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Yang J, Kuan PF, Li X, Li J, Zhou XH. Transformed ROC Curve for Biomarker Evaluation. Stat Med 2024; 43:5681-5697. [PMID: 39532385 DOI: 10.1002/sim.10268] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/03/2023] [Revised: 09/24/2024] [Accepted: 10/18/2024] [Indexed: 11/16/2024]
Abstract
To complement the conventional area under the ROC curve (AUC) which cannot fully describe the diagnostic accuracy of some non-standard biomarkers, we introduce a transformed ROC curve and its associated transformed AUC (TAUC) in this article, and show that TAUC can relate the original improper biomarker to a proper biomarker after a non-monotone transformation. We then provide nonparametric estimation of the non-monotone transformation and TAUC, and establish their consistency and asymptotic normality. We conduct extensive simulation studies to assess the performance of the proposed TAUC method and compare with the traditional methods. Case studies on real biomedical data are provided to illustrate the proposed TAUC method. We are able to identify more important biomarkers that tend to escape the traditional screening method.
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Affiliation(s)
- Jianping Yang
- School of Mathematical Sciences, Zhejiang Sci-Tech University, Hangzhou, China
| | - Pei-Fen Kuan
- Department of Applied Mathematics and Statistics, Stony Brook University, Stony Brook, New York, USA
| | - Xiangyu Li
- School of Information Science and Technology, Zhejiang Sci-Tech University, China
| | - Jialiang Li
- Department of Statistics and Data Science, National University of Singapore, Singapore
- Centre for Quantitative Medicine, Duke University-NUS Graduate Medical School, Singapore
| | - Xiao-Hua Zhou
- Department of Biostatistics, School of Public Health, Peking University, Beijing, China
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2
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Bogolepova AN. [Cognitive impairment in post-traumatic stress disorder]. Zh Nevrol Psikhiatr Im S S Korsakova 2024; 124:69-74. [PMID: 38884432 DOI: 10.17116/jnevro202412405169] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/18/2024]
Abstract
Post-traumatic stress disorder (PTSD) is a common mental health disorder, with an incidence of up to 12.5% among primary care patients. Most often, PTSD is detected in combat veterans, victims of terrorist attacks and terror, but it can also be a consequence of traumatic brain injury and medical interventions. Impaired cognitive functioning is a key feature of PTSD, including attention deficits and reduced processing speed, executive dysfunction, and impairments in verbal learning and memory. Cognitive impairments in PTSD are significantly persistent and are largely similar in nature to neuropsychological impairments in neurodegenerative pathology. Possible pathogenetic mechanisms underlying PTSD are the development of neuroinflammation, oxidative stress and decreased production of neurotrophic factors. One of the promising areas of treatment is the use of Cerebrolysin, which has powerful neurotrophic and anti-inflammatory activity.
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Affiliation(s)
- A N Bogolepova
- Pirogov Russian National Research Medical University, Moscow, Russia
- Federal Center of Brain Research and Neurotechnologies, Moscow, Russia
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Mann FD, Clouston SA, Cuevas A, Waszczuk MA, Kuan PF, Carr MA, Docherty AR, Shabalin AA, Gandy SE, Luft BJ. Genetic Liability, Exposure Severity, and Post-Traumatic Stress Disorder Predict Cognitive Impairment in World Trade Center Responders. J Alzheimers Dis 2023; 92:701-712. [PMID: 36776056 PMCID: PMC10648279 DOI: 10.3233/jad-220892] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/12/2023]
Abstract
BACKGROUND There is a high incidence of cognitive impairment among World Trade Center (WTC) responders, comorbid with post-traumatic stress disorder (PTSD). Yet, it remains unknown whether genetic liability for Alzheimer's disease, PTSD, educational attainment, or for a combination of these phenotypes, is associated with cognitive impairment in this high-risk population. Similarly, whether the effects of genetic liability are comparable to PTSD and indicators of exposure severity remains unknown. OBJECTIVE In a study of 3,997 WTC responders, polygenic scores for Alzheimer's disease, PTSD, and educational attainment were used to test whether genome-wide risk for one or more of these phenotypes is associated with cognitive impairment, controlling for population stratification, while simultaneously estimating the effects of demographic factors and indicators of 9/11 exposure severity, including symptoms of PTSD. RESULTS Polygenic scores for Alzheimer's disease and educational attainment were significantly associated with an increase and decrease, respectively, in the hazard rate of mild cognitive impairment. The polygenic score for Alzheimer's disease was marginally associated with an increase in the hazard rate of severe cognitive impairment, but only age, exposure severity, and symptoms of PTSD were statistically significant predictors. CONCLUSION These results add to the emerging evidence that many WTC responders are suffering from mild cognitive impairments that resemble symptoms of Alzheimer's disease, as genetic liability for Alzheimer's disease predicted incidence of mild cognitive impairment. However, compared to polygenic scores, effect sizes were larger for PTSD and the type of work that responders completed during rescue and recovery efforts.
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Affiliation(s)
- Frank D. Mann
- Program in Public Health and Department of Family, Population, and Preventive Medicine, Renaissance School of Medicine at Stony Brook University
| | - Sean A.P. Clouston
- Program in Public Health and Department of Family, Population, and Preventive Medicine, Renaissance School of Medicine at Stony Brook University
| | | | - Monika A. Waszczuk
- Department of Psychology, Rosalind Franklin University of Medicine and Science
| | - Pei-Fen Kuan
- Department of Applied Mathematics and Statistics, Stony Brook University
| | - Melissa A. Carr
- World Trade Center Program Clinical Center of Excellence, Renaissance School of Medicine at Stony Brook University
| | | | | | | | - Benjamin J. Luft
- World Trade Center Program Clinical Center of Excellence, Renaissance School of Medicine at Stony Brook University
- Department of Medicine, Renaissance School of Medicine at Stony Brook University
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Kritikos M, Diminich ED, Meliker J, Mielke M, Bennett DA, Finch CE, Gandy SE, Carr MA, Yang X, Kotov R, Kuan P, Bromet EJ, Clouston SAP, Luft BJ. Plasma amyloid beta 40/42, phosphorylated tau 181, and neurofilament light are associated with cognitive impairment and neuropathological changes among World Trade Center responders: A prospective cohort study of exposures and cognitive aging at midlife. ALZHEIMER'S & DEMENTIA (AMSTERDAM, NETHERLANDS) 2023; 15:e12409. [PMID: 36911360 PMCID: PMC9994167 DOI: 10.1002/dad2.12409] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/23/2022] [Revised: 01/09/2023] [Accepted: 01/19/2023] [Indexed: 03/14/2023]
Abstract
Introduction World Trade Center (WTC) responders are experiencing a high risk of mild cognitive impairment (MCI) and dementia, though the etiology remains inadequately characterized. This study investigated whether WTC exposures and chronic post-traumatic stress disorder (PTSD) were correlated with plasma biomarkers characteristic of Alzheimer's disease (AD) neuropathology. Methods Eligible participants included WTC-exposed individuals with a baseline cognitive assessment and available plasma sample. We examined levels of the amyloid beta (Aβ)40/42 ratio, phosphorylated tau 181 (p-tau181), and neurofilament light chain (NfL) and associations with a WTC exposures (duration on site ≥15 weeks, dust cloud), the PTSD Symptom Checklist for Diagnostic and Statistical Manual of Mental Disorders, 4th edition PTSD, and classification of amyloid/tau/neurodegeneration (AT[N]) profiles. Multinomial logistic regressions assessed whether biomarkers predicted increased risk of MCI or dementia. Results Of 1179 eligible responders, 93.0% were male, mean (standard deviation) age 56.6 years (7.8). Aβ40/42, p-tau181, and NfL intercorrelated and increased with age. In subgroup analyses of responders with available neuroimaging data (n = 75), Aβ40/42 and p-tau181 were further associated with decreased hippocampal volume (Spearman's ρ = -0.3). Overall, 58.08% of responders with dementia had ≥1 elevated biomarker, and 3.45% had elevations across all biomarkers. In total, 248 (21.05%) had MCI and 70 (5.94%) had dementia. Increased risk of dementia was associated with plasma AT(N) profile T+ or A+N+. Exposure on site ≥15 weeks was independently associated with T+ (adjusted risk ratio [aRR] = 1.03 [1.01-1.05], P = 0.009), and T+N+ profile (aRR = 2.34 [1.12-4.87]). The presence of PTSD was independently associated with risk of A+ (aRR = 1.77 [1.11-2.82]). Discussion WTC exposures and chronic PTSD are associated with plasma biomarkers consistent with neurodegenerative disease.
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Affiliation(s)
- Minos Kritikos
- Program in Public Health and Department of FamilyPopulation, and Preventive MedicineRenaissance School of Medicine at Stony Brook UniversityStony BrookNew YorkUSA
| | - Erica D. Diminich
- Program in Public Health and Department of FamilyPopulation, and Preventive MedicineRenaissance School of Medicine at Stony Brook UniversityStony BrookNew YorkUSA
| | - Jaymie Meliker
- Program in Public Health and Department of FamilyPopulation, and Preventive MedicineRenaissance School of Medicine at Stony Brook UniversityStony BrookNew YorkUSA
| | - Michelle Mielke
- Department of Epidemiology and PreventionWake Forest University School of MedicineWinston‐SalemNorth CarolinaUSA
| | - David A. Bennett
- Rush Alzheimer's Disease CenterRush UniversityChicagoIllinoisUSA
| | - Caleb E. Finch
- Leonard Davis School of GerontologyUniversity of Southern CaliforniaLos AngelesCaliforniaUSA
| | - Sam E. Gandy
- Department of NeurologyIcahn School of Medicine at Mount SinaiNew YorkNew YorkUSA
- Department of Psychiatry and Mount Sinai Alzheimer's Disease Research CenterIcahn School of Medicine, Mount SinaiNew YorkNew YorkUSA
| | - Melissa A. Carr
- Department of MedicineRenaissance School of Medicine at Stony Brook UniversityStony BrookNew YorkUSA
| | - Xiaohua Yang
- Department of MedicineRenaissance School of Medicine at Stony Brook UniversityStony BrookNew YorkUSA
| | - Roman Kotov
- Department of PsychiatryRenaissance School of Medicine at Stony Brook UniversityStony BrookNew YorkUSA
| | - Pei‐Fen Kuan
- Department of Applied MathematicsRenaissance School of Medicine at Stony Brook UniversityStony BrookNew YorkUSA
| | - Evelyn J. Bromet
- Department of PsychiatryRenaissance School of Medicine at Stony Brook UniversityStony BrookNew YorkUSA
| | - Sean A. P. Clouston
- Program in Public Health and Department of FamilyPopulation, and Preventive MedicineRenaissance School of Medicine at Stony Brook UniversityStony BrookNew YorkUSA
| | - Benjamin J. Luft
- Department of MedicineRenaissance School of Medicine at Stony Brook UniversityStony BrookNew YorkUSA
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Pellecchia A, Kritikos M, Guralnik J, Ahuvia I, Santiago-Michels S, Carr M, Kotov R, Bromet EJ, Clouston SAP, Luft BJ. Physical Functional Impairment and the Risk of Incident Mild Cognitive Impairment in an Observational Study of World Trade Center Responders. Neurol Clin Pract 2022; 12:e162-e171. [PMID: 36540142 PMCID: PMC9757114 DOI: 10.1212/cpj.0000000000200089] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2022] [Accepted: 08/24/2022] [Indexed: 11/15/2022]
Abstract
Background and Objectives Posttraumatic stress disorder (PTSD) has been linked to increased risk of cognitive dysfunction and physical functional impairment (PFI). The objective of this prospective cohort study was to examine whether PFI was associated with increased risk of incident mild cognitive impairment (MCI) among World Trade Center (WTC) responders with PTSD. We hypothesized that responders with PTSD would have an elevated risk of incident MCI and that PFI would mediate this increase. Methods We examined responder participants in the WTC Aging Study whose baseline physical assessments were completed by May 2016-April 2017 and were followed up at least once before December 2019. Those without complete demographic, medical, or behavioral data were excluded. PFI was assessed using measures of upper body strength (maximal handgrip strength [HGS]) and lower extremity physical functioning (Short Physical Performance Battery). PTSD was rated using a diagnostic interview and symptom checklist; MCI and dementia were assessed using the Montreal Cognitive Assessment and diagnosed using the National Institute on Aging-Alzheimer's Association criteria. Group differences and longitudinal comparisons were examined. Cox proportional hazards models were evaluated from time to incident MCI and conversion to dementia. A mediation analysis examined whether PFI mediated associations between PTSD and MCI. Results Within the sample of 2,687 WTC responders, 324 (12.06%, 95% CI = [10.83-13.29]) had lower extremity PFI. Responders with lower extremity PFI were older, had lower education and higher body mass, and were at a higher risk of pulmonary embolisms and PTSD. Responders with lower extremity PFI demonstrated lower baseline cognition and had increased hazards of MCI (multivariable-adjusted hazards ratio [aHR] = 1.55 [95% CI 1.21-1.98]); those with MCI converted to dementia more rapidly than those without PFI (2.73 [1.38-5.39] p = 0.004). In addition, each standard deviation decrease in HGS was associated with increased hazards of developing MCI (aHR = 1.35 [95% CI 1.10-1.66]). A mediation model suggested PFI played an intermediary role in the relationship between PTSD and MCI. Discussion WTC responders with PFI demonstrated worse cognitive and behavioral outcomes, and PFI played an intermediary role in the relationship between PTSD and incident MCI, suggesting that PFI may be an early indicator of MCI in responders with PTSD. Regular monitoring of PFI should be considered among PTSD populations.
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Affiliation(s)
- Alison Pellecchia
- Stony Brook World Trade Center Wellness Program (AP, SS-M, MC, SAPC, BJL), Renaissance School of Medicine at Stony Brook University, NY; Program in Public Health and Department of Family (MK, SAPC), Population, and Preventive Medicine, Renaissance School of Medicine at Stony Brook University, NY; Department of Epidemiology and Public Health (JG), University of Maryland School of Medicine, Baltimore; Department of Psychology (IA), Stony Brook University, NY; Department of Psychiatry (RK, EJB), Stony Brook University, NY; and Department of Medicine (BJL), Renaissance School of Medicine at Stony Brook University, NY
| | - Minos Kritikos
- Stony Brook World Trade Center Wellness Program (AP, SS-M, MC, SAPC, BJL), Renaissance School of Medicine at Stony Brook University, NY; Program in Public Health and Department of Family (MK, SAPC), Population, and Preventive Medicine, Renaissance School of Medicine at Stony Brook University, NY; Department of Epidemiology and Public Health (JG), University of Maryland School of Medicine, Baltimore; Department of Psychology (IA), Stony Brook University, NY; Department of Psychiatry (RK, EJB), Stony Brook University, NY; and Department of Medicine (BJL), Renaissance School of Medicine at Stony Brook University, NY
| | - Jack Guralnik
- Stony Brook World Trade Center Wellness Program (AP, SS-M, MC, SAPC, BJL), Renaissance School of Medicine at Stony Brook University, NY; Program in Public Health and Department of Family (MK, SAPC), Population, and Preventive Medicine, Renaissance School of Medicine at Stony Brook University, NY; Department of Epidemiology and Public Health (JG), University of Maryland School of Medicine, Baltimore; Department of Psychology (IA), Stony Brook University, NY; Department of Psychiatry (RK, EJB), Stony Brook University, NY; and Department of Medicine (BJL), Renaissance School of Medicine at Stony Brook University, NY
| | - Isaac Ahuvia
- Stony Brook World Trade Center Wellness Program (AP, SS-M, MC, SAPC, BJL), Renaissance School of Medicine at Stony Brook University, NY; Program in Public Health and Department of Family (MK, SAPC), Population, and Preventive Medicine, Renaissance School of Medicine at Stony Brook University, NY; Department of Epidemiology and Public Health (JG), University of Maryland School of Medicine, Baltimore; Department of Psychology (IA), Stony Brook University, NY; Department of Psychiatry (RK, EJB), Stony Brook University, NY; and Department of Medicine (BJL), Renaissance School of Medicine at Stony Brook University, NY
| | - Stephanie Santiago-Michels
- Stony Brook World Trade Center Wellness Program (AP, SS-M, MC, SAPC, BJL), Renaissance School of Medicine at Stony Brook University, NY; Program in Public Health and Department of Family (MK, SAPC), Population, and Preventive Medicine, Renaissance School of Medicine at Stony Brook University, NY; Department of Epidemiology and Public Health (JG), University of Maryland School of Medicine, Baltimore; Department of Psychology (IA), Stony Brook University, NY; Department of Psychiatry (RK, EJB), Stony Brook University, NY; and Department of Medicine (BJL), Renaissance School of Medicine at Stony Brook University, NY
| | - Melissa Carr
- Stony Brook World Trade Center Wellness Program (AP, SS-M, MC, SAPC, BJL), Renaissance School of Medicine at Stony Brook University, NY; Program in Public Health and Department of Family (MK, SAPC), Population, and Preventive Medicine, Renaissance School of Medicine at Stony Brook University, NY; Department of Epidemiology and Public Health (JG), University of Maryland School of Medicine, Baltimore; Department of Psychology (IA), Stony Brook University, NY; Department of Psychiatry (RK, EJB), Stony Brook University, NY; and Department of Medicine (BJL), Renaissance School of Medicine at Stony Brook University, NY
| | - Roman Kotov
- Stony Brook World Trade Center Wellness Program (AP, SS-M, MC, SAPC, BJL), Renaissance School of Medicine at Stony Brook University, NY; Program in Public Health and Department of Family (MK, SAPC), Population, and Preventive Medicine, Renaissance School of Medicine at Stony Brook University, NY; Department of Epidemiology and Public Health (JG), University of Maryland School of Medicine, Baltimore; Department of Psychology (IA), Stony Brook University, NY; Department of Psychiatry (RK, EJB), Stony Brook University, NY; and Department of Medicine (BJL), Renaissance School of Medicine at Stony Brook University, NY
| | - Evelyn J Bromet
- Stony Brook World Trade Center Wellness Program (AP, SS-M, MC, SAPC, BJL), Renaissance School of Medicine at Stony Brook University, NY; Program in Public Health and Department of Family (MK, SAPC), Population, and Preventive Medicine, Renaissance School of Medicine at Stony Brook University, NY; Department of Epidemiology and Public Health (JG), University of Maryland School of Medicine, Baltimore; Department of Psychology (IA), Stony Brook University, NY; Department of Psychiatry (RK, EJB), Stony Brook University, NY; and Department of Medicine (BJL), Renaissance School of Medicine at Stony Brook University, NY
| | - Sean A P Clouston
- Stony Brook World Trade Center Wellness Program (AP, SS-M, MC, SAPC, BJL), Renaissance School of Medicine at Stony Brook University, NY; Program in Public Health and Department of Family (MK, SAPC), Population, and Preventive Medicine, Renaissance School of Medicine at Stony Brook University, NY; Department of Epidemiology and Public Health (JG), University of Maryland School of Medicine, Baltimore; Department of Psychology (IA), Stony Brook University, NY; Department of Psychiatry (RK, EJB), Stony Brook University, NY; and Department of Medicine (BJL), Renaissance School of Medicine at Stony Brook University, NY
| | - Benjamin J Luft
- Stony Brook World Trade Center Wellness Program (AP, SS-M, MC, SAPC, BJL), Renaissance School of Medicine at Stony Brook University, NY; Program in Public Health and Department of Family (MK, SAPC), Population, and Preventive Medicine, Renaissance School of Medicine at Stony Brook University, NY; Department of Epidemiology and Public Health (JG), University of Maryland School of Medicine, Baltimore; Department of Psychology (IA), Stony Brook University, NY; Department of Psychiatry (RK, EJB), Stony Brook University, NY; and Department of Medicine (BJL), Renaissance School of Medicine at Stony Brook University, NY
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Kritikos M, Franceschi AM, Vaska P, Clouston SAP, Huang C, Salerno M, Deri Y, Tang C, Pellecchia A, Santiago-Michels S, Sano M, Bromet EJ, Lucchini RG, Gandy S, Luft BJ. Assessment of Alzheimer's Disease Imaging Biomarkers in World Trade Center Responders with Cognitive Impairment at Midlife. World J Nucl Med 2022; 21:267-275. [PMID: 36398306 PMCID: PMC9666002 DOI: 10.1055/s-0042-1750013] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/14/2022] Open
Abstract
Purpose Incidence of early onset neurocognitive dysfunction has been reported in World Trade Center (WTC) responders. Ongoing studies are investigating the underlying etiology, as we are concerned that an underlying risk of neurodegenerative dementia may be occurring because of their stressful and neurotoxic exposures to particulate matter when they responded to the search and rescue efforts on September 11, 2001. The purpose of this study is to report preliminary results from two ongoing positron emission tomography (PET)/magnetic resonance imaging (MRI) imaging studies investigating the presence of Alzheimer's disease (AD) biomarkers, such as β-amyloid, tau, and neurodegeneration, and compare our findings to published norms. Methods We present findings on 12 WTC responders diagnosed with either cognitive impairment (CI) or mild cognitive impairment (MCI), now at midlife, who underwent PET/MRI brain imaging as part of ongoing studies. Six responders with CI received [ 18 F] florbetaben (FBB) to detect β-amyloidosis and six separate responders with MCI received [ 18 F] flortaucipir (FTP) to detect tauopathy. All 12 responders underwent concomitant MRI scans for gray matter volume analysis of neurodegeneration. Results PET analysis revealed 50% FBB and 50% of FTP scans were clinically read as positive and that 50% of FTP scans identified as consistent with Braak's stage I or II. Furthermore, one responder identified as centiloid positive for AD. Gray matter volumes from MRI analyses were compared with age/sex-matched norms (Neuroquant), identifying abnormally low cortical volumes in the occipital and temporal lobes, as well as the inferior temporal gyri and the entorhinal cortex. Conclusion These preliminary results suggest that WTC responders with neurocognitive dysfunction may be at increased risk for a neurodegenerative dementia process as a result of their exposures at September 11, 2001.
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Affiliation(s)
- Minos Kritikos
- Department of Family, Population, and Preventive Medicine, Renaissance School of Medicine at Stony Brook University, Stony Brook, New York, United States
| | - Ana M. Franceschi
- Division of Neuroradiology, Department of Radiology, Northwell Health/Donald and Barbara Zucker School of Medicine, Manhasset, New York, United States
| | - Paul Vaska
- Department of Radiology, Renaissance School of Medicine at Stony Brook University, Stony Brook, New York, United States
| | - Sean A. P. Clouston
- Department of Family, Population, and Preventive Medicine, Renaissance School of Medicine at Stony Brook University, Stony Brook, New York, United States
| | - Chuan Huang
- Department of Radiology, Renaissance School of Medicine at Stony Brook University, Stony Brook, New York, United States
- Department of Psychiatry, Renaissance School of Medicine at Stony Brook University, Stony Brook, New York, United States
| | - Michael Salerno
- Department of Radiology, Renaissance School of Medicine at Stony Brook University, Stony Brook, New York, United States
| | - Yael Deri
- Department of Medicine, Renaissance School of Medicine at Stony Brook University, Stony Brook, New York, United States
| | - Cheuk Tang
- Icahn School of Medicine at Mount Sinai, New York, New York, United States
| | - Alison Pellecchia
- Department of Medicine, Renaissance School of Medicine at Stony Brook University, Stony Brook, New York, United States
| | - Stephanie Santiago-Michels
- Department of Medicine, Renaissance School of Medicine at Stony Brook University, Stony Brook, New York, United States
| | - Mary Sano
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, New York, United States
| | - Evelyn J. Bromet
- Department of Medicine, Renaissance School of Medicine at Stony Brook University, Stony Brook, New York, United States
| | - Roberto G. Lucchini
- Robert Stempel College of Public Health and Social Work, Florida International University, Miami, Florida, United States
| | - Sam Gandy
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, New York, United States
- Department of Neurology, The Barbara and Maurice Deane Center for Wellness and Cognitive Health and the Mount Sinai Center for NFL Neurological Care, Icahn School of Medicine at Mount Sinai, New York, New York, United States
| | - Benjamin J. Luft
- Department of Medicine, Renaissance School of Medicine at Stony Brook University, Stony Brook, New York, United States
- Stony Brook World Trade Center Wellness Program, Stony Brook Medicine, Stony Brook, New York, United States
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Núñez-Rios DL, Martínez-Magaña JJ, Nagamatsu ST, Andrade-Brito DE, Forero DA, Orozco-Castaño CA, Montalvo-Ortiz JL. Central and Peripheral Immune Dysregulation in Posttraumatic Stress Disorder: Convergent Multi-Omics Evidence. Biomedicines 2022; 10:biomedicines10051107. [PMID: 35625844 PMCID: PMC9138536 DOI: 10.3390/biomedicines10051107] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2022] [Revised: 04/29/2022] [Accepted: 05/04/2022] [Indexed: 11/16/2022] Open
Abstract
Posttraumatic stress disorder (PTSD) is a chronic and multifactorial disorder with a prevalence ranging between 6–10% in the general population and ~35% in individuals with high lifetime trauma exposure. Growing evidence indicates that the immune system may contribute to the etiology of PTSD, suggesting the inflammatory dysregulation as a hallmark feature of PTSD. However, the potential interplay between the central and peripheral immune system, as well as the biological mechanisms underlying this dysregulation remain poorly understood. The activation of the HPA axis after trauma exposure and the subsequent activation of the inflammatory system mediated by glucocorticoids is the most common mechanism that orchestrates an exacerbated immunological response in PTSD. Recent high-throughput analyses in peripheral and brain tissue from both humans with and animal models of PTSD have found that changes in gene regulation via epigenetic alterations may participate in the impaired inflammatory signaling in PTSD. The goal of this review is to assess the role of the inflammatory system in PTSD across tissue and species, with a particular focus on the genomics, transcriptomics, epigenomics, and proteomics domains. We conducted an integrative multi-omics approach identifying TNF (Tumor Necrosis Factor) signaling, interleukins, chemokines, Toll-like receptors and glucocorticoids among the common dysregulated pathways in both central and peripheral immune systems in PTSD and propose potential novel drug targets for PTSD treatment.
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Affiliation(s)
- Diana L. Núñez-Rios
- Department of Psychiatry, Yale University School of Medicine, New Haven, CT 06510, USA; (D.L.N.-R.); (J.J.M.-M.); (S.T.N.); (D.E.A.-B.)
- VA CT Healthcare Center, West Haven, CT 06516, USA
| | - José J. Martínez-Magaña
- Department of Psychiatry, Yale University School of Medicine, New Haven, CT 06510, USA; (D.L.N.-R.); (J.J.M.-M.); (S.T.N.); (D.E.A.-B.)
- VA CT Healthcare Center, West Haven, CT 06516, USA
| | - Sheila T. Nagamatsu
- Department of Psychiatry, Yale University School of Medicine, New Haven, CT 06510, USA; (D.L.N.-R.); (J.J.M.-M.); (S.T.N.); (D.E.A.-B.)
- VA CT Healthcare Center, West Haven, CT 06516, USA
| | - Diego E. Andrade-Brito
- Department of Psychiatry, Yale University School of Medicine, New Haven, CT 06510, USA; (D.L.N.-R.); (J.J.M.-M.); (S.T.N.); (D.E.A.-B.)
- VA CT Healthcare Center, West Haven, CT 06516, USA
| | - Diego A. Forero
- Health and Sport Sciences Research Group, School of Health and Sport Sciences, Fundación Universitaria del Área Andina, Bogotá 110231, Colombia; (D.A.F.); (C.A.O.-C.)
| | - Carlos A. Orozco-Castaño
- Health and Sport Sciences Research Group, School of Health and Sport Sciences, Fundación Universitaria del Área Andina, Bogotá 110231, Colombia; (D.A.F.); (C.A.O.-C.)
| | - Janitza L. Montalvo-Ortiz
- Department of Psychiatry, Yale University School of Medicine, New Haven, CT 06510, USA; (D.L.N.-R.); (J.J.M.-M.); (S.T.N.); (D.E.A.-B.)
- VA CT Healthcare Center, West Haven, CT 06516, USA
- Correspondence: ; Tel.: +1-(203)-9325711 (ext. 7491)
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8
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Schwartz RM, Shaam P, Williams MS, McCann-Pineo M, Ryniker L, Debnath S, Zanos TP. Understanding Mental Health Needs and Gathering Feedback on Transcutaneous Auricular Vagus Nerve Stimulation as a Potential PTSD Treatment among 9/11 Responders Living with PTSD Symptoms 20 Years Later: A Qualitative Approach. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2022; 19:4847. [PMID: 35457714 PMCID: PMC9029393 DOI: 10.3390/ijerph19084847] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/27/2022] [Revised: 04/05/2022] [Accepted: 04/14/2022] [Indexed: 02/01/2023]
Abstract
Posttraumatic stress disorder (PTSD) remains one of the most prevalent diagnoses of World Trade Center (WTC) 9/11 responders. Transcutaneous auricular vagus nerve stimulation (taVNS) is a potential treatment for PTSD, as it can downregulate activity in the brain, which is known to be related to stress responses and hyperarousal. To understand barriers and facilitators to engagement in mental health care and the feasibility and acceptability of using the taVNS device as a treatment for PTSD symptoms, a focus group was conducted among patients from the Queens WTC Health Program who had elevated symptoms of PTSD. The focus group discussion was recorded, transcribed, and analyzed. Three themes and subthemes emerged: (1) the continued prevalence of mental health difficulties and systematic challenges to accessing care; (2) positive reception toward the taVNS device as a potential treatment option, including a discussion of how to increase usability; and (3) feedback on increasing the feasibility and acceptance of the research methodology associated with testing the device in a pilot clinical trial. The findings highlight the need for additional treatment options to reduce PTSD symptoms in this population and provide key formative phase input for the pilot clinical trial of taVNS.
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Affiliation(s)
- Rebecca M. Schwartz
- Department of Occupational Medicine, Epidemiology and Prevention, Northwell Health, 175 Community Drive, Great Neck, NY 11021, USA; (R.M.S.); (M.M.-P.); (L.R.)
- Institute of Health System Science, Feinstein Institutes for Medical Research, Northwell Health, 350 Community Drive, Manhasset, NY 11030, USA; (M.S.W.); (T.P.Z.)
- Center for Traumatic Stress, Resilience and Recovery, Northwell Health, 175 Community Drive, Great Neck, NY 11021, USA
- Donald and Barbara Zucker School of Medicine at Hofstra/Northwell, Northwell Health, 500 Hofstra University, Hempstead, NY 11549, USA
| | - Pooja Shaam
- Department of Occupational Medicine, Epidemiology and Prevention, Northwell Health, 175 Community Drive, Great Neck, NY 11021, USA; (R.M.S.); (M.M.-P.); (L.R.)
- Institute of Health System Science, Feinstein Institutes for Medical Research, Northwell Health, 350 Community Drive, Manhasset, NY 11030, USA; (M.S.W.); (T.P.Z.)
- Center for Traumatic Stress, Resilience and Recovery, Northwell Health, 175 Community Drive, Great Neck, NY 11021, USA
| | - Myia S. Williams
- Institute of Health System Science, Feinstein Institutes for Medical Research, Northwell Health, 350 Community Drive, Manhasset, NY 11030, USA; (M.S.W.); (T.P.Z.)
- Donald and Barbara Zucker School of Medicine at Hofstra/Northwell, Northwell Health, 500 Hofstra University, Hempstead, NY 11549, USA
- Department of Medicine, Northwell Health, 600 Community Drive, Manhasset, NY 11030, USA
| | - Molly McCann-Pineo
- Department of Occupational Medicine, Epidemiology and Prevention, Northwell Health, 175 Community Drive, Great Neck, NY 11021, USA; (R.M.S.); (M.M.-P.); (L.R.)
- Institute of Health System Science, Feinstein Institutes for Medical Research, Northwell Health, 350 Community Drive, Manhasset, NY 11030, USA; (M.S.W.); (T.P.Z.)
- Donald and Barbara Zucker School of Medicine at Hofstra/Northwell, Northwell Health, 500 Hofstra University, Hempstead, NY 11549, USA
| | - Laura Ryniker
- Department of Occupational Medicine, Epidemiology and Prevention, Northwell Health, 175 Community Drive, Great Neck, NY 11021, USA; (R.M.S.); (M.M.-P.); (L.R.)
- Institute of Health System Science, Feinstein Institutes for Medical Research, Northwell Health, 350 Community Drive, Manhasset, NY 11030, USA; (M.S.W.); (T.P.Z.)
- Center for Traumatic Stress, Resilience and Recovery, Northwell Health, 175 Community Drive, Great Neck, NY 11021, USA
| | - Shubham Debnath
- Institute of Bioelectronic Medicine, Feinstein Institutes for Medical Research, Northwell Health, 350 Community Drive, Manhasset, NY 11030, USA;
| | - Theodoros P. Zanos
- Institute of Health System Science, Feinstein Institutes for Medical Research, Northwell Health, 350 Community Drive, Manhasset, NY 11030, USA; (M.S.W.); (T.P.Z.)
- Donald and Barbara Zucker School of Medicine at Hofstra/Northwell, Northwell Health, 500 Hofstra University, Hempstead, NY 11549, USA
- Institute of Bioelectronic Medicine, Feinstein Institutes for Medical Research, Northwell Health, 350 Community Drive, Manhasset, NY 11030, USA;
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9
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Clouston SAP, Kritikos M, Huang C, Kuan PF, Vaska P, Pellecchia AC, Santiago-Michels S, Carr MA, Gandy S, Sano M, Bromet EJ, Lucchini RG, Luft BJ. Reduced cerebellar cortical thickness in World Trade Center responders with cognitive impairment. Transl Psychiatry 2022; 12:107. [PMID: 35296637 PMCID: PMC8927406 DOI: 10.1038/s41398-022-01873-6] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/28/2021] [Revised: 02/21/2022] [Accepted: 02/24/2022] [Indexed: 01/22/2023] Open
Abstract
Prior research has demonstrated high levels of cognitive and physical functional impairments in World Trade Center (WTC) responders. A follow-up neuroimaging study identified changes to white matter connectivity within the cerebellum in responders with cognitive impairment (CI). In the first study to examine cerebellar cortical thickness in WTC responders with CI, we fielded a structural magnetic resonance imaging protocol. WTC responders (N = 99) participated in a structural magnetic resonance imaging (MRI) study, of whom 48 had CI. Participants with CI did not differ demographically or by intracranial volume when compared to cognitively unimpaired participants. MRIs were processed using the CERES imaging pipeline; bilateral cortical thickness in 12 cerebellar lobules was reported. Analyses were completed comparing mean cerebellar cortical thickness across groups. Lobules were examined to determine the location and functional correlates of reduced cerebellar cortical thickness. Multivariable-adjusted analyses accounted for the false discovery rate. Mean cerebellar cortical thickness was reduced by 0.17 mm in responders with CI. Decrements in cerebellar cortical thickness were symmetric and located in the Cerebellar Crus (I and II), and in Lobules IV, VI, VIIb, VIIIa, VIIIb, and IX. Cerebellar cortical thickness was associated with episodic memory, response speed, and tandem balance. WTC responders with CI had evidence of reduced cerebellar cortical thickness that was present across lobules in a pattern unique to this cohort.
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Affiliation(s)
- Sean A P Clouston
- Department of Family, Population, and Preventive Medicine, Renaissance School of Medicine at Stony Brook, Stony Brook, NY, USA.
- Program in Public Health, Renaissance School of Medicine at Stony Brook, Stony Brook, NY, USA.
| | - Minos Kritikos
- Program in Public Health, Renaissance School of Medicine at Stony Brook, Stony Brook, NY, USA
| | - Chuan Huang
- Department of Radiology, Renaissance School of Medicine at Stony Brook, Stony Brook, NY, USA
| | - Pei-Fen Kuan
- Department of Applied Mathematics, Stony Brook University, Stony Brook, NY, USA
| | - Paul Vaska
- Department of Radiology, Renaissance School of Medicine at Stony Brook, Stony Brook, NY, USA
- Department of Biomedical Engineering, Stony Brook University, Stony Brook, NY, USA
| | - Alison C Pellecchia
- Department of Medicine, Renaissance School of Medicine at Stony Brook, Stony Brook, NY, USA
| | | | - Melissa A Carr
- Department of Medicine, Renaissance School of Medicine at Stony Brook, Stony Brook, NY, USA
| | - Sam Gandy
- Center for Cognitive Health and NFL Neurological Care, Department of Neurology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Mount Sinai Alzheimer's Disease Research Center, Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Mary Sano
- Mount Sinai Alzheimer's Disease Research Center, Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Evelyn J Bromet
- Department of Psychiatry, Renaissance School of Medicine at Stony Brook, Stony Brook, NY, USA
| | - Roberto G Lucchini
- Department of Environmental Health Sciences, Robert Stempel College of Public Health, Florida International University, Miami, FL, USA
| | - Benjamin J Luft
- Director of the World Trade Center Health and Wellness Program, Department of Medicine, Renaissance School of Medicine at Stony Brook, Stony Brook, NY, USA
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10
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Rosen R, Shao Y, Zhang Q, Bao J, Zhang Y, Masurkar A, Wisniewski T, Urban N, Reibman J. Cognitive Function among World Trade Center-Exposed Community Members with Mental Health Symptoms. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2022; 19:3440. [PMID: 35329128 PMCID: PMC8948727 DOI: 10.3390/ijerph19063440] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/18/2022] [Revised: 03/10/2022] [Accepted: 03/11/2022] [Indexed: 12/20/2022]
Abstract
The World Trade Center Environmental Health Center (WTC EHC), is a federally designated clinical center of excellence for surveillance and treatment of WTC disaster exposed community members (WTC Survivors). Cognitive impairment (CI) has been extensively described in WTC responders and a concern for progressive impairment in all WTC disaster exposed groups has been raised. Cognitive status, however, has not been systematically characterized in the WTC Survivor population. We describe cognitive status in a subgroup of the Survivor population referred for mental health evaluation (N = 480) in the WTC EHC as measured by scores on the Montreal Cognitive Assessment (MoCA) instrument, and examine their association with WTC exposures and individual-level covariates including PTSD and depression screening inventory scores. In regression analyses, probable cognitive impairment (MoCA score < 26) was found in 59% of the study subjects and was significantly associated with age, race/ethnicity, education, income, depression and PTSD scores. Being caught in the dust cloud on 11 September 2011 was significantly associated with cognitive impairment even after controlling for the above. These data suggest an association with cognitive dysfunction in WTC Survivors with exposure to the toxic dust/fumes and psychological stress from the 9/11 terrorist attack and warrant further systematic study.
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Affiliation(s)
- Rebecca Rosen
- Department of Psychiatry, NYU Grossman School of Medicine, New York, NY 10016, USA;
- World Trade Center Environmental Health Center, NYC Health+Hospitals, New York, NY 10016, USA; (Q.Z.); (J.B.); (Y.Z.); (J.R.)
| | - Yongzhao Shao
- World Trade Center Environmental Health Center, NYC Health+Hospitals, New York, NY 10016, USA; (Q.Z.); (J.B.); (Y.Z.); (J.R.)
- Department of Environmental Medicine, NYU Grossman School of Medicine, New York, NY 10016, USA
- Department of Population Health, NYU Grossman School of Medicine, New York, NY 10016, USA
- NYU Alzheimer’s Disease Research Center, New York, NY 10016, USA; (A.M.); (T.W.)
| | - Qiao Zhang
- World Trade Center Environmental Health Center, NYC Health+Hospitals, New York, NY 10016, USA; (Q.Z.); (J.B.); (Y.Z.); (J.R.)
- Department of Population Health, NYU Grossman School of Medicine, New York, NY 10016, USA
| | - Jia Bao
- World Trade Center Environmental Health Center, NYC Health+Hospitals, New York, NY 10016, USA; (Q.Z.); (J.B.); (Y.Z.); (J.R.)
- Department of Population Health, NYU Grossman School of Medicine, New York, NY 10016, USA
| | - Yian Zhang
- World Trade Center Environmental Health Center, NYC Health+Hospitals, New York, NY 10016, USA; (Q.Z.); (J.B.); (Y.Z.); (J.R.)
- Department of Population Health, NYU Grossman School of Medicine, New York, NY 10016, USA
| | - Arjun Masurkar
- NYU Alzheimer’s Disease Research Center, New York, NY 10016, USA; (A.M.); (T.W.)
- Department of Neurology, NYU Grossman School of Medicine, New York, NY 10016, USA
| | - Thomas Wisniewski
- NYU Alzheimer’s Disease Research Center, New York, NY 10016, USA; (A.M.); (T.W.)
- Department of Neurology, NYU Grossman School of Medicine, New York, NY 10016, USA
| | - Nina Urban
- Department of Psychiatry, NYU Grossman School of Medicine, New York, NY 10016, USA;
- World Trade Center Environmental Health Center, NYC Health+Hospitals, New York, NY 10016, USA; (Q.Z.); (J.B.); (Y.Z.); (J.R.)
| | - Joan Reibman
- World Trade Center Environmental Health Center, NYC Health+Hospitals, New York, NY 10016, USA; (Q.Z.); (J.B.); (Y.Z.); (J.R.)
- Department of Environmental Medicine, NYU Grossman School of Medicine, New York, NY 10016, USA
- Department of Medicine, NYU Grossman School of Medicine, New York, NY 10016, USA
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11
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Clouston SAP, Hall CB, Kritikos M, Bennett DA, DeKosky S, Edwards J, Finch C, Kreisl WC, Mielke M, Peskind ER, Raskind M, Richards M, Sloan RP, Spiro A, Vasdev N, Brackbill R, Farfel M, Horton M, Lowe S, Lucchini RG, Prezant D, Reibman J, Rosen R, Seil K, Zeig-Owens R, Deri Y, Diminich ED, Fausto BA, Gandy S, Sano M, Bromet EJ, Luft BJ. Cognitive impairment and World Trade Centre-related exposures. Nat Rev Neurol 2022; 18:103-116. [PMID: 34795448 PMCID: PMC8938977 DOI: 10.1038/s41582-021-00576-8] [Citation(s) in RCA: 16] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 09/29/2021] [Indexed: 02/03/2023]
Abstract
On 11 September 2001 the World Trade Center (WTC) in New York was attacked by terrorists, causing the collapse of multiple buildings including the iconic 110-story 'Twin Towers'. Thousands of people died that day from the collapse of the buildings, fires, falling from the buildings, falling debris, or other related accidents. Survivors of the attacks, those who worked in search and rescue during and after the buildings collapsed, and those working in recovery and clean-up operations were exposed to severe psychological stressors. Concurrently, these 'WTC-affected' individuals breathed and ingested a mixture of organic and particulate neurotoxins and pro-inflammogens generated as a result of the attack and building collapse. Twenty years later, researchers have documented neurocognitive and motor dysfunctions that resemble the typical features of neurodegenerative disease in some WTC responders at midlife. Cortical atrophy, which usually manifests later in life, has also been observed in this population. Evidence indicates that neurocognitive symptoms and corresponding brain atrophy are associated with both physical exposures at the WTC and chronic post-traumatic stress disorder, including regularly re-experiencing traumatic memories of the events while awake or during sleep. Despite these findings, little is understood about the long-term effects of these physical and mental exposures on the brain health of WTC-affected individuals, and the potential for neurocognitive disorders. Here, we review the existing evidence concerning neurological outcomes in WTC-affected individuals, with the aim of contextualizing this research for policymakers, researchers and clinicians and educating WTC-affected individuals and their friends and families. We conclude by providing a rationale and recommendations for monitoring the neurological health of WTC-affected individuals.
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Affiliation(s)
- Sean A P Clouston
- Program in Public Health, Department of Family, Population, and Preventive Medicine, Renaissance School of Medicine at Stony Brook University, Stony Brook, NY, USA.
| | - Charles B Hall
- Saul R. Korey Department of Neurology, Albert Einstein College of Medicine, Bronx, NY, USA
- Department of Epidemiology and Population Health, Albert Einstein College of Medicine, Bronx, NY, USA
| | - Minos Kritikos
- Program in Public Health, Department of Family, Population, and Preventive Medicine, Renaissance School of Medicine at Stony Brook University, Stony Brook, NY, USA
| | - David A Bennett
- Rush Alzheimer's Disease Center, Department of Neurological Sciences, Rush Medical College, Rush University, Chicago, IL, USA
| | - Steven DeKosky
- Evelyn F. and William L. McKnight Brain Institute and Florida Alzheimer's Disease Research Center, Department of Neurology and Neuroscience, University of Florida, Gainesville, FL, USA
| | - Jerri Edwards
- Department of Psychiatry and Behavioral Neuroscience, Morsani College of Medicine, University of South Florida, Tampa, FL, USA
| | - Caleb Finch
- Leonard Davis School of Gerontology, University of Southern California, Los Angeles, CA, USA
| | - William C Kreisl
- Taub Institute for Research on Alzheimer's Disease and the Aging Brain, Department of Neurology, Columbia University, New York, NY, USA
| | - Michelle Mielke
- Specialized Center of Research Excellence on Sex Differences, Department of Neurology, Department of Epidemiology, Mayo Clinic, Rochester, MN, USA
| | - Elaine R Peskind
- Veteran's Association VISN 20 Northwest Mental Illness Research, Education, and Clinical Center, Veteran's Affairs Puget Sound Health Care System, Seattle, WA, USA
- Alzheimer's Disease Research Center, Department of Psychiatry and Behavioral Sciences, University of Washington School of Medicine, Seattle, WA, USA
| | - Murray Raskind
- Veteran's Association VISN 20 Northwest Mental Illness Research, Education, and Clinical Center, Veteran's Affairs Puget Sound Health Care System, Seattle, WA, USA
- Alzheimer's Disease Research Center, Department of Psychiatry and Behavioral Sciences, University of Washington School of Medicine, Seattle, WA, USA
| | - Marcus Richards
- Medical Research Council Unit for Lifelong Health and Ageing, Population Health Sciences, University College London, London, UK
| | - Richard P Sloan
- Department of Psychiatry, Columbia University Irving Medical Center, New York, NY, USA
| | - Avron Spiro
- Department of Epidemiology, School of Public Health, Boston University, Boston, MA, USA
- Massachusetts Veterans Epidemiology Research and Information Center (MAVERIC), Department of Veterans Affairs Boston Healthcare System, Boston, MA, USA
| | - Neil Vasdev
- Azrieli Centre for Neuro-Radiochemistry, Brain Health Imaging Center, Center for Addiction and Mental Health, Department of Psychiatry, University of Toronto, Toronto, ON, Canada
| | - Robert Brackbill
- World Trade Center Health Registry, New York Department of Health and Mental Hygiene, New York, NY, USA
| | - Mark Farfel
- World Trade Center Health Registry, New York Department of Health and Mental Hygiene, New York, NY, USA
| | - Megan Horton
- Department of Environmental Medicine and Public Health, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Sandra Lowe
- The World Trade Center Mental Health Program, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Roberto G Lucchini
- Department of Environmental Health Sciences, Robert Stempel College of Public Health and Social Work, Florida International University, Miami, FL, USA
| | - David Prezant
- World Trade Center Health Program, Fire Department of the City of New York, Brooklyn, NY, USA
- Department of Epidemiology and Population Health, Albert Einstein College of Medicine, Bronx, NY, USA
| | - Joan Reibman
- Department of Environmental Medicine, New York University Langone Health, New York, NY, USA
| | - Rebecca Rosen
- World Trade Center Environmental Health Center, Department of Psychiatry, New York University, New York, NY, USA
| | - Kacie Seil
- World Trade Center Health Registry, New York Department of Health and Mental Hygiene, New York, NY, USA
| | - Rachel Zeig-Owens
- World Trade Center Health Program, Fire Department of the City of New York, Brooklyn, NY, USA
- Department of Epidemiology and Population Health, Albert Einstein College of Medicine, Bronx, NY, USA
| | - Yael Deri
- Department of Medicine, Renaissance School of Medicine, Stony Brook University, Stony Brook, NY, USA
- Department of Psychiatry, Renaissance School of Medicine, Stony Brook University, Stony Brook, NY, USA
| | - Erica D Diminich
- Program in Public Health, Department of Family, Population, and Preventive Medicine, Renaissance School of Medicine at Stony Brook University, Stony Brook, NY, USA
| | - Bernadette A Fausto
- Center for Molecular & Behavioral Neuroscience, Rutgers, The State University of New Jersey, Newark, NJ, USA
| | - Sam Gandy
- Research and Development Service, James J. Peters Department of Veterans Affairs Medical Center, Bronx, NY, USA
- Mount Sinai Alzheimer's Disease Research Center and Ronald M. Loeb Center for Alzheimer's Disease, Department of Psychiatry, Icahn School of Medicine, Mount Sinai, New York, NY, USA
| | - Mary Sano
- Research and Development Service, James J. Peters Department of Veterans Affairs Medical Center, Bronx, NY, USA
- Mount Sinai Alzheimer's Disease Research Center and Ronald M. Loeb Center for Alzheimer's Disease, Department of Psychiatry, Icahn School of Medicine, Mount Sinai, New York, NY, USA
| | - Evelyn J Bromet
- Department of Psychiatry, Renaissance School of Medicine, Stony Brook University, Stony Brook, NY, USA
| | - Benjamin J Luft
- Department of Medicine, Renaissance School of Medicine, Stony Brook University, Stony Brook, NY, USA
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12
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Polygenic risk scoring to assess genetic overlap and protective factors influencing posttraumatic stress, depression, and chronic pain after motor vehicle collision trauma. Transl Psychiatry 2021; 11:359. [PMID: 34226500 PMCID: PMC8257703 DOI: 10.1038/s41398-021-01486-5] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/14/2020] [Revised: 06/07/2021] [Accepted: 06/16/2021] [Indexed: 12/16/2022] Open
Abstract
Posttraumatic stress (PTS), depressive symptoms (DS), and musculoskeletal pain (MSP) are common sequelae of trauma exposure. Although these adverse posttraumatic neuropsychiatric sequelae (APNS) are often studied separately, clinical comorbidity is high. In a cohort of European American motor vehicle collision (MVC) trauma survivors (n = 781), substantial PTS (≥33, IES-R), DS (≥26, CES-D), and MSP (≥4, 0-10 NRS) were identified via a 6-month survey. Genetic risk was estimated using polygenic risk scores (PRSs) calculated from the largest available GWAS datasets of PTSD, MDD, and back pain. We then assessed comorbidity and genetic risk influence for developing chronic PTS, DS, and MSP after MVC. Secondary analyses explored whether common social determinants of health ameliorate genetic vulnerability. We found that 6 months after MVC, nearly half 357/781 (46%) of the participants had substantial PTS, DS, and/or MSP, and overlap was common (PTS + MSP (23%), DS + MSP (18%), PTS + DS (12%)). Genetic risk predicted post-MVC outcomes. PTSD-PRSs predicted PTS and DS (R2 = 2.21% and 2.77%, padj < 0.01), MDD-PRSs predicted DS and MSP (R2 = 1.89%, padj < 0.01) and 0.79%, padj < 0.05), and back pain-PRS predicted MSP (R2 = 1.49%, padj < 0.01). Individuals in the highest quintile of PTSD-PRSs had 2.8 and 3.5 times the odds of developing PTS and DS vs. the lowest quintile (95% CI = 1.39-5.75 and 1.58-7.76). Among these high-risk individuals, those living in non-disadvantaged neighborhoods and with college education had 47% (p = 0.048) and 52% (p = 0.04) less risk of developing PTS, and those with high social support had 60% (p = 0.008) less risk of developing DS. Overall, genetic factors influence the risk of APNS after MVC, genetic risk of distinct APNS are overlapping, and specific social determinants greatly augment genetic risk of APNS development after MVC.
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13
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Kuan PF, Ren X, Clouston S, Yang X, Jonas K, Kotov R, Bromet E, Luft BJ. PTSD is associated with accelerated transcriptional aging in World Trade Center responders. Transl Psychiatry 2021; 11:311. [PMID: 34031357 PMCID: PMC8144188 DOI: 10.1038/s41398-021-01437-0] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/18/2021] [Revised: 05/04/2021] [Accepted: 05/12/2021] [Indexed: 11/09/2022] Open
Abstract
Posttraumatic stress disorder (PTSD) is associated with shortened lifespan and healthspan, which suggests accelerated aging. Emerging evidence suggests that methylation age may be accelerated in PTSD. It is important to examine whether transcriptional age is also accelerated because transcriptome is highly dynamic, associated with age-related outcomes, and may offer greater insight into the premature aging in PTSD. This study is the first reported investigation of the relationship between transcriptional age and PTSD. Using RNA-Seq data from our previous study on 324 World Trade Center responders (201 never had PTSD, 81 with current PTSD, and 42 with past PTSD), as well as a transcriptional age calculator (RNAAgeCalc) recently developed by our group, we found that responders with current PTSD, compared with responders without a PTSD diagnosis, showed accelerated transcriptional aging (p = 0.0077) after adjustment for chronological age and race. We compared our results to the epigenetic aging results computed from several epigenetic clock calculators on matching DNA methylation data. GrimAge methylation age acceleration was also associated with PTSD diagnosis (p = 0.0097), and the results remained significant after adjustment for the proportions of immune cell types. PhenoAge, Hannum, and Horvath methylation age acceleration were not reliably related to PTSD. Both epigenetic and transcriptional aging may provide biological insights into the mechanisms underpinning aging in PTSD.
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Affiliation(s)
- Pei-Fen Kuan
- grid.36425.360000 0001 2216 9681Department of Applied Mathematics and Statistics, Stony Brook University, Stony Brook, NY USA
| | - Xu Ren
- grid.36425.360000 0001 2216 9681Department of Applied Mathematics and Statistics, Stony Brook University, Stony Brook, NY USA
| | - Sean Clouston
- Department of Family and Preventive Medicine, Stony Book University, Stony Brook, NY USA
| | - Xiaohua Yang
- grid.36425.360000 0001 2216 9681Department of Medicine, Stony Brook University, Stony Brook, NY USA
| | - Katherine Jonas
- Department of Psychiatry, Stony Book University, Stony Brook, NY USA
| | - Roman Kotov
- Department of Psychiatry, Stony Book University, Stony Brook, NY USA
| | - Evelyn Bromet
- Department of Psychiatry, Stony Book University, Stony Brook, NY USA
| | - Benjamin J. Luft
- grid.36425.360000 0001 2216 9681Department of Medicine, Stony Brook University, Stony Brook, NY USA
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