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Katrinli S, Wani AH, Maihofer AX, Ratanatharathorn A, Daskalakis NP, Montalvo-Ortiz J, Núñez-Ríos DL, Zannas AS, Zhao X, Aiello AE, Ashley-Koch AE, Avetyan D, Baker DG, Beckham JC, Boks MP, Brick LA, Bromet E, Champagne FA, Chen CY, Dalvie S, Dennis MF, Fatumo S, Fortier C, Galea S, Garrett ME, Geuze E, Grant G, Hauser MA, Hayes JP, Hemmings SMJ, Huber BR, Jajoo A, Jansen S, Kessler RC, Kimbrel NA, King AP, Kleinman JE, Koen N, Koenen KC, Kuan PF, Liberzon I, Linnstaedt SD, Lori A, Luft BJ, Luykx JJ, Marx CE, McLean SA, Mehta D, Milberg W, Miller MW, Mufford MS, Musanabaganwa C, Mutabaruka J, Mutesa L, Nemeroff CB, Nugent NR, Orcutt HK, Qin XJ, Rauch SAM, Ressler KJ, Risbrough VB, Rutembesa E, Rutten BPF, Seedat S, Stein DJ, Stein MB, Toikumo S, Ursano RJ, Uwineza A, Verfaellie MH, Vermetten E, Vinkers CH, Ware EB, Wildman DE, Wolf EJ, Young RM, Zhao Y, van den Heuvel LL, Uddin M, Nievergelt CM, Smith AK, Logue MW. Epigenome-wide association studies identify novel DNA methylation sites associated with PTSD: a meta-analysis of 23 military and civilian cohorts. Genome Med 2024; 16:147. [PMID: 39696436 DOI: 10.1186/s13073-024-01417-1] [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: 01/12/2024] [Accepted: 11/29/2024] [Indexed: 12/20/2024] Open
Abstract
BACKGROUND The occurrence of post-traumatic stress disorder (PTSD) following a traumatic event is associated with biological differences that can represent the susceptibility to PTSD, the impact of trauma, or the sequelae of PTSD itself. These effects include differences in DNA methylation (DNAm), an important form of epigenetic gene regulation, at multiple CpG loci across the genome. Moreover, these effects can be shared or specific to both central and peripheral tissues. Here, we aim to identify blood DNAm differences associated with PTSD and characterize the underlying biological mechanisms by examining the extent to which they mirror associations across multiple brain regions. METHODS As the Psychiatric Genomics Consortium (PGC) PTSD Epigenetics Workgroup, we conducted the largest cross-sectional meta-analysis of epigenome-wide association studies (EWASs) of PTSD to date, involving 5077 participants (2156 PTSD cases and 2921 trauma-exposed controls) from 23 civilian and military studies. PTSD diagnosis assessments were harmonized following the standardized guidelines established by the PGC-PTSD Workgroup. DNAm was assayed from blood using Illumina HumanMethylation450 or MethylationEPIC (850 K) BeadChips. Within each cohort, DNA methylation was regressed on PTSD, sex (if applicable), age, blood cell proportions, and ancestry. An inverse variance-weighted meta-analysis was performed. We conducted replication analyses in tissue from multiple brain regions, neuronal nuclei, and a cellular model of prolonged stress. RESULTS We identified 11 CpG sites associated with PTSD in the overall meta-analysis (1.44e - 09 < p < 5.30e - 08), as well as 14 associated in analyses of specific strata (military vs civilian cohort, sex, and ancestry), including CpGs in AHRR and CDC42BPB. Many of these loci exhibit blood-brain correlation in methylation levels and cross-tissue associations with PTSD in multiple brain regions. Out of 9 CpGs annotated to a gene expressed in blood, methylation levels at 5 CpGs showed significant correlations with the expression levels of their respective annotated genes. CONCLUSIONS This study identifies 11 PTSD-associated CpGs and leverages data from postmortem brain samples, GWAS, and genome-wide expression data to interpret the biology underlying these associations and prioritize genes whose regulation differs in those with PTSD.
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Affiliation(s)
- Seyma Katrinli
- Department of Gynecology and Obstetrics, Emory University, Atlanta, GA, USA
| | - Agaz H Wani
- Genomics Program, College of Public Health, University of South Florida, Tampa, FL, USA
| | - Adam X Maihofer
- Department of Psychiatry, University of California San Diego, La Jolla, CA, San Diego, USA
- Center of Excellence for Stress and Mental Health, Veterans Affairs San Diego Healthcare System, San Diego, CA, USA
- Research Service, Veterans Affairs San Diego Healthcare System, San Diego, CA, USA
| | - Andrew Ratanatharathorn
- Department of Epidemiology, Columbia University Mailmain School of Public Health, New York, NY, USA
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Nikolaos P Daskalakis
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA
- Center of Excellence in Depression and Anxiety Disorders, McLean Hospital, Belmont, MA, USA
| | - Janitza Montalvo-Ortiz
- U.S. Department of Veterans Affairs National Center of Posttraumatic Stress Disorder, Clinical Neurosciences Division, West Haven, CT, USA
- VA Connecticut Healthcare System, West Haven, CT, USA
- Department of Psychiatry, Yale School of Medicine, New Haven, CT, USA
| | - Diana L Núñez-Ríos
- U.S. Department of Veterans Affairs National Center of Posttraumatic Stress Disorder, Clinical Neurosciences Division, West Haven, CT, USA
- VA Connecticut Healthcare System, West Haven, CT, USA
- Department of Psychiatry, Yale School of Medicine, New Haven, CT, USA
| | - Anthony S Zannas
- Carolina Stress Initiative, University of North Carolina at Chapel Hill, NC, Chapel Hill, USA
- Department of Genetics, University of North Carolina at Chapel Hill, NC, Chapel Hill, USA
- Department of Psychiatry, University of North Carolina at Chapel Hill, NC, Chapel Hill, USA
- Institute for Trauma Recovery, University of North Carolina at Chapel Hill, NC, Chapel Hill, USA
| | - Xiang Zhao
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - Allison E Aiello
- Robert N. Butler Columbia Aging Center, Department of Epidemiology, Columbia University, New York, NY, USA
| | - Allison E Ashley-Koch
- Duke Molecular Physiology Institute, Duke University Medical Center, Durham, NC, USA
| | - Diana Avetyan
- Department of Psychiatry, University of California San Diego, La Jolla, CA, San Diego, USA
| | - Dewleen G Baker
- Department of Psychiatry, University of California San Diego, La Jolla, CA, San Diego, USA
- Center of Excellence for Stress and Mental Health, Veterans Affairs San Diego Healthcare System, San Diego, CA, USA
- Psychiatry Service, Veterans Affairs San Diego Healthcare System, San Diego, CA, USA
| | - Jean C Beckham
- Department of Psychiatry and Behavioral Sciences, Duke University School of Medicine, Durham, NC, USA
- Durham VA Health Care System, Researcg, Durham, NC, USA
- Genetics Research Laboratory, VA Mid-Atlantic Mental Illness Research Education, and Clinical Center (MIRECC), Durham, NC, USA
| | - Marco P Boks
- Department of Psychiatry, Brain Center University Medical Center Utrecht, Utrecht, UT, NL, Netherlands
| | - Leslie A Brick
- Department of Psychiatry and Human Behavior, Alpert Medical School of Brown University, Providence, RI, USA
| | - Evelyn Bromet
- Epidemiology Research Group, State University of New York at Stony Brook, Stony Brook, NY, USA
| | - Frances A Champagne
- Department of Psychology, The University of Texas at Austin, Austin, TX, USA
| | - Chia-Yen Chen
- Biogen Inc, Translational Sciences, Cambridge, MA, USA
| | - Shareefa Dalvie
- Department of Pathology, University of Cape Town, Western Province, Cape Town, ZA, South Africa
- Division of Human Genetics, University of Cape Town, Western Province, Cape Town, ZA, South Africa
| | - Michelle F Dennis
- Department of Psychiatry and Behavioral Sciences, Duke University School of Medicine, Durham, NC, USA
- Durham VA Health Care System, Researcg, Durham, NC, USA
- Genetics Research Laboratory, VA Mid-Atlantic Mental Illness Research Education, and Clinical Center (MIRECC), Durham, NC, USA
| | - Segun Fatumo
- MRC/UVRI and London School of Hygiene and Tropical Medicine, The African Computational Genomics (TACG) Research Group, Entebbe, Wakiso, Uganda
| | - Catherine Fortier
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA
- Translational Research Center for TBI and Stress Disorders (TRACTS)/Geriatric Research Education and Clinical Center (GRECC), VA Boston Healthcare System, Boston, MA, USA
| | - Sandro Galea
- School of Public Health, Boston University, Boston, MA, USA
| | - Melanie E Garrett
- Duke Molecular Physiology Institute, Duke University Medical Center, Durham, NC, USA
| | - Elbert Geuze
- Brain Research and Innovation Centre, Netherlands Ministry of Defence, Utrecht, UT, NL, Netherlands
- Department of Psychiatry, UMC Utrecht Brain Center Rudolf Magnus, Utrecht, UT, Netherlands
| | - Gerald Grant
- Department of Neurosurgery, Duke University School of Medicine, Durham, NC, USA
| | - Michael A Hauser
- Department of Medicine, Duke University School of Medicine, Durham, NC, USA
| | - Jasmeet P Hayes
- Department of Psychology, The Ohio State University, Columbus, OH, USA
| | - Sian M J Hemmings
- Department of Psychiatry, Faculty of Medicine and Health Sciences, Stellenbosch University, Western Cape, Cape Town, ZA, South Africa
- SAMRC Genomics of Brain Disorders Research Unit, Stellenbosch University, Western Cape, Cape Town, ZA, South Africa
| | - Bertrand Russel Huber
- Department of Neurology, Boston University School of Medicine, Boston, MA, USA
- Pathology and Laboratory Medicine, VA Boston Healthcare System, Boston, MA, USA
| | - Aarti Jajoo
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA
- McLean Hospital, Belmont, MA, USA
| | - Stefan Jansen
- College of Medicine and Health Sciences, University of Rwanda, Kigali, RW, Rwanda
| | - Ronald C Kessler
- Department of Health Care Policy, Harvard Medical School, Boston, MA, USA
| | - Nathan A Kimbrel
- Department of Psychiatry and Behavioral Sciences, Duke University School of Medicine, Durham, NC, USA
- Genetics Research Laboratory, VA Mid-Atlantic Mental Illness Research Education, and Clinical Center (MIRECC), Durham, NC, USA
- Mental Health Service Line, Durham VA Health Care System, Durham, NC, USA
| | - Anthony P King
- Institute for Behavioral Medicine Research, The Ohio State University College of Medicine, Columbus, OH, USA
- Psychiatry & Behavioral Health, The Ohio State University College of Medicine, Columbus, OH, USA
| | - Joel E Kleinman
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, MD, USA
- Lieber Institute for Brain Development, Baltimore, MD, USA
| | - Nastassja Koen
- Department of Psychiatry & Mental Health, University of Cape Town, Western Province, Cape Town, ZA, South Africa
- Neuroscience Institute, University of Cape Town, Western Province, Cape Town, ZA, South Africa
- SA MRC Unit on Risk & Resilience in Mental Disorders, University of Cape Town, Western Province, Cape Town, ZA, South Africa
| | - Karestan C Koenen
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Psychiatric and Neurodevelopmental Genetics Unit (PNGU), Massachusetts General Hospital, Boston, MA, USA
| | - Pei-Fen Kuan
- Department of Applied Mathematics and Statistics, Stony Brook University, Stony Brook, NY, USA
| | - Israel Liberzon
- Department of Psychiatry and Behavioral Sciences, Texas A&M University College of Medicine, Bryan, TX, USA
| | - Sarah D Linnstaedt
- Department of Anesthesiology, University of North Carolina at Chapel Hill, NC, Chapel Hill, USA
- UNC Institute for Trauma Recovery, University of North Carolina at Chapel Hill, NC, Chapel Hill, USA
| | - Adriana Lori
- Department of Psychiatry and Behavioral Sciences, Emory University, Atlanta, GA, USA
| | - Benjamin J Luft
- Department of Medicine, Stony Brook University, Stony Brook, NY, USA
| | - Jurjen J Luykx
- Amsterdam Neuroscience Research Institute Stress & Sleep Program, Amsterdam University Medical Center, Amsterdam, NH, Netherlands
- Amsterdam Public Health Research Institute, Mental Health Program, Amsterdam University Medical Center, Amsterdam, NH, Netherlands
- Department of Psychiatry, Amsterdam University Medical Center, Amsterdam, NH, Netherlands
| | - Christine E Marx
- Department of Psychiatry and Behavioral Sciences, Duke University School of Medicine, Durham, NC, USA
- Durham VA Health Care System, Durham, NC, USA
- VA Mid-Atlantic Mental Illness Research Education, and Clinical Center (MIRECC), Durham, NC, USA
| | - Samuel A McLean
- Department of Psychiatry, UNC Institute for Trauma Recovery, NC, Chapel Hill, USA
| | - Divya Mehta
- Centre for Genomics and Personalised Health, Queensland University of Technology, Kelvin Grove, QLD, AU, Brisbane, Australia
- School of Biomedical Sciences, Queensland University of Technology, Kelvin Grove, QLD, AU, Brisbane, Australia
| | | | - Mark W Miller
- Biomedical Genetics & Psychiatry, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- National Center for PTSD, VA Boston Healthcare System, Boston, MA, USA
| | - Mary S Mufford
- Department of Psychiatry and Mental Health, University of Cape Town, Western Province, Cape Town, ZA, South Africa
| | - Clarisse Musanabaganwa
- Research Innovation and Data Science Division, Rwanda Biomedical Center, Kigali, Rwanda
- Center of Human Genetics, University of Rwanda, Kigali, RW, Rwanda
| | - Jean Mutabaruka
- Department of Clinical Psychology, University of Rwanda, Huye, RW, Rwanda
| | - Leon Mutesa
- College of Medicine and Health Sciences, University of Rwanda, Kigali, RW, Rwanda
- Center for Human Genetics, University of Rwanda, Kigali, RW, Rwanda
| | - Charles B Nemeroff
- Department of Psychology, The University of Texas at Austin, Austin, TX, USA
- Department of Psychiatry and Behavioral Sciences, The University of Texas at Austin, Austin, TX, USA
| | - Nicole R Nugent
- Department of Emergency Medicine, Alpert Brown Medical School, Providence, RI, USA
- Department of Pediatrics, Alpert Brown Medical School, Providence, RI, USA
- Department of Psychiatry and Human Behavior, Alpert Brown Medical School, Providence, RI, USA
| | - Holly K Orcutt
- Department of Psychology, Northern Illinois University, DeKalb, IL, USA
| | - Xue-Jun Qin
- Duke Molecular Physiology Institute, Duke University, Durham, NC, USA
| | - Sheila A M Rauch
- Department of Psychiatry & Behavioral Sciences, Emory University, Atlanta, GA, USA
- Joseph Maxwell Cleland Atlanta Veterans Affairs Healthcare System, Atlanta, GA, USA
| | - Kerry J Ressler
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA
- McLean Hospital, Belmont, MA, USA
- Department of Psychiatry and Behavioral Sciences, Emory University, Atlanta, GA, USA
| | - Victoria B Risbrough
- Department of Psychiatry, University of California San Diego, La Jolla, CA, San Diego, USA
- Center of Excellence for Stress and Mental Health, Veterans Affairs San Diego Healthcare System, San Diego, CA, USA
- Research Service, Veterans Affairs San Diego Healthcare System, San Diego, CA, USA
| | | | - Bart P F Rutten
- Department of Psychiatry and Neuropsychology, School for Mental Health and Neuroscience, Maastricht Universitair Medisch Centrum, Maastricht, Limburg, NL, Netherlands
| | - Soraya Seedat
- Department of Psychiatry, Faculty of Medicine and Health Sciences, Stellenbosch University, Western Cape, Cape Town, ZA, South Africa
- SA MRC Extramural Genomics of Brain Disorders Research Unit, Stellenbosch University, Western Cape, Cape Town, ZA, South Africa
| | - Dan J Stein
- Department of Psychiatry & Mental Health, University of Cape Town, Western Province, Cape Town, ZA, South Africa
- Neuroscience Institute, University of Cape Town, Western Province, Cape Town, ZA, South Africa
- SA MRC Unit on Risk & Resilience in Mental Disorders, University of Cape Town, Western Province, Cape Town, ZA, South Africa
| | - Murray B Stein
- Department of Psychiatry, University of California San Diego, La Jolla, CA, San Diego, USA
- Psychiatry Service, Veterans Affairs San Diego Healthcare System, San Diego, CA, USA
- School of Public Health, University of California San Diego, CA, La Jolla, USA
| | - Sylvanus Toikumo
- Department of Psychiatry, Faculty of Medicine and Health Sciences, Stellenbosch University, Western Cape, Cape Town, ZA, South Africa
- SA MRC Genomics of Brain Disorders Research Unit, Stellenbosch University, Western Cape, Cape Town, ZA, South Africa
| | - Robert J Ursano
- Department of Psychiatry, Center for the Study of Traumatic Stress, Uniformed Services University, Bethesda, MD, USA
| | - Annette Uwineza
- College of Medicine and Health Sciences, University of Rwanda, Kigali, Rwanda
| | - Mieke H Verfaellie
- Department of Psychiatry, Boston University School of Medicine, Boston, MA, USA
- Memory Disorders Research Center, VA Boston Healthcare System, Boston, MA, USA
| | - Eric Vermetten
- Department of Psychiatry, Leiden University Medical Center, Leiden, ZH, NL, Netherlands
- Department of Psychiatry, New York University School of Medicine, New York, NY, USA
| | - Christiaan H Vinkers
- Department of Anatomy and Neurosciences, Amsterdam UMC Location Vrije Universiteit Amsterdam, Amsterdam, Holland, Netherlands
- Department of Psychiatry, Amsterdam, UMC Location Vrije Universiteit Amsterdam, Amsterdam, Holland, Netherlands
- Amsterdam University Medical Center, Amsterdam Neuroscience Research Institute, Stress & Sleep Program, MoodPsychosisAmsterdam, Holland, AnxietyNL, Netherlands
| | - Erin B Ware
- Survey Research Center, University of Michigan, Ann Arbor, MI, USA
| | - Derek E Wildman
- College of Public Health, University of South Florida, Tampa, FL, USA
- Genomics Program, University of South Florida, Tampa, FL, USA
| | - Erika J Wolf
- National Center for PTSD, VA Boston Healthcare System, Boston, MA, USA
- Department of Psychiatry, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
| | - Ross McD Young
- School of Clinical Sciences, Queensland University of Technology, Kelvin Grove, QLD, AU, Brisbane, Australia
- University of the Sunshine Coast, The Chancellory Sippy Downs, QLD, AU, Buderim, Australia
| | - Ying Zhao
- Institute for Trauma Recovery, University of North Carolina at Chapel Hill, NC, Chapel Hill, USA
- Department of Anesthesiology, University of North Carolina at Chapel Hill, NC, Chapel Hill, USA
| | - Leigh L van den Heuvel
- Department of Psychiatry, Faculty of Medicine and Health Sciences, Stellenbosch University, Western Cape, Cape Town, ZA, South Africa
- SA MRC Extramural Genomics of Brain Disorders Research Unit, Stellenbosch University, Western Cape, Cape Town, ZA, South Africa
| | - Monica Uddin
- University of South Florida College of Public Health, Genomics Program, Tampa, FL, USA
| | - Caroline M Nievergelt
- Department of Psychiatry, University of California San Diego, La Jolla, CA, San Diego, USA
- Center of Excellence for Stress and Mental Health, Veterans Affairs San Diego Healthcare System, San Diego, CA, USA
- Research Service, Veterans Affairs San Diego Healthcare System, San Diego, CA, USA
| | - Alicia K Smith
- Department of Gynecology and Obstetrics, Emory University, Atlanta, GA, USA
- Department of Psychiatry and Behavioral Sciences, Emory University, Atlanta, GA, USA
- Department of Human Genetics, Emory University, Atlanta, GA, USA
| | - Mark W Logue
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA.
- Biomedical Genetics & Psychiatry, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA.
- National Center for PTSD, VA Boston Healthcare System, Boston, MA, USA.
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Moo-Choy A, Stein MB, Gelernter J, Wendt FR. Sex-stratified Genomic Structural Equation Models of Posttraumatic Stress Inform PTSD Etiology: L'utilisation de la modélisation génomique par équations structurelles stratifiée par sexe du stress post-traumatique pour expliquer l'étiologie du TSPT. CANADIAN JOURNAL OF PSYCHIATRY. REVUE CANADIENNE DE PSYCHIATRIE 2024:7067437241301016. [PMID: 39654303 PMCID: PMC11629358 DOI: 10.1177/07067437241301016] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/12/2024]
Abstract
OBJECTIVE Posttraumatic stress disorder (PTSD) affects 3.9%-5.6% of the worldwide population, with well-documented sex-related differences. While psychosocial and hormonal factors affecting sex differences in PTSD and posttraumatic stress (PTS) symptom etiology have been explored, there has been limited focus on the genetic bases of these differences. Many symptom combinations may confer a PTSD diagnosis. We hypothesized that these symptom combinations have sex-specific patterns, the examination of which could inform etiological differences in PTSD genetics between males and females. METHODS To investigate this, we performed a sex-stratified multivariate genome-wide association study (GWAS) in unrelated UK Biobank (UKB) individuals of European ancestry. Using GWAS summary association data, genomic structural equation modelling was performed to generate sex-specific factor models using 6 indicator variables: trouble concentrating, feeling distant from others, irritability, disturbing thoughts, upset feelings, and avoidance of places/activities which remind the individual of a traumatic event. RESULTS Models of male and female PTSD symptoms differed substantially (local standardized root mean square difference = 3.12) and significantly (χ2(5) = 28.03, P = 3.6 × 10-5). Independent 2-factor models best fit the data in both males and females; these factors were subjected to GWAS in each sex, revealing 3 genome-wide significant loci in females, mapping to SCAND3, WDPCP, and FAM120A. No genome-wide significant loci were identified in males. All 4 PTS factors (2 in males and 2 in females) were heritable. CONCLUSIONS By assessing the relationship between sex and PTSD symptoms, this study informs correlative and putatively causal etiological differences between males and females which support further investigation of sex differences in PTSD genetics.
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Affiliation(s)
- Ashley Moo-Choy
- Department of Anthropology, University of Toronto, Toronto, ON, Canada
- Forensic Science Program, University of Toronto, Mississauga, ON, Canada
- Krembil Centre for Neuroinformatics, Centre for Addiction and Mental Health, Toronto, ON, Canada
| | - Murray B. Stein
- VA San Diego Healthcare System, Psychiatry Service, San Diego, CA, USA
- Department of Psychiatry, University of California San Diego, La Jolla, CA, USA
- Herbert Wertheim School of Public Health and Human Longevity Science, University of California San Diego, La Jolla, CA, USA
| | - Joel Gelernter
- Department of Psychiatry, Yale School of Medicine, New Haven, CT, USA
- VA CT Healthcare System, West Haven, CT, USA
- Department of Genetics, Yale School of Medicine, New Haven, CT, USA
- Department of Neuroscience, Yale School of Medicine, New Haven, CT, USA
| | - Frank R. Wendt
- Department of Anthropology, University of Toronto, Toronto, ON, Canada
- Forensic Science Program, University of Toronto, Mississauga, ON, Canada
- Biostatistics Division, Dalla Lana School of Public Health, University of Toronto, Toronto, ON, Canada
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Yuan M, Li L, Zhu H, Zheng B, Lui S, Zhang W. Cortical morphological changes and associated transcriptional signatures in post-traumatic stress disorder and psychological resilience. BMC Med 2024; 22:431. [PMID: 39379972 PMCID: PMC11462656 DOI: 10.1186/s12916-024-03657-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/11/2024] [Accepted: 09/25/2024] [Indexed: 10/10/2024] Open
Abstract
BACKGROUND Individuals who have experienced severe traumatic events are estimated to have a post-traumatic stress disorder (PTSD) prevalence rate ranging from 10 to 50%, while those not affected by trauma exposure are often considered to possess psychological resilience. However, the neural mechanisms underlying the development of PTSD, especially resilience after trauma, remain unclear. This study aims to investigate changes of cortical morphometric similarity network (MSN) in PTSD and trauma-exposed healthy individuals (TEHI), as well as the associated molecular alterations in gene expression, providing potential targets for the prevention and intervention of PTSD. METHODS We recruited PTSD patients and TEHI who had experienced severe earthquakes, and healthy controls who had not experienced earthquakes. We identified alterations in the whole-brain MSN changes in PTSD and TEHI, and established associations between these changes and brain-wide gene expression patterns from the Allen Human Brain Atlas microarray dataset using partial least squares regression. RESULTS At the neuroimaging level, we found not only trauma-susceptible changes in TEHI same as those in PTSD, but also unique neurobiological alterations to counteract the deleterious impact of severe trauma. We identified 1444 and 2214 genes transcriptionally related to MSN changes in PTSD and TEHI, respectively. Functional enrichment analysis of weighted gene expression for PTSD and TEHI revealed distinct enrichments in Gene Ontology biological processes and Kyoto Encyclopedia of Genes and Genomes pathways. Furthermore, gene expression profiles of astrocytes, excitatory neurons, and microglial cells are highly related to MSN abnormalities in PTSD. CONCLUSIONS The formation of resilience may be by an active compensatory process of the brain. The combination of macroscopic neuroimaging changes and microscopic human brain transcriptomics could offer a more direct and in-depth understanding of the pathogenesis of PTSD and psychological resilience, shedding light on new targets for the prevention and treatment of PTSD.
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Affiliation(s)
- Minlan Yuan
- Mental Health Center and Psychiatric Laboratory, the State Key Laboratory of Biotherapy, West China Hospital of Sichuan University, 610041, Chengdu, People's Republic of China
- Huaxi Brain Research Center, West China Hospital of Sichuan University, 610041, Chengdu, People's Republic of China
| | - Lun Li
- Mental Health Center and Psychiatric Laboratory, the State Key Laboratory of Biotherapy, West China Hospital of Sichuan University, 610041, Chengdu, People's Republic of China
- Sichuan Institute of Computer Sciences, 610041, Chengdu, People's Republic of China
| | - Hongru Zhu
- Mental Health Center and Psychiatric Laboratory, the State Key Laboratory of Biotherapy, West China Hospital of Sichuan University, 610041, Chengdu, People's Republic of China
- Huaxi Brain Research Center, West China Hospital of Sichuan University, 610041, Chengdu, People's Republic of China
- Med-X Center for Informatics, Sichuan University, 610041, Chengdu, People's Republic of China
| | - Bo Zheng
- Department of Interventional Medicine, Sichuan Science City Hospital, 621000, Mianyang, People's Republic of China
| | - Su Lui
- Huaxi MR Research Center (HMRRC), Department of Radiology, West China Hospital of Sichuan University, 610041, Chengdu, People's Republic of China
| | - Wei Zhang
- Mental Health Center and Psychiatric Laboratory, the State Key Laboratory of Biotherapy, West China Hospital of Sichuan University, 610041, Chengdu, People's Republic of China.
- Huaxi Brain Research Center, West China Hospital of Sichuan University, 610041, Chengdu, People's Republic of China.
- West China Biomedical Big Data Center, West China Hospital, Sichuan University, Chengdu, 610041, People's Republic of China.
- Medical Big Data Center, Sichuan University, 610041, Chengdu, People's Republic of China.
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4
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Wellington NJ, Boucas AP, Lagopoulos J, Kuballa AV. Clinical potential of epigenetic and microRNA biomarkers in PTSD. J Neurogenet 2024; 38:79-101. [PMID: 39470065 DOI: 10.1080/01677063.2024.2419098] [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] [Received: 07/31/2024] [Accepted: 10/16/2024] [Indexed: 10/30/2024]
Abstract
Molecular studies identifying alterations associated with PTSD have predominantly focused on candidate genes or conducted genome-wide analyses, often encountering issues with replicability. This review aims to identify robust bi-directional epigenetic and microRNA (miRNA) regulators focusing on their functional impacts on post-traumatic stress disorder (PTSD) and their utility in clinical diagnosis, whilst examining knowledge gaps in the existing research. A systematic search was conducted across multiple databases, including Web of Science, Scopus, Global Health (CABI), and PubMed, augmented by grey literature, yielding 3465 potential articles. Ultimately, 92 studies met the inclusion criteria and were analysed to pinpoint significant epigenetic changes with clinically relevant potential in PTSD. The selected studies explored histone modifications, CpG sites, single nucleotide polymorphisms (SNPs), and miRNA biomarkers. Specifically, nine studies examined epigenetic markers, detailing the influence of methylation on chromatin accessibility at histone positions H3K4, H3K9, and H3K36 within a PTSD context. Seventy-three studies investigated DNA methylation, identifying 20 hypermethylated and five hypomethylated CpG islands consistently observed in PTSD participants. Nineteen studies linked 88 SNPs to PTSD, with only one SNP replicated within these studies. Furthermore, sixteen studies focused on miRNAs, with findings indicating 194 downregulated and 24 upregulated miRNAs were associated with PTSD. Although there are epigenetic mechanisms that are significantly affected by PTSD, a granular deconstruction of these mechanisms elucidates the need to incorporate more nuanced approaches to identifying the factors that contribute to PTSD. Technological advances in diagnostic tools are driving the need to integrate detailed participant characteristics, trauma type, genetic susceptibilities, and best practices for robust reporting. This comprehensive approach will be crucial for enhancing the translational potential of PTSD research for clinical application.
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Affiliation(s)
- Nathan J Wellington
- National PTSD Research Centre, Thompson Institute, University of the Sunshine Coast (UniSC), Birtinya, Australia
- School of Health, UniSC, Sippy Downs, Australia
- Centre for Bioinnovation, UniSC, Sippy Downs, Australia
- Sunshine Coast Health Institute, Sunshine Coast Hospital and Health Service, Birtinya, Australia
| | | | - Jim Lagopoulos
- Thompson Brain and Mind Healthcare, Sunshine Plaza, Australia
| | - Anna V Kuballa
- School of Health, UniSC, Sippy Downs, Australia
- Centre for Bioinnovation, UniSC, Sippy Downs, Australia
- Sunshine Coast Health Institute, Sunshine Coast Hospital and Health Service, Birtinya, Australia
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Hansson C, Hadžibajramović E, Svensson PA, Jonsdottir IH. Increased plasma levels of neuro-related proteins in patients with stress-related exhaustion: A longitudinal study. Psychoneuroendocrinology 2024; 167:107091. [PMID: 38964018 DOI: 10.1016/j.psyneuen.2024.107091] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/22/2023] [Revised: 05/29/2024] [Accepted: 05/30/2024] [Indexed: 07/06/2024]
Abstract
Exhaustion disorder (ED) is a stress-related disorder characterized by physical and mental symptoms of exhaustion. Recent data suggest that pathophysiological processes in the central nervous system are involved in the biological mechanisms underlying ED. The aims of this study were to investigate if plasma levels of neuro-related proteins differ between patients with ED and healthy controls, and, if so, to investigate if these differences persist over time. Using the Olink Neuro Exploratory panel, we quantified the plasma levels of 92 neuro-related proteins in 163 ED patients at the time of diagnosis (baseline), 149 patients at long-term follow-up (7-12 years later, median follow-up time 9 years and 5 months), and 100 healthy controls. We found that the plasma levels of 40 proteins were significantly higher in the ED group at baseline compared with the control group. Out of these, the plasma levels of 36 proteins were significantly lower in the ED group at follow-up compared with the same group at baseline and the plasma levels of four proteins did not significantly differ between the groups. At follow-up, the plasma levels of two proteins were significantly lower in the ED group compared with the control group. These data support the hypothesis that pathophysiological processes in the central nervous system are involved in the biological mechanisms underlying ED.
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Affiliation(s)
- Caroline Hansson
- The Institute of Stress Medicine, Region Västra Götaland, Gothenburg, Sweden; Department of Psychiatry and Neurochemistry, Institute of Neuroscience and Physiology, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden.
| | - Emina Hadžibajramović
- The Institute of Stress Medicine, Region Västra Götaland, Gothenburg, Sweden; School of Public Health and Community Medicine, Institute of Medicine, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden
| | - Per-Arne Svensson
- Institute of Health and Care Sciences, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden
| | - Ingibjörg H Jonsdottir
- The Institute of Stress Medicine, Region Västra Götaland, Gothenburg, Sweden; School of Public Health and Community Medicine, Institute of Medicine, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden
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6
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Araida J, Ohka S, Soeda M, Nishizawa D, Hasegawa J, Nakayama K, Ebata Y, Ogai Y, Fukuda KI, Ikeda K. rs12411980 single-nucleotide polymorphism related to PRTFDC1 expression is significantly associated with phantom tooth pain. Mol Pain 2024; 20:17448069241272215. [PMID: 39093623 PMCID: PMC11348367 DOI: 10.1177/17448069241272215] [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: 03/16/2024] [Revised: 06/21/2024] [Accepted: 06/26/2024] [Indexed: 08/04/2024] Open
Abstract
Phantom tooth pain (PTP) is one type of non-odontogenic neuropathic toothache, which rarely occurs after appropriate pulpectomy or tooth extraction. The cause of PTP is unknown. We investigated pain-related genetic factors that are associated with PTP. Four pain-associated genes, including G protein-coupled receptor 158 (GPR158) and phosphoribosyl transferase domain containing 1 (PRTFDC1), are adjacent to each other on the human genome. Some of these four genes or their genomic region may be related to PTP. We statistically analyzed associations between single-nucleotide polymorphisms (SNPs) in the genomic region and PTP in patients with PTP (PTP group), other orofacial pain (OFP group), and healthy control subjects. We then performed a database search of expression quantitative trait loci (eQTLs). For the seven SNPs that were significantly associated with PTP even after Bonferroni correction, we focused on the rs12411980 tag SNP (p = 9.42 × 10-4). Statistical analyses of the PTP group and healthy subject groups (group labels: NOC and TD) revealed that the rate of the GG genotype of the rs12411980 SNP was significantly higher in the PTP group than in the healthy subject groups (PTP group vs. NOC group: p = 2.92 × 10-4, PTP group vs. TD group: p = 5.46 × 10-4; percentage of GG: 30% in PTP group, 12% in NOC group, 11% in TD group). These results suggest that the GG genotype of the rs12411980 SNP is more susceptible to PTP. The rs2765697 SNP that is in strong linkage disequilibrium with the rs12411980 SNP is an eQTL that is associated with higher PRTFDC1 expression in the minor allele homozygotes in the healthy subject groups of the rs2765697 SNP. Thus, PRTFDC1 expression similarly increases in the minor allele homozygotes (GG genotype) in the healthy subject groups of the rs12411980 SNP, which would lead to greater susceptibility to PTP.
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Affiliation(s)
- Jun Araida
- Addictive Substance Project, Tokyo Metropolitan Institute of Medical Science, Tokyo, Japan
- Department of Oral Health and Clinical Science, Tokyo Dental College, Tokyo, Japan
| | - Seii Ohka
- Addictive Substance Project, Tokyo Metropolitan Institute of Medical Science, Tokyo, Japan
| | - Moe Soeda
- Department of Oral Health and Clinical Science, Tokyo Dental College, Tokyo, Japan
| | - Daisuke Nishizawa
- Addictive Substance Project, Tokyo Metropolitan Institute of Medical Science, Tokyo, Japan
| | - Junko Hasegawa
- Addictive Substance Project, Tokyo Metropolitan Institute of Medical Science, Tokyo, Japan
| | - Kyoko Nakayama
- Addictive Substance Project, Tokyo Metropolitan Institute of Medical Science, Tokyo, Japan
| | - Yuko Ebata
- Addictive Substance Project, Tokyo Metropolitan Institute of Medical Science, Tokyo, Japan
| | - Yasukazu Ogai
- Social Psychiatry and Mental Health, Faculty of Medicine, University of Tsukuba, Ibaraki, Japan
| | - Ken-ichi Fukuda
- Department of Oral Health and Clinical Science, Tokyo Dental College, Tokyo, Japan
| | - Kazutaka Ikeda
- Addictive Substance Project, Tokyo Metropolitan Institute of Medical Science, Tokyo, Japan
- Department of Neuropsychopharmacology, National Institute of Mental Health, National Center of Neurology and Psychiatry, Kodaira, Japan
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7
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Marchese S, Huckins LM. Trauma Matters: Integrating Genetic and Environmental Components of PTSD. ADVANCED GENETICS (HOBOKEN, N.J.) 2023; 4:2200017. [PMID: 37766803 PMCID: PMC10520418 DOI: 10.1002/ggn2.202200017] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 05/02/2022] [Revised: 06/28/2022] [Indexed: 09/29/2023]
Abstract
Trauma is ubiquitous, but only a subset of those who experience trauma will develop posttraumatic stress disorder (PTSD). In this review, it is argued that to determine who is at risk of developing PTSD, it is critical to examine the genetic etiology of the disorder and individual trauma profiles of those who are susceptible. First, the state of current PTSD genetic research is described, with a particular focus on studies that present evidence for trauma type specificity, or for differential genetic etiology according to gender or race. Next, approaches that leverage non-traditional phenotyping approaches are reviewed to identify PTSD-associated variants and biology, and the relative advantages and limitations inherent in these studies are reflected on. Finally, it is discussed how trauma might influence the heritability of PTSD, through type, risk factors, genetics, and associations with PTSD symptomology.
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Affiliation(s)
- Shelby Marchese
- Pamela Sklar Division of Psychiatric GenomicsIcahn School of Medicine at Mount SinaiNew YorkNY10029USA
- Department of Genetics and Genomic SciencesIcahn School of Medicine at Mount SinaiNew YorkNY10029USA
| | - Laura M. Huckins
- Pamela Sklar Division of Psychiatric GenomicsIcahn School of Medicine at Mount SinaiNew YorkNY10029USA
- Department of Genetics and Genomic SciencesIcahn School of Medicine at Mount SinaiNew YorkNY10029USA
- Department of PsychiatryIcahn School of Medicine at Mount SinaiNew YorkNY10029USA
- Seaver Autism Center for Research and TreatmentIcahn School of Medicine at Mount SinaiNew YorkNY10029USA
- Present address:
Department of PsychiatryYale University School of MedicineNew HavenCT06511USA
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8
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Skolariki K, Vrahatis AG, Krokidis MG, Exarchos TP, Vlamos P. Assessing and Modelling of Post-Traumatic Stress Disorder Using Molecular and Functional Biomarkers. BIOLOGY 2023; 12:1050. [PMID: 37626936 PMCID: PMC10451531 DOI: 10.3390/biology12081050] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/28/2023] [Revised: 07/03/2023] [Accepted: 07/24/2023] [Indexed: 08/27/2023]
Abstract
Post-traumatic stress disorder (PTSD) is a complex psychological disorder that develops following exposure to traumatic events. PTSD is influenced by catalytic factors such as dysregulated hypothalamic-pituitary-adrenal (HPA) axis, neurotransmitter imbalances, and oxidative stress. Genetic variations may act as important catalysts, impacting neurochemical signaling, synaptic plasticity, and stress response systems. Understanding the intricate gene networks and their interactions is vital for comprehending the underlying mechanisms of PTSD. Focusing on the catalytic factors of PTSD is essential because they provide valuable insights into the underlying mechanisms of the disorder. By understanding these factors and their interplay, researchers may uncover potential targets for interventions and therapies, leading to more effective and personalized treatments for individuals with PTSD. The aforementioned gene networks, composed of specific genes associated with the disorder, provide a comprehensive view of the molecular pathways and regulatory mechanisms involved in PTSD. Through this study valuable insights into the disorder's underlying mechanisms and opening avenues for effective treatments, personalized interventions, and the development of biomarkers for early detection and monitoring are provided.
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Affiliation(s)
| | | | - Marios G. Krokidis
- Bioinformatics and Human Electrophysiology Laboratory, Department of Informatics, Ionian University, 49100 Corfu, Greece; (K.S.); (A.G.V.); (T.P.E.); (P.V.)
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9
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Mollon J, Almasy L, Jacquemont S, Glahn DC. The contribution of copy number variants to psychiatric symptoms and cognitive ability. Mol Psychiatry 2023; 28:1480-1493. [PMID: 36737482 PMCID: PMC10213133 DOI: 10.1038/s41380-023-01978-4] [Citation(s) in RCA: 26] [Impact Index Per Article: 13.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/05/2022] [Revised: 01/18/2023] [Accepted: 01/20/2023] [Indexed: 02/05/2023]
Abstract
Copy number variants (CNVs) are deletions and duplications of DNA sequence. The most frequently studied CNVs, which are described in this review, are recurrent CNVs that occur in the same locations on the genome. These CNVs have been strongly implicated in neurodevelopmental disorders, namely autism spectrum disorder (ASD), intellectual disability (ID), and developmental delay (DD), but also in schizophrenia. More recent work has also shown that CNVs increase risk for other psychiatric disorders, namely, depression, bipolar disorder, and post-traumatic stress disorder. Many of the same CNVs are implicated across all of these disorders, and these neuropsychiatric CNVs are also associated with cognitive ability in the general population, as well as with structural and functional brain alterations. Neuropsychiatric CNVs also show incomplete penetrance, such that carriers do not always develop any psychiatric disorder, and may show only mild symptoms, if any. Variable expressivity, whereby the same CNVs are associated with many different phenotypes of varied severity, also points to highly complex mechanisms underlying disease risk in CNV carriers. Comprehensive and longitudinal phenotyping studies of individual CNVs have provided initial insights into these mechanisms. However, more work is needed to estimate and predict the effect of non-recurrent, ultra-rare CNVs, which also contribute to psychiatric and cognitive outcomes. Moreover, delineating the broader phenotypic landscape of neuropsychiatric CNVs in both clinical and general population cohorts may also offer important mechanistic insights.
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Affiliation(s)
- Josephine Mollon
- Department of Psychiatry, Boston Children's Hospital, Harvard Medical School, Boston, MA, USA.
| | - Laura Almasy
- Department of Genetics, Perelman School of Medicine, Penn-CHOP Lifespan Brain Institute, University of Pennsylvania, Philadelphia, PA, USA
| | - Sebastien Jacquemont
- Department of Pediatrics, Université de Montréal, Montreal, QC, Canada
- Center Hospitalier Universitaire Sainte-Justine Research Center, Montreal, QC, Canada
| | - David C Glahn
- Department of Psychiatry, Boston Children's Hospital, Harvard Medical School, Boston, MA, USA
- Olin Neuropsychiatry Research Center, Institute of Living, Hartford, CT, USA
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10
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Piccinini A, Bailo P, Barbara G, Miozzo M, Tabano S, Colapietro P, Farè C, Sirchia SM, Battaglioli E, Bertuccio P, Manenti G, Micci L, La Vecchia C, Kustermann A, Gaudi S. Violence against Women and Stress-Related Disorders: Seeking for Associated Epigenetic Signatures, a Pilot Study. Healthcare (Basel) 2023; 11:healthcare11020173. [PMID: 36673541 PMCID: PMC9858929 DOI: 10.3390/healthcare11020173] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/25/2022] [Revised: 12/22/2022] [Accepted: 12/29/2022] [Indexed: 01/09/2023] Open
Abstract
BACKGROUND Violence against women is a relevant health and social problem with negative consequences on women's health. The interaction between genome and environmental factors, such as violence, represents one of the major challenges in molecular medicine. The Epigenetics for WomEn (EpiWE) project is a multidisciplinary pilot study that intends to investigate the epigenetic signatures associated with intimate partner and sexual violence-induced stress-related disorders. MATERIALS AND METHODS In 2020, 62 women exposed to violence (13 women suffering from sexual violence and 49 from Intimate Partner Violence, IPV) and 50 women with no history of violence were recruited at the Service for Sexual and Domestic Violence. All women aged 18-65 were monitored for their physical and psychological conditions. Blood samples were collected, and DNAs were extracted and underwent the epigenetic analysis of 10 stress-related genes. RESULTS PTSD prevalence in victims was assessed at 8.1%. Quantitative methylation evaluation of the ten selected trauma/stress-related genes revealed the differential iper-methylation of brain-derived neurotrophic factor, dopamine receptor D2 and insulin-like growth factor 2 genes. These genes are among those related to brain plasticity, learning, and memory pathways. CONCLUSIONS The association of early detection of posttraumatic distress and epigenetic marker identification could represent a new avenue for addressing women survivors toward resilience. This innovative approach in gender-based violence studies could identify new molecular pathways associated with the long-term effects of violence and implement innovative protocols of precision medicine.
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Affiliation(s)
- Andrea Piccinini
- Department of Biomedical Sciences for Health, Università degli Studi di Milano, 20100 Milan, Italy
- Service for Sexual and Domestic Violence( SVSeD), Fondazione IRCCS Ca’ Granda Ospedale Maggiore Policlinico, 20100 Milan, Italy
- Correspondence: ; Tel.: +39-(0)2-5031-5706
| | - Paolo Bailo
- Section of Legal Medicine, School of Law, University of Camerino, 62032 Camerino, Italy
| | - Giussy Barbara
- Service for Sexual and Domestic Violence( SVSeD), Fondazione IRCCS Ca’ Granda Ospedale Maggiore Policlinico, 20100 Milan, Italy
- Gynecology Unit, Fondazione IRCCS Ca’ Granda Ospedale Maggiore Policlinico, 20100 Milan, Italy
- Department of Clinical Sciences and Community Health, Università degli Studi di Milano di Milano, 20100 Milan, Italy
| | - Monica Miozzo
- Medical Genetics, Department of Health Sciences, Università degli Studi di Milano, 20100 Milan, Italy
| | - Silvia Tabano
- Department of Pathophysiology and Transplantation, Università degli Studi di Milano, 20100 Milan, Italy
- Medical Genetics Unit, Fondazione IRCCS Ca’ Granda Ospedale Maggiore Policlinico, 20100 Milan, Italy
| | - Patrizia Colapietro
- Department of Pathophysiology and Transplantation, Università degli Studi di Milano, 20100 Milan, Italy
| | - Claudia Farè
- Medical Genetics Unit, Fondazione IRCCS Ca’ Granda Ospedale Maggiore Policlinico, 20100 Milan, Italy
| | - Silvia Maria Sirchia
- Medical Genetics, Department of Health Sciences, Università degli Studi di Milano, 20100 Milan, Italy
| | - Elena Battaglioli
- Department of Medical Biotechnology and Translational Medicine, Università degli Studi di Milano, 20100 Milan, Italy
| | - Paola Bertuccio
- Department of Public Health, Experimental and Forensic Medicine, University of Pavia, 27100 Pavia, Italy
| | - Giulia Manenti
- Department of Biotechnology and Biosciences, University of Milano-Bicocca, 20100 Milan, Italy
| | - Laila Micci
- Service for Sexual and Domestic Violence( SVSeD), Fondazione IRCCS Ca’ Granda Ospedale Maggiore Policlinico, 20100 Milan, Italy
| | - Carlo La Vecchia
- Department of Clinical Sciences and Community Health, Università degli Studi di Milano di Milano, 20100 Milan, Italy
| | - Alessandra Kustermann
- Service for Sexual and Domestic Violence( SVSeD), Fondazione IRCCS Ca’ Granda Ospedale Maggiore Policlinico, 20100 Milan, Italy
| | - Simona Gaudi
- Department of Environment and Health, Italian National Institute of Health, 00161 Rome, Italy
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11
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Seligowski AV, Misganaw B, Duffy LA, Ressler KJ, Guffanti G. Leveraging Large-Scale Genetics of PTSD and Cardiovascular Disease to Demonstrate Robust Shared Risk and Improve Risk Prediction Accuracy. Am J Psychiatry 2022; 179:814-823. [PMID: 36069022 PMCID: PMC9633348 DOI: 10.1176/appi.ajp.21111113] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Abstract
OBJECTIVE Individuals with posttraumatic stress disorder (PTSD) are significantly more likely to be diagnosed with cardiovascular disease (CVD) (e.g., myocardial infarction, stroke). The evidence for this link is so compelling that the National Institutes of Health convened a working group to determine gaps in the literature, including the need for large-scale genomic studies to identify shared genetic risk. The aim of the present study was to address some of these gaps by utilizing PTSD and CVD genome-wide association study (GWAS) summary statistics in a large biobank sample to determine the shared genetic risk of PTSD and CVD. METHODS A large health care biobank data set was used (N=36,412), combined with GWAS summary statistics from publicly available large-scale PTSD and CVD studies. Disease phenotypes (e.g., PTSD) were collected from electronic health records. De-identified genetic data from the biobank were genotyped using Illumina SNP array. Summary statistics data sets were processed with the following quality-control criteria: 1) SNP heritability h2 >0.05, 2) compute z-statistics (z=beta/SE or z=log(OR)/SE), 3) filter nonvariable SNPs (0 RESULTS Significant genetic correlations were found between PTSD and CVD (rG=0.24, SE=0.06), and Mendelian randomization analyses indicated a potential causal link from PTSD to hypertension (β=0.20, SE=0.04), but not the reverse. PTSD summary statistics significantly predicted PTSD diagnostic status (R2=0.27), and this was significantly improved by incorporating summary statistics from CVD and major depressive disorder (R2=1.30). Further, pathway enrichment analyses indicated that genetic variants involved in shared PTSD-CVD risk included those involved in postsynaptic structure, synapse organization, and interleukin-7-mediated signaling pathways. CONCLUSIONS The results from this study suggest that PTSD and CVD may share genetic risk. Further, these results implicate PTSD as a risk factor leading to the development of hypertension and coronary artery disease. Additional research is needed to determine the clinical utility of these findings.
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Affiliation(s)
- Antonia V. Seligowski
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA
- McLean Hospital, Belmont, MA, USA
| | - Burook Misganaw
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA
- McLean Hospital, Belmont, MA, USA
| | | | - Kerry J. Ressler
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA
- McLean Hospital, Belmont, MA, USA
| | - Guia Guffanti
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA
- McLean Hospital, Belmont, MA, USA
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12
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Tan H, Li T, Huang L, Duan Q, Fan L, Yu M, Wang J, DNA G, Luo S. Genetic placebo effect on psychological resilience: the moderating role of self-compassion. CURRENT PSYCHOLOGY 2022. [DOI: 10.1007/s12144-022-03426-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
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13
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Sharma R, Frasch MG, Zelgert C, Zimmermann P, Fabre B, Wilson R, Waldenberger M, MacDonald JW, Bammler TK, Lobmaier SM, Antonelli MC. Maternal-fetal stress and DNA methylation signatures in neonatal saliva: an epigenome-wide association study. Clin Epigenetics 2022; 14:87. [PMID: 35836289 PMCID: PMC9281078 DOI: 10.1186/s13148-022-01310-x] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/06/2022] [Accepted: 07/05/2022] [Indexed: 01/02/2023] Open
Abstract
BACKGROUND Maternal stress before, during and after pregnancy has profound effects on the development and lifelong function of the infant's neurocognitive development. We hypothesized that the programming of the central nervous system (CNS), hypothalamic-pituitary-adrenal (HPA) axis and autonomic nervous system (ANS) induced by prenatal stress (PS) is reflected in electrophysiological and epigenetic biomarkers. In this study, we aimed to find noninvasive epigenetic biomarkers of PS in the newborn salivary DNA. RESULTS A total of 728 pregnant women were screened for stress exposure using Cohen Perceived Stress Scale (PSS), 164 women were enrolled, and 114 dyads were analyzed. Prenatal Distress Questionnaire (PDQ) was also administered to assess specific pregnancy worries. Transabdominal fetal electrocardiograms (taECG) were recorded to derive coupling between maternal and fetal heart rates resulting in a 'Fetal Stress Index' (FSI). Upon delivery, we collected maternal hair strands for cortisol measurements and newborn's saliva for epigenetic analyses. DNA was extracted from saliva samples, and DNA methylation was measured using EPIC BeadChip array (850 k CpG sites). Linear regression was used to identify associations between PSS/PDQ/FSI/Cortisol and DNA methylation. We found epigenome-wide significant associations for 5 CpG with PDQ and cortisol at FDR < 5%. Three CpGs were annotated to genes (Illumina Gene annotation file): YAP1, TOMM20 and CSMD1, and two CpGs were located approximately lay at 50 kb from SSBP4 and SCAMP1. In addition, two differentiated methylation regions (DMR) related to maternal stress measures PDQ and cortisol were found: DAXX and ARL4D. CONCLUSIONS Genes annotated to these CpGs were found to be involved in secretion and transportation, nuclear signaling, Hippo signaling pathways, apoptosis, intracellular trafficking and neuronal signaling. Moreover, some CpGs are annotated to genes related to autism, post-traumatic stress disorder (PTSD) and schizophrenia. However, our results should be viewed as hypothesis generating until replicated in a larger sample. Early assessment of such noninvasive PS biomarkers will allow timelier detection of babies at risk and a more effective allocation of resources for early intervention programs to improve child development. A biomarker-guided early intervention strategy is the first step in the prevention of future health problems, reducing their personal and societal impact.
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Affiliation(s)
- Ritika Sharma
- Department of Obstetrics and Gynecology, Klinikum Rechts der Isar, Technical University of Munich, Munich, Germany
- Research Unit of Molecular Epidemiology, Institute of Epidemiology, Helmholtz Zentrum Munich, Munich, Germany
| | - Martin G Frasch
- Department of Obstetrics and Gynecology and Center On Human Development and Disability (CHDD), University of Washington, Seattle, WA, USA
| | - Camila Zelgert
- Department of Obstetrics and Gynecology, Klinikum Rechts der Isar, Technical University of Munich, Munich, Germany
| | - Peter Zimmermann
- Department of Obstetrics and Gynecology, Klinikum Rechts der Isar, Technical University of Munich, Munich, Germany
| | - Bibiana Fabre
- Instituto de Fisiopatología y Bioquímica Clínica (INFIBIOC), Facultad de Farmacia y Bioquímica, Universidad de Buenos Aires, Buenos Aires, Argentina
| | - Rory Wilson
- Research Unit of Molecular Epidemiology, Institute of Epidemiology, Helmholtz Zentrum Munich, Munich, Germany
| | - Melanie Waldenberger
- Research Unit of Molecular Epidemiology, Institute of Epidemiology, Helmholtz Zentrum Munich, Munich, Germany
| | - James W MacDonald
- Department of Environmental and Occupational Health Sciences, University of Washington, Seattle, WA, USA
| | - Theo K Bammler
- Department of Environmental and Occupational Health Sciences, University of Washington, Seattle, WA, USA
| | - Silvia M Lobmaier
- Department of Obstetrics and Gynecology, Klinikum Rechts der Isar, Technical University of Munich, Munich, Germany
| | - Marta C Antonelli
- Department of Obstetrics and Gynecology, Klinikum Rechts der Isar, Technical University of Munich, Munich, Germany.
- Instituto de Biología Celular y Neurociencia "Prof. E. De Robertis", Facultad de Medicina, Universidad de Buenos Aires, Buenos Aires, Argentina.
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14
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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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15
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Ressler KJ, Berretta S, Bolshakov VY, Rosso IM, Meloni EG, Rauch SL, Carlezon WA. Post-traumatic stress disorder: clinical and translational neuroscience from cells to circuits. Nat Rev Neurol 2022; 18:273-288. [PMID: 35352034 PMCID: PMC9682920 DOI: 10.1038/s41582-022-00635-8] [Citation(s) in RCA: 148] [Impact Index Per Article: 49.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 02/18/2022] [Indexed: 01/16/2023]
Abstract
Post-traumatic stress disorder (PTSD) is a maladaptive and debilitating psychiatric disorder, characterized by re-experiencing, avoidance, negative emotions and thoughts, and hyperarousal in the months and years following exposure to severe trauma. PTSD has a prevalence of approximately 6-8% in the general population, although this can increase to 25% among groups who have experienced severe psychological trauma, such as combat veterans, refugees and victims of assault. The risk of developing PTSD in the aftermath of severe trauma is determined by multiple factors, including genetics - at least 30-40% of the risk of PTSD is heritable - and past history, for example, prior adult and childhood trauma. Many of the primary symptoms of PTSD, including hyperarousal and sleep dysregulation, are increasingly understood through translational neuroscience. In addition, a large amount of evidence suggests that PTSD can be viewed, at least in part, as a disorder that involves dysregulation of normal fear processes. The neural circuitry underlying fear and threat-related behaviour and learning in mammals, including the amygdala-hippocampus-medial prefrontal cortex circuit, is among the most well-understood in behavioural neuroscience. Furthermore, the study of threat-responding and its underlying circuitry has led to rapid progress in understanding learning and memory processes. By combining molecular-genetic approaches with a translational, mechanistic knowledge of fear circuitry, transformational advances in the conceptual framework, diagnosis and treatment of PTSD are possible. In this Review, we describe the clinical features and current treatments for PTSD, examine the neurobiology of symptom domains, highlight genomic advances and discuss translational approaches to understanding mechanisms and identifying new treatments and interventions for this devastating syndrome.
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Affiliation(s)
- Kerry J Ressler
- SPARED Center, Department of Psychiatry, McLean Hospital, Harvard Medical School, Boston, MA, USA.
| | - Sabina Berretta
- SPARED Center, Department of Psychiatry, McLean Hospital, Harvard Medical School, Boston, MA, USA
| | - Vadim Y Bolshakov
- SPARED Center, Department of Psychiatry, McLean Hospital, Harvard Medical School, Boston, MA, USA
| | - Isabelle M Rosso
- SPARED Center, Department of Psychiatry, McLean Hospital, Harvard Medical School, Boston, MA, USA
| | - Edward G Meloni
- SPARED Center, Department of Psychiatry, McLean Hospital, Harvard Medical School, Boston, MA, USA
| | - Scott L Rauch
- SPARED Center, Department of Psychiatry, McLean Hospital, Harvard Medical School, Boston, MA, USA
| | - William A Carlezon
- SPARED Center, Department of Psychiatry, McLean Hospital, Harvard Medical School, Boston, MA, USA
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16
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Su M, Song Y. The Association between COMT Val158Met Polymorphism and the Post-Traumatic Stress Disorder Risk: A Meta-Analysis. Neuropsychobiology 2022; 81:156-170. [PMID: 34657037 DOI: 10.1159/000514076] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/11/2020] [Accepted: 11/26/2020] [Indexed: 11/19/2022]
Abstract
BACKGROUND Genetic factors were suggested to have influence on the development of post-traumatic stress disorder (PTSD). The possible association between catechol-O-methyltransferase (COMT) Val158Met polymorphism and PTSD has been evaluated in several studies. But the results were still controversial. Therefore, we conduct this meta-analysis to address these issues. METHODS The PubMed, EMBASE, Cochrane Library, and Web of Science databases were searched for eligible studies. The pooled odds ratio (OR) with 95% confidence interval (CI) was calculated to estimate the association between COMT Val158Met polymorphism and PTSD. RESULTS Five articles including 6 studies with 893 cases and 968 controls were finally included in the present meta-analysis. The pooled analyses did not demonstrate a significant association between the COMT Val158Met polymorphism and PTSD in any of the selected genetic models: allele model (OR = 1.13, 95% CI: 0.97-1.31), dominant model (OR = 1.17, 95% CI: 0.93-1.46), recessive model (OR = 1.44, 95% CI: 0.78-2.66), and additive model (OR = 1.54, 95% CI: 0.85-2.80). Subgroup analyses suggested that the Hardy-Weinberg equilibrium status of genotype distributions could influence the relationship of COMT Val158Met polymorphism and PTSD. CONCLUSIONS The present meta-analysis suggested that the COMT Val158Met polymorphism may not be associated with the PTSD risk. Further large-scale and population-representative studies are warranted to evaluate the impact of the COMT Val158Met polymorphism on the risk of PTSD.
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Affiliation(s)
- Mi Su
- Central Laboratory, Affiliated Hospital of Chengdu University, Chengdu, China
| | - Yongyan Song
- Central Laboratory, Affiliated Hospital of Chengdu University, Chengdu, China
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17
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Hettwer MD, Lancaster TM, Raspor E, Hahn PK, Mota NR, Singer W, Reif A, Linden DEJ, Bittner RA. Evidence From Imaging Resilience Genetics for a Protective Mechanism Against Schizophrenia in the Ventral Visual Pathway. Schizophr Bull 2022; 48:551-562. [PMID: 35137221 PMCID: PMC9077432 DOI: 10.1093/schbul/sbab151] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
Abstract
INTRODUCTION Illuminating neurobiological mechanisms underlying the protective effect of recently discovered common genetic resilience variants for schizophrenia is crucial for more effective prevention efforts. Current models implicate adaptive neuroplastic changes in the visual system and their pro-cognitive effects as a schizophrenia resilience mechanism. We investigated whether common genetic resilience variants might affect brain structure in similar neural circuits. METHOD Using structural magnetic resonance imaging, we measured the impact of an established schizophrenia polygenic resilience score (PRSResilience) on cortical volume, thickness, and surface area in 101 healthy subjects and in a replication sample of 33 224 healthy subjects (UK Biobank). FINDING We observed a significant positive whole-brain correlation between PRSResilience and cortical volume in the right fusiform gyrus (FFG) (r = 0.35; P = .0004). Post-hoc analyses in this cluster revealed an impact of PRSResilience on cortical surface area. The replication sample showed a positive correlation between PRSResilience and global cortical volume and surface area in the left FFG. CONCLUSION Our findings represent the first evidence of a neurobiological correlate of a genetic resilience factor for schizophrenia. They support the view that schizophrenia resilience emerges from strengthening neural circuits in the ventral visual pathway and an increased capacity for the disambiguation of social and nonsocial visual information. This may aid psychosocial functioning, ameliorate the detrimental effects of subtle perceptual and cognitive disturbances in at-risk individuals, and facilitate coping with the cognitive and psychosocial consequences of stressors. Our results thus provide a novel link between visual cognition, the vulnerability-stress concept, and schizophrenia resilience models.
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Affiliation(s)
- Meike D Hettwer
- Department of Psychiatry, Psychosomatic Medicine, and Psychotherapy, University Hospital Frankfurt, Goethe University, Frankfurt am Main, Germany,Max Planck School of Cognition, Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany,Institute of Neuroscience and Medicine, Brain & Behaviour (INM-7), Research Centre Jülich, Jülich, Germany,Institute of Systems Neuroscience, Medical Faculty, Heinrich Heine University Düsseldorf, Düsseldorf, Germany
| | - Thomas M Lancaster
- School of Psychology, Bath University, Bath, UK,MRC Centre for Neuropsychiatric Genetics and Genomics, Division of Psychological Medicine and Clinical Neuroscience, School of Medicine, Cardiff University, Cardiff, UK
| | - Eva Raspor
- Department of Psychiatry, Psychosomatic Medicine, and Psychotherapy, University Hospital Frankfurt, Goethe University, Frankfurt am Main, Germany
| | - Peter K Hahn
- Department of Psychiatry, Psychosomatic Medicine, and Psychotherapy, University Hospital Frankfurt, Goethe University, Frankfurt am Main, Germany
| | - Nina Roth Mota
- Department of Human Genetics, Radboud University Medical Center, Donders Institute for Brain, Cognition and Behaviour, Nijmegen, The Netherlands,Department of Psychiatry, Radboud University Medical Center, Donders Institute for Brain, Cognition and Behaviour, Nijmegen, The Netherlands
| | - Wolf Singer
- Ernst Strüngmann Institute for Neuroscience (ESI) in Cooperation with Max Planck Society, Frankfurt am Main, Germany,Max Planck Institute for Brain Research (MPI BR), Frankfurt am Main, Germany,Frankfurt Institute for Advanced Studies (FIAS), Frankfurt am Main, Germany
| | - Andreas Reif
- Department of Psychiatry, Psychosomatic Medicine, and Psychotherapy, University Hospital Frankfurt, Goethe University, Frankfurt am Main, Germany
| | - David E J Linden
- MRC Centre for Neuropsychiatric Genetics and Genomics, Division of Psychological Medicine and Clinical Neuroscience, School of Medicine, Cardiff University, Cardiff, UK,School for Mental Health and Neuroscience, Faculty of Health, Medicine and Life Sciences, Maastricht University, Maastricht, The Netherlands
| | - Robert A Bittner
- To whom correspondence should be addressed; Heinrich-Hoffmann-Str. 10, D-60528 Frankfurt am Main, Germany; tel: 69-6301-84713, fax: 69-6301-81775, e-mail:
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18
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Lori A, Coppedè F, Pellegrini S. Editorial: Shared Genetic Risk Factors Among Psychiatric Diseases and Other Medical Diseases and Traits. Front Neurosci 2022; 15:802064. [PMID: 35153661 PMCID: PMC8825864 DOI: 10.3389/fnins.2021.802064] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/26/2021] [Accepted: 12/14/2021] [Indexed: 11/15/2022] Open
Affiliation(s)
- Adriana Lori
- Department of Psychiatry and Behavioral Sciences, Emory University, Atlanta, GA, United States
- *Correspondence: Adriana Lori
| | - Fabio Coppedè
- Department of Translational Research and of New Surgical and Medical Technologies, University of Pisa, Pisa, Italy
| | - Silvia Pellegrini
- Department of Clinical and Experimental Medicine, University of Pisa, Pisa, Italy
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19
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Ryan M, Ryznar R. The Molecular Basis of Resilience: A Narrative Review. Front Psychiatry 2022; 13:856998. [PMID: 35599764 PMCID: PMC9120427 DOI: 10.3389/fpsyt.2022.856998] [Citation(s) in RCA: 18] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/07/2022] [Accepted: 03/14/2022] [Indexed: 12/12/2022] Open
Abstract
Resilience refers to the adaptability of a person - an ability to "bounce-back" from stressors. We question if resilience can be strengthened, potentially to decrease the risk of stress-related disorders. Unfortunately, the molecular origins of resilience are complicated and not yet well understood. In this review, we examine the various physiological biomarkers of resilience, including the associated genes, epigenetic changes, and protein biomarkers associated with resilient phenotypes. In addition to assessing biomarkers that may indicate higher levels of resilience, we also review at length the many biomarkers that confer lower levels of resilience and may lead to disorders of low resilience, such as anxiety and depression. This large and encompassing review may help to identify the possible therapeutic targets of resilience. Hopefully these studies will lead to a future where stress-related disorders can be prevented, rather than treated.
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Affiliation(s)
- Megan Ryan
- College of Osteopathic Medicine, Rocky Vista University, Parker, CO, United States
| | - Rebecca Ryznar
- Molecular Biology, Department of Biomedical Sciences, Rocky Vista University, Parker, CO, United States
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20
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Abstract
Posttraumatic stress disorder (PTSD) is a complex mental disorder afflicting approximately 7% of the population. The diverse number of traumatic events and the wide array of symptom combinations leading to PTSD diagnosis contribute substantial heterogeneity to studies of the disorder. Genomic and complimentary-omic investigations have rapidly increased our understanding of the heritable risk for PTSD. In this review, we emphasize the contributions of genome-wide association, epigenome-wide association, transcriptomic, and neuroimaging studies to our understanding of PTSD etiology. We also discuss the shared risk between PTSD and other complex traits derived from studies of causal inference, co-expression, and brain morphological similarities. The investigations completed so far converge on stark contrasts in PTSD risk between sexes, partially attributed to sex-specific prevalence of traumatic experiences with high conditional risk of PTSD. To further understand PTSD biology, future studies should focus on detecting risk for PTSD while accounting for substantial cohort-level heterogeneity (e.g. civilian v. combat-exposed PTSD cases or PTSD risk among cases exposed to specific traumas), expanding ancestral diversity among study cohorts, and remaining cognizant of how these data influence social stigma associated with certain traumatic events among underrepresented minorities and/or high-risk populations.
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Affiliation(s)
- Renato Polimanti
- Department of Psychiatry, Yale University School of Medicine, West Haven, CT, USA
- Veterans Administration Connecticut Healthcare System, West Haven, CT, USA
| | - Frank R Wendt
- Department of Psychiatry, Yale University School of Medicine, West Haven, CT, USA
- Veterans Administration Connecticut Healthcare System, West Haven, CT, USA
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21
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Schultebraucks K, Qian M, Abu-Amara D, Dean K, Laska E, Siegel C, Gautam A, Guffanti G, Hammamieh R, Misganaw B, Mellon SH, Wolkowitz OM, Blessing EM, Etkin A, Ressler KJ, Doyle FJ, Jett M, Marmar CR. Pre-deployment risk factors for PTSD in active-duty personnel deployed to Afghanistan: a machine-learning approach for analyzing multivariate predictors. Mol Psychiatry 2021; 26:5011-5022. [PMID: 32488126 PMCID: PMC8589682 DOI: 10.1038/s41380-020-0789-2] [Citation(s) in RCA: 54] [Impact Index Per Article: 13.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/06/2019] [Revised: 05/12/2020] [Accepted: 05/15/2020] [Indexed: 12/22/2022]
Abstract
Active-duty Army personnel can be exposed to traumatic warzone events and are at increased risk for developing post-traumatic stress disorder (PTSD) compared with the general population. PTSD is associated with high individual and societal costs, but identification of predictive markers to determine deployment readiness and risk mitigation strategies is not well understood. This prospective longitudinal naturalistic cohort study-the Fort Campbell Cohort study-examined the value of using a large multidimensional dataset collected from soldiers prior to deployment to Afghanistan for predicting post-deployment PTSD status. The dataset consisted of polygenic, epigenetic, metabolomic, endocrine, inflammatory and routine clinical lab markers, computerized neurocognitive testing, and symptom self-reports. The analysis was computed on active-duty Army personnel (N = 473) of the 101st Airborne at Fort Campbell, Kentucky. Machine-learning models predicted provisional PTSD diagnosis 90-180 days post deployment (random forest: AUC = 0.78, 95% CI = 0.67-0.89, sensitivity = 0.78, specificity = 0.71; SVM: AUC = 0.88, 95% CI = 0.78-0.98, sensitivity = 0.89, specificity = 0.79) and longitudinal PTSD symptom trajectories identified with latent growth mixture modeling (random forest: AUC = 0.85, 95% CI = 0.75-0.96, sensitivity = 0.88, specificity = 0.69; SVM: AUC = 0.87, 95% CI = 0.79-0.96, sensitivity = 0.80, specificity = 0.85). Among the highest-ranked predictive features were pre-deployment sleep quality, anxiety, depression, sustained attention, and cognitive flexibility. Blood-based biomarkers including metabolites, epigenomic, immune, inflammatory, and liver function markers complemented the most important predictors. The clinical prediction of post-deployment symptom trajectories and provisional PTSD diagnosis based on pre-deployment data achieved high discriminatory power. The predictive models may be used to determine deployment readiness and to determine novel pre-deployment interventions to mitigate the risk for deployment-related PTSD.
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Affiliation(s)
- Katharina Schultebraucks
- Department of Psychiatry, New York University Grossman School of Medicine, New York, NY, USA.
- Department of Emergency Medicine, Vagelos School of Physicians and Surgeons, Columbia University Medical Center, New York, NY, USA.
- Data Science Institute, Columbia University, New York, NY, USA.
| | - Meng Qian
- Department of Psychiatry, Center for Alcohol Use Disorder and PTSD, New York University Grossman School of Medicine, New York, NY, USA
| | - Duna Abu-Amara
- Department of Psychiatry, Center for Alcohol Use Disorder and PTSD, New York University Grossman School of Medicine, New York, NY, USA
| | - Kelsey Dean
- Harvard Paulson School of Engineering & Applied Sciences, Boston, MA, USA
| | - Eugene Laska
- Department of Psychiatry, New York University Grossman School of Medicine, New York, NY, USA
- Department of Population Health, Biostatistics Division, New York University Grossman School of Medicine, New York, NY, USA
| | - Carole Siegel
- Department of Psychiatry, New York University Grossman School of Medicine, New York, NY, USA
- Department of Population Health, Biostatistics Division, New York University Grossman School of Medicine, New York, NY, USA
| | - Aarti Gautam
- Integrative Systems Biology, US Army Center for Environmental Health Research, USACEHR, Fort Detrick, Frederick, MD, USA
| | - Guia Guffanti
- McLean Hospital, Harvard University, Boston, MA, USA
- Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta, GA, USA
| | - Rasha Hammamieh
- Integrative Systems Biology, US Army Center for Environmental Health Research, USACEHR, Fort Detrick, Frederick, MD, USA
| | - Burook Misganaw
- Harvard Paulson School of Engineering & Applied Sciences, Boston, MA, USA
| | - Synthia H Mellon
- Department of Obstetrics, Gynecology & Reproductive Sciences, University of California, San Francisco, CA, USA
| | - Owen M Wolkowitz
- Department of Psychiatry/Weill Institute for Neurosciences, University of California, San Francisco, CA, USA
| | - Esther M Blessing
- Department of Psychiatry, Center for Alcohol Use Disorder and PTSD, New York University Grossman School of Medicine, New York, NY, USA
| | - Amit Etkin
- Alto Neuroscience, Inc., Los Altos, CA, USA
- Department of Psychiatry and Behavioral Sciences, Stanford University, Stanford, CA, USA
- Wu Tsai Neurosciences Institute, Stanford University, Stanford, CA, USA
| | - Kerry J Ressler
- McLean Hospital, Harvard University, Boston, MA, USA
- Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta, GA, USA
| | - Francis J Doyle
- Harvard Paulson School of Engineering & Applied Sciences, Boston, MA, USA
| | - Marti Jett
- Integrative Systems Biology, US Army Center for Environmental Health Research, USACEHR, Fort Detrick, Frederick, MD, USA
| | - Charles R Marmar
- Department of Psychiatry, Center for Alcohol Use Disorder and PTSD, New York University Grossman School of Medicine, New York, NY, USA
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22
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Swart PC, van den Heuvel LL, Lewis CM, Seedat S, Hemmings SMJ. A Genome-Wide Association Study and Polygenic Risk Score Analysis of Posttraumatic Stress Disorder and Metabolic Syndrome in a South African Population. Front Neurosci 2021; 15:677800. [PMID: 34177453 PMCID: PMC8222611 DOI: 10.3389/fnins.2021.677800] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2021] [Accepted: 05/07/2021] [Indexed: 11/13/2022] Open
Abstract
Posttraumatic stress disorder (PTSD) is a trauma-related disorder that frequently co-occurs with metabolic syndrome (MetS). MetS is characterized by obesity, dyslipidemia, and insulin resistance. To provide insight into these co-morbidities, we performed a genome-wide association study (GWAS) meta-analysis to identify genetic variants associated with PTSD, and determined if PTSD polygenic risk scores (PRS) could predict PTSD and MetS in a South African mixed-ancestry sample. The GWAS meta-analysis of PTSD participants (n = 260) and controls (n = 343) revealed no SNPs of genome-wide significance. However, several independent loci, as well as five SNPs in the PARK2 gene, were suggestively associated with PTSD (p < 5 × 10-6). PTSD-PRS was associated with PTSD diagnosis (Nagelkerke's pseudo R 2 = 0.0131, p = 0.00786), PTSD symptom severity [as measured by CAPS-5 total score (R 2 = 0.00856, p = 0.0367) and PCL-5 score (R 2 = 0.00737, p = 0.0353)], and MetS (Nagelkerke's pseudo R 2 = 0.00969, p = 0.0217). These findings suggest an association between PTSD and PARK2, corresponding with results from the largest PTSD-GWAS conducted to date. PRS analysis suggests that genetic variants associated with PTSD are also involved in the development of MetS. Overall, the results contribute to a broader goal of increasing diversity in psychiatric genetics.
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Affiliation(s)
- Patricia C. Swart
- Department of Psychiatry, Faculty of Medicine and Health Sciences, Stellenbosch University, Stellenbosch, South Africa
- South African Medical Research Council, Stellenbosch University Genomics of Brain Disorders Research Unit, Faculty of Medicine and Health Sciences, Stellenbosch University, Cape Town, South Africa
| | - Leigh L. van den Heuvel
- Department of Psychiatry, Faculty of Medicine and Health Sciences, Stellenbosch University, Stellenbosch, South Africa
- South African Medical Research Council, Stellenbosch University Genomics of Brain Disorders Research Unit, Faculty of Medicine and Health Sciences, Stellenbosch University, Cape Town, South Africa
| | - Cathryn M. Lewis
- Social, Genetic and Developmental Psychiatry Centre, King’s College London, London, United Kingdom
| | - Soraya Seedat
- Department of Psychiatry, Faculty of Medicine and Health Sciences, Stellenbosch University, Stellenbosch, South Africa
- South African Medical Research Council, Stellenbosch University Genomics of Brain Disorders Research Unit, Faculty of Medicine and Health Sciences, Stellenbosch University, Cape Town, South Africa
| | - Sian M. J. Hemmings
- Department of Psychiatry, Faculty of Medicine and Health Sciences, Stellenbosch University, Stellenbosch, South Africa
- South African Medical Research Council, Stellenbosch University Genomics of Brain Disorders Research Unit, Faculty of Medicine and Health Sciences, Stellenbosch University, Cape Town, South Africa
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23
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Sarlija M, Popovic S, Jagodic M, Jovanovic T, Ivkovic V, Zhang Q, Strangman G, Cosic K. Prediction of Task Performance From Physiological Features of Stress Resilience. IEEE J Biomed Health Inform 2021; 25:2150-2161. [PMID: 33253118 DOI: 10.1109/jbhi.2020.3041315] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
In this paper, we investigate the potential of generic physiological features of stress resilience in predicting air traffic control (ATC) candidates' performance in a highly-stressful low-fidelity ATC simulator scenario. Stress resilience is highlighted as an important occupational factor that influences the performance and well-being of air traffic control officers (ATCO). Poor stress management, besides the lack of skills, can be a direct cause of poor performance under stress, both in the selection process of ATCOs and later in the workplace. 40 ATC candidates, within the final stages of their selection process, underwent a stimulation paradigm for elicitation and assessment of various generic task-unrelated physiological features, related to resting heart rate variability (HRV) and respiratory sinus arrhythmia (RSA), acoustic startle response (ASR) and the physiological allostatic response, which are all recognized as relevant psychophysiological markers of stress resilience. The multimodal approach included analysis of electrocardiography, electromyography, electrodermal activity and respiration. We make advances in computational methodology for assessment of physiological features of stress resilience, and investigate the predictive power of the obtained feature space in a binary classification problem: prediction of high- vs. low-performance on the developed ATC simulator. Our novel approach yields a relatively high 78.16% classification accuracy. These results are discussed in the context of prior work, while considering study limitations and proposing directions for future work.
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24
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Genetic underpinnings of affective temperaments: a pilot GWAS investigation identifies a new genome-wide significant SNP for anxious temperament in ADGRB3 gene. Transl Psychiatry 2021; 11:337. [PMID: 34075027 PMCID: PMC8169753 DOI: 10.1038/s41398-021-01436-1] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/29/2020] [Revised: 04/29/2021] [Accepted: 05/05/2021] [Indexed: 12/22/2022] Open
Abstract
Although recently a large-sample GWASs identified significant loci in the background of depression, the heterogeneity of the depressive phenotype and the lack of accurate phenotyping hinders applicability of findings. We carried out a pilot GWAS with in-depth phenotyping of affective temperaments, considered as subclinical manifestations and high-risk states for affective disorders, in a general population sample of European origin. Affective temperaments were measured by TEMPS-A. SNP-level association was assessed by linear regression models, assuming an additive genetic effect, using PLINK1.9. Gender, age, the first ten principal components (PCs) and the other four temperaments were included in the regression models as covariates. SNP-level relevances (p-values) were aggregated to gene level using the PEGASUS method1. In SNP-based tests, a Bonferroni-corrected significance threshold of p ≤ 5.0 × 10-8 and a suggestive significance threshold of p ≤ 1.0 × 10-5, whereas in gene-based tests a Bonferroni-corrected significance of 2.0 × 10-6 and a suggestive significance of p ≤ 4.0 × 10-4 was established. To explore known functional effects of the most significant SNPs, FUMA v1.3.5 was used. We identified 1 significant and 21 suggestively significant SNPs in ADGRB3, expressed in the brain, for anxious temperament. Several other brain-relevant SNPs and genes emerged at suggestive significance for the other temperaments. Functional analyses reflecting effect on gene expression and participation in chromatin interactions also pointed to several genes expressed in the brain with potentially relevant phenotypes regulated by our top SNPs. Our findings need to be tested in larger GWA studies and candidate gene analyses in well-phenotyped samples in relation to affective disorders and related phenotypes.
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25
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Tamman AJF, Wendt FR, Pathak GA, Krystal JH, Montalvo-Ortiz JL, Southwick SM, Sippel LM, Gelernter J, Polimanti R, Pietrzak RH. Attachment Style Moderates Polygenic Risk for Posttraumatic Stress in United States Military Veterans: Results From the National Health and Resilience in Veterans Study. Biol Psychiatry 2021; 89:878-887. [PMID: 33276944 DOI: 10.1016/j.biopsych.2020.09.018] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/08/2020] [Revised: 09/15/2020] [Accepted: 09/15/2020] [Indexed: 12/21/2022]
Abstract
BACKGROUND A polygenic risk score (PRS) derived from genome-wide association studies of posttraumatic stress disorder (PTSD) may inform risk for this disorder. To date, however, no known study has examined whether social environmental factors such as attachment style may moderate the relation between PRS and PTSD. METHODS We evaluated main and interactive effects of PRS and attachment style on PTSD symptoms in a nationally representative sample of trauma-exposed European-American U.S. military veterans (N = 2030). PRS was derived from a genome-wide association study of PTSD re-experiencing symptoms (N = 146,660) in the Million Veteran Program cohort. Using one-sample Mendelian randomization with data from the UK Biobank (N = 115,099), we evaluated the effects of re-experiencing PRS and attachment style on PTSD symptoms. RESULTS Higher re-experiencing PRS and secure attachment style were independently associated with PTSD symptoms. A significant PRS-by-attachment style interaction was also observed (β = -.11, p = .006), with a positive association between re-experiencing PRS and PTSD symptoms observed only among veterans with an insecure attachment style. One-sample Mendelian randomization analyses suggested that the association between PTSD symptoms and attachment style is bidirectional. PRS enrichment analyses revealed a significant interaction between attachment style and a variant mapping to the IGSF11 gene (rs151177743, p = 2.1 × 10-7), which is implicated in regulating excitatory synaptic transmission and plasticity. CONCLUSIONS Attachment style may moderate polygenic risk for PTSD symptoms, and a novel locus implicated in synaptic transmission and plasticity may serve as a possible biological mediator of this association. These findings may help inform interpersonally oriented treatments for PTSD for individuals with high polygenic risk for this disorder.
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Affiliation(s)
| | - Frank R Wendt
- Department of Psychiatry, Yale University School of Medicine, New Haven, Connecticut
| | - Gita A Pathak
- Department of Psychiatry, Yale University School of Medicine, New Haven, Connecticut
| | - John H Krystal
- Clinical Neurosciences Division, U.S. Department of Veterans Affairs National Center for PTSD, VA Connecticut Healthcare System, New Haven, Connecticut; Department of Psychiatry, Yale University School of Medicine, New Haven, Connecticut
| | | | - Steven M Southwick
- Clinical Neurosciences Division, U.S. Department of Veterans Affairs National Center for PTSD, VA Connecticut Healthcare System, New Haven, Connecticut; Department of Psychiatry, Yale University School of Medicine, New Haven, Connecticut
| | - Lauren M Sippel
- Executive Division, National Center for PTSD, White River Junction, Vermont; Geisel School of Medicine at Dartmouth, Hanover, New Hampshire
| | - Joel Gelernter
- Clinical Neurosciences Division, U.S. Department of Veterans Affairs National Center for PTSD, VA Connecticut Healthcare System, New Haven, Connecticut; Department of Psychiatry, Yale University School of Medicine, New Haven, Connecticut
| | - Renato Polimanti
- Department of Psychiatry, Yale University School of Medicine, New Haven, Connecticut
| | - Robert H Pietrzak
- Clinical Neurosciences Division, U.S. Department of Veterans Affairs National Center for PTSD, VA Connecticut Healthcare System, New Haven, Connecticut; Department of Psychiatry, Yale University School of Medicine, New Haven, Connecticut
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26
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Corpas M, Megy K, Mistry V, Metastasio A, Lehmann E. Whole Genome Interpretation for a Family of Five. Front Genet 2021; 12:535123. [PMID: 33763108 PMCID: PMC7982663 DOI: 10.3389/fgene.2021.535123] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2020] [Accepted: 02/15/2021] [Indexed: 12/19/2022] Open
Abstract
Although best practices have emerged on how to analyse and interpret personal genomes, the utility of whole genome screening remains underdeveloped. A large amount of information can be gathered from various types of analyses via whole genome sequencing including pathogenicity screening, genetic risk scoring, fitness, nutrition, and pharmacogenomic analysis. We recognize different levels of confidence when assessing the validity of genetic markers and apply rigorous standards for evaluation of phenotype associations. We illustrate the application of this approach on a family of five. By applying analyses of whole genomes from different methodological perspectives, we are able to build a more comprehensive picture to assist decision making in preventative healthcare and well-being management. Our interpretation and reporting outputs provide input for a clinician to develop a healthcare plan for the individual, based on genetic and other healthcare data.
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Affiliation(s)
- Manuel Corpas
- Cambridge Precision Medicine Limited, ideaSpace, University of Cambridge Biomedical Innovation Hub, Cambridge, United Kingdom.,Institute of Continuing Education Madingley Hall Madingley, University of Cambridge, Cambridge, United Kingdom.,Facultad de Ciencias de la Salud, Universidad Internacional de La Rioja, Madrid, Spain
| | - Karyn Megy
- Cambridge Precision Medicine Limited, ideaSpace, University of Cambridge Biomedical Innovation Hub, Cambridge, United Kingdom.,Department of Haematology, University of Cambridge & National Health Service (NHS) Blood and Transplant, Cambridge, United Kingdom
| | | | - Antonio Metastasio
- Cambridge Precision Medicine Limited, ideaSpace, University of Cambridge Biomedical Innovation Hub, Cambridge, United Kingdom.,Camden and Islington NHS Foundation Trust, London, United Kingdom
| | - Edmund Lehmann
- Cambridge Precision Medicine Limited, ideaSpace, University of Cambridge Biomedical Innovation Hub, Cambridge, United Kingdom
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27
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Hess JL, Tylee DS, Mattheisen M, Børglum AD, Als TD, Grove J, Werge T, Mortensen PB, Mors O, Nordentoft M, Hougaard DM, Byberg-Grauholm J, Bækvad-Hansen M, Greenwood TA, Tsuang MT, Curtis D, Steinberg S, Sigurdsson E, Stefánsson H, Stefánsson K, Edenberg HJ, Holmans P, Faraone SV, Glatt SJ. A polygenic resilience score moderates the genetic risk for schizophrenia. Mol Psychiatry 2021; 26:800-815. [PMID: 31492941 PMCID: PMC7058518 DOI: 10.1038/s41380-019-0463-8] [Citation(s) in RCA: 26] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/21/2018] [Revised: 03/29/2019] [Accepted: 04/17/2019] [Indexed: 12/19/2022]
Abstract
Based on the discovery by the Resilience Project (Chen R. et al. Nat Biotechnol 34:531-538, 2016) of rare variants that confer resistance to Mendelian disease, and protective alleles for some complex diseases, we posited the existence of genetic variants that promote resilience to highly heritable polygenic disorders1,0 such as schizophrenia. Resilience has been traditionally viewed as a psychological construct, although our use of the term resilience refers to a different construct that directly relates to the Resilience Project, namely: heritable variation that promotes resistance to disease by reducing the penetrance of risk loci, wherein resilience and risk loci operate orthogonal to one another. In this study, we established a procedure to identify unaffected individuals with relatively high polygenic risk for schizophrenia, and contrasted them with risk-matched schizophrenia cases to generate the first known "polygenic resilience score" that represents the additive contributions to SZ resistance by variants that are distinct from risk loci. The resilience score was derived from data compiled by the Psychiatric Genomics Consortium, and replicated in three independent samples. This work establishes a generalizable framework for finding resilience variants for any complex, heritable disorder.
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Affiliation(s)
- Jonathan L Hess
- Psychiatric Genetic Epidemiology & Neurobiology Laboratory (PsychGENe Lab), Department of Psychiatry and Behavioral Sciences, SUNY Upstate Medical University, Syracuse, NY, USA
| | - Daniel S Tylee
- Psychiatric Genetic Epidemiology & Neurobiology Laboratory (PsychGENe Lab), Department of Psychiatry and Behavioral Sciences, SUNY Upstate Medical University, Syracuse, NY, USA
- Department of Psychiatry, Yale New Haven Hospital, New Haven, CT, USA
| | - Manuel Mattheisen
- iPSYCH, The Lundbeck Foundation Initiative for Integrative Psychiatric Research, Copenhagen, Denmark
- iSEQ, Center for Integrative Sequencing, Aarhus University, Aarhus, Denmark
- Department of Biomedicine - Human Genetics, Aarhus University, Aarhus, Denmark
| | - Anders D Børglum
- iPSYCH, The Lundbeck Foundation Initiative for Integrative Psychiatric Research, Copenhagen, Denmark
- iSEQ, Center for Integrative Sequencing, Aarhus University, Aarhus, Denmark
- Department of Biomedicine - Human Genetics, Aarhus University, Aarhus, Denmark
| | - Thomas D Als
- iPSYCH, The Lundbeck Foundation Initiative for Integrative Psychiatric Research, Copenhagen, Denmark
- iSEQ, Center for Integrative Sequencing, Aarhus University, Aarhus, Denmark
- Department of Biomedicine - Human Genetics, Aarhus University, Aarhus, Denmark
| | - Jakob Grove
- iPSYCH, The Lundbeck Foundation Initiative for Integrative Psychiatric Research, Copenhagen, Denmark
- iSEQ, Center for Integrative Sequencing, Aarhus University, Aarhus, Denmark
- Department of Biomedicine - Human Genetics, Aarhus University, Aarhus, Denmark
- Bioinformatics Research Centre, Aarhus University, Aarhus, Denmark
| | - Thomas Werge
- iPSYCH, The Lundbeck Foundation Initiative for Integrative Psychiatric Research, Copenhagen, Denmark
- Institute of Biological Psychiatry, MHC Sct. Hans, Mental Health Services Copenhagen, Roskilde, Denmark
- Department of Clinical Medicine, University of Copenhagen, Copenhagen, Denmark
| | - Preben Bo Mortensen
- iPSYCH, The Lundbeck Foundation Initiative for Integrative Psychiatric Research, Copenhagen, Denmark
- iSEQ, Center for Integrative Sequencing, Aarhus University, Aarhus, Denmark
- National Centre for Register-Based Research, Aarhus University, Aarhus, Denmark
- Centre for Integrated Register-based Research, Aarhus University, Aarhus, Denmark
| | - Ole Mors
- iPSYCH, The Lundbeck Foundation Initiative for Integrative Psychiatric Research, Copenhagen, Denmark
- Psychosis Research Unit, Aarhus University Hospital, Risskov, Denmark
| | - Merete Nordentoft
- iPSYCH, The Lundbeck Foundation Initiative for Integrative Psychiatric Research, Copenhagen, Denmark
- Mental Health Services in the Capital Region of Denmark, Mental Health Center Copenhagen, University of Copenhagen, Copenhagen, Denmark
| | - David M Hougaard
- iPSYCH, The Lundbeck Foundation Initiative for Integrative Psychiatric Research, Copenhagen, Denmark
- Center for Neonatal Screening, Department for Congenital Disorders, Statens Serum Institut, Copenhagen, Denmark
| | - Jonas Byberg-Grauholm
- iPSYCH, The Lundbeck Foundation Initiative for Integrative Psychiatric Research, Copenhagen, Denmark
- Center for Neonatal Screening, Department for Congenital Disorders, Statens Serum Institut, Copenhagen, Denmark
| | - Marie Bækvad-Hansen
- iPSYCH, The Lundbeck Foundation Initiative for Integrative Psychiatric Research, Copenhagen, Denmark
- Center for Neonatal Screening, Department for Congenital Disorders, Statens Serum Institut, Copenhagen, Denmark
| | - Tiffany A Greenwood
- Department of Psychiatry, University of California San Diego, La Jolla, CA, USA
| | - Ming T Tsuang
- Department of Psychiatry, University of California San Diego, La Jolla, CA, USA
| | - David Curtis
- University College London Genetics Institute, London, UK
- Centre for Psychiatry, Barts and the London School of Medicine and Dentistry, London, UK
| | | | - Engilbert Sigurdsson
- Department of Psychiatry, National University Hospital, Reykjavik, Iceland
- Faculty of Medicine, University of Iceland, Reykjavik, Iceland
| | | | - Kári Stefánsson
- deCODE Genetics/Amgen, Reykjavik, Iceland
- Faculty of Medicine, University of Iceland, Reykjavik, Iceland
| | - Howard J Edenberg
- Department of Biochemistry and Molecular Biology, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Peter Holmans
- Medical Research Council Centre for Neuropsychiatric Genetics and Genomics, Department of Psychological Medicine and Neurology, School of Medicine, Cardiff University, Cardiff, UK
| | - Stephen V Faraone
- Psychiatric Genetic Epidemiology & Neurobiology Laboratory (PsychGENe Lab), Department of Psychiatry and Behavioral Sciences, SUNY Upstate Medical University, Syracuse, NY, USA
- Department of Neuroscience and Physiology, SUNY Upstate Medical University, Syracuse, NY, USA
| | - Stephen J Glatt
- Psychiatric Genetic Epidemiology & Neurobiology Laboratory (PsychGENe Lab), Department of Psychiatry and Behavioral Sciences, SUNY Upstate Medical University, Syracuse, NY, USA.
- Department of Neuroscience and Physiology, SUNY Upstate Medical University, Syracuse, NY, USA.
- Department of Public Health and Preventive Medicine, SUNY Upstate Medical University, Syracuse, NY, USA.
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28
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Genetic and Neuroimaging Approaches to Understanding Post-Traumatic Stress Disorder. Int J Mol Sci 2020; 21:ijms21124503. [PMID: 32599917 PMCID: PMC7352752 DOI: 10.3390/ijms21124503] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2020] [Revised: 05/12/2020] [Accepted: 05/14/2020] [Indexed: 12/15/2022] Open
Abstract
Post-traumatic stress disorder (PTSD) is a highly disabling condition, increasingly recognized as both a disorder of mental health and social burden, but also as an anxiety disorder characterized by fear, stress, and negative alterations in mood. PTSD is associated with structural, metabolic, and molecular changes in several brain regions and the neural circuitry. Brain areas implicated in the traumatic stress response include the amygdala, hippocampus, and prefrontal cortex, which play an essential role in memory function. Abnormalities in these brain areas are hypothesized to underlie symptoms of PTSD and other stress-related psychiatric disorders. Conventional methods of studying PTSD have proven to be insufficient for diagnosis, measurement of treatment efficacy, and monitoring disease progression, and currently, there is no diagnostic biomarker available for PTSD. A deep understanding of cutting-edge neuroimaging genetic approaches is necessary for the development of novel therapeutics and biomarkers to better diagnose and treat the disorder. A current goal is to understand the gene pathways that are associated with PTSD, and how those genes act on the fear/stress circuitry to mediate risk vs. resilience for PTSD. This review article explains the rationale and practical utility of neuroimaging genetics in PTSD and how the resulting information can aid the diagnosis and clinical management of patients with PTSD.
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29
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Huckins LM, Chatzinakos C, Breen MS, Hartmann J, Klengel T, da Silva Almeida AC, Dobbyn A, Girdhar K, Hoffman GE, Klengel C, Logue MW, Lori A, Maihofer AX, Morrison FG, Nguyen HT, Park Y, Ruderfer D, Sloofman LG, van Rooij SJH, Baker DG, Chen CY, Cox N, Duncan LE, Geyer MA, Glatt SJ, Im HK, Risbrough VB, Smoller JW, Stein DJ, Yehuda R, Liberzon I, Koenen KC, Jovanovic T, Kellis M, Miller MW, Bacanu SA, Nievergelt CM, Buxbaum JD, Sklar P, Ressler KJ, Stahl EA, Daskalakis NP. Analysis of Genetically Regulated Gene Expression Identifies a Prefrontal PTSD Gene, SNRNP35, Specific to Military Cohorts. Cell Rep 2020; 31:107716. [PMID: 32492425 PMCID: PMC7359754 DOI: 10.1016/j.celrep.2020.107716] [Citation(s) in RCA: 44] [Impact Index Per Article: 8.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2019] [Revised: 10/07/2019] [Accepted: 05/09/2020] [Indexed: 02/06/2023] Open
Abstract
To reveal post-traumatic stress disorder (PTSD) genetic risk influences on tissue-specific gene expression, we use brain and non-brain transcriptomic imputation. We impute genetically regulated gene expression (GReX) in 29,539 PTSD cases and 166,145 controls from 70 ancestry-specific cohorts and identify 18 significant GReX-PTSD associations corresponding to specific tissue-gene pairs. The results suggest substantial genetic heterogeneity based on ancestry, cohort type (military versus civilian), and sex. Two study-wide significant PTSD associations are identified in European and military European cohorts; ZNF140 is predicted to be upregulated in whole blood, and SNRNP35 is predicted to be downregulated in dorsolateral prefrontal cortex, respectively. In peripheral leukocytes from 175 marines, the observed PTSD differential gene expression correlates with the predicted differences for these individuals, and deployment stress produces glucocorticoid-regulated expression changes that include downregulation of both ZNF140 and SNRNP35. SNRNP35 knockdown in cells validates its functional role in U12-intron splicing. Finally, exogenous glucocorticoids in mice downregulate prefrontal Snrnp35 expression.
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Affiliation(s)
- Laura M Huckins
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Department of Genetics and Genomics, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Pamela Sklar Division of Psychiatric Genomics, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Icahn Institute for Genomics and Multiscale Biology, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Seaver Autism Center for Research and Treatment, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Mental Illness Research, Education and Clinical Centers, James J. Peters Department of Veterans Affairs Medical Center, Bronx, NY 10468, USA.
| | - Chris Chatzinakos
- Department of Psychiatry, McLean Hospital, Harvard Medical School, Belmont, MA 02478, USA; Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Michael S Breen
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Department of Genetics and Genomics, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Seaver Autism Center for Research and Treatment, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Jakob Hartmann
- Department of Psychiatry, McLean Hospital, Harvard Medical School, Belmont, MA 02478, USA
| | - Torsten Klengel
- Department of Psychiatry, McLean Hospital, Harvard Medical School, Belmont, MA 02478, USA; Department of Psychiatry and Psychotherapy, University Medical Center Goettingen, Goettingen 37075, Germany
| | | | - Amanda Dobbyn
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Department of Genetics and Genomics, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Pamela Sklar Division of Psychiatric Genomics, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Icahn Institute for Genomics and Multiscale Biology, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Kiran Girdhar
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Department of Genetics and Genomics, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Pamela Sklar Division of Psychiatric Genomics, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Icahn Institute for Genomics and Multiscale Biology, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Gabriel E Hoffman
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Department of Genetics and Genomics, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Pamela Sklar Division of Psychiatric Genomics, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Icahn Institute for Genomics and Multiscale Biology, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Claudia Klengel
- Department of Psychiatry, McLean Hospital, Harvard Medical School, Belmont, MA 02478, USA
| | - Mark W Logue
- National Center for PTSD at VA Boston Healthcare System, Boston, MA 02130, USA; Department of Psychiatry, Boston University School of Medicine, Boston, MA 02118, USA; Biomedical Genetics, Boston University School of Medicine, Boston, MA 02118, USA; Department of Biostatistics, Boston University School of Public Health, Boston, MA 02118, USA
| | - Adriana Lori
- Department of Psychiatry and Behavioral Sciences, Emory University, Atlanta, GA 30329, USA
| | - Adam X Maihofer
- Department of Psychiatry, University of California, San Diego, La Jolla, CA 92093, USA; Center for Excellence in Stress and Mental Health, Veterans Affairs San Diego Healthcare System, San Diego, CA 92161, USA; Research Service, Veterans Affairs San Diego Healthcare System, San Diego, CA 92161, USA
| | - Filomene G Morrison
- National Center for PTSD at VA Boston Healthcare System, Boston, MA 02130, USA; Department of Psychiatry, Boston University School of Medicine, Boston, MA 02118, USA
| | - Hoang T Nguyen
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Department of Genetics and Genomics, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Pamela Sklar Division of Psychiatric Genomics, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Icahn Institute for Genomics and Multiscale Biology, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Yongjin Park
- Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, Cambridge, MA 02139, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | | | - Laura G Sloofman
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Department of Genetics and Genomics, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Pamela Sklar Division of Psychiatric Genomics, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Icahn Institute for Genomics and Multiscale Biology, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Sanne J H van Rooij
- Department of Psychiatry and Behavioral Sciences, Emory University, Atlanta, GA 30329, USA
| | - Dewleen G Baker
- Department of Psychiatry, University of California, San Diego, La Jolla, CA 92093, USA; Center for Excellence in Stress and Mental Health, Veterans Affairs San Diego Healthcare System, San Diego, CA 92161, USA; Psychiatry Service, Veterans Affairs San Diego Healthcare System, San Diego, CA 92161, USA
| | - Chia-Yen Chen
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Psychiatric & Neurodevelopmental Genetics Unit, Center for Genomic Medicine, Department of Psychiatry, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114, USA; Analytic and Translational Genetics Unit, Department of Psychiatry, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114, USA
| | - Nancy Cox
- Vanderbilt University Medical Center, Nashville, TN 37232, USA
| | - Laramie E Duncan
- Department of Psychiatry and Behavioral Sciences, Stanford University, Stanford, CA 94305, USA
| | - Mark A Geyer
- Department of Psychiatry, University of California, San Diego, La Jolla, CA 92093, USA; Center for Excellence in Stress and Mental Health, Veterans Affairs San Diego Healthcare System, San Diego, CA 92161, USA; Research Service, Veterans Affairs San Diego Healthcare System, San Diego, CA 92161, USA
| | - Stephen J Glatt
- Department of Psychiatry and Behavioral Sciences, State University of New York - Upstate Medical University, Syracuse, NY, 13210, USA
| | - Hae Kyung Im
- Department of Medicine, Section of Genetic Medicine, The University of Chicago, Chicago, IL 60637, USA; Center for Translational Data Science, The University of Chicago, Chicago, IL 60616, USA
| | - Victoria B Risbrough
- Department of Psychiatry, University of California, San Diego, La Jolla, CA 92093, USA; Center for Excellence in Stress and Mental Health, Veterans Affairs San Diego Healthcare System, San Diego, CA 92161, USA; Research Service, Veterans Affairs San Diego Healthcare System, San Diego, CA 92161, USA
| | - Jordan W Smoller
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Psychiatric & Neurodevelopmental Genetics Unit, Center for Genomic Medicine, Department of Psychiatry, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114, USA; Analytic and Translational Genetics Unit, Department of Psychiatry, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114, USA
| | - Dan J Stein
- SAMRC Unit on Risk & Resilience in Mental Disorders, Department of Psychiatry, University of Cape Town, Cape Town 7700, South Africa
| | - Rachel Yehuda
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Department of Neuroscience, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Mental Health Care Center, James J. Peters Department of Veterans Affairs Medical Center, Bronx, NY 10468, USA
| | - Israel Liberzon
- Department of Psychiatry and Behavioral Science, Texas A&M University College of Medicine, Bryan, TX 77807, USA
| | - Karestan C Koenen
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Psychiatric & Neurodevelopmental Genetics Unit, Center for Genomic Medicine, Department of Psychiatry, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114, USA; Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA 02115, USA
| | - Tanja Jovanovic
- Department of Psychiatry and Behavioral Sciences, Emory University, Atlanta, GA 30329, USA; Department of Psychiatry and Behavioral Neuroscience, Wayne State University, Detroit, MI, USA
| | - Manolis Kellis
- Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, Cambridge, MA 02139, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Mark W Miller
- National Center for PTSD at VA Boston Healthcare System, Boston, MA 02130, USA; Department of Psychiatry, Boston University School of Medicine, Boston, MA 02118, USA
| | - Silviu-Alin Bacanu
- Department of Psychiatry, Virginia Commonwealth University, Richmond, VA 23298, USA
| | - Caroline M Nievergelt
- Department of Psychiatry, University of California, San Diego, La Jolla, CA 92093, USA; Center for Excellence in Stress and Mental Health, Veterans Affairs San Diego Healthcare System, San Diego, CA 92161, USA; Research Service, Veterans Affairs San Diego Healthcare System, San Diego, CA 92161, USA
| | - Joseph D Buxbaum
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Department of Genetics and Genomics, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Icahn Institute for Genomics and Multiscale Biology, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Seaver Autism Center for Research and Treatment, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Department of Neuroscience, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Pamela Sklar
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Department of Genetics and Genomics, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Pamela Sklar Division of Psychiatric Genomics, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Icahn Institute for Genomics and Multiscale Biology, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Department of Neuroscience, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Kerry J Ressler
- Department of Psychiatry, McLean Hospital, Harvard Medical School, Belmont, MA 02478, USA
| | - Eli A Stahl
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Department of Genetics and Genomics, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Pamela Sklar Division of Psychiatric Genomics, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Icahn Institute for Genomics and Multiscale Biology, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Nikolaos P Daskalakis
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Department of Psychiatry, McLean Hospital, Harvard Medical School, Belmont, MA 02478, USA; Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA.
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30
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Sawyers C, Kurtz ED, Sheerin C, Maes HH, Kendler KS, Amstadter AB. A behavioral genetic investigation of conceptualizations of resilience in a female twin sample. Depress Anxiety 2020; 37:532-539. [PMID: 32108979 PMCID: PMC7292754 DOI: 10.1002/da.23005] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/06/2019] [Revised: 12/20/2019] [Accepted: 02/04/2020] [Indexed: 12/30/2022] Open
Abstract
BACKGROUND Great variability exists in response to stressful or traumatic events, leading to an interest in the construct of resilience as a trait and an outcome. The etiologic sources of variability across differing conceptualizations of resilience are poorly understood. METHODS Using behavioral genetic methods in a sample of 2,056 female twins, the present study sought to (a) examine the etiologic sources of a trait-based self-report measure of perceived resilience (PR), (b) determine the genetic and environmental overlap with an outcome-based measure of resilience, as defined by the absence of psychiatric symptoms after stressful life events, previously used by our research team (discrepancy-based psychiatric resilience [DBPR]), and (c) determine the etiologic overlap of these two resilience measures with major depressive disorder (MDD). RESULTS PR was modestly (11%) heritable. A moderate degree of genetic overlap (39%) and a nominal amount of environmental overlap (3%) were found between the two alternative measures of resilience. Genetic factors that influence PR accounted for 3% of MDD heritability, whereas 31% of MDD heritability was due to DBPR genetic factors. CONCLUSIONS Findings of a higher genetic correlation between the outcome-based resilience measure and MDD compared to the trait-based measure and MDD suggest gene-finding efforts may benefit from considering the multifaceted nature of resilience and that resilience is best understood as both a phenotypically and genetically heterogeneous construct.
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Affiliation(s)
- Chelsea Sawyers
- Virginia Institute for Psychiatric & Behavioral Genetics, Virginia Commonwealth University,Department of Human and Molecular Genetics, Virginia Commonwealth University
| | - Erin D. Kurtz
- VISN 6 Mental Illness, Research, Education, and Clinical Center (MIRECC),Hunter Holmes McGuire VA Medical Center,Department of Psychology, Virginia Commonwealth University
| | - Christina Sheerin
- Virginia Institute for Psychiatric & Behavioral Genetics, Virginia Commonwealth University,Department of Psychiatry, Virginia Commonwealth University
| | - Hermine H. Maes
- Virginia Institute for Psychiatric & Behavioral Genetics, Virginia Commonwealth University,Department of Human and Molecular Genetics, Virginia Commonwealth University
| | - Kenneth S. Kendler
- Virginia Institute for Psychiatric & Behavioral Genetics, Virginia Commonwealth University,Department of Psychiatry, Virginia Commonwealth University
| | - Ananda B. Amstadter
- Virginia Institute for Psychiatric & Behavioral Genetics, Virginia Commonwealth University,Department of Human and Molecular Genetics, Virginia Commonwealth University,Department of Psychology, Virginia Commonwealth University,Department of Psychiatry, Virginia Commonwealth University
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31
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Hollander JA, Cory-Slechta DA, Jacka FN, Szabo ST, Guilarte TR, Bilbo SD, Mattingly CJ, Moy SS, Haroon E, Hornig M, Levin ED, Pletnikov MV, Zehr JL, McAllister KA, Dzierlenga AL, Garton AE, Lawler CP, Ladd-Acosta C. Beyond the looking glass: recent advances in understanding the impact of environmental exposures on neuropsychiatric disease. Neuropsychopharmacology 2020; 45:1086-1096. [PMID: 32109936 PMCID: PMC7234981 DOI: 10.1038/s41386-020-0648-5] [Citation(s) in RCA: 44] [Impact Index Per Article: 8.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/09/2019] [Accepted: 02/17/2020] [Indexed: 12/22/2022]
Abstract
The etiologic pathways leading to neuropsychiatric diseases remain poorly defined. As genomic technologies have advanced over the past several decades, considerable progress has been made linking neuropsychiatric disorders to genetic underpinnings. Interest and consideration of nongenetic risk factors (e.g., lead exposure and schizophrenia) have, in contrast, lagged behind heritable frameworks of explanation. Thus, the association of neuropsychiatric illness to environmental chemical exposure, and their potential interactions with genetic susceptibility, are largely unexplored. In this review, we describe emerging approaches for considering the impact of chemical risk factors acting alone and in concert with genetic risk, and point to the potential role of epigenetics in mediating exposure effects on transcription of genes implicated in mental disorders. We highlight recent examples of research in nongenetic risk factors in psychiatric disorders that point to potential shared biological mechanisms-synaptic dysfunction, immune alterations, and gut-brain interactions. We outline new tools and resources that can be harnessed for the study of environmental factors in psychiatric disorders. These tools, combined with emerging experimental evidence, suggest that there is a need to broadly incorporate environmental exposures in psychiatric research, with the ultimate goal of identifying modifiable risk factors and informing new treatment strategies for neuropsychiatric disease.
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Affiliation(s)
- Jonathan A Hollander
- Genes, Environment and Health Branch, National Institute of Environmental Health Sciences, NIH, Research Triangle Park, NC, USA.
| | - Deborah A Cory-Slechta
- Department of Environmental Medicine, Box EHSC, University of Rochester Medical Center, Rochester, NY, USA
| | - Felice N Jacka
- Food & Mood Centre, IMPACT SRC, School of Medicine, Deakin University, Geelong, VIC, Australia
- iMPACT (the Institute for Mental and Physical Health and Clinical Translation), Food & Mood Centre, Deakin University, Geelong, VIC, Australia
- Centre for Adolescent Health, Murdoch Children's Research Institute, Melbourne, VIC, Australia
- Black Dog Institute, Sydney, NSW, Australia
- James Cook University, Townsville, QLD, Australia
| | - Steven T Szabo
- Duke University Medical Center, Durham, NC, USA
- Durham Veterans Affairs Medical Center, Durham, NC, USA
| | - Tomás R Guilarte
- Department of Environmental Health Sciences Robert Stempel College of Public Health and Social Work, Florida International University, Miami, FL, USA
| | - Staci D Bilbo
- Department of Psychology & Neuroscience, Duke University, Durham, NC, USA
| | - Carolyn J Mattingly
- Department of Biological Sciences, Center for Human Health and the Environment, North Carolina State University, Raleigh, NC, USA
| | - Sheryl S Moy
- Department of Psychiatry and Carolina Institute for Developmental Disabilities, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Ebrahim Haroon
- Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta, GA, USA
| | - Mady Hornig
- Department of Epidemiology, Mailman School of Public Health, Columbia University, New York, NY, USA
| | - Edward D Levin
- Department of Psychiatry and Behavioral Sciences, Duke University, Durham, NC, USA
| | - Mikhail V Pletnikov
- Departments of Psychiatry, Neuroscience, Molecular and Comparative Pathobiology, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Julia L Zehr
- Developmental Mechanisms and Trajectories of Psychopathology Branch, National Institute of Mental Health, NIH, Rockville, MD, USA
| | - Kimberly A McAllister
- Genes, Environment and Health Branch, National Institute of Environmental Health Sciences, NIH, Research Triangle Park, NC, USA
| | - Anika L Dzierlenga
- Genes, Environment and Health Branch, National Institute of Environmental Health Sciences, NIH, Research Triangle Park, NC, USA
| | - Amanda E Garton
- Genes, Environment and Health Branch, National Institute of Environmental Health Sciences, NIH, Research Triangle Park, NC, USA
| | - Cindy P Lawler
- Genes, Environment and Health Branch, National Institute of Environmental Health Sciences, NIH, Research Triangle Park, NC, USA
| | - Christine Ladd-Acosta
- Department of Epidemiology and Wendy Klag Center for Autism and Developmental Disabilities, Johns Hopkins University, Baltimore, MD, USA
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32
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Logue MW, Miller MW, Wolf EJ, Huber BR, Morrison FG, Zhou Z, Zheng Y, Smith AK, Daskalakis NP, Ratanatharathorn A, Uddin M, Nievergelt CM, Ashley-Koch AE, Baker DG, Beckham JC, Garrett ME, Boks MP, Geuze E, Grant GA, Hauser MA, Kessler RC, Kimbrel NA, Maihofer AX, Marx CE, Qin XJ, Risbrough VB, Rutten BPF, Stein MB, Ursano RJ, Vermetten E, Vinkers CH, Ware EB, Stone A, Schichman SA, McGlinchey RE, Milberg WP, Hayes JP, Verfaellie M. An epigenome-wide association study of posttraumatic stress disorder in US veterans implicates several new DNA methylation loci. Clin Epigenetics 2020; 12:46. [PMID: 32171335 PMCID: PMC7071645 DOI: 10.1186/s13148-020-0820-0] [Citation(s) in RCA: 52] [Impact Index Per Article: 10.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2019] [Accepted: 01/29/2020] [Indexed: 12/18/2022] Open
Abstract
BACKGROUND Previous studies using candidate gene and genome-wide approaches have identified epigenetic changes in DNA methylation (DNAm) associated with posttraumatic stress disorder (PTSD). METHODS In this study, we performed an EWAS of PTSD in a cohort of Veterans (n = 378 lifetime PTSD cases and 135 controls) from the Translational Research Center for TBI and Stress Disorders (TRACTS) cohort assessed using the Illumina EPIC Methylation BeadChip which assesses DNAm at more than 850,000 sites throughout the genome. Our model included covariates for ancestry, cell heterogeneity, sex, age, and a smoking score based on DNAm at 39 smoking-associated CpGs. We also examined in EPIC-based DNAm data generated from pre-frontal cortex (PFC) tissue from the National PTSD Brain Bank (n = 72). RESULTS The analysis of blood samples yielded one genome-wide significant association with PTSD at cg19534438 in the gene G0S2 (p = 1.19 × 10-7, padj = 0.048). This association was replicated in an independent PGC-PTSD-EWAS consortium meta-analysis of military cohorts (p = 0.0024). We also observed association with the smoking-related locus cg05575921 in AHRR despite inclusion of a methylation-based smoking score covariate (p = 9.16 × 10-6), which replicates a previously observed PGC-PTSD-EWAS association (Smith et al. 2019), and yields evidence consistent with a smoking-independent effect. The top 100 EWAS loci were then examined in the PFC data. One of the blood-based PTSD loci, cg04130728 in CHST11, which was in the top 10 loci in blood, but which was not genome-wide significant, was significantly associated with PTSD in brain tissue (in blood p = 1.19 × 10-5, padj = 0.60, in brain, p = 0.00032 with the same direction of effect). Gene set enrichment analysis of the top 500 EWAS loci yielded several significant overlapping GO terms involved in pathogen response, including "Response to lipopolysaccharide" (p = 6.97 × 10-6, padj = 0.042). CONCLUSIONS The cross replication observed in independent cohorts is evidence that DNA methylation in peripheral tissue can yield consistent and replicable PTSD associations, and our results also suggest that that some PTSD associations observed in peripheral tissue may mirror associations in the brain.
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Affiliation(s)
- Mark W. Logue
- grid.410370.10000 0004 4657 1992National Center for PTSD, VA Boston Healthcare System, Boston, MA USA ,grid.475010.70000 0004 0367 5222Department of Psychiatry, Boston University School of Medicine, Boston, MA USA ,grid.475010.70000 0004 0367 5222,Biomedical Genetics, Boston University School of Medicine, Boston, MA USA ,grid.189504.10000 0004 1936 7558Department of Biostatistics, Boston University School of Public Health, Boston, MA USA
| | - Mark W. Miller
- grid.410370.10000 0004 4657 1992National Center for PTSD, VA Boston Healthcare System, Boston, MA USA ,grid.475010.70000 0004 0367 5222Department of Psychiatry, Boston University School of Medicine, Boston, MA USA
| | - Erika J. Wolf
- grid.410370.10000 0004 4657 1992National Center for PTSD, VA Boston Healthcare System, Boston, MA USA ,grid.475010.70000 0004 0367 5222Department of Psychiatry, Boston University School of Medicine, Boston, MA USA
| | - Bertrand Russ Huber
- grid.410370.10000 0004 4657 1992National Center for PTSD, VA Boston Healthcare System, Boston, MA USA ,grid.475010.70000 0004 0367 5222Department of Psychiatry, Boston University School of Medicine, Boston, MA USA
| | - Filomene G. Morrison
- grid.410370.10000 0004 4657 1992National Center for PTSD, VA Boston Healthcare System, Boston, MA USA ,grid.475010.70000 0004 0367 5222Department of Psychiatry, Boston University School of Medicine, Boston, MA USA
| | - Zhenwei Zhou
- grid.189504.10000 0004 1936 7558Department of Biostatistics, Boston University School of Public Health, Boston, MA USA
| | - Yuanchao Zheng
- grid.189504.10000 0004 1936 7558Department of Biostatistics, Boston University School of Public Health, Boston, MA USA
| | - Alicia K. Smith
- grid.189967.80000 0001 0941 6502Department of Gynecology and Obstetrics, Emory University, Atlanta, GA USA ,grid.189967.80000 0001 0941 6502Department of Psychiatry and Behavioral Sciences, Emory University, Atlanta, GA USA
| | - Nikolaos P. Daskalakis
- grid.38142.3c000000041936754XDepartment of Psychiatry, Harvard Medical School, Boston, MA USA ,grid.240206.20000 0000 8795 072XMcLean Hospital, Belmont, MA USA ,Cohen Veterans Bioscience, Cambridge, MA USA ,grid.59734.3c0000 0001 0670 2351Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY USA
| | - Andrew Ratanatharathorn
- grid.21729.3f0000000419368729Department of Epidemiology, Columbia University, New York, NY USA
| | - Monica Uddin
- grid.170693.a0000 0001 2353 285XGenomics Program, University of South Florida College of Public Health, Tampa, FL USA ,grid.170693.a0000 0001 2353 285X,Global Health and Infectious Disease Research Program, University of South Florida College of Public Health, Tampa, FL USA
| | - Caroline M. Nievergelt
- grid.266100.30000 0001 2107 4242Department of Psychiatry, University of California San Diego, La Jolla, CA USA ,grid.410371.00000 0004 0419 2708Center of Excellence for Stress and Mental Health, Veterans Affairs San Diego Healthcare System, San Diego, CA USA ,grid.410371.00000 0004 0419 2708Research Service, Veterans Affairs San Diego Healthcare System, San Diego, CA USA
| | - Allison E. Ashley-Koch
- grid.189509.c0000000100241216Duke Molecular Physiology Institute, Duke University Medical Center, Durham, NC USA
| | - Dewleen G. Baker
- grid.266100.30000 0001 2107 4242Department of Psychiatry, University of California San Diego, La Jolla, CA USA ,grid.410371.00000 0004 0419 2708Center of Excellence for Stress and Mental Health, Veterans Affairs San Diego Healthcare System, San Diego, CA USA ,grid.410371.00000 0004 0419 2708Psychiatry Service, Veterans Affairs San Diego Healthcare System, San Diego, CA USA
| | - Jean C. Beckham
- grid.26009.3d0000 0004 1936 7961Department of Psychiatry and Behavioral Sciences, Duke University, Durham, NC USA ,grid.410332.70000 0004 0419 9846Research, Durham VA Medical Center, Durham, NC USA ,grid.281208.10000 0004 0419 3073Genetics Research Laboratory, VA Mid-Atlantic Mental Illness Research, Education, and Clinical Center (MIRECC), Durham, NC USA
| | - Melanie E. Garrett
- grid.189509.c0000000100241216Duke Molecular Physiology Institute, Duke University Medical Center, Durham, NC USA
| | - Marco P. Boks
- grid.7692.a0000000090126352Department of Psychiatry, UMC Utrecht Brain Center, Utrecht, Utrecht Netherlands
| | - Elbert Geuze
- grid.7692.a0000000090126352Department of Psychiatry, UMC Utrecht Brain Center, Utrecht, Utrecht Netherlands ,Brain Research and Innovation Centre, Netherlands Ministry of Defence, Utrecht, Utrecht Netherlands
| | - Gerald A. Grant
- grid.240952.80000000087342732Department of Neurosurgery, Stanford University Medical Center, Stanford, CA USA
| | - Michael A. Hauser
- grid.189509.c0000000100241216Duke Molecular Physiology Institute, Duke University Medical Center, Durham, NC USA
| | - Ronald C. Kessler
- grid.38142.3c000000041936754XDepartment of Health Care Policy, Harvard Medical School, Boston, MA USA
| | - Nathan A. Kimbrel
- grid.410332.70000 0004 0419 9846Research, Durham VA Medical Center, Durham, NC USA ,grid.281208.10000 0004 0419 3073Genetics Research Laboratory, VA Mid-Atlantic Mental Illness Research, Education, and Clinical Center (MIRECC), Durham, NC USA ,grid.26009.3d0000 0004 1936 7961Duke Molecular Physiology Institute, Duke University, Durham, NC USA
| | - Adam X. Maihofer
- grid.266100.30000 0001 2107 4242Department of Psychiatry, University of California San Diego, La Jolla, CA USA ,grid.410371.00000 0004 0419 2708Center of Excellence for Stress and Mental Health, Veterans Affairs San Diego Healthcare System, San Diego, CA USA ,grid.410371.00000 0004 0419 2708Research Service, Veterans Affairs San Diego Healthcare System, San Diego, CA USA
| | - Christine E. Marx
- grid.21925.3d0000 0004 1936 9000Department of Critical Care Medicine, Neurology, and Neurosurgery, University of Pittsburgh, Pittsburgh, PA USA ,grid.189509.c0000000100241216Department of Psychiatry & Behavioral Sciences, Duke University Medical Center, Durham, NC USA
| | - Xue-Jun Qin
- grid.189509.c0000000100241216Duke Molecular Physiology Institute, Duke University Medical Center, Durham, NC USA
| | - Victoria B. Risbrough
- grid.266100.30000 0001 2107 4242Department of Psychiatry, University of California San Diego, La Jolla, CA USA ,grid.410371.00000 0004 0419 2708Center of Excellence for Stress and Mental Health, Veterans Affairs San Diego Healthcare System, San Diego, CA USA ,grid.410371.00000 0004 0419 2708Research Service, Veterans Affairs San Diego Healthcare System, San Diego, CA USA
| | - Bart P. F. Rutten
- grid.412966.e0000 0004 0480 1382School for Mental Health and Neuroscience, Department of Psychiatry and Neuropsychology, Maastricht Universitair Medisch Centrum, Maastricht, Limburg Netherlands
| | - Murray B. Stein
- grid.266100.30000 0001 2107 4242Department of Psychiatry, University of California San Diego, La Jolla, CA USA ,grid.410371.00000 0004 0419 2708Psychiatry Service, Veterans Affairs San Diego Healthcare System, San Diego, CA USA ,grid.410371.00000 0004 0419 2708Million Veteran Program, Veterans Affairs San Diego Healthcare System, San Diego, CA USA
| | - Robert J. Ursano
- grid.265436.00000 0001 0421 5525Department of Psychiatry, Uniformed Services University, Bethesda, MD USA
| | - Eric Vermetten
- Arq, Psychotrauma Reseach Expert Group, Diemen, NH Netherlands ,grid.10419.3d0000000089452978Department of Psychiatry, Leiden University Medical Center, Leiden, ZH Netherlands ,Netherlands Defense Department, Research Center, Utrecht, UT Netherlands ,grid.137628.90000 0004 1936 8753Department of Psychiatry, New York University School of Medicine, New York, NY USA
| | - Christiaan H. Vinkers
- Department of Anatomy and Neurosciences, Amsterdam UMC (location VUmc), Amsterdam, Holland Netherlands ,Department of Psychiatry, Amsterdam UMC (location VUmc), Amsterdam, Holland Netherlands
| | - Erin B. Ware
- grid.214458.e0000000086837370Institute for Social Research, Survey Research Center, University of Michigan, Michigan, MI USA
| | - Annjanette Stone
- grid.413916.80000 0004 0419 1545Pharmacogenomics Analysis Laboratory, Research Service, Central Arkansas Veterans Healthcare System, Little Rock, AR USA
| | - Steven A. Schichman
- grid.413916.80000 0004 0419 1545Pharmacogenomics Analysis Laboratory, Research Service, Central Arkansas Veterans Healthcare System, Little Rock, AR USA
| | - Regina E. McGlinchey
- grid.38142.3c000000041936754XDepartment of Psychiatry, Harvard Medical School, Boston, MA USA ,grid.410370.10000 0004 4657 1992Geriatric Research Educational and Clinical Center and Translational Research Center for TBI and Stress Disorders, VA Boston Health Care System, Boston, MA USA
| | - William P. Milberg
- grid.38142.3c000000041936754XDepartment of Psychiatry, Harvard Medical School, Boston, MA USA ,grid.410370.10000 0004 4657 1992Geriatric Research Educational and Clinical Center and Translational Research Center for TBI and Stress Disorders, VA Boston Health Care System, Boston, MA USA
| | - Jasmeet P. Hayes
- grid.410370.10000 0004 4657 1992National Center for PTSD, VA Boston Healthcare System, Boston, MA USA ,grid.475010.70000 0004 0367 5222Department of Psychiatry, Boston University School of Medicine, Boston, MA USA ,grid.261331.40000 0001 2285 7943Department of Psychology and Chronic Brain Injury Program, The Ohio State University, Columbus, OH USA
| | - Mieke Verfaellie
- grid.475010.70000 0004 0367 5222Department of Psychiatry, Boston University School of Medicine, Boston, MA USA ,grid.475010.70000 0004 0367 5222Memory Disorders Research Center, VA Boston Healthcare System and Boston University School of Medicine, Boston, MA USA
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Maul S, Giegling I, Fabbri C, Corponi F, Serretti A, Rujescu D. Genetics of resilience: Implications from genome-wide association studies and candidate genes of the stress response system in posttraumatic stress disorder and depression. Am J Med Genet B Neuropsychiatr Genet 2020; 183:77-94. [PMID: 31583809 DOI: 10.1002/ajmg.b.32763] [Citation(s) in RCA: 39] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/09/2019] [Revised: 07/22/2019] [Accepted: 09/03/2019] [Indexed: 12/28/2022]
Abstract
Resilience is the ability to cope with critical situations through the use of personal and socially mediated resources. Since a lack of resilience increases the risk of developing stress-related psychiatric disorders such as posttraumatic stress disorder (PTSD) and major depressive disorder (MDD), a better understanding of the biological background is of great value to provide better prevention and treatment options. Resilience is undeniably influenced by genetic factors, but very little is known about the exact underlying mechanisms. A recently published genome-wide association study (GWAS) on resilience has identified three new susceptibility loci, DCLK2, KLHL36, and SLC15A5. Further interesting results can be found in association analyses of gene variants of the stress response system, which is closely related to resilience, and PTSD and MDD. Several promising genes, such as the COMT (catechol-O-methyltransferase) gene, the serotonin transporter gene (SLC6A4), and neuropeptide Y (NPY) suggest gene × environment interaction between genetic variants, childhood adversity, and the occurrence of PTSD and MDD, indicating an impact of these genes on resilience. GWAS on PTSD and MDD provide another approach to identifying new disease-associated loci and, although the functional significance for disease development for most of these risk genes is still unknown, they are potential candidates due to the overlap of stress-related psychiatric disorders and resilience. In the future, it will be important for genetic studies to focus more on resilience than on pathological phenotypes, to develop reasonable concepts for measuring resilience, and to establish international cooperations to generate sufficiently large samples.
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Affiliation(s)
- Stephan Maul
- Department of Psychiatry, Psychotherapy, and Psychosomatics, Martin-Luther-University Halle-Wittenberg, Halle, Germany
| | - Ina Giegling
- Department of Psychiatry, Psychotherapy, and Psychosomatics, Martin-Luther-University Halle-Wittenberg, Halle, Germany
| | - Chiara Fabbri
- Department of Biomedical and Neuromotor Sciences, University of Bologna, Bologna, Italy
| | - Filippo Corponi
- Department of Biomedical and Neuromotor Sciences, University of Bologna, Bologna, Italy
| | - Alessandro Serretti
- Department of Biomedical and Neuromotor Sciences, University of Bologna, Bologna, Italy
| | - Dan Rujescu
- Department of Psychiatry, Psychotherapy, and Psychosomatics, Martin-Luther-University Halle-Wittenberg, Halle, Germany
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34
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Snijders C, Maihofer AX, Ratanatharathorn A, Baker DG, Boks MP, Geuze E, Jain S, Kessler RC, Pishva E, Risbrough VB, Stein MB, Ursano RJ, Vermetten E, Vinkers CH, Smith AK, Uddin M, Rutten BPF, Nievergelt CM. Longitudinal epigenome-wide association studies of three male military cohorts reveal multiple CpG sites associated with post-traumatic stress disorder. Clin Epigenetics 2020; 12:11. [PMID: 31931860 PMCID: PMC6958602 DOI: 10.1186/s13148-019-0798-7] [Citation(s) in RCA: 35] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/24/2019] [Accepted: 12/19/2019] [Indexed: 12/24/2022] Open
Abstract
BACKGROUND Epigenetic mechanisms have been suggested to play a role in the development of post-traumatic stress disorder (PTSD). Here, blood-derived DNA methylation data (HumanMethylation450 BeadChip) collected prior to and following combat exposure in three cohorts of male military members were analyzed to assess whether DNA methylation profiles are associated with the development of PTSD. A total of 123 PTSD cases and 143 trauma-exposed controls were included in the analyses. The Psychiatric Genomics Consortium (PGC) PTSD EWAS QC pipeline was used on all cohorts, and results were combined using a sample size weighted meta-analysis in a two-stage design. In stage one, we jointly analyzed data of two new cohorts (N = 126 and 78) for gene discovery, and sought to replicate significant findings in a third, previously published cohort (N = 62) to assess the robustness of our results. In stage 2, we aimed at maximizing power for gene discovery by combining all three cohorts in a meta-analysis. RESULTS Stage 1 analyses identified four CpG sites in which, conditional on pre-deployment DNA methylation, post-deployment DNA methylation was significantly associated with PTSD status after epigenome-wide adjustment for multiple comparisons. The most significant (intergenic) CpG cg05656210 (p = 1.0 × 10-08) was located on 5q31 and significantly replicated in the third cohort. In addition, 19 differentially methylated regions (DMRs) were identified, but failed replication. Stage 2 analyses identified three epigenome-wide significant CpGs, the intergenic CpG cg05656210 and two additional CpGs located in MAD1L1 (cg12169700) and HEXDC (cg20756026). Interestingly, cg12169700 had an underlying single nucleotide polymorphism (SNP) which was located within the same LD block as a recently identified PTSD-associated SNP in MAD1L1. Stage 2 analyses further identified 12 significant differential methylated regions (DMRs), 1 of which was located in MAD1L1 and 4 were situated in the human leukocyte antigen (HLA) region. CONCLUSIONS This study suggests that the development of combat-related PTSD is associated with distinct methylation patterns in several genomic positions and regions. Our most prominent findings suggest the involvement of the immune system through the HLA region and HEXDC, and MAD1L1 which was previously associated with PTSD.
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Affiliation(s)
- Clara Snijders
- Department of Psychiatry and Neuropsychology, School for Mental health and Neuroscience, Maastricht University, Maastricht, Limburg, Netherlands
| | - Adam X Maihofer
- Department of Psychiatry, University of California San Diego, La Jolla, CA, USA
- Center of Excellence for Stress and Mental Health, Veterans Affairs San Diego Healthcare System, San Diego, CA, USA
- Research Service, Veterans Affairs San Diego Healthcare System, San Diego, CA, USA
| | | | - Dewleen G Baker
- Department of Psychiatry, University of California San Diego, La Jolla, CA, USA
- Center of Excellence for Stress and Mental Health, Veterans Affairs San Diego Healthcare System, San Diego, CA, USA
- Psychiatry Service, Veterans Affairs San Diego Healthcare System, San Diego, CA, USA
| | - Marco P Boks
- Department of Psychiatry, UMC Utrecht Brain Center, Utrecht, Utrecht, Netherlands
| | - Elbert Geuze
- Department of Psychiatry, UMC Utrecht Brain Center, Utrecht, Utrecht, Netherlands
- Brain Research & Innovation Centre, Netherlands Ministry of Defense, Utrecht, Utrecht, Netherlands
| | - Sonia Jain
- Department of Family Medicine and Public Health, University of California San Diego, La Jolla, CA, USA
| | - Ronald C Kessler
- Department of Health Care Policy, Harvard Medical School, Boston, MA, USA
| | - Ehsan Pishva
- Department of Psychiatry and Neuropsychology, School for Mental health and Neuroscience, Maastricht University, Maastricht, Limburg, Netherlands
- College of Medicine and Health, University of Exeter Medical School, Exeter, UK
| | - Victoria B Risbrough
- Department of Psychiatry, University of California San Diego, La Jolla, CA, USA
- Center of Excellence for Stress and Mental Health, Veterans Affairs San Diego Healthcare System, San Diego, CA, USA
- Research Service, Veterans Affairs San Diego Healthcare System, San Diego, CA, USA
| | - Murray B Stein
- Department of Psychiatry, University of California San Diego, La Jolla, CA, USA
- Psychiatry Service, Veterans Affairs San Diego Healthcare System, San Diego, CA, USA
- Million Veteran Program, Veterans Affairs San Diego Healthcare System, San Diego, CA, USA
| | - Robert J Ursano
- Department of Psychiatry, Uniformed Services University, Bethesda, MD, USA
| | - Eric Vermetten
- Arq, Psychotrauma Research Expert Group, Diemen, North Holland, Netherlands
- Department of Psychiatry, Leiden University Medical Center, Leiden, South Holland, Netherlands
- Military Mental Healthcare, Netherlands Ministry of Defense, Utrecht, Utrecht, Netherlands
- Department of Psychiatry, New York University School of Medicine, New York, NY, USA
| | - Christiaan H Vinkers
- Department of Anatomy and Neurosciences, Amsterdam UMC (location VUmc), Amsterdam, Holland, Netherlands
- Department of Psychiatry, Amsterdam UMC (location VUmc), Amsterdam, Holland, Netherlands
| | - Alicia K Smith
- Department of Psychiatry and Behavioral Sciences, Emory University, Atlanta, GA, USA
- Department of Gynecology and Obstetrics, Emory University, Atlanta, GA, USA
| | - Monica Uddin
- Genomics Program, University of South Florida College of Public Health, Tampa, FL, USA
| | - Bart P F Rutten
- Department of Psychiatry and Neuropsychology, School for Mental health and Neuroscience, Maastricht University, Maastricht, Limburg, Netherlands
| | - Caroline M Nievergelt
- Department of Psychiatry and Neuropsychology, School for Mental health and Neuroscience, Maastricht University, Maastricht, Limburg, Netherlands.
- Department of Psychiatry, University of California San Diego, La Jolla, CA, USA.
- Center of Excellence for Stress and Mental Health, Veterans Affairs San Diego Healthcare System, San Diego, CA, USA.
- Research Service, Veterans Affairs San Diego Healthcare System, San Diego, CA, USA.
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Howie H, Rijal CM, Ressler KJ. A review of epigenetic contributions
to post-traumatic stress disorder
. DIALOGUES IN CLINICAL NEUROSCIENCE 2019; 21:417-428. [PMID: 31949409 PMCID: PMC6952751 DOI: 10.31887/dcns.2019.21.4/kressler] [Citation(s) in RCA: 40] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
Abstract
Post-traumatic stress disorder (PTSD) is a syndrome which serves as a classic example of psychiatric disorders that result from the intersection of nature and nurture, or gene and environment. By definition, PTSD requires the experience of a traumatic exposure, and yet data suggest that the risk for PTSD in the aftermath of trauma also has a heritable (genetic) component. Thus, PTSD appears to require both a biological (genetic) predisposition that differentially alters how the individual responds to or recovers from trauma exposure. Epigenetics is defined as the study of changes in organisms caused by modification of gene expression rather than alteration of the genetic code itself, and more recently it has come to refer to direct alteration of DNA regulation, but without altering the primary sequence of DNA, or the genetic code. With regards to PTSD, epigenetics provides one way for environmental exposure to be "written" upon the genome, as a direct result of gene and environment (trauma) interactions. This review provides an overview of the main currently understood types of epigenetic regulation, including DNA methylation, histone regulation of chromatin, and noncoding RNA regulation of gene expression. Furthermore, we examine recent literature related to how these methods of epigenetic regulation may be involved in differential risk and resilience for PTSD in the aftermath of trauma.
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Affiliation(s)
- Hunter Howie
- Aartners Healthcare, Boston, Massachusetts, US; McLean Hospital, Belmont, Massachusetts, US
| | - Chuda M Rijal
- Partners Healthcare, Boston, Massachusetts, US; McLean Hospital, Belmont, Massachusetts, US
| | - Kerry J Ressler
- Partners Healthcare, Boston, Massachusetts, US; McLean Hospital, Belmont, Massachusetts, US; Harvard Medical School, Boston, Massachusetts, US
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Meier SM, Trontti K, Purves KL, Als TD, Grove J, Laine M, Pedersen MG, Bybjerg-Grauholm J, Bækved-Hansen M, Sokolowska E, Mortensen PB, Hougaard DM, Werge T, Nordentoft M, Breen G, Børglum AD, Eley TC, Hovatta I, Mattheisen M, Mors O. Genetic Variants Associated With Anxiety and Stress-Related Disorders: A Genome-Wide Association Study and Mouse-Model Study. JAMA Psychiatry 2019; 76:924-932. [PMID: 31116379 PMCID: PMC6537792 DOI: 10.1001/jamapsychiatry.2019.1119] [Citation(s) in RCA: 132] [Impact Index Per Article: 22.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/28/2022]
Abstract
IMPORTANCE Anxiety and stress-related disorders are among the most common mental disorders. Although family and twin studies indicate that both genetic and environmental factors play an important role underlying their etiology, the genetic underpinnings of anxiety and stress-related disorders are poorly understood. OBJECTIVES To estimate the single-nucleotide polymorphism-based heritability of anxiety and stress-related disorders; to identify novel genetic risk variants, genes, or biological pathways; to test for pleiotropic associations with other psychiatric traits; and to evaluate the association of psychiatric comorbidities with genetic findings. DESIGN, SETTING, PARTICIPANTS This genome-wide association study included individuals with various anxiety and stress-related diagnoses and controls derived from the population-based Lundbeck Foundation Initiative for Integrative Psychiatric Research (iPSYCH) study. Lifetime diagnoses of anxiety and stress-related disorders were obtained through the national Danish registers. Genes of interest were further evaluated in mice exposed to chronic social defeat. The study was conducted between June 2016 and November 2018. MAIN OUTCOMES AND MEASURES Diagnoses of a relatively broad diagnostic spectrum of anxiety and stress-related disorders. RESULTS The study sample included 12 655 individuals with various anxiety and stress-related diagnoses and 19 225 controls. Overall, 17 740 study participants (55.6%) were women. A total of 7308 participants (22.9%) were born between 1981-1985, 8840 (27.7%) between 1986-1990, 8157 (25.6%) between 1991-1995, 5918 (18.6%) between 1996-2000, and 1657 (5.2%) between 2001-2005. Standard association analysis revealed variants in PDE4B to be associated with anxiety and stress-related disorder (rs7528604; P = 5.39 × 10-11; odds ratio = 0.89; 95% CI, 0.86-0.92). A framework of sensitivity analyses adjusting for mental comorbidity supported this result showing consistent association of PDE4B variants with anxiety and stress-related disorder across analytical scenarios. In mouse models, alterations in Pde4b expression were observed in those mice displaying anxiety-like behavior after exposure to chronic stress in the prefrontal cortex (P = .002; t = -3.33) and the hippocampus (P = .001; t = -3.72). We also found a single-nucleotide polymorphism heritability of 28% (standard error = 0.027) and that the genetic signature of anxiety and stress-related overlapped with psychiatric traits, educational outcomes, obesity-related phenotypes, smoking, and reproductive success. CONCLUSIONS AND RELEVANCE This study highlights anxiety and stress-related disorders as complex heritable phenotypes with intriguing genetic correlations not only with psychiatric traits, but also with educational outcomes and multiple obesity-related phenotypes. Furthermore, we highlight the candidate gene PDE4B as a robust risk locus pointing to the potential of PDE4B inhibitors in treatment of these disorders.
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Affiliation(s)
- Sandra M. Meier
- Psychosis Research Unit, Aarhus University Hospital, Risskov, Denmark,The Lundbeck Foundation Initiative for Integrative Psychiatric Research, iPSYCH, Copenhagen, Denmark,Department of Psychiatry, Psychosomatics and Psychotherapy, Center of Mental Health, University Hospital Würzburg, Würzburg, Germany,now with the Department of Psychiatry, Dalhousie University, Halifax, Nova Scotia, Canada
| | - Kalevi Trontti
- Research Program of Molecular and Integrative Biosciences, Faculty of Biological and Environmental Sciences, Department of Psychology and Logopedics, Medicum, and SleepWell Research Program, University of Helsinki, Helsinki, Finland
| | - Kirstin L. Purves
- Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, King’s College London, London, United Kingdom
| | - Thomas Damm Als
- The Lundbeck Foundation Initiative for Integrative Psychiatric Research, iPSYCH, Copenhagen, Denmark,Department of Biomedicine, Aarhus University, Aarhus, Denmark,Centre for integrative Sequencing (iSEQ), Aarhus University, Aarhus, Denmark
| | - Jakob Grove
- The Lundbeck Foundation Initiative for Integrative Psychiatric Research, iPSYCH, Copenhagen, Denmark,Department of Biomedicine, Aarhus University, Aarhus, Denmark,Centre for integrative Sequencing (iSEQ), Aarhus University, Aarhus, Denmark
| | - Mikaela Laine
- Research Program of Molecular and Integrative Biosciences, Faculty of Biological and Environmental Sciences, Department of Psychology and Logopedics, Medicum, and SleepWell Research Program, University of Helsinki, Helsinki, Finland
| | - Marianne Giørtz Pedersen
- The Lundbeck Foundation Initiative for Integrative Psychiatric Research, iPSYCH, Copenhagen, Denmark,National Centre for Register-Based Research, Aarhus University, Aarhus, Denmark
| | - Jonas Bybjerg-Grauholm
- The Lundbeck Foundation Initiative for Integrative Psychiatric Research, iPSYCH, Copenhagen, Denmark,Danish Centre for Neonatal Screening, Department for Congenital Disorders, Statens Serum Institut, Copenhagen, Denmark
| | - Marie Bækved-Hansen
- The Lundbeck Foundation Initiative for Integrative Psychiatric Research, iPSYCH, Copenhagen, Denmark,Danish Centre for Neonatal Screening, Department for Congenital Disorders, Statens Serum Institut, Copenhagen, Denmark
| | - Ewa Sokolowska
- Research Program of Molecular and Integrative Biosciences, Faculty of Biological and Environmental Sciences, Department of Psychology and Logopedics, Medicum, and SleepWell Research Program, University of Helsinki, Helsinki, Finland
| | - Preben B. Mortensen
- The Lundbeck Foundation Initiative for Integrative Psychiatric Research, iPSYCH, Copenhagen, Denmark,Centre for integrative Sequencing (iSEQ), Aarhus University, Aarhus, Denmark,National Centre for Register-Based Research, Aarhus University, Aarhus, Denmark
| | - David M. Hougaard
- The Lundbeck Foundation Initiative for Integrative Psychiatric Research, iPSYCH, Copenhagen, Denmark,Danish Centre for Neonatal Screening, Department for Congenital Disorders, Statens Serum Institut, Copenhagen, Denmark
| | - Thomas Werge
- The Lundbeck Foundation Initiative for Integrative Psychiatric Research, iPSYCH, Copenhagen, Denmark,Institute of Biological Psychiatry, Mental Health Centre Sct Hans, Copenhagen University Hospital, Roskilde, Denmark,Department of Clinical Medicine, University of Copenhagen, Copenhagen, Denmark
| | - Merete Nordentoft
- The Lundbeck Foundation Initiative for Integrative Psychiatric Research, iPSYCH, Copenhagen, Denmark,Mental Health Centre Copenhagen, Faculty of Health Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Gerome Breen
- Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, King’s College London, London, United Kingdom,National Institute for Health Research Biomedical Research Centre for Mental Health, South London and Maudsley National Health Service Trust, London, United Kingdom
| | - Anders D. Børglum
- The Lundbeck Foundation Initiative for Integrative Psychiatric Research, iPSYCH, Copenhagen, Denmark,Department of Biomedicine, Aarhus University, Aarhus, Denmark,Centre for integrative Sequencing (iSEQ), Aarhus University, Aarhus, Denmark
| | - Thalia C. Eley
- Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, King’s College London, London, United Kingdom
| | - Iiris Hovatta
- Research Program of Molecular and Integrative Biosciences, Faculty of Biological and Environmental Sciences, Department of Psychology and Logopedics, Medicum, and SleepWell Research Program, University of Helsinki, Helsinki, Finland
| | - Manuel Mattheisen
- The Lundbeck Foundation Initiative for Integrative Psychiatric Research, iPSYCH, Copenhagen, Denmark,Department of Psychiatry, Psychosomatics and Psychotherapy, Center of Mental Health, University Hospital Würzburg, Würzburg, Germany,Department of Biomedicine, Aarhus University, Aarhus, Denmark,Department of Clinical Neuroscience, Centre for Psychiatric Research, Karolinska Institutet, Stockholm, Sweden
| | - Ole Mors
- Psychosis Research Unit, Aarhus University Hospital, Risskov, Denmark,The Lundbeck Foundation Initiative for Integrative Psychiatric Research, iPSYCH, Copenhagen, Denmark
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Deslauriers J, Toth M, Zhou X, Risbrough VB. Heritable Differences in Catecholamine Signaling Modulate Susceptibility to Trauma and Response to Methylphenidate Treatment: Relevance for PTSD. Front Behav Neurosci 2019; 13:111. [PMID: 31164811 PMCID: PMC6534065 DOI: 10.3389/fnbeh.2019.00111] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2018] [Accepted: 05/02/2019] [Indexed: 12/31/2022] Open
Abstract
Alterations in cortical catecholamine signaling pathways can modulate acute and enduring responses to trauma. Heritable variation in catecholamine signaling is produced by a common functional polymorphism in the catechol-O-methyltransferase (COMT), with Val carriers exhibiting greater degradation of catecholamines than Met carriers. Furthermore, it has recently been suggested that drugs enhancing cortical catecholamine signaling may be a new therapeutic approach for posttraumatic stress disorder (PTSD) patients. We hypothesized that heritable differences in catecholamine signaling regulate the behavioral response to trauma, and that methylphenidate (MPD), a drug that preferentially blocks catecholamine reuptake in the prefrontal cortex (PFC), exerts COMT-dependent effects on trauma-induced behaviors. We first examined the contribution of the functional mutation COMTval158met to modulate enduring behavioral responses to predator stress in a unique "humanized" COMTval158met mouse line. Animals were exposed to a predator (cat) for 10 min and enduring avoidance behaviors were examined in the open field, light-dark box, and "trauma-reminder" tests 1-2 weeks later. Second, we examined the efficacy of chronic methylphenidate to reverse predator stress effects and if these effects were modulated by COMTval158met genotype. Mice were exposed to predator stress and began treatment with either saline or methylphenidate (3 mg/kg/day) 1 week after stress until the end of the testing [avoidance behaviors, working memory, and social preference (SP)]. In males, predator stress and COMTval158met had an additive effect on enduring anxiety-like behavior, with Val stressed mice showing the strongest avoidance behavior after stress compared to Met carriers. No effect of COMT genotype was observed in females. Therefore methylphenidate effects were investigated only in males. Chronic methylphenidate treatment reversed the stress-induced avoidance behavior and increased social investigation independently of genotype. Methylphenidate effects on working memory, however, were genotype-dependent, decreasing working memory in non-stressed Met carriers, and improving stress-induced working memory deficit in Val carriers. These results suggest that heritable variance in catecholamine signaling modulates the avoidance response to an acute trauma. This work supports recent human findings that methylphenidate might be a therapeutic alternative for PTSD patients and suggests that methylphenidate effects on anxiety (generalized avoidance, social withdrawal) vs. cognitive (working memory) symptoms may be modulated through COMT-independent and dependent mechanisms, respectively.
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Affiliation(s)
- Jessica Deslauriers
- Department of Psychiatry, University of California, San Diego, San Diego, CA, United States.,Center of Excellence for Stress and Mental Health, Veterans Affairs Hospital, La Jolla, CA, United States
| | - Mate Toth
- Department of Behavioural Neurobiology, Institute of Experimental Medicine, Hungarian Academy of Sciences, Budapest, Hungary
| | - Xianjin Zhou
- Department of Psychiatry, University of California, San Diego, San Diego, CA, United States
| | - Victoria B Risbrough
- Center of Excellence for Stress and Mental Health, Veterans Affairs Hospital, La Jolla, CA, United States.,Department of Psychiatry, University of California, San Diego, San Diego, CA, United States
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38
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Wang Y, Karstoft KI, Nievergelt CM, Maihofer AX, Stein MB, Ursano RJ, Bybjerg-Grauholm J, Bækvad-Hansen M, Hougaard DM, Andreassen OA, Werge T, Thompson WK, Andersen SB. Post-traumatic stress following military deployment: Genetic associations and cross-disorder genetic correlations. J Affect Disord 2019; 252:350-357. [PMID: 30999091 DOI: 10.1016/j.jad.2019.04.070] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/24/2018] [Revised: 02/22/2019] [Accepted: 04/08/2019] [Indexed: 10/27/2022]
Abstract
BACKGROUND Post-traumatic stress disorder (PTSD) is a complex psychiatric disorder that occurs with relatively high frequency after deployment to warzones (∼10%). While twin studies have estimated the heritability to be up to 40%, thus indicating a considerable genetic component in the etiology, the biological mechanisms underlying risk and development of PTSD remain unknown. METHODS Here, we conduct a genome-wide association study (GWAS; N = 2,481) to identify genome regions that associate with PTSD in a highly homogenous, trauma-exposed sample of Danish soldiers deployed to war and conflict zones. We perform integrated analyses of our results with gene-expression and chromatin-contact datasets to prioritized genes. We also leverage on other large GWAS (N>300,000) to investigate genetic correlations between PTSD and other psychiatric disorders and traits. RESULTS We discover, but do not replicate, one region, 4q31, close to the IL15 gene, which is genome-wide significantly associated with PTSD. We demonstrate that gene-set enrichment, polygenic risk score and genetic correlation analyses show consistent and significant genetic correlations between PTSD and depression, insomnia and schizophrenia. LIMITATIONS The limited sample size, the lack of replication, and the PTSD case definition by questionnaire are limitations to the study. CONCLUSIONS Our results suggest that genetic perturbations of inflammatory response may contribute to the risk of PTSD. In addition, shared genetic components contribute to observed correlations between PTSD and depression, insomnia and schizophrenia.
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Affiliation(s)
- Yunpeng Wang
- The Lundbeck Foundation Initiative for Integrative Psychiatric Research, iPSYCH, Denmark; Institute of Biological Psychiatry, Mental Health Center St. Hans, Mental Health Services Copenhagen, Boserupvej 2, DK-4000 Roskilde, Denmark; Norwegian Centre for Mental Disorders Research (NORMENT), Institute of Clinical Medicine, University of Oslo, Kirkeveien 166, 0450 Oslo, Norway; Department of Psychology, University of Oslo, Harald Schelderups Hus Forskningsveien 3A 0373 Oslo
| | - Karen-Inge Karstoft
- Research and Knowledge Center, The Danish Veteran Center, Garnisonen 1, 4100 Ringsted, Denmark; Department of Psychology, University of Copenhagen, Øster Farimagsgade 2A, 1353 Copenhagen, Denmark.
| | - Caroline M Nievergelt
- VA Center of Excellence for Stress and Mental Health, VA San Diego Healthcare System, La Jolla Village Drive 3350, 92161 La Jolla, CA, USA; Department of Psychiatry, School of Medicine, University of California San Diego, Gilman Drive 9500, 92093 La Jolla, CA, USA
| | - Adam X Maihofer
- VA Center of Excellence for Stress and Mental Health, VA San Diego Healthcare System, La Jolla Village Drive 3350, 92161 La Jolla, CA, USA; Department of Psychiatry, School of Medicine, University of California San Diego, Gilman Drive 9500, 92093 La Jolla, CA, USA
| | - Murray B Stein
- Department of Psychiatry, School of Medicine, University of California San Diego, Gilman Drive 9500, 92093 La Jolla, CA, USA; Department of Family Medicine and Public Health, University of California San Diego, Gilman Drive 9500, 92093 La Jolla, CA, USA
| | - Robert J Ursano
- Department of Psychiatry, Uniformed Services University of the Health Sciences, Jones Bridge Road 4301, 20814 Bethesda, MD, USA
| | - Jonas Bybjerg-Grauholm
- The Lundbeck Foundation Initiative for Integrative Psychiatric Research, iPSYCH, Denmark; Danish Centre for Neonatal Screening, Department of Congenital Diseases, Statens Serum Institute, Artillerivej 5, DK-2300 Copenhagen, Denmark
| | - Marie Bækvad-Hansen
- The Lundbeck Foundation Initiative for Integrative Psychiatric Research, iPSYCH, Denmark; Danish Centre for Neonatal Screening, Department of Congenital Diseases, Statens Serum Institute, Artillerivej 5, DK-2300 Copenhagen, Denmark
| | - David M Hougaard
- The Lundbeck Foundation Initiative for Integrative Psychiatric Research, iPSYCH, Denmark; Danish Centre for Neonatal Screening, Department of Congenital Diseases, Statens Serum Institute, Artillerivej 5, DK-2300 Copenhagen, Denmark
| | - Ole A Andreassen
- Norwegian Centre for Mental Disorders Research (NORMENT), Institute of Clinical Medicine, University of Oslo, Kirkeveien 166, 0450 Oslo, Norway
| | - Thomas Werge
- The Lundbeck Foundation Initiative for Integrative Psychiatric Research, iPSYCH, Denmark; Institute of Biological Psychiatry, Mental Health Center St. Hans, Mental Health Services Copenhagen, Boserupvej 2, DK-4000 Roskilde, Denmark; Department of Clinical Medicine, University of Copenhagen, Blegdamsvej 9, DK-2100 Copenhagen, Denmark
| | - Wesley K Thompson
- The Lundbeck Foundation Initiative for Integrative Psychiatric Research, iPSYCH, Denmark; Institute of Biological Psychiatry, Mental Health Center St. Hans, Mental Health Services Copenhagen, Boserupvej 2, DK-4000 Roskilde, Denmark; Norwegian Centre for Mental Disorders Research (NORMENT), Institute of Clinical Medicine, University of Oslo, Kirkeveien 166, 0450 Oslo, Norway; Division of Biostatistics, Department of Family Medicine and Public Health, University of California, San Diego
| | - Søren B Andersen
- Research and Knowledge Center, The Danish Veteran Center, Garnisonen 1, 4100 Ringsted, Denmark
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Tamman AJF, Sippel LM, Han S, Neria Y, Krystal JH, Southwick SM, Gelernter J, Pietrzak RH. Attachment style moderates effects of FKBP5 polymorphisms and childhood abuse on post-traumatic stress symptoms: Results from the National Health and Resilience in Veterans Study. World J Biol Psychiatry 2019; 20:289-300. [PMID: 28891785 DOI: 10.1080/15622975.2017.1376114] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/30/2023]
Abstract
Objectives: To determine the main and interactive effects of four FKBP5 polymorphisms (rs9296158, rs3800373, rs1360780 and rs9470080), childhood abuse and attachment style in predicting severity of PTSD symptoms in two independent, nationally representative samples of US military veterans. Methods: Data were analysed from two independent samples of European-American US military veterans who participated in the National Health and Resilience in Veterans Study (N = 1,585 and 577 respectively). Results: Results revealed that carriage of two FKBP5 minor alleles, childhood abuse and insecure attachment style were associated with greater severity of PTSD symptoms. Gene × environment interactions were also observed, with the interaction of FKBP5 homozygous minor allele carriage and history of childhood abuse associated with greater severity of PTSD symptoms; however, these effects were fully counteracted by secure attachment style. Conclusions: Results of this study build on prior work demonstrating a gene × environment interaction between FKBP5 polymorphisms and childhood abuse in predicting risk for PTSD by suggesting that attachment style may moderate this effect. This study has implications for prevention and treatment efforts designed to promote a secure attachment style in veterans with high-risk FKBP5 genotypes and childhood abuse histories.
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Affiliation(s)
- Amanda J F Tamman
- a Division of Psychology and Language Sciences , University College London , London , UK.,b The PTSD Research and Treatment Program , Columbia University , New York , NY , USA.,c Anxiety Disorders Clinic , New York State Psychiatric Institute , New York , NY , USA.,d Department of Psychiatry , Yale University School of Medicine , New Haven , CT , USA
| | - Lauren M Sippel
- d Department of Psychiatry , Yale University School of Medicine , New Haven , CT , USA.,e Clinical Neurosciences Division , U.S. Department of Veterans Affairs National Center for PTSD, VA Connecticut Healthcare System , West Haven , CT , USA
| | - Shizhong Han
- f Department of Psychiatry , University of Iowa Carver College of Medicine , Iowa City , IA , USA
| | - Yuval Neria
- b The PTSD Research and Treatment Program , Columbia University , New York , NY , USA.,c Anxiety Disorders Clinic , New York State Psychiatric Institute , New York , NY , USA
| | - John H Krystal
- d Department of Psychiatry , Yale University School of Medicine , New Haven , CT , USA.,e Clinical Neurosciences Division , U.S. Department of Veterans Affairs National Center for PTSD, VA Connecticut Healthcare System , West Haven , CT , USA
| | - Steven M Southwick
- d Department of Psychiatry , Yale University School of Medicine , New Haven , CT , USA.,e Clinical Neurosciences Division , U.S. Department of Veterans Affairs National Center for PTSD, VA Connecticut Healthcare System , West Haven , CT , USA
| | - Joel Gelernter
- d Department of Psychiatry , Yale University School of Medicine , New Haven , CT , USA.,e Clinical Neurosciences Division , U.S. Department of Veterans Affairs National Center for PTSD, VA Connecticut Healthcare System , West Haven , CT , USA
| | - Robert H Pietrzak
- d Department of Psychiatry , Yale University School of Medicine , New Haven , CT , USA.,e Clinical Neurosciences Division , U.S. Department of Veterans Affairs National Center for PTSD, VA Connecticut Healthcare System , West Haven , CT , USA
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40
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Radhakrishnan K, Aslan M, Harrington KM, Pietrzak RH, Huang G, Muralidhar S, Cho K, Quaden R, Gagnon D, Pyarajan S, Sun N, Zhao H, Gaziano M, Concato J, Stein MB, Gelernter J. Genomics of posttraumatic stress disorder in veterans: Methods and rationale for Veterans Affairs Cooperative Study #575B. Int J Methods Psychiatr Res 2019; 28:e1767. [PMID: 30767326 PMCID: PMC6877159 DOI: 10.1002/mpr.1767] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/12/2018] [Revised: 09/13/2018] [Accepted: 11/07/2018] [Indexed: 12/31/2022] Open
Abstract
OBJECTIVES Heritability in the risk for developing posttraumatic stress disorder (PTSD) has been established, but most genome-wide association studies (GWASs) of PTSD involve relatively small sample sizes and limited identification of associated genetic loci. This report describes the methodology of a Veterans Affairs (VA) Cooperative Studies Program GWAS of PTSD among combat-exposed U.S. veterans. METHODS Probable cases (with PTSD) and probable controls (without PTSD) were identified from among veterans enrolled in the VA Million Veteran Program (MVP) with an algorithm developed using questionnaire responses and electronic health record information. This algorithm, based on a statistical model, relied on medical chart reviews as a reference standard and was refined using telephone interviews. Subsequently, to evaluate the impact of probabilistic phenotyping on statistical power, the threshold probability for case-control selection was varied in simulations. RESULTS As of September 2018, >695,000 veterans have enrolled in MVP. For current analyses, genotyping data were available for >353,000 participants, including >83,000 combat-exposed veterans. A threshold probability of 0.7 for case and control designation yielded an interim >16,000 cases and >33,000 controls. CONCLUSIONS A formal methodological approach was used to identify cases and controls for subsequent GWAS analyses to identify genetic risk loci for PTSD.
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Affiliation(s)
- Krishnan Radhakrishnan
- Clinical Epidemiology Research Center (CERC)VA Connecticut Healthcare SystemWest HavenConnecticutUSA
- College of MedicineUniversity of KentuckyLexingtonKentuckyUSA
| | - Mihaela Aslan
- Clinical Epidemiology Research Center (CERC)VA Connecticut Healthcare SystemWest HavenConnecticutUSA
- School of MedicineYale UniversityNew HavenConnecticutUSA
| | - Kelly M. Harrington
- Massachusetts Veterans Epidemiology Research and Information Center (MAVERIC)VA Boston Healthcare SystemBostonMassachusettsUSA
- School of MedicineBoston UniversityBostonMassachusettsUSA
| | - Robert H. Pietrzak
- Clinical Epidemiology Research Center (CERC)VA Connecticut Healthcare SystemWest HavenConnecticutUSA
- U.S. Department of Veterans Affairs National Center for Posttraumatic Stress Disorder, Clinical Neurosciences DivisionVA Connecticut Healthcare SystemWest HavenConnecticutUSA
| | - Grant Huang
- Office of Research and DevelopmentVeterans Health AdministrationWashingtonDCUSA
| | - Sumitra Muralidhar
- Office of Research and DevelopmentVeterans Health AdministrationWashingtonDCUSA
| | - Kelly Cho
- Massachusetts Veterans Epidemiology Research and Information Center (MAVERIC)VA Boston Healthcare SystemBostonMassachusettsUSA
| | - Rachel Quaden
- Massachusetts Veterans Epidemiology Research and Information Center (MAVERIC)VA Boston Healthcare SystemBostonMassachusettsUSA
| | - David Gagnon
- Massachusetts Veterans Epidemiology Research and Information Center (MAVERIC)VA Boston Healthcare SystemBostonMassachusettsUSA
- School of Public HealthBoston UniversityBostonMassachusettsUSA
| | - Saiju Pyarajan
- Massachusetts Veterans Epidemiology Research and Information Center (MAVERIC)VA Boston Healthcare SystemBostonMassachusettsUSA
| | - Ning Sun
- Clinical Epidemiology Research Center (CERC)VA Connecticut Healthcare SystemWest HavenConnecticutUSA
- School of MedicineYale UniversityNew HavenConnecticutUSA
| | - Hongyu Zhao
- Clinical Epidemiology Research Center (CERC)VA Connecticut Healthcare SystemWest HavenConnecticutUSA
- School of MedicineYale UniversityNew HavenConnecticutUSA
| | - Michael Gaziano
- Massachusetts Veterans Epidemiology Research and Information Center (MAVERIC)VA Boston Healthcare SystemBostonMassachusettsUSA
- Harvard Medical SchoolHarvard UniversityBostonMassachusettsUSA
| | - John Concato
- Clinical Epidemiology Research Center (CERC)VA Connecticut Healthcare SystemWest HavenConnecticutUSA
- School of MedicineYale UniversityNew HavenConnecticutUSA
| | - Murray B. Stein
- VA San Diego Healthcare SystemSan DiegoCaliforniaUSA
- School of MedicineUniversity of California, San DiegoLa JollaCaliforniaUSA
| | - Joel Gelernter
- School of MedicineYale UniversityNew HavenConnecticutUSA
- Psychiatry ServiceVA Connecticut Healthcare SystemWest HavenConnecticutUSA
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Blacker CJ, Frye MA, Morava E, Kozicz T, Veldic M. A Review of Epigenetics of PTSD in Comorbid Psychiatric Conditions. Genes (Basel) 2019; 10:genes10020140. [PMID: 30781888 PMCID: PMC6410143 DOI: 10.3390/genes10020140] [Citation(s) in RCA: 31] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2018] [Revised: 02/08/2019] [Accepted: 02/11/2019] [Indexed: 12/31/2022] Open
Abstract
Post-traumatic stress disorder (PTSD) is an acquired psychiatric disorder with functionally impairing physiological and psychological symptoms following a traumatic exposure. Genetic, epigenetic, and environmental factors act together to determine both an individual's susceptibility to PTSD and its clinical phenotype. In this literature review, we briefly review the candidate genes that have been implicated in the development and severity of the PTSD phenotype. We discuss the importance of the epigenetic regulation of these candidate genes. We review the general epigenetic mechanisms that are currently understood, with examples of each in the PTSD phenotype. Our focus then turns to studies that have examined PTSD in the context of comorbid psychiatric disorders or associated social and behavioral stressors. We examine the epigenetic variation in cases or models of PTSD with comorbid depressive disorders, anxiety disorders, psychotic disorders, and substance use disorders. We reviewed the literature that has explored epigenetic regulation in PTSD in adverse childhood experiences and suicide phenotypes. Finally, we review some of the information available from studies of the transgenerational transmission of epigenetic variation in maternal cases of PTSD. We discuss areas pertinent for future study to further elucidate the complex interactions between epigenetic modifications and this complex psychiatric disorder.
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Affiliation(s)
- Caren J Blacker
- Department of Psychiatry and Psychology, Mayo Clinic, Rochester, MN 55905, USA.
| | - Mark A Frye
- Department of Psychiatry and Psychology, Mayo Clinic, Rochester, MN 55905, USA.
| | - Eva Morava
- Center for Individualized Medicine, Mayo Clinic, Rochester, MN 55905, USA.
- Clinical Genomics, Mayo Clinic, Rochester, MN 55905, USA.
| | - Tamas Kozicz
- Center for Individualized Medicine, Mayo Clinic, Rochester, MN 55905, USA.
- Clinical Genomics, Mayo Clinic, Rochester, MN 55905, USA.
| | - Marin Veldic
- Department of Psychiatry and Psychology, Mayo Clinic, Rochester, MN 55905, USA.
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Meyer EC, Kotte A, Kimbrel NA, DeBeer BB, Elliott TR, Gulliver SB, Morissette SB. Predictors of lower-than-expected posttraumatic symptom severity in war veterans: The influence of personality, self-reported trait resilience, and psychological flexibility. Behav Res Ther 2019; 113:1-8. [DOI: 10.1016/j.brat.2018.12.005] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/01/2017] [Revised: 11/21/2018] [Accepted: 12/07/2018] [Indexed: 10/27/2022]
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Sheerin CM, Vladimirov V, Williamson V, Bountress K, K Danielson C, Ruggiero K, Amstadter AB. A preliminary investigation of rare variants associated with genetic risk for PTSD in a natural disaster-exposed adolescent sample. Eur J Psychotraumatol 2019; 10:1688935. [PMID: 31839899 PMCID: PMC6896412 DOI: 10.1080/20008198.2019.1688935] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/04/2019] [Revised: 10/21/2019] [Accepted: 10/23/2019] [Indexed: 12/31/2022] Open
Abstract
Background: Posttraumatic stress disorder (PTSD) involves a complex interaction of biological, psychological, and social factors. Numerous studies have demonstrated genetic variation associated with the development of PTSD, primarily in adults. However, the contribution of low frequency and rare genetic variants to PTSD is unknown to date. Moreover, there is limited work on genetic risk for PTSD in child and adolescent populations. Objective: This preliminary study aimed to identify the low frequency and rare genetic variation that contributes to PTSD using an exome array. Method: This post-disaster, adolescent sample (n = 707, 51% females, M age = 14.54) was assessed for PTSD diagnosis and symptom count following tornado exposure. Results: Gene-based models, covarying for ancestry principal components, age, sex, tornado severity, and previous trauma identified variants in four genes associated with diagnosis and 276 genes associated with symptom count (at p adj < .001). Functional class analyses suggested an association with variants in the nonsense class (nonsynonymous variant that results in truncation of, and usually non-functional, protein) with both outcomes. An exploratory gene network pathway analysis showed a great number of significant genes involved in brain and immune function, illustrating the usefulness of downstream examination of gene-based findings that may point to relevant biological processes. Conclusions: While further investigation in larger samples is warranted, findings align with extant PTSD literature that has identified variants associated with biological conditions such as immune function.
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Affiliation(s)
- Christina M Sheerin
- Virginia Institute for Psychiatric and Behavioral Genetics, Department of Psychiatry, Virginia Commonwealth University, Richmond, VA, USA
| | - Vladimir Vladimirov
- Virginia Institute for Psychiatric and Behavioral Genetics, Department of Psychiatry, Virginia Commonwealth University, Richmond, VA, USA
| | - Vernell Williamson
- Molecular Diagnostics Laboratory, Virginia Commonwealth University, Richmond, VA, USA
| | - Kaitlin Bountress
- Virginia Institute for Psychiatric and Behavioral Genetics, Department of Psychiatry, Virginia Commonwealth University, Richmond, VA, USA
| | - Carla K Danielson
- Departments of Nursing and Psychiatry, Medical University of South Carolina, Charleston, SC, USA
| | - Kenneth Ruggiero
- Department of Psychiatry, Medical University of South Carolina, Charleston, SC, USA
| | - Ananda B Amstadter
- Virginia Institute for Psychiatric and Behavioral Genetics, Department of Psychiatry, Virginia Commonwealth University, Richmond, VA, USA
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Nedic Erjavec G, Svob Strac D, Tudor L, Konjevod M, Sagud M, Pivac N. Genetic Markers in Psychiatry. ADVANCES IN EXPERIMENTAL MEDICINE AND BIOLOGY 2019; 1192:53-93. [PMID: 31705490 DOI: 10.1007/978-981-32-9721-0_4] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
Psychiatric disorders such as addiction (substance use and addictive disorders), depression, eating disorders, schizophrenia, and post-traumatic stress disorder (PTSD) are severe, complex, multifactorial mental disorders that carry a high social impact, enormous public health costs, and various comorbidities as well as premature morbidity. Their neurobiological foundation is still not clear. Therefore, it is difficult to uncover new set of genes and possible genetic markers of these disorders since the understanding of the molecular imbalance leading to these disorders is not complete. The integrative approach is needed which will combine genomics and epigenomics; evaluate epigenetic influence on genes and their influence on neuropeptides, neurotransmitters, and hormones; examine gene × gene and gene × environment interplay; and identify abnormalities contributing to development of these disorders. Therefore, novel genetic approaches based on systems biology focused on improvement of the identification of the biological underpinnings might offer genetic markers of addiction, depression, eating disorders, schizophrenia, and PTSD. These markers might be used for early prediction, detection of the risk to develop these disorders, novel subtypes of the diseases and tailored, personalized approach to therapy.
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Affiliation(s)
- Gordana Nedic Erjavec
- Division of Molecular Medicine, Rudjer Boskovic Institute, Bijenicka 54, HR-10000, Zagreb, Croatia
| | - Dubravka Svob Strac
- Division of Molecular Medicine, Rudjer Boskovic Institute, Bijenicka 54, HR-10000, Zagreb, Croatia
| | - Lucija Tudor
- Division of Molecular Medicine, Rudjer Boskovic Institute, Bijenicka 54, HR-10000, Zagreb, Croatia
| | - Marcela Konjevod
- Division of Molecular Medicine, Rudjer Boskovic Institute, Bijenicka 54, HR-10000, Zagreb, Croatia
| | - Marina Sagud
- School of Medicine, University of Zagreb, Salata 2, HR-10000, Zagreb, Croatia
- Department of Psychiatry, University Hospital Centre Zagreb, Kispaticeva 12, HR-10000, Zagreb, Croatia
| | - Nela Pivac
- Division of Molecular Medicine, Rudjer Boskovic Institute, Bijenicka 54, HR-10000, Zagreb, Croatia.
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45
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Mehta D, Czamara D. GWAS of Behavioral Traits. Curr Top Behav Neurosci 2019; 42:1-34. [PMID: 31407241 DOI: 10.1007/7854_2019_105] [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: 06/10/2023]
Abstract
Over the past decade, genome-wide association studies (GWAS) have evolved into a powerful tool to investigate genetic risk factors for human diseases via a hypothesis-free scan of the genome. The success of GWAS for psychiatric disorders and behavioral traits have been somewhat mixed, partly owing to the complexity and heterogeneity of these traits. Significant progress has been made in the last few years in the development and implementation of complex statistical methods and algorithms incorporating GWAS. Such advanced statistical methods applied to GWAS hits in combination with incorporation of different layers of genomics data have catapulted the search for novel genes for behavioral traits and improved our understanding of the complex polygenic architecture of these traits.This chapter will give a brief overview on GWAS and statistical methods currently used in GWAS. The chapter will focus on reviewing the current literature and highlight some of the most important GWAS on psychiatric and other behavioral traits and will conclude with a discussion on future directions.
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Affiliation(s)
- Divya Mehta
- School of Psychology and Counselling, Faculty of Health, Institute of Health and Biomedical Innovation, Queensland University of Technology, Kelvin Grove, QLD, Australia.
| | - Darina Czamara
- Department of Translational Psychiatry, Max Planck Institute of Psychiatry, Munich, Germany
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Wilker S, Schneider A, Conrad D, Pfeiffer A, Boeck C, Lingenfelder B, Freytag V, Vukojevic V, Vogler C, Milnik A, Papassotiropoulos A, J.-F. de Quervain D, Elbert T, Kolassa S, Kolassa IT. Genetic variation is associated with PTSD risk and aversive memory: Evidence from two trauma-Exposed African samples and one healthy European sample. Transl Psychiatry 2018; 8:251. [PMID: 30467376 PMCID: PMC6250662 DOI: 10.1038/s41398-018-0297-1] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/20/2017] [Revised: 09/26/2018] [Accepted: 10/18/2018] [Indexed: 11/11/2022] Open
Abstract
The probability to develop posttraumatic stress disorder (PTSD), characterized by vivid, intrusive emotional memories of the encountered traumatic events, depends - among other factors - on the number of previous traumatic experiences (traumatic load) and individual genetic vulnerability. So far, our knowledge regarding the biological underpinnings of PTSD is relatively sparse. Genome-wide association studies (GWAS) followed by independent replication might help to discover novel, so far unknown biological mechanisms associated with the development of traumatic memories. Here, a GWAS was conducted in N = 924 Northern Ugandan rebel war survivors and identified seven suggestively significant single nucleotide polymorphisms (SNPs; p ≤ 1 × 10-5) for lifetime PTSD risk. Of these seven SNPs, the association of rs3852144 on chromosome 5 was replicated in an independent sample of Rwandan genocide survivors (N = 370, p < .01). While PTSD risk increased with accumulating traumatic experiences, the vulnerability was reduced in carriers of the minor G-allele in an additive manner. Correspondingly, memory for aversive pictures decreased with higher number of the minor G-allele in a sample of N = 2698 healthy Swiss individuals. Finally, investigations on N = 90 PTSD patients treated with Narrative Exposure Therapy indicated an additive effect of genotype on PTSD symptom change from pre-treatment to four months after treatment, but not between pre-treatment and the 10-months follow-up. In conclusion, emotional memory formation seems to decline with increasing number of rs3852144 G-alleles, rendering individuals more resilient to PTSD development. However, the impact on therapy outcome remains preliminary and further research is needed to determine how this intronic marker may affect memory processes in detail.
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Affiliation(s)
- Sarah Wilker
- Clinical & Biological Psychology, Ulm University, Ulm, Germany.
| | - Anna Schneider
- Clinical & Biological Psychology, Ulm University, Ulm, Germany.
| | - Daniela Conrad
- Clinical & Biological Psychology, Ulm University, Ulm, Germany. .,Clinical Psychology and Neuropsychology, University of Konstanz, Konstanz, Germany.
| | - Anett Pfeiffer
- 0000 0001 0658 7699grid.9811.1Clinical Psychology and Neuropsychology, University of Konstanz, Konstanz, Germany
| | - Christina Boeck
- 0000 0004 1936 9748grid.6582.9Clinical & Biological Psychology, Ulm University, Ulm, Germany
| | - Birke Lingenfelder
- 0000 0001 0658 7699grid.9811.1Clinical Psychology and Neuropsychology, University of Konstanz, Konstanz, Germany
| | - Virginie Freytag
- 0000 0004 1937 0642grid.6612.3Division of Molecular Neuroscience, University of Basel, Basel, Switzerland ,0000 0004 1937 0642grid.6612.3Transfaculty Research Platform Molecular and Cognitive Neurosciences, University of Basel, Basel, Switzerland
| | - Vanja Vukojevic
- 0000 0004 1937 0642grid.6612.3Division of Molecular Neuroscience, University of Basel, Basel, Switzerland ,0000 0004 1937 0642grid.6612.3Transfaculty Research Platform Molecular and Cognitive Neurosciences, University of Basel, Basel, Switzerland ,0000 0004 1937 0642grid.6612.3Department Biozentrum, Life Sciences Training Facility, University of Basel, Basel, Switzerland ,0000 0004 1937 0642grid.6612.3Psychiatric University Clinics, University of Basel, Basel, Switzerland
| | - Christian Vogler
- 0000 0004 1937 0642grid.6612.3Division of Molecular Neuroscience, University of Basel, Basel, Switzerland ,0000 0004 1937 0642grid.6612.3Transfaculty Research Platform Molecular and Cognitive Neurosciences, University of Basel, Basel, Switzerland ,0000 0004 1937 0642grid.6612.3Psychiatric University Clinics, University of Basel, Basel, Switzerland
| | - Annette Milnik
- 0000 0004 1937 0642grid.6612.3Division of Molecular Neuroscience, University of Basel, Basel, Switzerland ,0000 0004 1937 0642grid.6612.3Transfaculty Research Platform Molecular and Cognitive Neurosciences, University of Basel, Basel, Switzerland ,0000 0004 1937 0642grid.6612.3Psychiatric University Clinics, University of Basel, Basel, Switzerland
| | - Andreas Papassotiropoulos
- 0000 0004 1937 0642grid.6612.3Division of Molecular Neuroscience, University of Basel, Basel, Switzerland ,0000 0004 1937 0642grid.6612.3Transfaculty Research Platform Molecular and Cognitive Neurosciences, University of Basel, Basel, Switzerland ,0000 0004 1937 0642grid.6612.3Department Biozentrum, Life Sciences Training Facility, University of Basel, Basel, Switzerland ,0000 0004 1937 0642grid.6612.3Psychiatric University Clinics, University of Basel, Basel, Switzerland
| | - Dominique J.-F. de Quervain
- 0000 0004 1937 0642grid.6612.3Transfaculty Research Platform Molecular and Cognitive Neurosciences, University of Basel, Basel, Switzerland ,0000 0004 1937 0642grid.6612.3Psychiatric University Clinics, University of Basel, Basel, Switzerland ,0000 0004 1937 0642grid.6612.3Division of Cognitive Neuroscience, University of Basel, Basel, Switzerland
| | - Thomas Elbert
- 0000 0001 0658 7699grid.9811.1Clinical Psychology and Neuropsychology, University of Konstanz, Konstanz, Germany
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Abstract
PURPOSE OF REVIEW The purpose of this review is to contextualize findings from the first 25 years of PTSD genetics research, focusing on the most robust findings and interpreting results in light of principles that have emerged from modern genetics studies. RECENT FINDINGS Genome-wide association studies (GWAS) encompassing tens of thousands of participants enabled the first molecular genetic heritability and genetic correlation estimates for PTSD in 2017. In 2018, highly promising loci for PTSD were reported, including variants in and near the CAMKV, KANSL1, and TCF4 genes. Twin studies from 25 years ago established that PTSD is genetically influenced and foreshadowed the molecular genetic findings of today. Discoveries that were impossible with smaller studies have been achieved via collaborative/team-science efforts. Most promisingly, individual genomic loci offer entirely novel clues about PTSD etiology, providing the raw material for transformative discoveries, and the future of PTSD research is bright.
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Affiliation(s)
- Laramie E Duncan
- Department of Psychiatry and Behavioral Sciences, Stanford University, 401 Quarry Road, Room 3320, Stanford, CA, 94305, USA.
| | | | - Hanyang Shen
- Department of Psychiatry and Behavioral Sciences, Stanford University, 401 Quarry Road, Room 3320, Stanford, CA, 94305, USA
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Anderson JS, Shade J, DiBlasi E, Shabalin AA, Docherty AR. Polygenic risk scoring and prediction of mental health outcomes. Curr Opin Psychol 2018; 27:77-81. [PMID: 30339992 DOI: 10.1016/j.copsyc.2018.09.002] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2018] [Revised: 09/06/2018] [Accepted: 09/14/2018] [Indexed: 02/08/2023]
Abstract
Psychiatric conditions are highly polygenic, meaning that genetic risk arises from many hundreds or thousands of genetic variants. Psychiatric genomics and psychological science are increasingly using polygenic risk scoring-the integration of all common genetic variant effects into a single risk metric-to model latent risk and to predict mental health outcomes. This review discusses the use of these scores in psychology and psychiatry to date, important methodological considerations, and potential of scoring methods for informing psychological science. Polygenic risk scores can easily be added to environmental and behavioral genetic models of latent risk, making them desirable metrics for use in psychological research.
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Affiliation(s)
- John S Anderson
- Department of Psychiatry, University of Utah School of Medicine, 201 President's Circle, Salt Lake City, UT 8412, USA
| | - Jess Shade
- Department of Psychiatry, University of Utah School of Medicine, 201 President's Circle, Salt Lake City, UT 8412, USA
| | - Emily DiBlasi
- Department of Psychiatry, University of Utah School of Medicine, 201 President's Circle, Salt Lake City, UT 8412, USA
| | - Andrey A Shabalin
- Department of Psychiatry, University of Utah School of Medicine, 201 President's Circle, Salt Lake City, UT 8412, USA; Virginia Institute for Psychiatric & Behavioral Genetics, Virginia Commonwealth University School of Medicine, 800 E. Leigh St., Biotech One Suite 100, Richmond, VA 23219, USA
| | - Anna R Docherty
- Department of Psychiatry, University of Utah School of Medicine, 201 President's Circle, Salt Lake City, UT 8412, USA; Virginia Institute for Psychiatric & Behavioral Genetics, Virginia Commonwealth University School of Medicine, 800 E. Leigh St., Biotech One Suite 100, Richmond, VA 23219, USA.
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Fenster RJ, Lebois LAM, Ressler KJ, Suh J. Brain circuit dysfunction in post-traumatic stress disorder: from mouse to man. Nat Rev Neurosci 2018; 19:535-551. [PMID: 30054570 PMCID: PMC6148363 DOI: 10.1038/s41583-018-0039-7] [Citation(s) in RCA: 266] [Impact Index Per Article: 38.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/07/2023]
Abstract
Post-traumatic stress disorder (PTSD) is a prevalent, debilitating and sometimes deadly consequence of exposure to severe psychological trauma. Although effective treatments exist for some individuals, they are limited. New approaches to intervention, treatment and prevention are therefore much needed. In the past few years, the field has rapidly developed a greater understanding of the dysfunctional brain circuits underlying PTSD, a shift in understanding that has been made possible by technological revolutions that have allowed the observation and perturbation of the macrocircuits and microcircuits thought to underlie PTSD-related symptoms. These advances have allowed us to gain a more translational knowledge of PTSD, have provided further insights into the mechanisms of risk and resilience and offer promising avenues for therapeutic discovery.
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Affiliation(s)
- Robert J Fenster
- Division of Depression and Anxiety Disorders, McLean Hospital Department of Psychiatry, Harvard Medical School, Belmont, MA, USA
| | - Lauren A M Lebois
- Division of Depression and Anxiety Disorders, McLean Hospital Department of Psychiatry, Harvard Medical School, Belmont, MA, USA
| | - Kerry J Ressler
- Division of Depression and Anxiety Disorders, McLean Hospital Department of Psychiatry, Harvard Medical School, Belmont, MA, USA.
| | - Junghyup Suh
- Division of Depression and Anxiety Disorders, McLean Hospital Department of Psychiatry, Harvard Medical School, Belmont, MA, USA.
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50
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Flanagan JC, Hand A, Jarnecke AM, Moran-Santa Maria MM, Brady KT, Joseph JE. Effects of oxytocin on working memory and executive control system connectivity in posttraumatic stress disorder. Exp Clin Psychopharmacol 2018; 26:391-402. [PMID: 30070567 PMCID: PMC6075739 DOI: 10.1037/pha0000197] [Citation(s) in RCA: 28] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/04/2023]
Abstract
Posttraumatic stress disorder (PTSD) is a chronic, debilitating condition for which effective medications are scant and little is known about neural correlates of risk versus resilience. Oxytocin is a hypothalamic neuropeptide that has demonstrated promise in modulating neurobiological and behavioral correlates of PTSD. Cognitive deficits in areas such as working memory and executive control are highly prevalent among individuals with PTSD and oxytocin might modulate these impairments in individuals with PTSD. Using a double-blind, placebo-controlled design, this study employed functional MRI (fMRI) and the n-back working memory task to examine the effects of oxytocin (24 IU) versus placebo on working memory and dorsolateral prefrontal cortex (DLPFC) connectivity among individuals with PTSD (n = 16) as compared with a trauma-exposed control group (n = 18). Results indicate that individuals with PTSD on oxytocin performed better in the 2-back condition of the n-back task compared with individuals with PTSD on placebo. Results also indicate that connectivity between DLPFC and anterior cingulate increased in the 2-back condition among individuals with PTSD on oxytocin as compared with placebo. These findings provide preliminary evidence of an effect of oxytocin on working memory among individuals with PTSD and insights into the neurobiological mechanisms underlying this association. Future studies are necessary to understand the mechanisms responsible for working memory deficits in PTSD and to examine the potential of oxytocin for use as a treatment for PTSD. (PsycINFO Database Record
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Affiliation(s)
- Julianne C. Flanagan
- Department of Psychiatry & Behavioral Sciences, Medical University of South Carolina, Charleston, SC
| | - Anne Hand
- Department of Neuroscience, Medical University of South Carolina, Charleston, SC
| | - Amber M. Jarnecke
- Department of Psychiatry & Behavioral Sciences, Medical University of South Carolina, Charleston, SC
| | | | - Kathleen T. Brady
- Department of Psychiatry & Behavioral Sciences, Medical University of South Carolina, Charleston, SC
- Ralph H. Johnson VAMC, Charleston, SC
| | - Jane E. Joseph
- Department of Neuroscience, Medical University of South Carolina, Charleston, SC
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