation (D.H.D.), Massachusetts General Hospital, Boston; Braintree Rehabilitation Hospital (B.D., D.K.); Department of Biomedical, Electrical & Computer Engineering (L.G.), Boston University College of Engineering; Concussion Legacy Foundation (C.N., R.C.), Boston; Department of Neurosurgery (R.C.), Emerson Hospital, Concord; VA Boston Healthcare System (B.R.H., V.E.A., T.D.S., A.M.), US Department of Veterans Affairs, Jamaica Plain; National Center for PTSD (B.R.H., V.E.A.), VA Boston Healthcare, Jamaica Plain; and Department of Veterans Affairs Medical Center (V.E.A., T.D.S., A.M.), Bedford, MA
| | - Robert Cantu
- From the Boston University Alzheimer's Disease Research Center and CTE Center, Department of Neurology (M.U., R.J.K., Y.T., D.H.D., B.D., L.G., D.K., C.N., R.C., N.K., B.R.H., R.A.S., V.E.A., T.D.S., A.M., J.M., M.L.A.), Department of Anatomy and Neurobiology (R.J.K., R.A.S.), Center for Biomedical Imaging (R.J.K.), Department of Radiology (A.Z.M., C.F.), Framingham Heart Study (C.F., T.D.S., A.M., J.M.), Department of Pathology and Laboratory Medicine (L.G., N.K., T.D.S., A.M.), Department of Psychiatry (L.G.), Department of Ophthalmology (L.G.), and Department of Neurosurgery (R.C., R.A.S.), Boston University School of Medicine; Department of Psychiatry, Psychiatry Neuroimaging Laboratory (S.B.), Brigham and Women's Hospital, Harvard Medical School; Department of Biostatistics (Y.T.) and Biostatistics and Epidemiology Data Analytics Center (B.M., J.P.), Boston University School of Public Health; Departments of Radiology (K.B.) and Physical Medicine & Rehabilitation (D.H.D.), Massachusetts General Hospital, Boston; Braintree Rehabilitation Hospital (B.D., D.K.); Department of Biomedical, Electrical & Computer Engineering (L.G.), Boston University College of Engineering; Concussion Legacy Foundation (C.N., R.C.), Boston; Department of Neurosurgery (R.C.), Emerson Hospital, Concord; VA Boston Healthcare System (B.R.H., V.E.A., T.D.S., A.M.), US Department of Veterans Affairs, Jamaica Plain; National Center for PTSD (B.R.H., V.E.A.), VA Boston Healthcare, Jamaica Plain; and Department of Veterans Affairs Medical Center (V.E.A., T.D.S., A.M.), Bedford, MA
| | - Neil Kowall
- From the Boston University Alzheimer's Disease Research Center and CTE Center, Department of Neurology (M.U., R.J.K., Y.T., D.H.D., B.D., L.G., D.K., C.N., R.C., N.K., B.R.H., R.A.S., V.E.A., T.D.S., A.M., J.M., M.L.A.), Department of Anatomy and Neurobiology (R.J.K., R.A.S.), Center for Biomedical Imaging (R.J.K.), Department of Radiology (A.Z.M., C.F.), Framingham Heart Study (C.F., T.D.S., A.M., J.M.), Department of Pathology and Laboratory Medicine (L.G., N.K., T.D.S., A.M.), Department of Psychiatry (L.G.), Department of Ophthalmology (L.G.), and Department of Neurosurgery (R.C., R.A.S.), Boston University School of Medicine; Department of Psychiatry, Psychiatry Neuroimaging Laboratory (S.B.), Brigham and Women's Hospital, Harvard Medical School; Department of Biostatistics (Y.T.) and Biostatistics and Epidemiology Data Analytics Center (B.M., J.P.), Boston University School of Public Health; Departments of Radiology (K.B.) and Physical Medicine & Rehabilitation (D.H.D.), Massachusetts General Hospital, Boston; Braintree Rehabilitation Hospital (B.D., D.K.); Department of Biomedical, Electrical & Computer Engineering (L.G.), Boston University College of Engineering; Concussion Legacy Foundation (C.N., R.C.), Boston; Department of Neurosurgery (R.C.), Emerson Hospital, Concord; VA Boston Healthcare System (B.R.H., V.E.A., T.D.S., A.M.), US Department of Veterans Affairs, Jamaica Plain; National Center for PTSD (B.R.H., V.E.A.), VA Boston Healthcare, Jamaica Plain; and Department of Veterans Affairs Medical Center (V.E.A., T.D.S., A.M.), Bedford, MA
| | - Bertrand Russell Huber
- From the Boston University Alzheimer's Disease Research Center and CTE Center, Department of Neurology (M.U., R.J.K., Y.T., D.H.D., B.D., L.G., D.K., C.N., R.C., N.K., B.R.H., R.A.S., V.E.A., T.D.S., A.M., J.M., M.L.A.), Department of Anatomy and Neurobiology (R.J.K., R.A.S.), Center for Biomedical Imaging (R.J.K.), Department of Radiology (A.Z.M., C.F.), Framingham Heart Study (C.F., T.D.S., A.M., J.M.), Department of Pathology and Laboratory Medicine (L.G., N.K., T.D.S., A.M.), Department of Psychiatry (L.G.), Department of Ophthalmology (L.G.), and Department of Neurosurgery (R.C., R.A.S.), Boston University School of Medicine; Department of Psychiatry, Psychiatry Neuroimaging Laboratory (S.B.), Brigham and Women's Hospital, Harvard Medical School; Department of Biostatistics (Y.T.) and Biostatistics and Epidemiology Data Analytics Center (B.M., J.P.), Boston University School of Public Health; Departments of Radiology (K.B.) and Physical Medicine & Rehabilitation (D.H.D.), Massachusetts General Hospital, Boston; Braintree Rehabilitation Hospital (B.D., D.K.); Department of Biomedical, Electrical & Computer Engineering (L.G.), Boston University College of Engineering; Concussion Legacy Foundation (C.N., R.C.), Boston; Department of Neurosurgery (R.C.), Emerson Hospital, Concord; VA Boston Healthcare System (B.R.H., V.E.A., T.D.S., A.M.), US Department of Veterans Affairs, Jamaica Plain; National Center for PTSD (B.R.H., V.E.A.), VA Boston Healthcare, Jamaica Plain; and Department of Veterans Affairs Medical Center (V.E.A., T.D.S., A.M.), Bedford, MA
| | - Robert A Stern
- From the Boston University Alzheimer's Disease Research Center and CTE Center, Department of Neurology (M.U., R.J.K., Y.T., D.H.D., B.D., L.G., D.K., C.N., R.C., N.K., B.R.H., R.A.S., V.E.A., T.D.S., A.M., J.M., M.L.A.), Department of Anatomy and Neurobiology (R.J.K., R.A.S.), Center for Biomedical Imaging (R.J.K.), Department of Radiology (A.Z.M., C.F.), Framingham Heart Study (C.F., T.D.S., A.M., J.M.), Department of Pathology and Laboratory Medicine (L.G., N.K., T.D.S., A.M.), Department of Psychiatry (L.G.), Department of Ophthalmology (L.G.), and Department of Neurosurgery (R.C., R.A.S.), Boston University School of Medicine; Department of Psychiatry, Psychiatry Neuroimaging Laboratory (S.B.), Brigham and Women's Hospital, Harvard Medical School; Department of Biostatistics (Y.T.) and Biostatistics and Epidemiology Data Analytics Center (B.M., J.P.), Boston University School of Public Health; Departments of Radiology (K.B.) and Physical Medicine & Rehabilitation (D.H.D.), Massachusetts General Hospital, Boston; Braintree Rehabilitation Hospital (B.D., D.K.); Department of Biomedical, Electrical & Computer Engineering (L.G.), Boston University College of Engineering; Concussion Legacy Foundation (C.N., R.C.), Boston; Department of Neurosurgery (R.C.), Emerson Hospital, Concord; VA Boston Healthcare System (B.R.H., V.E.A., T.D.S., A.M.), US Department of Veterans Affairs, Jamaica Plain; National Center for PTSD (B.R.H., V.E.A.), VA Boston Healthcare, Jamaica Plain; and Department of Veterans Affairs Medical Center (V.E.A., T.D.S., A.M.), Bedford, MA
| | - Victor E Alvarez
- From the Boston University Alzheimer's Disease Research Center and CTE Center, Department of Neurology (M.U., R.J.K., Y.T., D.H.D., B.D., L.G., D.K., C.N., R.C., N.K., B.R.H., R.A.S., V.E.A., T.D.S., A.M., J.M., M.L.A.), Department of Anatomy and Neurobiology (R.J.K., R.A.S.), Center for Biomedical Imaging (R.J.K.), Department of Radiology (A.Z.M., C.F.), Framingham Heart Study (C.F., T.D.S., A.M., J.M.), Department of Pathology and Laboratory Medicine (L.G., N.K., T.D.S., A.M.), Department of Psychiatry (L.G.), Department of Ophthalmology (L.G.), and Department of Neurosurgery (R.C., R.A.S.), Boston University School of Medicine; Department of Psychiatry, Psychiatry Neuroimaging Laboratory (S.B.), Brigham and Women's Hospital, Harvard Medical School; Department of Biostatistics (Y.T.) and Biostatistics and Epidemiology Data Analytics Center (B.M., J.P.), Boston University School of Public Health; Departments of Radiology (K.B.) and Physical Medicine & Rehabilitation (D.H.D.), Massachusetts General Hospital, Boston; Braintree Rehabilitation Hospital (B.D., D.K.); Department of Biomedical, Electrical & Computer Engineering (L.G.), Boston University College of Engineering; Concussion Legacy Foundation (C.N., R.C.), Boston; Department of Neurosurgery (R.C.), Emerson Hospital, Concord; VA Boston Healthcare System (B.R.H., V.E.A., T.D.S., A.M.), US Department of Veterans Affairs, Jamaica Plain; National Center for PTSD (B.R.H., V.E.A.), VA Boston Healthcare, Jamaica Plain; and Department of Veterans Affairs Medical Center (V.E.A., T.D.S., A.M.), Bedford, MA
| | - Thor D Stein
- From the Boston University Alzheimer's Disease Research Center and CTE Center, Department of Neurology (M.U., R.J.K., Y.T., D.H.D., B.D., L.G., D.K., C.N., R.C., N.K., B.R.H., R.A.S., V.E.A., T.D.S., A.M., J.M., M.L.A.), Department of Anatomy and Neurobiology (R.J.K., R.A.S.), Center for Biomedical Imaging (R.J.K.), Department of Radiology (A.Z.M., C.F.), Framingham Heart Study (C.F., T.D.S., A.M., J.M.), Department of Pathology and Laboratory Medicine (L.G., N.K., T.D.S., A.M.), Department of Psychiatry (L.G.), Department of Ophthalmology (L.G.), and Department of Neurosurgery (R.C., R.A.S.), Boston University School of Medicine; Department of Psychiatry, Psychiatry Neuroimaging Laboratory (S.B.), Brigham and Women's Hospital, Harvard Medical School; Department of Biostatistics (Y.T.) and Biostatistics and Epidemiology Data Analytics Center (B.M., J.P.), Boston University School of Public Health; Departments of Radiology (K.B.) and Physical Medicine & Rehabilitation (D.H.D.), Massachusetts General Hospital, Boston; Braintree Rehabilitation Hospital (B.D., D.K.); Department of Biomedical, Electrical & Computer Engineering (L.G.), Boston University College of Engineering; Concussion Legacy Foundation (C.N., R.C.), Boston; Department of Neurosurgery (R.C.), Emerson Hospital, Concord; VA Boston Healthcare System (B.R.H., V.E.A., T.D.S., A.M.), US Department of Veterans Affairs, Jamaica Plain; National Center for PTSD (B.R.H., V.E.A.), VA Boston Healthcare, Jamaica Plain; and Department of Veterans Affairs Medical Center (V.E.A., T.D.S., A.M.), Bedford, MA
| | - Ann McKee
- From the Boston University Alzheimer's Disease Research Center and CTE Center, Department of Neurology (M.U., R.J.K., Y.T., D.H.D., B.D., L.G., D.K., C.N., R.C., N.K., B.R.H., R.A.S., V.E.A., T.D.S., A.M., J.M., M.L.A.), Department of Anatomy and Neurobiology (R.J.K., R.A.S.), Center for Biomedical Imaging (R.J.K.), Department of Radiology (A.Z.M., C.F.), Framingham Heart Study (C.F., T.D.S., A.M., J.M.), Department of Pathology and Laboratory Medicine (L.G., N.K., T.D.S., A.M.), Department of Psychiatry (L.G.), Department of Ophthalmology (L.G.), and Department of Neurosurgery (R.C., R.A.S.), Boston University School of Medicine; Department of Psychiatry, Psychiatry Neuroimaging Laboratory (S.B.), Brigham and Women's Hospital, Harvard Medical School; Department of Biostatistics (Y.T.) and Biostatistics and Epidemiology Data Analytics Center (B.M., J.P.), Boston University School of Public Health; Departments of Radiology (K.B.) and Physical Medicine & Rehabilitation (D.H.D.), Massachusetts General Hospital, Boston; Braintree Rehabilitation Hospital (B.D., D.K.); Department of Biomedical, Electrical & Computer Engineering (L.G.), Boston University College of Engineering; Concussion Legacy Foundation (C.N., R.C.), Boston; Department of Neurosurgery (R.C.), Emerson Hospital, Concord; VA Boston Healthcare System (B.R.H., V.E.A., T.D.S., A.M.), US Department of Veterans Affairs, Jamaica Plain; National Center for PTSD (B.R.H., V.E.A.), VA Boston Healthcare, Jamaica Plain; and Department of Veterans Affairs Medical Center (V.E.A., T.D.S., A.M.), Bedford, MA
| | - Jesse Mez
- From the Boston University Alzheimer's Disease Research Center and CTE Center, Department of Neurology (M.U., R.J.K., Y.T., D.H.D., B.D., L.G., D.K., C.N., R.C., N.K., B.R.H., R.A.S., V.E.A., T.D.S., A.M., J.M., M.L.A.), Department of Anatomy and Neurobiology (R.J.K., R.A.S.), Center for Biomedical Imaging (R.J.K.), Department of Radiology (A.Z.M., C.F.), Framingham Heart Study (C.F., T.D.S., A.M., J.M.), Department of Pathology and Laboratory Medicine (L.G., N.K., T.D.S., A.M.), Department of Psychiatry (L.G.), Department of Ophthalmology (L.G.), and Department of Neurosurgery (R.C., R.A.S.), Boston University School of Medicine; Department of Psychiatry, Psychiatry Neuroimaging Laboratory (S.B.), Brigham and Women's Hospital, Harvard Medical School; Department of Biostatistics (Y.T.) and Biostatistics and Epidemiology Data Analytics Center (B.M., J.P.), Boston University School of Public Health; Departments of Radiology (K.B.) and Physical Medicine & Rehabilitation (D.H.D.), Massachusetts General Hospital, Boston; Braintree Rehabilitation Hospital (B.D., D.K.); Department of Biomedical, Electrical & Computer Engineering (L.G.), Boston University College of Engineering; Concussion Legacy Foundation (C.N., R.C.), Boston; Department of Neurosurgery (R.C.), Emerson Hospital, Concord; VA Boston Healthcare System (B.R.H., V.E.A., T.D.S., A.M.), US Department of Veterans Affairs, Jamaica Plain; National Center for PTSD (B.R.H., V.E.A.), VA Boston Healthcare, Jamaica Plain; and Department of Veterans Affairs Medical Center (V.E.A., T.D.S., A.M.), Bedford, MA
| | - Michael L Alosco
- From the Boston University Alzheimer's Disease Research Center and CTE Center, Department of Neurology (M.U., R.J.K., Y.T., D.H.D., B.D., L.G., D.K., C.N., R.C., N.K., B.R.H., R.A.S., V.E.A., T.D.S., A.M., J.M., M.L.A.), Department of Anatomy and Neurobiology (R.J.K., R.A.S.), Center for Biomedical Imaging (R.J.K.), Department of Radiology (A.Z.M., C.F.), Framingham Heart Study (C.F., T.D.S., A.M., J.M.), Department of Pathology and Laboratory Medicine (L.G., N.K., T.D.S., A.M.), Department of Psychiatry (L.G.), Department of Ophthalmology (L.G.), and Department of Neurosurgery (R.C., R.A.S.), Boston University School of Medicine; Department of Psychiatry, Psychiatry Neuroimaging Laboratory (S.B.), Brigham and Women's Hospital, Harvard Medical School; Department of Biostatistics (Y.T.) and Biostatistics and Epidemiology Data Analytics Center (B.M., J.P.), Boston University School of Public Health; Departments of Radiology (K.B.) and Physical Medicine & Rehabilitation (D.H.D.), Massachusetts General Hospital, Boston; Braintree Rehabilitation Hospital (B.D., D.K.); Department of Biomedical, Electrical & Computer Engineering (L.G.), Boston University College of Engineering; Concussion Legacy Foundation (C.N., R.C.), Boston; Department of Neurosurgery (R.C.), Emerson Hospital, Concord; VA Boston Healthcare System (B.R.H., V.E.A., T.D.S., A.M.), US Department of Veterans Affairs, Jamaica Plain; National Center for PTSD (B.R.H., V.E.A.), VA Boston Healthcare, Jamaica Plain; and Department of Veterans Affairs Medical Center (V.E.A., T.D.S., A.M.), Bedford, MA.
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