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Boldrini M, Xiao Y, Singh T, Zhu C, Jabbi M, Pantazopoulos H, Gürsoy G, Martinowich K, Punzi G, Vallender EJ, Zody M, Berretta S, Hyde TM, Kleinman JE, Marenco S, Roussos P, Lewis DA, Turecki G, Lehner T, Mann JJ. Omics Approaches to Investigate the Pathogenesis of Suicide. Biol Psychiatry 2024; 96:919-928. [PMID: 38821194 PMCID: PMC11563882 DOI: 10.1016/j.biopsych.2024.05.017] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/08/2024] [Revised: 05/17/2024] [Accepted: 05/23/2024] [Indexed: 06/02/2024]
Abstract
Suicide is the second leading cause of death in U.S. adolescents and young adults and is generally associated with a psychiatric disorder. Suicidal behavior has a complex etiology and pathogenesis. Moderate heritability suggests genetic causes. Associations between childhood and recent life adversity indicate contributions from epigenetic factors. Genomic contributions to suicide pathogenesis remain largely unknown. This article is based on a workshop held to design strategies to identify molecular drivers of suicide neurobiology that would be putative new treatment targets. The panel determined that while bulk tissue studies provide comprehensive information, single-nucleus approaches that identify cell type-specific changes are needed. While single-nuclei techniques lack information on cytoplasm, processes, spines, and synapses, spatial multiomic technologies on intact tissue detect cell alterations specific to brain tissue layers and subregions. Because suicide has genetic and environmental drivers, multiomic approaches that combine cell type-specific epigenome, transcriptome, and proteome provide a more complete picture of pathogenesis. To determine the direction of effect of suicide risk gene variants on RNA and protein expression and how these interact with epigenetic marks, single-nuclei and spatial multiomics quantitative trait loci maps should be integrated with whole-genome sequencing and genome-wide association databases. The workshop concluded with a recommendation for the formation of an international suicide biology consortium that will bring together brain banks and investigators with expertise in cutting-edge omics technologies to delineate the biology of suicide and identify novel potential treatment targets to be tested in cellular and animal models for drug and biomarker discovery to guide suicide prevention.
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Affiliation(s)
- Maura Boldrini
- Department of Psychiatry, Columbia University, New York, New York; Division of Molecular Imaging and Neuropathology, New York State Psychiatric Institute, New York, New York.
| | - Yang Xiao
- Department of Biomedical Engineering, Columbia University, New York, New York
| | - Tarjinder Singh
- Department of Psychiatry, Columbia University, New York, New York; Division of Molecular Imaging and Neuropathology, New York State Psychiatric Institute, New York, New York; New York Genome Center, New York, New York
| | - Chenxu Zhu
- New York Genome Center, New York, New York; Department of Physiology and Biophysics, Institute for Computational Biomedicine, Weill Cornell Medicine, New York, New York
| | - Mbemba Jabbi
- Department of Psychiatry and Behavioral Sciences, Mulva Clinics for the Neurosciences, Dell Medical School, The University of Texas at Austin, Austin, Texas
| | - Harry Pantazopoulos
- Department of Psychiatry and Human Behavior, University of Mississippi Medical Center, Jackson, Mississippi
| | - Gamze Gürsoy
- New York Genome Center, New York, New York; Departments of Biomedical Informatics and Computer Science, Columbia University, New York, New York
| | - Keri Martinowich
- Lieber Institute for Brain Development, Department of Psychiatry and Behavioral Sciences, Baltimore, Maryland
| | - Giovanna Punzi
- Lieber Institute for Brain Development, Department of Psychiatry and Behavioral Sciences, Baltimore, Maryland
| | - Eric J Vallender
- Department of Psychiatry and Human Behavior, University of Mississippi Medical Center, Jackson, Mississippi
| | | | - Sabina Berretta
- Department of Psychiatry, Harvard Brain Tissue Resource Center, Harvard Medical School, McLean Hospital, Belmont, Massachusetts
| | - Thomas M Hyde
- Lieber Institute for Brain Development, Department of Psychiatry and Behavioral Sciences, Baltimore, Maryland
| | - Joel E Kleinman
- Lieber Institute for Brain Development, Department of Psychiatry and Behavioral Sciences, Baltimore, Maryland
| | - Stefano Marenco
- Human Brain Collection Core, National Institute of Mental Health's (NIMH) Division of Intramural Research Programs, Bethesda, Maryland
| | - Panagiotis Roussos
- Center for Precision Medicine and Translational Therapeutics, Mental Illness Research Education, and Clinical Center (VISN 2 South), James J. Peters VA Medical Center, Bronx, New York
| | - David A Lewis
- Departments of Psychiatry and Neuroscience, University of Pittsburgh, Pittsburgh, Pennsylvania
| | - Gustavo Turecki
- Department of Psychiatry, Douglas Institute, McGill University, Montréal, Québec, Canada
| | | | - J John Mann
- Department of Psychiatry, Columbia University, New York, New York; Division of Molecular Imaging and Neuropathology, New York State Psychiatric Institute, New York, New York
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2
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Garrett ME, Le B, Bourassa KJ, Dennis MF, Hatch D, Yang Q, Tanabe P, Shah N, Luyster FS, Oyedeji C, Strouse JJ, Cohen HJ, Kimbrel NA, Beckham JC, Knisely MR, Telen MJ, Ashley-Koch AE. Black Americans With Sickle Cell Disease (SCD) Demonstrate Accelerated Epigenetic Pace of Aging Compared to Black Americans Without SCD. J Gerontol A Biol Sci Med Sci 2024; 79:glae230. [PMID: 39297703 PMCID: PMC11511909 DOI: 10.1093/gerona/glae230] [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: 03/22/2024] [Indexed: 10/13/2024] Open
Abstract
BACKGROUND Sickle cell disease (SCD) is a chronic medical condition characterized by red blood cell sickling, vaso-occlusion, hemolytic anemia, and subsequently, end-organ damage and reduced survival. Because of this significant pathophysiology and early mortality, we hypothesized that patients with SCD are experiencing accelerated biological aging compared with individuals without SCD. METHODS We utilized the DunedinPACE measure to compare the epigenetic pace of aging in 131 Black Americans with SCD to 1391 Black American veterans without SCD. RESULTS SCD patients displayed a significantly accelerated pace of aging (DunedinPACE mean difference of 0.057 points) compared with the veterans without SCD, whereby SCD patients were aging ≈0.7 months more per year than those without SCD (p = 4.49 × 10-8). This was true, even though the SCD patients were significantly younger according to chronological age than the individuals without SCD, making the epigenetic aging discrepancy even more apparent. This association became stronger when we removed individuals with posttraumatic stress disorder from the non-SCD group (p = 2.18 × 10-9), and stronger still when we restricted the SCD patients to those with hemoglobin SS and Sβ0 thalassemia genotypes (p = 1.61 × 10-10). CONCLUSIONS These data support our hypothesis that individuals with SCD experience accelerated biological aging as measured by global epigenetic variation. The assessment of epigenetic measures of biological aging may prove useful to identify which SCD patients would most benefit from clinical interventions to reduce mortality.
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Affiliation(s)
- Melanie E Garrett
- Duke Molecular Physiology Institute, Duke University Medical Center, Durham, North Carolina, USA
| | - Brandon Le
- Duke Molecular Physiology Institute, Duke University Medical Center, Durham, North Carolina, USA
| | - Kyle J Bourassa
- VA Mid-Atlantic Mental Illness Research, Education, and Clinical Center, Durham VA Health Care System, Durham, North Carolina, USA
- Center for the Study of Aging and Human Development, Duke University Medical Center, Durham, North Carolina, USA
| | - Michelle F Dennis
- VA Mid-Atlantic Mental Illness Research, Education, and Clinical Center, Durham VA Health Care System, Durham, North Carolina, USA
- Department of Psychiatry and Behavioral Sciences, Duke University School of Medicine, Durham, North Carolina, USA
| | - Daniel Hatch
- Duke University School of Nursing, Durham, North Carolina, USA
| | - Qing Yang
- Duke University School of Nursing, Durham, North Carolina, USA
| | - Paula Tanabe
- Duke University School of Nursing, Durham, North Carolina, USA
| | - Nirmish Shah
- Division of Hematology, Department of Medicine, and Duke Comprehensive Sickle Cell Center, Duke University Medical Center, Durham, North Carolina, USA
| | - Faith S Luyster
- School of Nursing, University of Pittsburgh, Pittsburgh, Pennsylvania, USA
| | - Charity Oyedeji
- Division of Hematology, Department of Medicine, and Duke Comprehensive Sickle Cell Center, Duke University Medical Center, Durham, North Carolina, USA
- Duke Claude D. Pepper Older Americans Independence Center, Durham, North Carolina, USA
| | - John J Strouse
- Division of Hematology, Department of Medicine, and Duke Comprehensive Sickle Cell Center, Duke University Medical Center, Durham, North Carolina, USA
- Duke Claude D. Pepper Older Americans Independence Center, Durham, North Carolina, USA
| | - Harvey J Cohen
- Center for the Study of Aging and Human Development, Duke University Medical Center, Durham, North Carolina, USA
| | - Nathan A Kimbrel
- VA Mid-Atlantic Mental Illness Research, Education, and Clinical Center, Durham VA Health Care System, Durham, North Carolina, USA
- Department of Psychiatry and Behavioral Sciences, Duke University School of Medicine, Durham, North Carolina, USA
| | - Jean C Beckham
- VA Mid-Atlantic Mental Illness Research, Education, and Clinical Center, Durham VA Health Care System, Durham, North Carolina, USA
- Department of Psychiatry and Behavioral Sciences, Duke University School of Medicine, Durham, North Carolina, USA
| | | | - Marilyn J Telen
- Division of Hematology, Department of Medicine, and Duke Comprehensive Sickle Cell Center, Duke University Medical Center, Durham, North Carolina, USA
| | - Allison E Ashley-Koch
- Duke Molecular Physiology Institute, Duke University Medical Center, Durham, North Carolina, USA
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3
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Bourassa KJ, Anderson L, Woolson S, Dennis PA, Garrett ME, Hair L, Dennis M, Sugden K, Williams B, Houts R, Calhoun PS, Naylor JC, Ashley-Koch AE, Beckham JC, Caspi A, Taylor GA, Hall KS, Moffitt TE, Kimbrel NA. Accelerated epigenetic aging and prospective morbidity and mortality among U.S. veterans. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2024:2024.10.23.24315691. [PMID: 39502668 PMCID: PMC11537330 DOI: 10.1101/2024.10.23.24315691] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 11/14/2024]
Abstract
Epigenetic measures of aging derived from DNA methylation are promising biomarkers associated with prospective morbidity and mortality, but require validation in real-world medical settings. Using data from 2,216 post-9/11 veterans, we examined whether accelerated DunedinPACE aging scores were associated with chronic disease morbidity, predicted healthcare costs, and mortality assessed over an average of 13.1 years of follow up in VA electronic health records. Veterans with faster DunedinPACE aging scores developed more chronic disease and showed larger increases in predicted healthcare costs over the subsequent 5, 10, and 15 years. Faster aging was associated with incident myocardial infarction, stroke, diabetes, cancer, liver disease, and renal disease, as well greater risk of mortality due to all-causes and chronic disease. These findings provide evidence that accelerated epigenetic aging is associated with worsening prospective health across multiple chronic diseases and organ systems assessed using electronic health records from an integrated healthcare system.
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Affiliation(s)
- Kyle J. Bourassa
- VA Mid-Atlantic Mental Illness Research, Education and Clinical Center, Durham VA Health Care System
- Department of Psychology, Georgetown University
- Geriatric Research, Education, and Clinical Center, Durham VA Health Care System
- Center for the Study of Aging and Human Development, Duke University Medical Center
| | - Livia Anderson
- VA Health Services Research and Development Center of Innovation to Accelerate Discovery and Practice Transformation, Durham VA Health Care System
| | - Sandra Woolson
- VA Health Services Research and Development Center of Innovation to Accelerate Discovery and Practice Transformation, Durham VA Health Care System
| | - Paul A. Dennis
- VA Health Services Research and Development Center of Innovation to Accelerate Discovery and Practice Transformation, Durham VA Health Care System
- Department of Population Health Sciences, Duke University Medical Center
| | | | - Lauren Hair
- VA Mid-Atlantic Mental Illness Research, Education and Clinical Center, Durham VA Health Care System
- Department of Psychiatry and Behavioral Sciences, Duke University School of Medicine
| | - Michelle Dennis
- VA Mid-Atlantic Mental Illness Research, Education and Clinical Center, Durham VA Health Care System
- Department of Psychiatry and Behavioral Sciences, Duke University School of Medicine
| | - Karen Sugden
- Department of Psychology and Neuroscience, Duke University
| | | | - Renate Houts
- Department of Psychology and Neuroscience, Duke University
| | | | - Patrick S. Calhoun
- VA Mid-Atlantic Mental Illness Research, Education and Clinical Center, Durham VA Health Care System
- VA Health Services Research and Development Center of Innovation to Accelerate Discovery and Practice Transformation, Durham VA Health Care System
- Department of Psychiatry and Behavioral Sciences, Duke University School of Medicine
| | - Jennifer C. Naylor
- VA Mid-Atlantic Mental Illness Research, Education and Clinical Center, Durham VA Health Care System
- Department of Psychiatry and Behavioral Sciences, Duke University School of Medicine
| | | | - Jean C. Beckham
- VA Mid-Atlantic Mental Illness Research, Education and Clinical Center, Durham VA Health Care System
- Department of Psychiatry and Behavioral Sciences, Duke University School of Medicine
| | - Avshalom Caspi
- Department of Psychiatry and Behavioral Sciences, Duke University School of Medicine
- Department of Psychology and Neuroscience, Duke University
- Institute of Psychiatry, Psychology and Neuroscience, King’s College London
- Center for the Study of Population Health & Aging, Duke University Population Research Institute
| | - Gregory A. Taylor
- Geriatric Research, Education, and Clinical Center, Durham VA Health Care System
- Center for the Study of Aging and Human Development, Duke University Medical Center
- Department of Medicine, Duke University
- Department of Integrative Immunobiology, Duke University Medical Center
| | - Katherine S. Hall
- Geriatric Research, Education, and Clinical Center, Durham VA Health Care System
- Center for the Study of Aging and Human Development, Duke University Medical Center
- Department of Medicine, Duke University
| | - Terrie E. Moffitt
- Department of Psychiatry and Behavioral Sciences, Duke University School of Medicine
- Department of Psychology and Neuroscience, Duke University
- Institute of Psychiatry, Psychology and Neuroscience, King’s College London
- Center for the Study of Population Health & Aging, Duke University Population Research Institute
| | - Nathan A. Kimbrel
- VA Mid-Atlantic Mental Illness Research, Education and Clinical Center, Durham VA Health Care System
- VA Health Services Research and Development Center of Innovation to Accelerate Discovery and Practice Transformation, Durham VA Health Care System
- Department of Psychiatry and Behavioral Sciences, Duke University School of Medicine
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Moran P, Chandler A, Dudgeon P, Kirtley OJ, Knipe D, Pirkis J, Sinyor M, Allister R, Ansloos J, Ball MA, Chan LF, Darwin L, Derry KL, Hawton K, Heney V, Hetrick S, Li A, Machado DB, McAllister E, McDaid D, Mehra I, Niederkrotenthaler T, Nock MK, O'Keefe VM, Oquendo MA, Osafo J, Patel V, Pathare S, Peltier S, Roberts T, Robinson J, Shand F, Stirling F, Stoor JPA, Swingler N, Turecki G, Venkatesh S, Waitoki W, Wright M, Yip PSF, Spoelma MJ, Kapur N, O'Connor RC, Christensen H. The Lancet Commission on self-harm. Lancet 2024; 404:1445-1492. [PMID: 39395434 DOI: 10.1016/s0140-6736(24)01121-8] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/19/2023] [Revised: 05/24/2024] [Accepted: 05/26/2024] [Indexed: 10/14/2024]
Affiliation(s)
- Paul Moran
- Centre for Academic Mental Health, Population Health Sciences Department, Bristol Medical School, University of Bristol, Bristol, UK; NIHR Biomedical Research Centre at the University Hospitals Bristol NHS Foundation Trust, Bristol, UK.
| | - Amy Chandler
- School of Health in Social Science, University of Edinburgh, Edinburgh, UK
| | - Pat Dudgeon
- Poche Centre for Indigenous Health, School of Indigenous Studies, University of Western Australia, Perth, WA, Australia
| | | | - Duleeka Knipe
- Centre for Academic Mental Health, Population Health Sciences Department, Bristol Medical School, University of Bristol, Bristol, UK
| | - Jane Pirkis
- Melbourne School of Population and Global Health, The University of Melbourne, Melbourne, VIC, Australia
| | - Mark Sinyor
- Department of Psychiatry, University of Toronto, Toronto, ON, Canada; Department of Psychiatry, Sunnybrook Health Sciences Centre, Toronto, ON, Canada
| | | | - Jeffrey Ansloos
- Ontario Institute for Studies in Education, University of Toronto, Toronto, ON, Canada
| | - Melanie A Ball
- Midlands Partnership University NHS Foundation Trust, Stafford, UK
| | - Lai Fong Chan
- Department of Psychiatry, Faculty of Medicine, National University of Malaysia, Kuala Lumpur, Malaysia
| | | | - Kate L Derry
- Poche Centre for Indigenous Health, School of Indigenous Studies, University of Western Australia, Perth, WA, Australia
| | - Keith Hawton
- Centre for Suicide Research, Department of Psychiatry, University of Oxford, Oxford, UK
| | - Veronica Heney
- Institute for Medical Humanities, Durham University, Durham, UK
| | - Sarah Hetrick
- Department of Psychological Medicine, University of Auckland, Auckland, New Zealand
| | - Ang Li
- Department of Psychology, Beijing Forestry University, Beijing, China
| | - Daiane B Machado
- Centre of Data and Knowledge Integration for Health (CIDACS), Gonçalo Moniz Institute, Oswaldo Cruz Foundation, Salvador, Brazil; Department of Global Health and Social Medicine, Harvard University, Boston, MA, USA
| | | | - David McDaid
- Care Policy and Evaluation Centre, London School of Economics and Political Science, London, UK
| | | | - Thomas Niederkrotenthaler
- Department of Social and Preventive Medicine, Center for Public Health, Medical University of Vienna, Vienna, Austria
| | - Matthew K Nock
- Department of Psychology, Harvard University, Boston, MA, USA
| | - Victoria M O'Keefe
- Center for Indigenous Health, Johns Hopkins Bloomberg School of Public Health, Johns Hopkins University, Baltimore, MD, USA
| | - Maria A Oquendo
- Department of Psychiatry, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, United States
| | - Joseph Osafo
- Department of Psychology, University of Ghana, Accra, Ghana
| | - Vikram Patel
- Department of Global Health and Social Medicine, Harvard University, Boston, MA, USA
| | - Soumitra Pathare
- Centre for Mental Health Law & Policy, Indian Law Society, Pune, India
| | - Shanna Peltier
- Ontario Institute for Studies in Education, University of Toronto, Toronto, ON, Canada
| | - Tessa Roberts
- Unit for Social and Community Psychiatry, Centre for Psychiatry & Mental Health, Wolfson Institute of Population Health, Faculty of Medicine and Dentistry, Queen Mary University of London, London, United Kingdom
| | - Jo Robinson
- Centre for Youth Mental Health, The University of Melbourne, Melbourne, VIC, Australia; Orygen, Melbourne, VIC, Australia
| | - Fiona Shand
- Black Dog Institute, Sydney, NSW, Australia; Faculty of Medicine and Health, University of New South Wales, Sydney, NSW, Australia
| | - Fiona Stirling
- School of Health and Social Sciences, Abertay University, Dundee, UK
| | - Jon P A Stoor
- Department of Epidemiology and Global Health, Umeå University, Umeå, Sweden; Department of Community Medicine, UiT The Arctic University of Norway, Tromsø, Norway
| | - Natasha Swingler
- Orygen, Melbourne, VIC, Australia; Royal Children's Hospital, Melbourne, VIC, Australia
| | - Gustavo Turecki
- Department of Psychiatry, McGill University, Montreal, QC, Canada
| | - Svetha Venkatesh
- Applied Artificial Intelligence Institute, Deakin University, Geelong, VIC, Australia
| | - Waikaremoana Waitoki
- Faculty of Māori and Indigenous Studies, The University of Waikato, Hamilton, New Zealand
| | - Michael Wright
- School of Allied Health, Curtin University, Perth, WA, Australia
| | - Paul S F Yip
- Hong Kong Jockey Club Centre for Suicide Research and Prevention and Department of Social Work and Social Administration, University of Hong Kong, Hong Kong Special Administrative Region, China
| | - Michael J Spoelma
- Black Dog Institute, Sydney, NSW, Australia; Faculty of Medicine and Health, University of New South Wales, Sydney, NSW, Australia
| | - Navneet Kapur
- Centre for Mental Health and Safety and National Institute for Health Research Greater Manchester Patient Safety Research Collaboration, Manchester Academic Health Sciences Centre, The University of Manchester, Manchester, UK; Mersey Care NHS Foundation Trust, Prescot, UK
| | - Rory C O'Connor
- Suicidal Behaviour Research Lab, School of Health & Wellbeing, University of Glasgow, Glasgow, UK
| | - Helen Christensen
- Black Dog Institute, Sydney, NSW, Australia; Faculty of Medicine and Health, University of New South Wales, Sydney, NSW, Australia
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5
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Bourassa KJ, Halverson TF, Garrett ME, Hair L, Dennis M, Ashley-Koch AE, Beckham JC, Kimbrel NA. Demographic characteristics and epigenetic biological aging among post-9/11 veterans: Associations of DunedinPACE with sex, race, and age. Psychiatry Res 2024; 336:115908. [PMID: 38626626 PMCID: PMC11070289 DOI: 10.1016/j.psychres.2024.115908] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/05/2024] [Revised: 04/01/2024] [Accepted: 04/06/2024] [Indexed: 04/18/2024]
Abstract
Measures of epigenetic aging derived from DNA methylation (DNAm) have enabled the assessment of biological aging in new populations and cohorts. In the present study, we used an epigenetic measure of aging, DunedinPACE, to examine rates of aging across demographic groups in a sample of 2,309 United States military veterans from the VISN 6 MIRECC's Post-Deployment Mental Health Study. As assessed by DunedinPACE, female veterans were aging faster than male veterans (β = 0.39, 95 % CI [0.29, 0.48], p < .001), non-Hispanic Black veterans were aging faster than non-Hispanic White veterans (β = 0.58, 95 % CI [0.50, 0.66], p < .001), and older veterans were biologically aging faster than younger veterans (β = 0.21, 95 % CI [0.18, 0.25], p < .001). In secondary analyses, these differences in rates of aging were not explained by a variety of biopsychosocial covariates. In addition, the percentage of European genetic admixture in non-Hispanic Black veterans was not associated with DunedinPACE. Our findings suggest that female and non-Hispanic Black veterans are at greater risk of accelerated aging among post-9/11 veterans. Interventions that slow aging might provide relatively greater benefit among veterans comprising these at-risk groups.
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Affiliation(s)
- Kyle J Bourassa
- VA Mid-Atlantic Mental Illness Research, Education and Clinical Center, Durham VA Health Care System; Geriatric Research, Education, and Clinical Center, Durham VA Health Care System; Center for the Study of Aging and Human Development, Duke University Medical Center.
| | - Tate F Halverson
- VA Mid-Atlantic Mental Illness Research, Education and Clinical Center, Durham VA Health Care System
| | | | - Lauren Hair
- VA Mid-Atlantic Mental Illness Research, Education and Clinical Center, Durham VA Health Care System; Department of Psychiatry and Behavioral Sciences, Duke University School of Medicine
| | - Michelle Dennis
- VA Mid-Atlantic Mental Illness Research, Education and Clinical Center, Durham VA Health Care System; Department of Psychiatry and Behavioral Sciences, Duke University School of Medicine
| | | | - Jean C Beckham
- VA Mid-Atlantic Mental Illness Research, Education and Clinical Center, Durham VA Health Care System; Department of Psychiatry and Behavioral Sciences, Duke University School of Medicine
| | - Nathan A Kimbrel
- VA Mid-Atlantic Mental Illness Research, Education and Clinical Center, Durham VA Health Care System; Department of Psychiatry and Behavioral Sciences, Duke University School of Medicine; VA Health Services Research and Development Center of Innovation to Accelerate Discovery and Practice Transformation, Durham VA Health Care System
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6
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Garrett ME, Dennis MF, Bourassa KJ, Hauser MA, Kimbrel NA, Beckham JC, Ashley-Koch AE. Genome-wide DNA methylation analysis of cannabis use disorder in a veteran cohort enriched for posttraumatic stress disorder. Psychiatry Res 2024; 333:115757. [PMID: 38309009 PMCID: PMC10922626 DOI: 10.1016/j.psychres.2024.115757] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/30/2023] [Revised: 01/22/2024] [Accepted: 01/23/2024] [Indexed: 02/05/2024]
Abstract
Cannabis use has been increasing over the past decade, not only in the general US population, but particularly among military veterans. With this rise in use has come a concomitant increase in cannabis use disorder (CUD) among veterans. Here, we performed an epigenome-wide association study for lifetime CUD in an Iraq/Afghanistan era veteran cohort enriched for posttraumatic stress disorder (PTSD) comprising 2,310 total subjects (1,109 non-Hispanic black and 1,201 non-Hispanic white). We also investigated CUD interactions with current PTSD status and examined potential indirect effects of DNA methylation (DNAm) on the relationship between CUD and psychiatric diagnoses. Four CpGs were associated with lifetime CUD, even after controlling for the effects of current smoking (AHRR cg05575921, LINC00299 cg23079012, VWA7 cg22112841, and FAM70A cg08760398). Importantly, cg05575921, a CpG strongly linked to smoking, remained associated with lifetime CUD even when restricting the analysis to veterans who reported never smoking cigarettes. Moreover, CUD interacted with current PTSD to affect cg05575921 and cg23079012 such that those with both CUD and PTSD displayed significantly lower DNAm compared to the other groups. Finally, we provide preliminary evidence that AHRR cg05575921 helps explain the association between CUD and any psychiatric diagnoses, specifically mood disorders.
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Affiliation(s)
- Melanie E Garrett
- Duke Molecular Physiology Institute, Duke University Medical Center, 300N Duke St, Durham, NC 27701, USA
| | - Michelle F Dennis
- Durham Veterans Affairs (VA) Health Care System, Durham, NC, USA; VA Mid-Atlantic Mental Illness Research, Education, and Clinical Center, Durham, NC, USA; Department of Psychiatry and Behavioral Sciences, Duke University School of Medicine, Durham, NC, USA
| | - Kyle J Bourassa
- Durham Veterans Affairs (VA) Health Care System, Durham, NC, USA; VA Mid-Atlantic Mental Illness Research, Education, and Clinical Center, Durham, NC, USA; Center for the Study of Aging and Human Development, Duke University Medical Center, Durham, NC, USA
| | - Michael A Hauser
- Duke Molecular Physiology Institute, Duke University Medical Center, 300N Duke St, Durham, NC 27701, USA
| | - Nathan A Kimbrel
- Durham Veterans Affairs (VA) Health Care System, Durham, NC, USA; VA Mid-Atlantic Mental Illness Research, Education, and Clinical Center, Durham, NC, USA; Department of Psychiatry and Behavioral Sciences, Duke University School of Medicine, Durham, NC, USA
| | - Jean C Beckham
- Durham Veterans Affairs (VA) Health Care System, Durham, NC, USA; VA Mid-Atlantic Mental Illness Research, Education, and Clinical Center, Durham, NC, USA; Department of Psychiatry and Behavioral Sciences, Duke University School of Medicine, Durham, NC, USA
| | - Allison E Ashley-Koch
- Duke Molecular Physiology Institute, Duke University Medical Center, 300N Duke St, Durham, NC 27701, USA.
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7
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Mirza S, Lima CNC, Del Favero-Campbell A, Rubinstein A, Topolski N, Cabrera-Mendoza B, Kovács EHC, Blumberg HP, Richards JG, Williams AJ, Wemmie JA, Magnotta VA, Fiedorowicz JG, Gaine ME, Walss-Bass C, Quevedo J, Soares JC, Fries GR. Blood epigenome-wide association studies of suicide attempt in adults with bipolar disorder. Transl Psychiatry 2024; 14:70. [PMID: 38296944 PMCID: PMC10831084 DOI: 10.1038/s41398-024-02760-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/28/2023] [Revised: 01/05/2024] [Accepted: 01/10/2024] [Indexed: 02/02/2024] Open
Abstract
Suicide attempt (SA) risk is elevated in individuals with bipolar disorder (BD), and DNA methylation patterns may serve as possible biomarkers of SA. We conducted epigenome-wide association studies (EWAS) of blood DNA methylation associated with BD and SA. DNA methylation was measured at >700,000 positions in a discovery cohort of n = 84 adults with BD with a history of SA (BD/SA), n = 79 adults with BD without history of SA (BD/non-SA), and n = 76 non-psychiatric controls (CON). EWAS revealed six differentially methylated positions (DMPs) and seven differentially methylated regions (DMRs) between BD/SA and BD/non-SA, with multiple immune-related genes implicated. There were no epigenome-wide significant differences when BD/SA and BD/non-SA were each compared to CON, and patterns suggested that epigenetics differentiating BD/SA from BD/non-SA do not differentiate BD/non-SA from CON. Weighted gene co-methylation network analysis and trait enrichment analysis of the BD/SA vs. BD/non-SA contrast further corroborated immune system involvement, while gene ontology analysis implicated calcium signalling. In an independent replication cohort of n = 48 BD/SA and n = 47 BD/non-SA, fold changes at the discovery cohort's significant sites showed moderate correlation across cohorts and agreement on direction. In both cohorts, classification accuracy for SA history among individuals with BD was highest when methylation at the significant CpG sites as well as information from clinical interviews were combined, with an AUC of 88.8% (CI = 83.8-93.8%) and 82.1% (CI = 73.6-90.5%) for the combined epigenetic-clinical classifier in the discovery and replication cohorts, respectively. Our results provide novel insight to the role of immune system functioning in SA and BD and also suggest that integrating information from multiple levels of analysis holds promise to improve risk assessment for SA in adults with BD.
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Affiliation(s)
- Salahudeen Mirza
- Translational Psychiatry Program, Faillace Department of Psychiatry and Behavioral Sciences, McGovern Medical School, University of Texas Health Science Center at Houston, (UTHealth), 77054, Houston, TX, USA
- Institute of Child Development, University of Minnesota, 55455, Minneapolis, MN, USA
- Department of Psychiatry, Yale School of Medicine, 06510, New Haven, CT, USA
| | - Camila N C Lima
- Translational Psychiatry Program, Faillace Department of Psychiatry and Behavioral Sciences, McGovern Medical School, University of Texas Health Science Center at Houston, (UTHealth), 77054, Houston, TX, USA
| | - Alexandra Del Favero-Campbell
- Translational Psychiatry Program, Faillace Department of Psychiatry and Behavioral Sciences, McGovern Medical School, University of Texas Health Science Center at Houston, (UTHealth), 77054, Houston, TX, USA
| | - Alexandre Rubinstein
- Translational Psychiatry Program, Faillace Department of Psychiatry and Behavioral Sciences, McGovern Medical School, University of Texas Health Science Center at Houston, (UTHealth), 77054, Houston, TX, USA
| | - Natasha Topolski
- Translational Psychiatry Program, Faillace Department of Psychiatry and Behavioral Sciences, McGovern Medical School, University of Texas Health Science Center at Houston, (UTHealth), 77054, Houston, TX, USA
- Neuroscience Graduate Program, The University of Texas MD Anderson Cancer Center UTHealth Graduate School of Biomedical Sciences, 77054, Houston, TX, USA
| | | | - Emese H C Kovács
- Department of Neuroscience and Pharmacology, The University of Iowa, 51 Newton Rd, 52242, Iowa City, IA, USA
| | - Hilary P Blumberg
- Department of Psychiatry, Yale School of Medicine, 06510, New Haven, CT, USA
| | - Jenny Gringer Richards
- Department of Radiology, The University of Iowa, 200 Hawkins Dr, 52242, Iowa City, IA, USA
| | - Aislinn J Williams
- Department of Psychiatry, The University of Iowa, 200 Hawkins Dr, 52242, Iowa City, IA, USA
- Iowa Neuroscience Institute, The University of Iowa, 169 Newton Rd, 52242, Iowa City, IA, USA
| | - John A Wemmie
- Department of Psychiatry, The University of Iowa, 200 Hawkins Dr, 52242, Iowa City, IA, USA
- Iowa Neuroscience Institute, The University of Iowa, 169 Newton Rd, 52242, Iowa City, IA, USA
- Department of Veterans Affairs Medical Center, Iowa City, IA, USA
| | - Vincent A Magnotta
- Department of Radiology, The University of Iowa, 200 Hawkins Dr, 52242, Iowa City, IA, USA
- Department of Psychiatry, The University of Iowa, 200 Hawkins Dr, 52242, Iowa City, IA, USA
| | - Jess G Fiedorowicz
- University of Ottawa Brain and Mind Research Institute, Ottawa Hospital Research Institute, 501 Smyth, K1H 8L6, Ottawa, ON, Canada
| | - Marie E Gaine
- Iowa Neuroscience Institute, The University of Iowa, 169 Newton Rd, 52242, Iowa City, IA, USA
- Pharmaceutical Sciences and Experimental Therapeutics, The University of Iowa, 180 South Grand Ave, 52242, Iowa City, IA, USA
| | - Consuelo Walss-Bass
- Translational Psychiatry Program, Faillace Department of Psychiatry and Behavioral Sciences, McGovern Medical School, University of Texas Health Science Center at Houston, (UTHealth), 77054, Houston, TX, USA
- Neuroscience Graduate Program, The University of Texas MD Anderson Cancer Center UTHealth Graduate School of Biomedical Sciences, 77054, Houston, TX, USA
| | - Joao Quevedo
- Translational Psychiatry Program, Faillace Department of Psychiatry and Behavioral Sciences, McGovern Medical School, University of Texas Health Science Center at Houston, (UTHealth), 77054, Houston, TX, USA
- Neuroscience Graduate Program, The University of Texas MD Anderson Cancer Center UTHealth Graduate School of Biomedical Sciences, 77054, Houston, TX, USA
- Center of Excellence in Mood Disorders, Faillace Department of Psychiatry and Behavioral Sciences, McGovern Medical School, The University of Texas Health Science Center at Houston, 1941 East Rd, 77054, Houston, TX, USA
- Center for Interventional Psychiatry, Faillace Department of Psychiatry and Behavioral Sciences, McGovern Medical School, The University of Texas Health Science Center at Houston (UTHealth), Houston, 1941 East Rd, 77054, Houston, TX, USA
| | - Jair C Soares
- Translational Psychiatry Program, Faillace Department of Psychiatry and Behavioral Sciences, McGovern Medical School, University of Texas Health Science Center at Houston, (UTHealth), 77054, Houston, TX, USA
- Neuroscience Graduate Program, The University of Texas MD Anderson Cancer Center UTHealth Graduate School of Biomedical Sciences, 77054, Houston, TX, USA
- Center of Excellence in Mood Disorders, Faillace Department of Psychiatry and Behavioral Sciences, McGovern Medical School, The University of Texas Health Science Center at Houston, 1941 East Rd, 77054, Houston, TX, USA
| | - Gabriel R Fries
- Translational Psychiatry Program, Faillace Department of Psychiatry and Behavioral Sciences, McGovern Medical School, University of Texas Health Science Center at Houston, (UTHealth), 77054, Houston, TX, USA.
- Neuroscience Graduate Program, The University of Texas MD Anderson Cancer Center UTHealth Graduate School of Biomedical Sciences, 77054, Houston, TX, USA.
- Center of Excellence in Mood Disorders, Faillace Department of Psychiatry and Behavioral Sciences, McGovern Medical School, The University of Texas Health Science Center at Houston, 1941 East Rd, 77054, Houston, TX, USA.
- Center for Interventional Psychiatry, Faillace Department of Psychiatry and Behavioral Sciences, McGovern Medical School, The University of Texas Health Science Center at Houston (UTHealth), Houston, 1941 East Rd, 77054, Houston, TX, USA.
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8
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Bourassa KJ, Garrett ME, Caspi A, Dennis M, Hall KS, Moffitt TE, Taylor GA, Ashley-Koch AE, Beckham JC, Kimbrel NA. Posttraumatic stress disorder, trauma, and accelerated biological aging among post-9/11 veterans. Transl Psychiatry 2024; 14:4. [PMID: 38184702 PMCID: PMC10771513 DOI: 10.1038/s41398-023-02704-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/10/2023] [Revised: 11/27/2023] [Accepted: 12/05/2023] [Indexed: 01/08/2024] Open
Abstract
People who experience trauma and develop posttraumatic stress disorder (PTSD) are at increased risk for poor health. One mechanism that could explain this risk is accelerated biological aging, which is associated with the accumulation of chronic diseases, disability, and premature mortality. Using data from 2309 post-9/11 United States military veterans who participated in the VISN 6 MIRECC's Post-Deployment Mental Health Study, we tested whether PTSD and trauma exposure were associated with accelerated rate of biological aging, assessed using a validated DNA methylation (DNAm) measure of epigenetic aging-DunedinPACE. Veterans with current PTSD were aging faster than those who did not have current PTSD, β = 0.18, 95% CI [0.11, 0.27], p < .001. This effect represented an additional 0.4 months of biological aging each year. Veterans were also aging faster if they reported more PTSD symptoms, β = 0.13, 95% CI [0.09, 0.16], p < 0.001, or higher levels of trauma exposure, β = 0.09, 95% CI [0.05, 0.13], p < 0.001. Notably, veterans with past PTSD were aging more slowly than those with current PTSD, β = -0.21, 95% CI [-0.35, -0.07], p = .003. All reported results accounted for age, gender, self-reported race/ethnicity, and education, and remained when controlling for smoking. Our findings suggest that an accelerated rate of biological aging could help explain how PTSD contributes to poor health and highlights the potential benefits of providing efficacious treatment to populations at increased risk of trauma and PTSD.
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Affiliation(s)
- Kyle J Bourassa
- Geriatric Research, Education, and Clinical Center, Durham VA Health Care System, Durham, USA.
- VA Mid-Atlantic Mental Illness Research, Education and Clinical Center, Durham VA Health Care System, Durham, USA.
- Center for the Study of Aging and Human Development, Duke University Medical Center, Durham, USA.
| | | | - Avshalom Caspi
- Department of Psychiatry and Behavioral Sciences, Duke University School of Medicine, Durham, US
- Department of Psychology and Neuroscience, Duke University, Durham, USA
- Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
- Center for the Study of Population Health & Aging, Duke University Population Research Institute, Durham, USA
| | - Michelle Dennis
- VA Mid-Atlantic Mental Illness Research, Education and Clinical Center, Durham VA Health Care System, Durham, USA
- Department of Psychiatry and Behavioral Sciences, Duke University School of Medicine, Durham, US
| | - Katherine S Hall
- Geriatric Research, Education, and Clinical Center, Durham VA Health Care System, Durham, USA
- VA Mid-Atlantic Mental Illness Research, Education and Clinical Center, Durham VA Health Care System, Durham, USA
- Department of Medicine, Division of Geriatrics, Duke University, Durham, USA
| | - Terrie E Moffitt
- Department of Psychiatry and Behavioral Sciences, Duke University School of Medicine, Durham, US
- Department of Psychology and Neuroscience, Duke University, Durham, USA
- Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
- Center for the Study of Population Health & Aging, Duke University Population Research Institute, Durham, USA
| | - Gregory A Taylor
- Geriatric Research, Education, and Clinical Center, Durham VA Health Care System, Durham, USA
- VA Mid-Atlantic Mental Illness Research, Education and Clinical Center, Durham VA Health Care System, Durham, USA
- Department of Integrative Immunobiology, Duke University Medical Center, Durham, USA
| | | | - Jean C Beckham
- VA Mid-Atlantic Mental Illness Research, Education and Clinical Center, Durham VA Health Care System, Durham, USA
- Department of Psychiatry and Behavioral Sciences, Duke University School of Medicine, Durham, US
| | - Nathan A Kimbrel
- VA Mid-Atlantic Mental Illness Research, Education and Clinical Center, Durham VA Health Care System, Durham, USA
- Department of Psychiatry and Behavioral Sciences, Duke University School of Medicine, Durham, US
- VA Health Services Research and Development Center of Innovation to Accelerate Discovery and Practice Transformation, Durham VA Health Care System, Durham, USA
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9
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Navarro D, Marín-Mayor M, Gasparyan A, García-Gutiérrez MS, Rubio G, Manzanares J. Molecular Changes Associated with Suicide. Int J Mol Sci 2023; 24:16726. [PMID: 38069051 PMCID: PMC10706600 DOI: 10.3390/ijms242316726] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2023] [Revised: 11/20/2023] [Accepted: 11/21/2023] [Indexed: 12/18/2023] Open
Abstract
Suicide is a serious global public health problem, with a worrying recent increase in suicide rates in both adolescent and adult populations. However, it is essential to recognize that suicide is preventable. A myriad of factors contributes to an individual's vulnerability to suicide. These factors include various potential causes, from psychiatric disorders to genetic and epigenetic alterations. These changes can induce dysfunctions in crucial systems such as the serotonergic, cannabinoid, and hypothalamic-pituitary-adrenal axes. In addition, early life experiences of abuse can profoundly impact an individual's ability to cope with stress, ultimately leading to changes in the inflammatory system, which is a significant risk factor for suicidal behavior. Thus, it is clear that suicidal behavior may result from a confluence of multiple factors. This review examines the primary risk factors associated with suicidal behavior, including psychiatric disorders, early life adversities, and epigenetic modifications. Our goal is to elucidate the molecular changes at the genetic, epigenetic, and molecular levels in the brains of individuals who have taken their own lives and in the plasma and peripheral mononuclear cells of suicide attempters and how these changes may serve as predisposing factors for suicidal tendencies.
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Affiliation(s)
- Daniela Navarro
- Instituto de Neurociencias, Universidad Miguel Hernández-CSIC, Avda de Ramón y Cajal s/n, San Juan de Alicante, 03550 Alicante, Spain; (D.N.); (A.G.); (M.S.G.-G.)
- Redes de Investigación Cooperativa Orientada a Resultados en Salud (RICORS), Red de Investigación en Atención Primaria de Adicciones (RIAPAd), Instituto de Salud Carlos III, MICINN and FEDER, 28029 Madrid, Spain;
- Instituto de Investigación Sanitaria y Biomédica de Alicante (ISABIAL), 03010 Alicante, Spain
| | - Marta Marín-Mayor
- Instituto de Investigación i+12, Hospital Universitario 12 de Octubre, 28041 Madrid, Spain;
- Department of Psychiatry, Complutense University of Madrid, 28040 Madrid, Spain
| | - Ani Gasparyan
- Instituto de Neurociencias, Universidad Miguel Hernández-CSIC, Avda de Ramón y Cajal s/n, San Juan de Alicante, 03550 Alicante, Spain; (D.N.); (A.G.); (M.S.G.-G.)
- Redes de Investigación Cooperativa Orientada a Resultados en Salud (RICORS), Red de Investigación en Atención Primaria de Adicciones (RIAPAd), Instituto de Salud Carlos III, MICINN and FEDER, 28029 Madrid, Spain;
- Instituto de Investigación Sanitaria y Biomédica de Alicante (ISABIAL), 03010 Alicante, Spain
| | - María Salud García-Gutiérrez
- Instituto de Neurociencias, Universidad Miguel Hernández-CSIC, Avda de Ramón y Cajal s/n, San Juan de Alicante, 03550 Alicante, Spain; (D.N.); (A.G.); (M.S.G.-G.)
- Redes de Investigación Cooperativa Orientada a Resultados en Salud (RICORS), Red de Investigación en Atención Primaria de Adicciones (RIAPAd), Instituto de Salud Carlos III, MICINN and FEDER, 28029 Madrid, Spain;
- Instituto de Investigación Sanitaria y Biomédica de Alicante (ISABIAL), 03010 Alicante, Spain
| | - Gabriel Rubio
- Redes de Investigación Cooperativa Orientada a Resultados en Salud (RICORS), Red de Investigación en Atención Primaria de Adicciones (RIAPAd), Instituto de Salud Carlos III, MICINN and FEDER, 28029 Madrid, Spain;
- Instituto de Investigación i+12, Hospital Universitario 12 de Octubre, 28041 Madrid, Spain;
- Department of Psychiatry, Complutense University of Madrid, 28040 Madrid, Spain
| | - Jorge Manzanares
- Instituto de Neurociencias, Universidad Miguel Hernández-CSIC, Avda de Ramón y Cajal s/n, San Juan de Alicante, 03550 Alicante, Spain; (D.N.); (A.G.); (M.S.G.-G.)
- Redes de Investigación Cooperativa Orientada a Resultados en Salud (RICORS), Red de Investigación en Atención Primaria de Adicciones (RIAPAd), Instituto de Salud Carlos III, MICINN and FEDER, 28029 Madrid, Spain;
- Instituto de Investigación Sanitaria y Biomédica de Alicante (ISABIAL), 03010 Alicante, Spain
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10
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Mirza S, de Carvalho Lima CN, Del Favero-Campbell A, Rubinstein A, Topolski N, Cabrera-Mendoza B, Kovács EH, Blumberg HP, Richards JG, Williams AJ, Wemmie JA, Magnotta VA, Fiedorowicz JG, Gaine ME, Walss-Bass C, Quevedo J, Soares JC, Fries GR. Blood epigenome-wide association studies of suicide attempt in adults with bipolar disorder. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2023:2023.07.20.23292968. [PMID: 37546994 PMCID: PMC10402220 DOI: 10.1101/2023.07.20.23292968] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 08/08/2023]
Abstract
Suicide attempt (SA) risk is elevated in individuals with bipolar disorder (BD), and DNA methylation patterns may serve as possible biomarkers of SA. We conducted epigenome-wide association studies (EWAS) of blood DNA methylation associated with BD and SA. DNA methylation was measured at > 700,000 positions in a discovery cohort of n = 84 adults with BD with a history of SA (BD/SA), n = 79 adults with BD without history of SA (BD/non-SA), and n = 76 non-psychiatric controls (CON). EWAS revealed six differentially methylated positions (DMPs) and seven differentially methylated regions (DMRs) between BD/SA and BD/non-SA, with multiple immune-related genes implicated. There were no epigenome-wide significant differences when BD/SA and BD/non-SA were each compared to CON, and patterns suggested that epigenetics differentiating BD/SA from BD/non-SA do not differentiate BD/non-SA from CON. Weighted gene co-methylation network analysis and trait enrichment analysis of the BD/SA vs. BD/non-SA contrast further corroborated immune system involvement, while gene ontology analysis implicated calcium signalling. In an independent replication cohort of n = 48 BD/SA and n = 47 BD/non-SA, fold-changes at the discovery cohort's significant sites showed moderate correlation across cohorts and agreement on direction. In both cohorts, classification accuracy for SA history among individuals with BD was highest when methylation at the significant CpG sites as well as information from clinical interviews were combined, with an AUC of 88.8% (CI = 83.8-93.8%) and 82.1% (CI = 73.6-90.5%) for the combined epigenetic-clinical predictor in the discovery and replication cohorts, respectively. Our results provide novel insight to the role of immune system functioning in SA and BD and also suggest that integrating information from multiple levels of analysis holds promise to improve risk assessment for SA in adults with BD.
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Affiliation(s)
- Salahudeen Mirza
- Translational Psychiatry Program, Faillace Department of Psychiatry and Behavioral Sciences, McGovern Medical School, University of Texas Health Science Center at Houston, (UTHealth), 77054 Houston, Texas, USA
- Institute of Child Development, University of Minnesota, 55455 Minneapolis, Minnesota, USA
| | - Camila N. de Carvalho Lima
- Translational Psychiatry Program, Faillace Department of Psychiatry and Behavioral Sciences, McGovern Medical School, University of Texas Health Science Center at Houston, (UTHealth), 77054 Houston, Texas, USA
| | - Alexandra Del Favero-Campbell
- Translational Psychiatry Program, Faillace Department of Psychiatry and Behavioral Sciences, McGovern Medical School, University of Texas Health Science Center at Houston, (UTHealth), 77054 Houston, Texas, USA
| | - Alexandre Rubinstein
- Translational Psychiatry Program, Faillace Department of Psychiatry and Behavioral Sciences, McGovern Medical School, University of Texas Health Science Center at Houston, (UTHealth), 77054 Houston, Texas, USA
| | - Natasha Topolski
- Translational Psychiatry Program, Faillace Department of Psychiatry and Behavioral Sciences, McGovern Medical School, University of Texas Health Science Center at Houston, (UTHealth), 77054 Houston, Texas, USA
- Neuroscience Graduate Program, The University of Texas MD Anderson Cancer Center UTHealth Graduate School of Biomedical Sciences, 77054 Houston, Texas, USA
| | | | - Emese H.C. Kovács
- Department of Neuroscience and Pharmacology, The University of Iowa, 51 Newton Rd, 52242 Iowa City, Iowa, USA
| | - Hilary P. Blumberg
- Department of Psychiatry, Yale School of Medicine, 06510 New Haven, Connecticut, USA
| | - Jenny Gringer Richards
- Department of Radiology, The University of Iowa. 200 Hawkins Dr, 52242 Iowa City, Iowa, USA
| | - Aislinn J. Williams
- Department of Psychiatry, The University of Iowa. 200 Hawkins Dr, 52242 Iowa City, Iowa, USA
- Iowa Neuroscience Institute, The University of Iowa. 169 Newton Rd, 52242 Iowa City, Iowa USA
| | - John A. Wemmie
- Department of Psychiatry, The University of Iowa. 200 Hawkins Dr, 52242 Iowa City, Iowa, USA
- Iowa Neuroscience Institute, The University of Iowa. 169 Newton Rd, 52242 Iowa City, Iowa USA
- Department of Veterans Affairs Medical Center, Iowa City, Iowa, USA
| | - Vincent A. Magnotta
- Department of Radiology, The University of Iowa. 200 Hawkins Dr, 52242 Iowa City, Iowa, USA
- Department of Psychiatry, The University of Iowa. 200 Hawkins Dr, 52242 Iowa City, Iowa, USA
| | - Jess G. Fiedorowicz
- University of Ottawa Brain and Mind Research Institute, Ottawa Hospital Research Institute. 501 Smyth, K1H 8L6, Ottawa, Ontario, Canada
| | - Marie E. Gaine
- Iowa Neuroscience Institute, The University of Iowa. 169 Newton Rd, 52242 Iowa City, Iowa USA
- Pharmaceutical Sciences and Experimental Therapeutics, The University of Iowa, 180 South Grand Ave, 52242, Iowa City, Iowa, USA
| | - Consuelo Walss-Bass
- Translational Psychiatry Program, Faillace Department of Psychiatry and Behavioral Sciences, McGovern Medical School, University of Texas Health Science Center at Houston, (UTHealth), 77054 Houston, Texas, USA
- Neuroscience Graduate Program, The University of Texas MD Anderson Cancer Center UTHealth Graduate School of Biomedical Sciences, 77054 Houston, Texas, USA
| | - Joao Quevedo
- Translational Psychiatry Program, Faillace Department of Psychiatry and Behavioral Sciences, McGovern Medical School, University of Texas Health Science Center at Houston, (UTHealth), 77054 Houston, Texas, USA
- Neuroscience Graduate Program, The University of Texas MD Anderson Cancer Center UTHealth Graduate School of Biomedical Sciences, 77054 Houston, Texas, USA
- Center of Excellence in Mood Disorders, Faillace Department of Psychiatry and Behavioral Sciences, The University of Texas Health Science Center at Houston, 1941 East Rd, 77054, Houston, Texas, USA
| | - Jair C. Soares
- Translational Psychiatry Program, Faillace Department of Psychiatry and Behavioral Sciences, McGovern Medical School, University of Texas Health Science Center at Houston, (UTHealth), 77054 Houston, Texas, USA
- Neuroscience Graduate Program, The University of Texas MD Anderson Cancer Center UTHealth Graduate School of Biomedical Sciences, 77054 Houston, Texas, USA
- Center of Excellence in Mood Disorders, Faillace Department of Psychiatry and Behavioral Sciences, The University of Texas Health Science Center at Houston, 1941 East Rd, 77054, Houston, Texas, USA
| | - Gabriel R. Fries
- Translational Psychiatry Program, Faillace Department of Psychiatry and Behavioral Sciences, McGovern Medical School, University of Texas Health Science Center at Houston, (UTHealth), 77054 Houston, Texas, USA
- Neuroscience Graduate Program, The University of Texas MD Anderson Cancer Center UTHealth Graduate School of Biomedical Sciences, 77054 Houston, Texas, USA
- Center of Excellence in Mood Disorders, Faillace Department of Psychiatry and Behavioral Sciences, The University of Texas Health Science Center at Houston, 1941 East Rd, 77054, Houston, Texas, USA
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