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Fu Y, Xue L, Niu M, Gao Y, Huang Y, Zhang H, Tian M, Zhuo C. Sex-dependent nonlinear Granger connectivity patterns of brain aging in healthy population. Prog Neuropsychopharmacol Biol Psychiatry 2024; 135:111088. [PMID: 39033955 DOI: 10.1016/j.pnpbp.2024.111088] [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: 01/13/2024] [Revised: 06/27/2024] [Accepted: 07/10/2024] [Indexed: 07/23/2024]
Abstract
BACKGROUND Brain aging is a complex process that involves functional alterations in multiple subnetworks and brain regions. However, most previous studies investigating aging-related functional connectivity (FC) changes using resting-state functional magnetic resonance images (rs-fMRIs) have primarily focused on the linear correlation between brain subnetworks, ignoring the nonlinear casual properties of fMRI signals. METHODS We introduced the neural Granger causality technique to investigate the sex-dependent nonlinear Granger connectivity (NGC) during aging on a publicly available dataset of 227 healthy participants acquired cross-sectionally in Leipzig, Germany. RESULTS Our findings indicate that brain aging may cause widespread declines in NGC at both regional and subnetwork scales. These findings exhibit high reproducibility across different network sparsities, demonstrating the efficacy of static and dynamic analysis strategies. Females exhibit greater heterogeneity and reduced stability in NGC compared to males during aging, especially the NGC between the visual network and other subnetworks. Besides, NGC strengths can well reflect the individual cognitive function, which may therefore work as a sensitive metric in cognition-related experiments for individual-scale or group-scale mechanism understanding. CONCLUSION These findings indicate that NGC analysis is a potent tool for identifying sex-dependent brain aging patterns. Our results offer valuable perspectives that could substantially enhance the understanding of sex differences in neurological diseases in the future, especially in degenerative disorders.
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Affiliation(s)
- Yu Fu
- Lanzhou University, Lanzhou, China; Zhejiang University, Hangzhou, China
| | - Le Xue
- Huashan Hospital and Human Phenome Institute, Fudan University, Shanghai, China
| | - Meng Niu
- Lanzhou University, Lanzhou, China; Department of Radiology, The First Hospital of Lanzhou University, Lanzhou, China
| | | | | | - Hong Zhang
- Department of Nuclear Medicine and Medical PET Center, The Second Hospital of Zhejiang University School of Medicine, Hangzhou, China.
| | - Mei Tian
- Huashan Hospital and Human Phenome Institute, Fudan University, Shanghai, China.
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2
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de Souza ID, G S Fernandes V, Vitor F Cavalcante J, Carolina M F Coelho A, A A Morais D, Cabral-Marques O, A B Pasquali M, J S Dalmolin R. Sex-specific gene expression differences in the prefrontal cortex of major depressive disorder individuals. Neuroscience 2024; 559:272-282. [PMID: 39265803 DOI: 10.1016/j.neuroscience.2024.09.012] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2024] [Revised: 08/16/2024] [Accepted: 09/05/2024] [Indexed: 09/14/2024]
Abstract
Major depressive disorder (MDD) is a leading global cause of disability, being more prevalent in females, possibly due to molecular and neuronal pathway differences between females and males. However, the connection between transcriptional changes and MDD remains unclear. We identified transcriptionally altered genes (TAGs) in MDD through gene and transcript expression analyses, focusing on sex-specific differences. Analyzing 263 brain samples from both sexes, we conducted differential gene expression, differential transcript expression, and differential transcript usage analyses, revealing 1169 unique TAGs, primarily in the prefrontal areas, with nearly half exhibiting transcript-level alterations. Females showed notable RNA splicing and export process disruptions in the orbitofrontal cortex, alongside altered DDX39B gene expression in five of the six brain regions in both sexes. Our findings suggest that disruptions in RNA processing pathways may play a vital role in MDD.
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Affiliation(s)
- Iara D de Souza
- Bioinformatics Multidisciplinary Environment, Federal University of Rio Grande do Norte Brazil.
| | - Vítor G S Fernandes
- Bioinformatics Multidisciplinary Environment, Federal University of Rio Grande do Norte Brazil
| | - João Vitor F Cavalcante
- Bioinformatics Multidisciplinary Environment, Federal University of Rio Grande do Norte Brazil
| | - Ana Carolina M F Coelho
- Department of Community Medicine, The Arctic University of Tromsø Norway; Department of Immunology, Institute of Biomedical Sciences, University of São Paulo Brazil
| | - Diego A A Morais
- Bioinformatics Multidisciplinary Environment, Federal University of Rio Grande do Norte Brazil
| | - Otavio Cabral-Marques
- Department of Immunology, Institute of Biomedical Sciences, University of São Paulo Brazil; DO'R Institute for Research, São Paulo, Brazil
| | | | - Rodrigo J S Dalmolin
- Bioinformatics Multidisciplinary Environment, Federal University of Rio Grande do Norte Brazil; Department of Biochemistry, Federal University of Rio Grande do Norte Brazil.
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3
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Rayan NA, Aow J, Lim MGL, Arcego DM, Ryan R, Nourbakhsh N, de Lima RMS, Craig K, Zhang TY, Goh YT, Sun AX, Tompkins T, Bronner S, Binda S, Diorio J, Parent C, Meaney MJ, Prabhakar S. Shared and unique transcriptomic signatures of antidepressant and probiotics action in the mammalian brain. Mol Psychiatry 2024; 29:3653-3668. [PMID: 38844534 DOI: 10.1038/s41380-024-02619-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/03/2023] [Revised: 05/13/2024] [Accepted: 05/16/2024] [Indexed: 11/08/2024]
Abstract
Understanding the shared and divergent mechanisms across antidepressant (AD) classes and probiotics is critical for improving treatment for mood disorders. Here we examine the transcriptomic effects of bupropion (NDRI), desipramine (SNRI), fluoxetine (SSRI) and a probiotic formulation (Lacidofil®) on 10 regions across the mammalian brain. These treatments massively alter gene expression (on average, 2211 differentially expressed genes (DEGs) per region-treatment combination), highlighting the biological complexity of AD and probiotic action. Intersection of DEG sets against neuropsychiatric GWAS loci, sex-specific transcriptomic portraits of major depressive disorder (MDD), and mouse models of stress and depression reveals significant similarities and differences across treatments. Interestingly, molecular responses in the infralimbic cortex, basolateral amygdala and locus coeruleus are region-specific and highly similar across treatments, whilst responses in the Raphe, medial preoptic area, cingulate cortex, prelimbic cortex and ventral dentate gyrus are predominantly treatment-specific. Mechanistically, ADs concordantly downregulate immune pathways in the amygdala and ventral dentate gyrus. In contrast, protein synthesis, metabolism and synaptic signaling pathways are axes of variability among treatments. We use spatial transcriptomics to further delineate layer-specific molecular pathways and DEGs within the prefrontal cortex. Our study reveals complex AD and probiotics action on the mammalian brain and identifies treatment-specific cellular processes and gene targets associated with mood disorders.
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Affiliation(s)
- Nirmala Arul Rayan
- Genome Institute of Singapore, Agency for Science Technology and Research (A*STAR), Singapore, 138672, Singapore
| | - Jonathan Aow
- Genome Institute of Singapore, Agency for Science Technology and Research (A*STAR), Singapore, 138672, Singapore
- NUS Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Michelle Gek Liang Lim
- Genome Institute of Singapore, Agency for Science Technology and Research (A*STAR), Singapore, 138672, Singapore
| | - Danusa Mar Arcego
- Douglas Mental Health University Institute, Department of Psychiatry, McGill University, Montréal, QC, H4H 1R3, Canada
| | - Richard Ryan
- Douglas Mental Health University Institute, Department of Psychiatry, McGill University, Montréal, QC, H4H 1R3, Canada
| | - Nooshin Nourbakhsh
- Genome Institute of Singapore, Agency for Science Technology and Research (A*STAR), Singapore, 138672, Singapore
| | | | - Kelly Craig
- Douglas Mental Health University Institute, Department of Psychiatry, McGill University, Montréal, QC, H4H 1R3, Canada
| | - Tie Yuan Zhang
- Douglas Mental Health University Institute, Department of Psychiatry, McGill University, Montréal, QC, H4H 1R3, Canada
| | - Yeek Teck Goh
- Genome Institute of Singapore, Agency for Science Technology and Research (A*STAR), Singapore, 138672, Singapore
| | - Alfred Xuyang Sun
- Duke-NUS Graduate Medical School, Signature Research Program in Neuroscience and Behavioural Disorders, 8 College Road, Singapore, 169857, Singapore
| | - Thomas Tompkins
- Lallemand Bio-Ingredients, 1620 Rue Prefontaine, Montréal, QC, H1W 2N8, Canada
| | - Stéphane Bronner
- Lallemand Health Solutions, Rosell Institute for Microbiome and Probiotics, 6100 Avenue Royalmount, Montréal, QC, H4P 2R2, Canada
| | - Sylvie Binda
- Lallemand Health Solutions, Rosell Institute for Microbiome and Probiotics, 6100 Avenue Royalmount, Montréal, QC, H4P 2R2, Canada
| | - Josie Diorio
- Douglas Mental Health University Institute, Department of Psychiatry, McGill University, Montréal, QC, H4H 1R3, Canada
| | - Carine Parent
- Douglas Mental Health University Institute, Department of Psychiatry, McGill University, Montréal, QC, H4H 1R3, Canada
| | - Michael J Meaney
- NUS Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore.
- Douglas Mental Health University Institute, Department of Psychiatry, McGill University, Montréal, QC, H4H 1R3, Canada.
- Singapore Institute for Clinical Sciences, A*STAR, Singapore, 117609, Singapore.
- Brain-Body Initiative, Institute for Cell & Molecular Biology, A*STAR, Singapore, Singapore.
| | - Shyam Prabhakar
- Genome Institute of Singapore, Agency for Science Technology and Research (A*STAR), Singapore, 138672, Singapore.
- Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore, 308232, Singapore.
- Cancer Science Institute of Singapore, National University of Singapore, Singapore, 117599, Singapore.
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4
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Hicks EM, Seah C, Deans M, Lee S, Johnston KJA, Cote A, Ciarcia J, Chakka A, Collier L, Holtzheimer PE, Young KA, Krystal JH, Brennand KJ, Nestler EJ, Girgenti MJ, Huckins LM. Decoding the transcriptomic signatures of psychological trauma in human cortex and amygdala. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.10.23.619681. [PMID: 39484441 PMCID: PMC11526900 DOI: 10.1101/2024.10.23.619681] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 11/03/2024]
Abstract
Psychological trauma has profound effects on brain function and precipitates psychiatric disorders in vulnerable individuals, however, the molecular mechanisms linking trauma with psychiatric risk remain incompletely understood. Using RNA-seq data postmortem brain tissue of a cohort of 304 donors (N=136 with trauma exposure), we investigated transcriptional signatures of trauma exposures in two cortical regions (dorsolateral prefrontal cortex, and dorsal anterior cingulate cortex) and two amygdala regions (medial amygdala and basolateral amygdala) associated with stress processing and regulation. We focused on dissecting heterogeneity of traumatic experiences in these transcriptional signatures by investigating exposure to several trauma types (childhood, adulthood, complex, single acute, combat, and interpersonal traumas) and interactions with sex. Overall, amygdala regions were more vulnerable to childhood traumas, whereas cortical regions were more vulnerable to adulthood trauma (regardless of childhood experience). Using cell-type-specific expression imputation, we identified a strong transcriptional response of medial amygdala excitatory neurons to childhood trauma, which coincided with dysregulation observed in a human induced pluripotent stem cell (hiPSC)-derived glutamatergic neurons exposed to hydrocortisone. We resolved multiscale coexpression networks for each brain region and identified modules enriched in trauma signatures and whose connectivity was altered with trauma. Trauma-associated coexpression modules provide insight into coordinated functional dysregulation with different traumas and point to potential gene targets for further dissection. Together, these data provide a characterization of the long-lasting human encoding of traumatic experiences in corticolimbic regions of human brain.
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Affiliation(s)
- Emily M Hicks
- Department of Psychiatry, Yale University School of Medicine, 34 Park Street, New Haven, CT 06520, USA
- Pamela Sklar Division of Psychiatric Genomics, Departments of Psychiatry and of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, New York, 10029 USA
- Nash Family Department of Neuroscience and Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY 10029
| | - Carina Seah
- Department of Psychiatry, Yale University School of Medicine, 34 Park Street, New Haven, CT 06520, USA
- Pamela Sklar Division of Psychiatric Genomics, Departments of Psychiatry and of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, New York, 10029 USA
| | - Michael Deans
- Department of Psychiatry, Yale University School of Medicine, 34 Park Street, New Haven, CT 06520, USA
| | - Seoyeon Lee
- Department of Psychiatry, Yale University School of Medicine, 34 Park Street, New Haven, CT 06520, USA
| | - Keira J A Johnston
- Department of Psychiatry, Yale University School of Medicine, 34 Park Street, New Haven, CT 06520, USA
| | - Alanna Cote
- Department of Psychiatry, Yale University School of Medicine, 34 Park Street, New Haven, CT 06520, USA
| | - Julia Ciarcia
- Department of Psychiatry, Yale University School of Medicine, 34 Park Street, New Haven, CT 06520, USA
| | - Akash Chakka
- Department of Psychiatry, Yale University School of Medicine, 34 Park Street, New Haven, CT 06520, USA
| | - Lily Collier
- Department of Psychiatry, Yale University School of Medicine, 34 Park Street, New Haven, CT 06520, USA
- Department of Biological Sciences, Columbia University, New York City, NY
| | - Paul E Holtzheimer
- National Center for PTSD, U.S. Department of Veterans Affairs
- Department of Psychiatry, Geisel School of Medicine at Dartmouth, Lebanon, NH 03756, USA
| | - Keith A Young
- Central Texas Veterans Health Care System, Research Service, Temple, Texas, 76504 USA
- Texas A&M University College of Medicine, Department of Psychiatry and Behavioral Sciences, Bryan, Texas, 77807 USA
| | - John H Krystal
- Department of Psychiatry, Yale University School of Medicine, 34 Park Street, New Haven, CT 06520, USA
- National Center for PTSD, U.S. Department of Veterans Affairs
| | - Kristen J Brennand
- Department of Psychiatry, Yale University School of Medicine, 34 Park Street, New Haven, CT 06520, USA
| | - Eric J Nestler
- Nash Family Department of Neuroscience and Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY 10029
| | - Matthew J Girgenti
- Department of Psychiatry, Yale University School of Medicine, 34 Park Street, New Haven, CT 06520, USA
- National Center for PTSD, U.S. Department of Veterans Affairs
| | - Laura M Huckins
- Department of Psychiatry, Yale University School of Medicine, 34 Park Street, New Haven, CT 06520, USA
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5
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Liu JJ, Borsari B, Li Y, Liu S, Gao Y, Xin X, Lou S, Jensen M, Garrido-Martin D, Verplaetse T, Ash G, Zhang J, Girgenti MJ, Roberts W, Gerstein M. Digital phenotyping from wearables using AI characterizes psychiatric disorders and identifies genetic associations. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2024:2024.09.23.24314219. [PMID: 39399036 PMCID: PMC11469395 DOI: 10.1101/2024.09.23.24314219] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 10/15/2024]
Abstract
Psychiatric disorders are complex and influenced by both genetic and environmental factors. However, studying the full spectrum of these disorders is hindered by practical limitations on measuring human behavior. This highlights the need for novel technologies that can measure behavioral changes at an intermediate level between diagnosis and genotype. Wearable devices are a promising tool in precision medicine, since they can record physiological measurements over time in response to environmental stimuli and do so at low cost and minimal invasiveness. Here we analyzed wearable and genetic data from a cohort of the Adolescent Brain Cognitive Development study. We generated >250 wearable-derived features and used them as intermediate phenotypes in an interpretable AI modeling framework to assign risk scores and classify adolescents with psychiatric disorders. Our model identifies key physiological processes and leverages their temporal patterns to achieve a higher performance than has been previously possible. To investigate how these physiological processes relate to the underlying genetic architecture of psychiatric disorders, we also utilized these intermediate phenotypes in univariate and multivariate GWAS. We identified a total of 29 significant genetic loci and 52 psychiatric-associated genes, including ELFN1 and ADORA3. These results show that wearable-derived continuous features enable a more precise representation of psychiatric disorders and exhibit greater detection power compared to categorical diagnostic labels. In summary, we demonstrate how consumer wearable technology can facilitate dimensional approaches in precision psychiatry and uncover etiological linkages between behavior and genetics.
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6
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Núñez-Ríos DL, Nagamatsu ST, Martínez-Magaña JJ, Hurd Y, Rompala G, Krystal JH, Montalvo-Ortiz JL. Mapping the epigenomic landscape of post-traumatic stress disorder in human cortical neurons. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2024:2024.10.11.24315258. [PMID: 39484232 PMCID: PMC11527063 DOI: 10.1101/2024.10.11.24315258] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 11/03/2024]
Abstract
The study conducted a comprehensive genome-wide analysis of differential 5mC and 5hmC modifications at both CpG and non-CpG sites in postmortem orbitofrontal neurons from 25 PTSD cases and 13 healthy controls. It was observed that PTSD patients exhibit a greater number of differential 5hmC sites compared to 5mC sites. Specifically, individuals with PTSD tend to show hyper-5mC/5hmC at CpG sites, particularly within CpG islands and promoter regions, and hypo-5mC/5hmC at non-CpG sites, especially within intragenic regions. Functional enrichment analysis indicated distinct yet interconnected roles for 5mC and 5hmC in PTSD. The 5mC marks primarily regulate cell-cell adhesion processes, whereas 5hmC marks are involved in embryonic morphogenesis and cell fate commitment. By integrating published PTSD findings from central and peripheral tissues through multi-omics approaches, several biological mechanisms were prioritized, including developmental processes, HPA axis regulation, and immune responses. Based on the consistent enrichment in developmental processes, we hypothesize that if epigenetic changes occur during early developmental stages, they may increase the risk of developing PTSD following trauma exposure. Conversely, if these epigenetic changes occur in adulthood, they may influence neuronal apoptosis and survival mechanisms.
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Affiliation(s)
- Diana L. Núñez-Ríos
- Department of Psychiatry, Yale University School of Medicine, New Haven, CT, USA
- National Center of Post-Traumatic Stress Disorder, VA CT Healthcare System, West Haven, CT, USA
| | - Sheila T. Nagamatsu
- Department of Psychiatry, Yale University School of Medicine, New Haven, CT, USA
- National Center of Post-Traumatic Stress Disorder, VA CT Healthcare System, West Haven, CT, USA
| | - Jose Jaime Martínez-Magaña
- Department of Psychiatry, Yale University School of Medicine, New Haven, CT, USA
- National Center of Post-Traumatic Stress Disorder, VA CT Healthcare System, West Haven, CT, USA
| | - Yasmin Hurd
- Icahn School of Medicine at Mount Sinai, New York City, NY, USA
| | - Gregory Rompala
- Icahn School of Medicine at Mount Sinai, New York City, NY, USA
| | - John H. Krystal
- Department of Psychiatry, Yale University School of Medicine, New Haven, CT, USA
- National Center of Post-Traumatic Stress Disorder, VA CT Healthcare System, West Haven, CT, USA
| | | | - Janitza L. Montalvo-Ortiz
- Department of Psychiatry, Yale University School of Medicine, New Haven, CT, USA
- National Center of Post-Traumatic Stress Disorder, VA CT Healthcare System, West Haven, CT, USA
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7
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Zillich E, Belschner H, Avetyan D, Andrade-Brito D, Martínez-Magaña JJ, Frank J, Mechawar N, Turecki G, Cabana-Domínguez J, Fernàndez-Castillo N, Cormand B, Montalvo-Ortiz JL, Nöthen MM, Hansson AC, Rietschel M, Spanagel R, Witt SH, Zillich L. Multi-omics profiling of DNA methylation and gene expression alterations in human cocaine use disorder. Transl Psychiatry 2024; 14:428. [PMID: 39384764 PMCID: PMC11464785 DOI: 10.1038/s41398-024-03139-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/03/2024] [Revised: 09/20/2024] [Accepted: 09/26/2024] [Indexed: 10/11/2024] Open
Abstract
Structural and functional changes of the brain are assumed to contribute to excessive cocaine intake, craving, and relapse in cocaine use disorder (CUD). Epigenetic and transcriptional changes were hypothesized as a molecular basis for CUD-associated brain alterations. Here we performed a multi-omics study of CUD by integrating epigenome-wide methylomic (N = 42) and transcriptomic (N = 25) data from the same individuals using postmortem brain tissue of Brodmann Area 9 (BA9). Of the N = 1 057 differentially expressed genes (p < 0.05), one gene, ZFAND2A, was significantly upregulated in CUD at transcriptome-wide significance (q < 0.05). Differential alternative splicing (AS) analysis revealed N = 98 alternatively spliced transcripts enriched in axon and dendrite extension pathways. Strong convergent overlap in CUD-associated expression deregulation was found between our BA9 cohort and independent replication datasets. Epigenomic, transcriptomic, and AS changes in BA9 converged at two genes, ZBTB4 and INPP5E. In pathway analyses, synaptic signaling, neuron morphogenesis, and fatty acid metabolism emerged as the most prominently deregulated biological processes. Drug repositioning analysis revealed glucocorticoid receptor targeting drugs as most potent in reversing the CUD expression profile. Our study highlights the value of multi-omics approaches for an in-depth molecular characterization and provides insights into the relationship between CUD-associated epigenomic and transcriptomic signatures in the human prefrontal cortex.
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Grants
- TRR265 Deutsche Forschungsgemeinschaft (German Research Foundation)
- Deutsche Forschungsgemeinschaft, Project ID 402170461 German Federal Ministry of Education and Research, 01ZX01909
- Ministerio de Sanidad, Servicios Sociales e Igualdad/Plan Nacional Sobre Drogas, PNSD-2020I042
- Spanish Ministerio de Ciencia, Innovación y Universidades, PID2021-1277760B-I100 Generalitat de Catalunya/AGAUR, 2021-SGR-01093 ICREA Academia 2021 Fundació La Marató de TV3, 202218-31
- Deutsche Forschungsgemeinschaft, Project ID 402170461 German Federal Ministry of Education and Research, 01ZX01909 Hetzler Foundation for Addiction Research
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Affiliation(s)
- Eric Zillich
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Hanna Belschner
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Diana Avetyan
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Diego Andrade-Brito
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
- Department of Psychiatry, Yale University School of Medicine, New Haven, CT, USA
- VA CT Healthcare Center, West Haven, CT, USA
| | - José Jaime Martínez-Magaña
- Department of Psychiatry, Yale University School of Medicine, New Haven, CT, USA
- VA CT Healthcare Center, West Haven, CT, USA
| | - Josef Frank
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Naguib Mechawar
- McGill Group for Suicide Studies, Douglas Mental Health University Institute, Montreal, QC, Canada
- Department of Psychiatry, McGill University, Montreal, QC, Canada
| | - Gustavo Turecki
- McGill Group for Suicide Studies, Douglas Mental Health University Institute, Montreal, QC, Canada
- Department of Psychiatry, McGill University, Montreal, QC, Canada
| | - Judit Cabana-Domínguez
- Psychiatric Genetics Unit, Group of Psychiatry, Mental Health and Addiction, Vall d'Hebron Research Institute (VHIR), Hospital Universitari Vall d'Hebron, Universitat Autònoma de Barcelona, Barcelona, Spain
- Biomedical Network Research Centre on Mental Health (CIBERSAM), Madrid, Spain
| | - Noèlia Fernàndez-Castillo
- Department de Genètica, Microbiologia i Estadística, Facultat de Biologia, Universitat de Barcelona, and Institut de Biomedicina de la Universitat de Barcelona (IBUB), Barcelona, Catalonia, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Raras (CIBERER), Instituto de Salud Carlos III (ISCIII), Madrid, Spain
- Institut de Recerca Sant Joan de Déu (IR-SJD), Esplugues de Llobregat, Barcelona, Catalonia, Spain
| | - Bru Cormand
- Department de Genètica, Microbiologia i Estadística, Facultat de Biologia, Universitat de Barcelona, and Institut de Biomedicina de la Universitat de Barcelona (IBUB), Barcelona, Catalonia, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Raras (CIBERER), Instituto de Salud Carlos III (ISCIII), Madrid, Spain
- Institut de Recerca Sant Joan de Déu (IR-SJD), Esplugues de Llobregat, Barcelona, Catalonia, Spain
| | - Janitza L Montalvo-Ortiz
- Department of Psychiatry, Yale University School of Medicine, New Haven, CT, USA
- VA CT Healthcare Center, West Haven, CT, USA
- US Department of Veterans Affairs National Center of Posttraumatic Stress Disorder, Clinical Neurosciences Division, West Haven, CT, USA
| | - Markus M Nöthen
- Institute of Human Genetics, University of Bonn, School of Medicine and University Hospital Bonn, Bonn, Germany
| | - Anita C Hansson
- Institute of Psychopharmacology, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Marcella Rietschel
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Rainer Spanagel
- Institute of Psychopharmacology, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
- German Center for Mental Health (DZPG), partner site Mannheim/Heidelberg/Ulm, Mannheim, Germany
| | - Stephanie H Witt
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany.
- German Center for Mental Health (DZPG), partner site Mannheim/Heidelberg/Ulm, Mannheim, Germany.
- Center for Innovative Psychiatric and Psychotherapeutic Research, Biobank, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany.
| | - Lea Zillich
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
- German Center for Mental Health (DZPG), partner site Mannheim/Heidelberg/Ulm, Mannheim, Germany
- HITBR Hector Institute for Translational Brain Research gGmbH, Mannheim, Germany
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8
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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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9
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Liu W, Zhong W, Giusti-Rodríguez P, Jiang Z, Wang GW, Sun H, Hu M, Li Y. SnapHiC-G: identifying long-range enhancer-promoter interactions from single-cell Hi-C data via a global background model. Brief Bioinform 2024; 25:bbae426. [PMID: 39222061 PMCID: PMC11367764 DOI: 10.1093/bib/bbae426] [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: 01/20/2024] [Revised: 07/05/2024] [Accepted: 08/13/2024] [Indexed: 09/04/2024] Open
Abstract
Harnessing the power of single-cell genomics technologies, single-cell Hi-C (scHi-C) and its derived technologies provide powerful tools to measure spatial proximity between regulatory elements and their target genes in individual cells. Using a global background model, we propose SnapHiC-G, a computational method, to identify long-range enhancer-promoter interactions from scHi-C data. We applied SnapHiC-G to scHi-C datasets generated from mouse embryonic stem cells and human brain cortical cells. SnapHiC-G achieved high sensitivity in identifying long-range enhancer-promoter interactions. Moreover, SnapHiC-G can identify putative target genes for noncoding genome-wide association study (GWAS) variants, and the genetic heritability of neuropsychiatric diseases is enriched for single-nucleotide polymorphisms (SNPs) within SnapHiC-G-identified interactions in a cell-type-specific manner. In sum, SnapHiC-G is a powerful tool for characterizing cell-type-specific enhancer-promoter interactions from complex tissues and can facilitate the discovery of chromatin interactions important for gene regulation in biologically relevant cell types.
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Affiliation(s)
- Weifang Liu
- Department of Biostatistics, University of North Carolina at Chapel Hill, 135 Dauer Drive, Chapel Hill, NC 27599, United States
| | - Wujuan Zhong
- Biostatistics and Research Decision Sciences, Merck & Co., Inc., 126 East Lincoln Ave, Rahway, New Jersey 07065, United States
| | - Paola Giusti-Rodríguez
- Department of Psychiatry, University of Florida, 1149 Newel Dr., Gainesville, FL 32611, United States
| | - Zhiyun Jiang
- Department of Genetics, University of North Carolina at Chapel Hill, 120 Mason Farm Road, Chapel Hill, NC 27599, United States
| | - Geoffery W Wang
- Department of Biostatistics, University of North Carolina at Chapel Hill, 135 Dauer Drive, Chapel Hill, NC 27599, United States
| | - Huaigu Sun
- Department of Genetics, University of North Carolina at Chapel Hill, 120 Mason Farm Road, Chapel Hill, NC 27599, United States
| | - Ming Hu
- Department of Quantitative Health Sciences, Lerner Research Institute, Cleveland Clinic Foundation, 9500 Euclid Avenue, Cleveland, OH 44196, United States
| | - Yun Li
- Department of Biostatistics, University of North Carolina at Chapel Hill, 135 Dauer Drive, Chapel Hill, NC 27599, United States
- Department of Genetics, University of North Carolina at Chapel Hill, 120 Mason Farm Road, Chapel Hill, NC 27599, United States
- Department of Computer Science, University of North Carolina at Chapel Hill, 201 S. Columbia St, Chapel Hill, NC 27599, United States
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10
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Hori H, Fukushima H, Nagayoshi T, Ishikawa R, Zhuo M, Yoshida F, Kunugi H, Okamoto K, Kim Y, Kida S. Fear memory regulation by the cAMP signaling pathway as an index of reexperiencing symptoms in posttraumatic stress disorder. Mol Psychiatry 2024; 29:2105-2116. [PMID: 38409596 PMCID: PMC11408251 DOI: 10.1038/s41380-024-02453-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/28/2023] [Revised: 01/11/2024] [Accepted: 01/23/2024] [Indexed: 02/28/2024]
Abstract
Posttraumatic stress disorder (PTSD) is a psychiatric disorder associated with traumatic memory, yet its etiology remains unclear. Reexperiencing symptoms are specific to PTSD compared to other anxiety-related disorders. Importantly, reexperiencing can be mimicked by retrieval-related events of fear memory in animal models of traumatic memory. Recent studies revealed candidate PTSD-associated genes that were related to the cyclic adenosine monophosphate (cAMP) signaling pathway. Here, we demonstrate the tight linkage between facilitated cAMP signaling and PTSD by analyzing loss- and gain-of-cAMP signaling effects on fear memory in mice and the transcriptomes of fear memory-activated mice and female PTSD patients with reexperiencing symptoms. Pharmacological and optogenetic upregulation or downregulation of cAMP signaling transduction enhanced or impaired, respectively, the retrieval and subsequent maintenance of fear memory in mice. In line with these observations, integrative mouse and human transcriptome analysis revealed the reduced mRNA expression of phosphodiesterase 4B (PDE4B), an enzyme that degrades cAMP, in the peripheral blood of PTSD patients showing more severe reexperiencing symptoms and the mouse hippocampus after fear memory retrieval. Importantly, more severe reexperiencing symptoms and lower PDE4B mRNA levels were correlated with decreased DNA methylation of a locus within PDE4B, suggesting the involvement of methylation in the mechanism of PTSD. These findings raise the possibility that the facilitation of cAMP signaling mediating the downregulation of PDE4B expression enhances traumatic memory, thereby playing a key role in the reexperiencing symptoms of PTSD patients as a functional index of these symptoms.
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Affiliation(s)
- Hiroaki Hori
- Department of Behavioral Medicine, National Institute of Mental Health, National Center of Neurology and Psychiatry, Tokyo, 187-8553, Japan.
| | - Hotaka Fukushima
- Department of Bioscience, Graduate School of Life Sciences, Tokyo University of Agriculture, Tokyo, 156-8502, Japan
| | - Taikai Nagayoshi
- Graduate School of Agriculture and Life Sciences, The University of Tokyo, Tokyo, 113-8657, Japan
| | - Rie Ishikawa
- Graduate School of Agriculture and Life Sciences, The University of Tokyo, Tokyo, 113-8657, Japan
| | - Min Zhuo
- Department of Physiology, Faculty of Medicine, University of Toronto, 1 King's College Circle, Toronto, ON, Canada
| | - Fuyuko Yoshida
- Department of Behavioral Medicine, National Institute of Mental Health, National Center of Neurology and Psychiatry, Tokyo, 187-8553, Japan
- Department of Mental Disorder Research, National Institute of Neuroscience, National Center of Neurology and Psychiatry, Tokyo, 187-8502, Japan
| | - Hiroshi Kunugi
- Department of Mental Disorder Research, National Institute of Neuroscience, National Center of Neurology and Psychiatry, Tokyo, 187-8502, Japan
- Department of Psychiatry, Teikyo University School of Medicine, Tokyo, 173-8605, Japan
| | - Kenichi Okamoto
- Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, 600 University Avenue, Toronto, ON, Canada
- Department of Molecular Genetics, Faculty of Medicine, University of Toronto, 1 King's College Circle, Toronto, ON, Canada
| | - Yoshiharu Kim
- Department of Behavioral Medicine, National Institute of Mental Health, National Center of Neurology and Psychiatry, Tokyo, 187-8553, Japan.
| | - Satoshi Kida
- Graduate School of Agriculture and Life Sciences, The University of Tokyo, Tokyo, 113-8657, Japan.
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11
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Wilkerson MD, Hupalo D, Gray JC, Zhang X, Wang J, Girgenti MJ, Alba C, Sukumar G, Lott NM, Naifeh JA, Aliaga P, Kessler RC, Turner C, Pollard HB, Dalgard CL, Ursano RJ, Stein MB. Uncommon Protein-Coding Variants Associated With Suicide Attempt in a Diverse Sample of U.S. Army Soldiers. Biol Psychiatry 2024; 96:15-25. [PMID: 38141912 DOI: 10.1016/j.biopsych.2023.12.008] [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: 09/07/2023] [Revised: 12/02/2023] [Accepted: 12/05/2023] [Indexed: 12/25/2023]
Abstract
BACKGROUND Suicide is a societal and public health concern of global scale. Identifying genetic risk factors for suicide attempt can characterize underlying biology and enable early interventions to prevent deaths. Recent studies have described common genetic variants for suicide-related behaviors. Here, we advance this search for genetic risk by analyzing the association between suicide attempt and uncommon variation exome-wide in a large, ancestrally diverse sample. METHODS We sequenced whole genomes of 13,584 soldiers from the Army STARRS (Army Study to Assess Risk and Resilience in Servicemembers), including 979 individuals with a history of suicide attempt. Uncommon, nonsilent protein-coding variants were analyzed exome-wide for association with suicide attempt using gene-collapsed and single-variant analyses. RESULTS We identified 19 genes with variants enriched in individuals with history of suicide attempt, either through gene-collapsed or single-variant analysis (Bonferroni padjusted < .05). These genes were CIB2, MLF1, HERC1, YWHAE, RCN2, VWA5B1, ATAD3A, NACA, EP400, ZNF585A, LYST, RC3H2, PSD3, STARD9, SGMS1, ACTR6, RGS7BP, DIRAS2, and KRTAP10-1. Most genes had variants across multiple genomic ancestry groups. Seventeen of these genes were expressed in healthy brain tissue, with 9 genes expressed at the highest levels in the brain versus other tissues. Brains from individuals deceased from suicide aberrantly expressed RGS7BP (padjusted = .035) in addition to nominally significant genes including YWHAE and ACTR6, all of which have reported associations with other mental disorders. CONCLUSIONS These results advance the molecular characterization of suicide attempt behavior and support the utility of whole-genome sequencing for complementing the findings of genome-wide association studies in suicide research.
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Affiliation(s)
- Matthew D Wilkerson
- Center for Military Precision Health, Uniformed Services University, Bethesda, Maryland; Department of Anatomy, Physiology, and Genetics, Uniformed Services University, Bethesda, Maryland
| | - Daniel Hupalo
- Center for Military Precision Health, Uniformed Services University, Bethesda, Maryland
| | - Joshua C Gray
- Department of Medical and Clinical Psychology, Uniformed Services University, Bethesda, Maryland
| | - Xijun Zhang
- Center for Military Precision Health, Uniformed Services University, Bethesda, Maryland
| | - Jiawei Wang
- Department of Psychiatry, Yale University School of Medicine, New Haven, Connecticut
| | - Matthew J Girgenti
- Department of Psychiatry, Yale University School of Medicine, New Haven, Connecticut
| | - Camille Alba
- Center for Military Precision Health, Uniformed Services University, Bethesda, Maryland
| | - Gauthaman Sukumar
- Center for Military Precision Health, Uniformed Services University, Bethesda, Maryland
| | - Nathaniel M Lott
- Department of Microbiology and Immunology, Uniformed Services University, Bethesda, Maryland
| | - James A Naifeh
- Center for the Study of Traumatic Stress, Department of Psychiatry, Uniformed Services University, Bethesda, Maryland
| | - Pablo Aliaga
- Center for the Study of Traumatic Stress, Department of Psychiatry, Uniformed Services University, Bethesda, Maryland
| | - Ronald C Kessler
- Department of Health Care Policy, Harvard Medical School, Boston, Massachusetts
| | - Clesson Turner
- Department of Pediatrics, Uniformed Services University, Bethesda, Maryland
| | - Harvey B Pollard
- Department of Anatomy, Physiology, and Genetics, Uniformed Services University, Bethesda, Maryland
| | - Clifton L Dalgard
- Center for Military Precision Health, Uniformed Services University, Bethesda, Maryland; Department of Anatomy, Physiology, and Genetics, Uniformed Services University, Bethesda, Maryland
| | - Robert J Ursano
- Center for the Study of Traumatic Stress, Department of Psychiatry, Uniformed Services University, Bethesda, Maryland
| | - Murray B Stein
- Department of Psychiatry, University of California San Diego, La Jolla, California; Herbert Wertheim School of Public Health, University of California San Diego, La Jolla, California; VA San Diego Healthcare System, San Diego, California.
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12
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Daskalakis NP, Iatrou A, Chatzinakos C, Jajoo A, Snijders C, Wylie D, DiPietro CP, Tsatsani I, Chen CY, Pernia CD, Soliva-Estruch M, Arasappan D, Bharadwaj RA, Collado-Torres L, Wuchty S, Alvarez VE, Dammer EB, Deep-Soboslay A, Duong DM, Eagles N, Huber BR, Huuki L, Holstein VL, Logue ΜW, Lugenbühl JF, Maihofer AX, Miller MW, Nievergelt CM, Pertea G, Ross D, Sendi MSE, Sun BB, Tao R, Tooke J, Wolf EJ, Zeier Z, Berretta S, Champagne FA, Hyde T, Seyfried NT, Shin JH, Weinberger DR, Nemeroff CB, Kleinman JE, Ressler KJ. Systems biology dissection of PTSD and MDD across brain regions, cell types, and blood. Science 2024; 384:eadh3707. [PMID: 38781393 PMCID: PMC11203158 DOI: 10.1126/science.adh3707] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2023] [Accepted: 04/05/2024] [Indexed: 05/25/2024]
Abstract
The molecular pathology of stress-related disorders remains elusive. Our brain multiregion, multiomic study of posttraumatic stress disorder (PTSD) and major depressive disorder (MDD) included the central nucleus of the amygdala, hippocampal dentate gyrus, and medial prefrontal cortex (mPFC). Genes and exons within the mPFC carried most disease signals replicated across two independent cohorts. Pathways pointed to immune function, neuronal and synaptic regulation, and stress hormones. Multiomic factor and gene network analyses provided the underlying genomic structure. Single nucleus RNA sequencing in dorsolateral PFC revealed dysregulated (stress-related) signals in neuronal and non-neuronal cell types. Analyses of brain-blood intersections in >50,000 UK Biobank participants were conducted along with fine-mapping of the results of PTSD and MDD genome-wide association studies to distinguish risk from disease processes. Our data suggest shared and distinct molecular pathology in both disorders and propose potential therapeutic targets and biomarkers.
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Affiliation(s)
- Nikolaos P. Daskalakis
- McLean Hospital; Belmont, MA, 02478, USA
- Department of Psychiatry, Harvard Medical School; Boston, MA, 02115, USA
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard; Cambridge, MA, 02142, USA
| | - Artemis Iatrou
- McLean Hospital; Belmont, MA, 02478, USA
- Department of Psychiatry, Harvard Medical School; Boston, MA, 02115, USA
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard; Cambridge, MA, 02142, USA
| | - Chris Chatzinakos
- McLean Hospital; Belmont, MA, 02478, USA
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard; Cambridge, MA, 02142, USA
- Department of Psychiatry and Behavioral Sciences, SUNY Downstate Health Sciences University, Brooklyn, NY, 11203, USA
- VA New York Harbor Healthcare System, Brooklyn, NY, 11209, USA
| | - Aarti Jajoo
- McLean Hospital; Belmont, MA, 02478, USA
- Department of Psychiatry, Harvard Medical School; Boston, MA, 02115, USA
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard; Cambridge, MA, 02142, USA
| | - Clara Snijders
- McLean Hospital; Belmont, MA, 02478, USA
- Department of Psychiatry, Harvard Medical School; Boston, MA, 02115, USA
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard; Cambridge, MA, 02142, USA
| | - Dennis Wylie
- Center for Biomedical Research Support, The University of Texas at Austin; Austin, TX, 78712, USA
| | - Christopher P. DiPietro
- McLean Hospital; Belmont, MA, 02478, USA
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard; Cambridge, MA, 02142, USA
| | - Ioulia Tsatsani
- McLean Hospital; Belmont, MA, 02478, USA
- Department of Psychiatry, Harvard Medical School; Boston, MA, 02115, USA
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard; Cambridge, MA, 02142, USA
- Department of Psychiatry and Neuropsychology, School for Mental Health, and Neuroscience (MHeNs), Maastricht University, Maastricht, 6229 ER, The Netherlands
| | | | - Cameron D. Pernia
- McLean Hospital; Belmont, MA, 02478, USA
- Department of Psychiatry, Harvard Medical School; Boston, MA, 02115, USA
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard; Cambridge, MA, 02142, USA
| | - Marina Soliva-Estruch
- McLean Hospital; Belmont, MA, 02478, USA
- Department of Psychiatry, Harvard Medical School; Boston, MA, 02115, USA
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard; Cambridge, MA, 02142, USA
- Department of Psychiatry and Neuropsychology, School for Mental Health, and Neuroscience (MHeNs), Maastricht University, Maastricht, 6229 ER, The Netherlands
| | - Dhivya Arasappan
- Center for Biomedical Research Support, The University of Texas at Austin; Austin, TX, 78712, USA
| | - Rahul A. Bharadwaj
- Lieber Institute for Brain Development; Johns Hopkins Medical Campus, Baltimore, MD, 21205, USA
| | - Leonardo Collado-Torres
- Lieber Institute for Brain Development; Johns Hopkins Medical Campus, Baltimore, MD, 21205, USA
| | - Stefan Wuchty
- Departments of Computer Science, University of Miami, Miami, FL, 33146, USA
- Department of Biology, University of Miami, Miami, FL, 33146, USA
| | - Victor E. Alvarez
- Department of Neurology, Boston University, Chobanian & Avedisian School of Medicine, Boston, MA, 02118, USA
- VA Bedford Healthcare System, Bedford, MA, 01730, USA
- National Posttraumatic Stress Disorder Brain Bank, VA Boston Healthcare System, Boston, MA, 02130, USA
| | - Eric B Dammer
- Department of Biochemistry, Center for Neurodegenerative Disease, Emory School of Medicine; Atlanta GA, 30329, USA
| | - Amy Deep-Soboslay
- Lieber Institute for Brain Development; Johns Hopkins Medical Campus, Baltimore, MD, 21205, USA
| | - Duc M. Duong
- Department of Biochemistry, Center for Neurodegenerative Disease, Emory School of Medicine; Atlanta GA, 30329, USA
| | - Nick Eagles
- Lieber Institute for Brain Development; Johns Hopkins Medical Campus, Baltimore, MD, 21205, USA
| | - Bertrand R. Huber
- Department of Neurology, Boston University, Chobanian & Avedisian School of Medicine, Boston, MA, 02118, USA
- National Posttraumatic Stress Disorder Brain Bank, VA Boston Healthcare System, Boston, MA, 02130, USA
| | - Louise Huuki
- Lieber Institute for Brain Development; Johns Hopkins Medical Campus, Baltimore, MD, 21205, USA
| | - Vincent L Holstein
- McLean Hospital; Belmont, MA, 02478, USA
- Department of Psychiatry, Harvard Medical School; Boston, MA, 02115, USA
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard; Cambridge, MA, 02142, USA
| | - Μark W. Logue
- National Center for PTSD, VA Boston Healthcare System, Boston, MA, 02130, USA
- Department of Psychiatry, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, 02118, USA
- Department of Biomedical Genetics, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, 02118, USA
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, 02118, USA
| | - Justina F. Lugenbühl
- McLean Hospital; Belmont, MA, 02478, USA
- Department of Psychiatry, Harvard Medical School; Boston, MA, 02115, USA
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard; Cambridge, MA, 02142, USA
- Department of Psychiatry and Neuropsychology, School for Mental Health, and Neuroscience (MHeNs), Maastricht University, Maastricht, 6229 ER, The Netherlands
| | - 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
| | - Mark W. Miller
- National Center for PTSD, VA Boston Healthcare System, Boston, MA, 02130, USA
- Department of Psychiatry, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, 02118, 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
| | - Geo Pertea
- Lieber Institute for Brain Development; Johns Hopkins Medical Campus, Baltimore, MD, 21205, USA
| | - Deanna Ross
- Department of Psychology, University of Texas at Austin; Austin, TX, 78712, USA
| | - Mohammad S. E Sendi
- McLean Hospital; Belmont, MA, 02478, USA
- Department of Psychiatry, Harvard Medical School; Boston, MA, 02115, USA
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard; Cambridge, MA, 02142, USA
| | | | - Ran Tao
- Lieber Institute for Brain Development; Johns Hopkins Medical Campus, Baltimore, MD, 21205, USA
| | - James Tooke
- Lieber Institute for Brain Development; Johns Hopkins Medical Campus, Baltimore, MD, 21205, USA
| | - Erika J. Wolf
- National Center for PTSD, VA Boston Healthcare System, Boston, MA, 02130, USA
- Department of Psychiatry, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, 02118, USA
| | - Zane Zeier
- Department of Psychiatry & Behavioral Sciences, Center for Therapeutic Innovation, University of Miami Miller School of Medicine; Miami, FL, 33136, USA
| | | | - Sabina Berretta
- McLean Hospital; Belmont, MA, 02478, USA
- Department of Psychiatry, Harvard Medical School; Boston, MA, 02115, USA
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard; Cambridge, MA, 02142, USA
| | | | - Thomas Hyde
- Lieber Institute for Brain Development; Johns Hopkins Medical Campus, Baltimore, MD, 21205, USA
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine; Baltimore, MD, 21205, USA
- Department of Neurology, Johns Hopkins University School of Medicine; Baltimore, MD, 21205, USA
| | - Nicholas T. Seyfried
- Department of Biochemistry, Center for Neurodegenerative Disease, Emory School of Medicine; Atlanta GA, 30329, USA
| | - Joo Heon Shin
- Lieber Institute for Brain Development; Johns Hopkins Medical Campus, Baltimore, MD, 21205, USA
- Department of Neurology, Johns Hopkins University School of Medicine; Baltimore, MD, 21205, USA
| | - Daniel R. Weinberger
- Lieber Institute for Brain Development; Johns Hopkins Medical Campus, Baltimore, MD, 21205, USA
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine; Baltimore, MD, 21205, USA
- Department of Neurology, Johns Hopkins University School of Medicine; Baltimore, MD, 21205, USA
- Department of Neuroscience, Johns Hopkins University School of Medicine; Baltimore, MD, 21205, USA
- Department of Genetic Medicine, Johns Hopkins University School of Medicine; Baltimore, MD, 21205, USA
| | - Charles B. Nemeroff
- Department of Psychology, University of Texas at Austin; Austin, TX, 78712, USA
- Department of Psychiatry and Behavioral Sciences, University of Texas at Austin; Austin, TX, 78712, USA
| | - Joel E. Kleinman
- Lieber Institute for Brain Development; Johns Hopkins Medical Campus, Baltimore, MD, 21205, USA
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine; Baltimore, MD, 21205, USA
| | - Kerry J. Ressler
- McLean Hospital; Belmont, MA, 02478, USA
- Department of Psychiatry, Harvard Medical School; Boston, MA, 02115, USA
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13
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Collier L, Seah C, Hicks EM, Holtzheimer PE, Krystal JH, Girgenti MJ, Huckins LM, Johnston KJA. The impact of chronic pain on brain gene expression. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2024:2024.05.20.24307630. [PMID: 38826319 PMCID: PMC11142271 DOI: 10.1101/2024.05.20.24307630] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/04/2024]
Abstract
Background Chronic pain affects one fifth of American adults, contributing significant public health burden. Chronic pain mechanisms can be further understood through investigating brain gene expression. Methods We tested differentially expressed genes (DEGs) in chronic pain, migraine, lifetime fentanyl and oxymorphone use, and with chronic pain genetic risk in four brain regions (dACC, DLPFC, MeA, BLA) and imputed cell type expression data from 304 postmortem donors. We compared findings across traits and with independent transcriptomics resources, and performed gene-set enrichment. Results We identified two chronic pain DEGs: B4GALT and VEGFB in bulk dACC. We found over 2000 (primarily BLA microglia) chronic pain cell type DEGs. Findings were enriched for mouse microglia pain genes, and for hypoxia and immune response. Cross-trait DEG overlap was minimal. Conclusions Chronic pain-associated gene expression is heterogeneous across cell type, largely distinct from that in pain-related traits, and shows BLA microglia are a key cell type.
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Affiliation(s)
- Lily Collier
- Department of Biological Sciences, Columbia University, New York City, NY
- Department of Psychiatry, Division of Molecular Psychiatry, Yale University, New Haven, CT
| | - Carina Seah
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York City, NY
| | - Emily M Hicks
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York City, NY
| | - Paul E Holtzheimer
- National Center for PTSD, U.S. Department of Veterans Affairs
- Department of Psychiatry, Geisel School of Medicine at Dartmouth, Lebanon, NH 03756, USA
| | - John H Krystal
- Department of Psychiatry, Division of Molecular Psychiatry, Yale University, New Haven, CT
- Clinical Neuroscience Division, National Center for PTSD, VA Connecticut Healthcare System, West Haven, CT
| | - Matthew J Girgenti
- Department of Psychiatry, Division of Molecular Psychiatry, Yale University, New Haven, CT
- Clinical Neuroscience Division, National Center for PTSD, VA Connecticut Healthcare System, West Haven, CT
| | - Laura M Huckins
- Department of Psychiatry, Division of Molecular Psychiatry, Yale University, New Haven, CT
| | - Keira J A Johnston
- Department of Psychiatry, Division of Molecular Psychiatry, Yale University, New Haven, CT
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14
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Bollinger JL, Johnsamuel S, Vollmer LL, Kuhn AM, Wohleb ES. Stress-induced dysfunction of neurovascular astrocytes contributes to sex-specific behavioral deficits. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.05.14.594147. [PMID: 38798398 PMCID: PMC11118421 DOI: 10.1101/2024.05.14.594147] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/29/2024]
Abstract
Astrocytes form an integral component of the neurovascular unit, ensheathing brain blood vessels with projections high in aquaporin-4 (AQP4) expression. These AQP4-rich projections facilitate interaction between the vascular endothelium, astrocytes, and neurons, and help stabilize vascular morphology. Studies using preclinical models of psychological stress and post-mortem tissue from patients with major depressive disorder (MDD) have reported reductions in AQP4, loss of astrocytic structures, and vascular impairment in the prefrontal cortex (PFC). Though compelling, the role of AQP4 in mediating stress-induced alterations in blood vessel function and behavior remains unclear. Here, we address this, alongside potential sex differences in chronic unpredictable stress (CUS) effects on astrocyte phenotype, blood-brain barrier integrity, and behavior. CUS led to pronounced shifts in stress-coping behavior and working memory deficits in male -but not female- mice. Following behavioral testing, astrocytes from the frontal cortex were isolated for gene expression analyses. We found that CUS increased various transcripts associated with blood vessel maintenance in astrocytes from males, but either had no effect on- or decreased- these genes in females. Furthermore, CUS caused a reduction in vascular-localized AQP4 and elevated extravasation of a small molecule fluorescent reporter (Dextran) in the PFC in males but not females. Studies showed that knockdown of AQP4 in the PFC in males is sufficient to disrupt astrocyte phenotype and increase behavioral susceptibility to a sub-chronic stressor. Collectively, these findings provide initial evidence that sex-specific alterations in astrocyte phenotype and neurovascular integrity in the PFC contribute to behavioral and cognitive consequences following chronic stress.
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Affiliation(s)
- Justin L Bollinger
- Department of Pharmacology & Systems Physiology, University of Cincinnati College of Medicine, Cincinnati, OH
| | - Shobha Johnsamuel
- Department of Pharmacology & Systems Physiology, University of Cincinnati College of Medicine, Cincinnati, OH
| | - Lauren L Vollmer
- Department of Pharmacology & Systems Physiology, University of Cincinnati College of Medicine, Cincinnati, OH
| | - Alexander M Kuhn
- Department of Pharmacology & Systems Physiology, University of Cincinnati College of Medicine, Cincinnati, OH
| | - Eric S Wohleb
- Department of Pharmacology & Systems Physiology, University of Cincinnati College of Medicine, Cincinnati, OH
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Nievergelt CM, Maihofer AX, Atkinson EG, Chen CY, Choi KW, Coleman JRI, Daskalakis NP, Duncan LE, Polimanti R, Aaronson C, Amstadter AB, Andersen SB, Andreassen OA, Arbisi PA, Ashley-Koch AE, Austin SB, Avdibegoviç E, Babić D, Bacanu SA, Baker DG, Batzler A, Beckham JC, Belangero S, Benjet C, Bergner C, Bierer LM, Biernacka JM, Bierut LJ, Bisson JI, Boks MP, Bolger EA, Brandolino A, Breen G, Bressan RA, Bryant RA, Bustamante AC, Bybjerg-Grauholm J, Bækvad-Hansen M, Børglum AD, Børte S, Cahn L, Calabrese JR, Caldas-de-Almeida JM, Chatzinakos C, Cheema S, Clouston SAP, Colodro-Conde L, Coombes BJ, Cruz-Fuentes CS, Dale AM, Dalvie S, Davis LK, Deckert J, Delahanty DL, Dennis MF, Desarnaud F, DiPietro CP, Disner SG, Docherty AR, Domschke K, Dyb G, Kulenović AD, Edenberg HJ, Evans A, Fabbri C, Fani N, Farrer LA, Feder A, Feeny NC, Flory JD, Forbes D, Franz CE, Galea S, Garrett ME, Gelaye B, Gelernter J, Geuze E, Gillespie CF, Goleva SB, Gordon SD, Goçi A, Grasser LR, Guindalini C, Haas M, Hagenaars S, Hauser MA, Heath AC, Hemmings SMJ, Hesselbrock V, Hickie IB, Hogan K, Hougaard DM, Huang H, Huckins LM, Hveem K, Jakovljević M, Javanbakht A, Jenkins GD, Johnson J, Jones I, Jovanovic T, Karstoft KI, Kaufman ML, Kennedy JL, Kessler RC, Khan A, Kimbrel NA, King AP, Koen N, Kotov R, Kranzler HR, Krebs K, Kremen WS, Kuan PF, Lawford BR, Lebois LAM, Lehto K, Levey DF, Lewis C, Liberzon I, Linnstaedt SD, Logue MW, Lori A, Lu Y, Luft BJ, Lupton MK, Luykx JJ, Makotkine I, Maples-Keller JL, Marchese S, Marmar C, Martin NG, Martínez-Levy GA, McAloney K, McFarlane A, McLaughlin KA, McLean SA, Medland SE, Mehta D, Meyers J, Michopoulos V, Mikita EA, Milani L, Milberg W, Miller MW, Morey RA, Morris CP, Mors O, Mortensen PB, Mufford MS, Nelson EC, Nordentoft M, Norman SB, Nugent NR, O'Donnell M, Orcutt HK, Pan PM, Panizzon MS, Pathak GA, Peters ES, Peterson AL, Peverill M, Pietrzak RH, Polusny MA, Porjesz B, Powers A, Qin XJ, Ratanatharathorn A, Risbrough VB, Roberts AL, Rothbaum AO, Rothbaum BO, Roy-Byrne P, Ruggiero KJ, Rung A, Runz H, Rutten BPF, de Viteri SS, Salum GA, Sampson L, Sanchez SE, Santoro M, Seah C, Seedat S, Seng JS, Shabalin A, Sheerin CM, Silove D, Smith AK, Smoller JW, Sponheim SR, Stein DJ, Stensland S, Stevens JS, Sumner JA, Teicher MH, Thompson WK, Tiwari AK, Trapido E, Uddin M, Ursano RJ, Valdimarsdóttir U, Van Hooff M, Vermetten E, Vinkers CH, Voisey J, Wang Y, Wang Z, Waszczuk M, Weber H, Wendt FR, Werge T, Williams MA, Williamson DE, Winsvold BS, Winternitz S, Wolf C, Wolf EJ, Xia Y, Xiong Y, Yehuda R, Young KA, Young RM, Zai CC, Zai GC, Zervas M, Zhao H, Zoellner LA, Zwart JA, deRoon-Cassini T, van Rooij SJH, van den Heuvel LL, Stein MB, Ressler KJ, Koenen KC. Genome-wide association analyses identify 95 risk loci and provide insights into the neurobiology of post-traumatic stress disorder. Nat Genet 2024; 56:792-808. [PMID: 38637617 PMCID: PMC11396662 DOI: 10.1038/s41588-024-01707-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2023] [Accepted: 03/05/2024] [Indexed: 04/20/2024]
Abstract
Post-traumatic stress disorder (PTSD) genetics are characterized by lower discoverability than most other psychiatric disorders. The contribution to biological understanding from previous genetic studies has thus been limited. We performed a multi-ancestry meta-analysis of genome-wide association studies across 1,222,882 individuals of European ancestry (137,136 cases) and 58,051 admixed individuals with African and Native American ancestry (13,624 cases). We identified 95 genome-wide significant loci (80 new). Convergent multi-omic approaches identified 43 potential causal genes, broadly classified as neurotransmitter and ion channel synaptic modulators (for example, GRIA1, GRM8 and CACNA1E), developmental, axon guidance and transcription factors (for example, FOXP2, EFNA5 and DCC), synaptic structure and function genes (for example, PCLO, NCAM1 and PDE4B) and endocrine or immune regulators (for example, ESR1, TRAF3 and TANK). Additional top genes influence stress, immune, fear and threat-related processes, previously hypothesized to underlie PTSD neurobiology. These findings strengthen our understanding of neurobiological systems relevant to PTSD pathophysiology, while also opening new areas for investigation.
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Affiliation(s)
- Caroline M Nievergelt
- Department of Psychiatry, University of California San Diego, La Jolla, CA, USA.
- Veterans Affairs San Diego Healthcare System, Center of Excellence for Stress and Mental Health, San Diego, CA, USA.
- Veterans Affairs San Diego Healthcare System, Research Service, San Diego, CA, USA.
| | - Adam X Maihofer
- Department of Psychiatry, University of California San Diego, La Jolla, CA, USA
- Veterans Affairs San Diego Healthcare System, Center of Excellence for Stress and Mental Health, San Diego, CA, USA
- Veterans Affairs San Diego Healthcare System, Research Service, San Diego, CA, USA
| | - Elizabeth G Atkinson
- Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX, USA
| | - Chia-Yen Chen
- Biogen Inc.,Translational Sciences, Cambridge, MA, USA
| | - Karmel W Choi
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA
- Department of Psychiatry, Massachusetts General Hospital, Boston, MA, USA
| | - Jonathan R I Coleman
- King's College London, National Institute for Health and Care Research Maudsley Biomedical Research Centre, South London and Maudsley NHS Foundation Trust, London, UK
- King's College London, Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology and Neuroscience, London, UK
| | - Nikolaos P Daskalakis
- Broad Institute of MIT and Harvard, Stanley Center for Psychiatric Research, Cambridge, MA, USA
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA
- McLean Hospital, Center of Excellence in Depression and Anxiety Disorders, Belmont, MA, USA
| | - Laramie E Duncan
- Department of Psychiatry and Behavioral Sciences, Stanford University, Stanford, CA, USA
| | - Renato Polimanti
- VA Connecticut Healthcare Center, West Haven, CT, USA
- Department of Psychiatry, Yale University School of Medicine, New Haven, CT, USA
| | - Cindy Aaronson
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York City, NY, USA
| | - Ananda B Amstadter
- Department of Psychiatry, Virginia Institute for Psychiatric and Behavioral Genetics, Richmond, VA, USA
| | - Soren B Andersen
- The Danish Veteran Centre, Research and Knowledge Centre, Ringsted, Denmark
| | - Ole A Andreassen
- Oslo University Hospital, Division of Mental Health and Addiction, Oslo, Norway
- University of Oslo, Institute of Clinical Medicine, Oslo, Norway
| | - Paul A Arbisi
- Minneapolis VA Health Care System, Mental Health Service Line, Minneapolis, MN, USA
- Department of Psychiatry, University of Minnesota, Minneapolis, MN, USA
| | | | - S Bryn Austin
- Boston Children's Hospital, Division of Adolescent and Young Adult Medicine, Boston, MA, USA
- Department of Pediatrics, Harvard Medical School, Boston, MA, USA
- Department of Social and Behavioral Sciences, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Esmina Avdibegoviç
- Department of Psychiatry, University Clinical Center of Tuzla, Tuzla, Bosnia and Herzegovina
| | - Dragan Babić
- Department of Psychiatry, University Clinical Center of Mostar, Mostar, Bosnia and Herzegovina
| | - Silviu-Alin Bacanu
- Department of Psychiatry, Virginia Commonwealth University, Richmond, VA, USA
| | - Dewleen G Baker
- Department of Psychiatry, University of California San Diego, La Jolla, CA, USA
- Veterans Affairs San Diego Healthcare System, Center of Excellence for Stress and Mental Health, San Diego, CA, USA
- Veterans Affairs San Diego Healthcare System, Psychiatry Service, San Diego, CA, USA
| | - Anthony Batzler
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN, USA
| | - Jean C Beckham
- Department of Psychiatry and Behavioral Sciences, Duke University School of Medicine, Durham, NC, USA
- Research, Durham VA Health Care System, Durham, NC, USA
- VA Mid-Atlantic Mental Illness Research, Education, and Clinical Center (MIRECC), Genetics Research Laboratory, Durham, NC, USA
| | - Sintia Belangero
- Department of Morphology and Genetics, Universidade Federal de São Paulo, São Paulo, Brazil
- Department of Psychiatry, Universidade Federal de São Paulo, Laboratory of Integrative Neuroscience, São Paulo, Brazil
| | - Corina Benjet
- Instituto Nacional de Psiquiatraía Ramón de la Fuente Muñiz, Center for Global Mental Health, Mexico City, Mexico
| | - Carisa Bergner
- Medical College of Wisconsin, Comprehensive Injury Center, Milwaukee, WI, USA
| | - Linda M Bierer
- Department of Psychiatry, James J. Peters VA Medical Center, Bronx, NY, USA
| | - Joanna M Biernacka
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN, USA
- Department of Psychiatry and Psychology, Mayo Clinic, Rochester, MN, USA
| | - Laura J Bierut
- Department of Psychiatry, Washington University in Saint Louis School of Medicine, Saint Louis, MO, USA
| | - Jonathan I Bisson
- Cardiff University, National Centre for Mental Health, MRC Centre for Psychiatric Genetics and Genomics, Cardiff, UK
| | - Marco P Boks
- Department of Psychiatry, Brain Center University Medical Center Utrecht, Utrecht, The Netherlands
| | - Elizabeth A Bolger
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA
- McLean Hospital, Belmont, MA, USA
| | - Amber Brandolino
- Department of Surgery, Division of Trauma & Acute Care Surgery, Medical College of Wisconsin, Milwaukee, WI, USA
| | - Gerome Breen
- King's College London, Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology and Neuroscience, London, UK
- King's College London, NIHR Maudsley BRC, London, UK
| | - Rodrigo Affonseca Bressan
- Department of Psychiatry, Universidade Federal de São Paulo, Laboratory of Integrative Neuroscience, São Paulo, Brazil
- Department of Psychiatry, Universidade Federal de São Paulo, São Paulo, Brazil
| | - Richard A Bryant
- University of New South Wales, School of Psychology, Sydney, New South Wales, Australia
| | - Angela C Bustamante
- Department of Internal Medicine, University of Michigan Medical School, Division of Pulmonary and Critical Care Medicine, Ann Arbor, MI, USA
| | - Jonas Bybjerg-Grauholm
- Department for Congenital Disorders, Statens Serum Institut, Copenhagen, Denmark
- The Lundbeck Foundation Initiative for Integrative Psychiatric Research, iPSYCH, Aarhus, Denmark
| | - Marie Bækvad-Hansen
- Department for Congenital Disorders, Statens Serum Institut, Copenhagen, Denmark
- The Lundbeck Foundation Initiative for Integrative Psychiatric Research, iPSYCH, Aarhus, Denmark
| | - Anders D Børglum
- The Lundbeck Foundation Initiative for Integrative Psychiatric Research, iPSYCH, Aarhus, Denmark
- Aarhus University, Centre for Integrative Sequencing, iSEQ, Aarhus, Denmark
- Department of Biomedicine-Human Genetics, Aarhus University, Aarhus, Denmark
| | - Sigrid Børte
- Department of Public Health and Nursing, Faculty of Medicine and Health Sciences, Norwegian University of Science and Technology, K. G. Jebsen Center for Genetic Epidemiology, Trondheim, Norway
- Oslo University Hospital, Department of Research, Innovation and Education, Division of Clinical Neuroscience, Oslo, Norway
| | - Leah Cahn
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York City, NY, USA
| | - Joseph R Calabrese
- Case Western Reserve University, School of Medicine, Cleveland, OH, USA
- Department of Psychiatry, University Hospitals, Cleveland, OH, USA
| | | | - Chris Chatzinakos
- Broad Institute of MIT and Harvard, Stanley Center for Psychiatric Research, Cambridge, MA, USA
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA
- McLean Hospital, Division of Depression and Anxiety Disorders, Belmont, MA, USA
| | - Sheraz Cheema
- University of Toronto, CanPath National Coordinating Center, Toronto, Ontario, Canada
| | - Sean A P Clouston
- Stony Brook University, Family, Population, and Preventive Medicine, Stony Brook, NY, USA
- Stony Brook University, Public Health, Stony Brook, NY, USA
| | - Lucía Colodro-Conde
- QIMR Berghofer Medical Research Institute, Mental Health & Neuroscience Program, Brisbane, Queensland, Australia
| | - Brandon J Coombes
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN, USA
| | - Carlos S Cruz-Fuentes
- Department of Genetics, Instituto Nacional de Psiquiatraía Ramón de la Fuente Muñiz, Mexico City, Mexico
| | - Anders M Dale
- Department of Radiology, Department of Neurosciences, University of California San Diego, La Jolla, CA, USA
| | - Shareefa Dalvie
- Department of Pathology, University of Cape Town, Division of Human Genetics, Cape Town, South Africa
| | - Lea K Davis
- Vanderbilt University Medical Center, Vanderbilt Genetics Institute, Nashville, TN, USA
| | - Jürgen Deckert
- University Hospital of Würzburg, Center of Mental Health, Psychiatry, Psychosomatics and Psychotherapy, Würzburg, Denmark
| | | | - Michelle F Dennis
- Department of Psychiatry and Behavioral Sciences, Duke University School of Medicine, Durham, NC, USA
- Research, Durham VA Health Care System, Durham, NC, USA
- VA Mid-Atlantic Mental Illness Research, Education, and Clinical Center (MIRECC), Genetics Research Laboratory, Durham, NC, USA
| | - Frank Desarnaud
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York City, NY, USA
| | - Christopher P DiPietro
- Broad Institute of MIT and Harvard, Stanley Center for Psychiatric Research, Cambridge, MA, USA
- McLean Hospital, Division of Depression and Anxiety Disorders, Belmont, MA, USA
| | - Seth G Disner
- Minneapolis VA Health Care System, Research Service Line, Minneapolis, MN, USA
- Department of Psychiatry & Behavioral Sciences, University of Minnesota Medical School, Minneapolis, MN, USA
| | - Anna R Docherty
- Huntsman Mental Health Institute, Salt Lake City, UT, USA
- Department of Psychiatry, University of Utah School of Medicine, Salt Lake City, UT, USA
| | - Katharina Domschke
- University of Freiburg, Faculty of Medicine, Centre for Basics in Neuromodulation, Freiburg, Denmark
- Department of Psychiatry and Psychotherapy, University of Freiburg, Faculty of Medicine, Freiburg, Denmark
| | - Grete Dyb
- University of Oslo, Institute of Clinical Medicine, Oslo, Norway
- Norwegian Centre for Violence and Traumatic Stress Studies, Oslo, Norway
| | - Alma Džubur Kulenović
- Department of Psychiatry, University Clinical Center of Sarajevo, Sarajevo, Bosnia and Herzegovina
| | - Howard J Edenberg
- Indiana University School of Medicine, Biochemistry and Molecular Biology, Indianapolis, IN, USA
- Indiana University School of Medicine, Medical and Molecular Genetics, Indianapolis, IN, USA
| | - Alexandra Evans
- Cardiff University, National Centre for Mental Health, MRC Centre for Psychiatric Genetics and Genomics, Cardiff, UK
| | - Chiara Fabbri
- King's College London, Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology and Neuroscience, London, UK
- Department of Biomedical and Neuromotor Sciences, University of Bologna, Bologna, Italy
| | - Negar Fani
- Department of Psychiatry and Behavioral Sciences, Emory University, Atlanta, GA, USA
| | - Lindsay A Farrer
- Department of Medicine (Biomedical Genetics), Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Department of Ophthalmology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
- Department of Epidemiology, Boston University School of Public Health, Boston, MA, USA
| | - Adriana Feder
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York City, NY, USA
| | - Norah C Feeny
- Department of Psychological Sciences, Case Western Reserve University, Cleveland, OH, USA
| | - Janine D Flory
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York City, NY, USA
| | - David Forbes
- Department of Psychiatry, University of Melbourne, Melbourne, Victoria, Australia
| | - Carol E Franz
- Department of Psychiatry, University of California San Diego, La Jolla, CA, USA
| | - Sandro Galea
- Boston University School of Public Health, Boston, MA, USA
| | - Melanie E Garrett
- Duke University, Duke Molecular Physiology Institute, Durham, NC, USA
| | - Bizu Gelaye
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Joel Gelernter
- VA Connecticut Healthcare Center, Psychiatry Service, West Haven, CT, USA
- Department of Genetics and Neuroscience, Yale University School of Medicine, New Haven, CT, USA
| | - Elbert Geuze
- Netherlands Ministry of Defence, Brain Research and Innovation Centre, Utrecht, The Netherlands
- Department of Psychiatry, UMC Utrecht Brain Center Rudolf Magnus, Utrecht, The Netherlands
| | - Charles F Gillespie
- Department of Psychiatry and Behavioral Sciences, Emory University, Atlanta, GA, USA
| | - Slavina B Goleva
- Vanderbilt University Medical Center, Vanderbilt Genetics Institute, Nashville, TN, USA
- National Institutes of Health, National Human Genome Research Institute, Bethesda, MD, USA
| | - Scott D Gordon
- QIMR Berghofer Medical Research Institute, Mental Health & Neuroscience Program, Brisbane, Queensland, Australia
| | - Aferdita Goçi
- Department of Psychiatry, University Clinical Centre of Kosovo, Prishtina, Kosovo
| | - Lana Ruvolo Grasser
- Wayne State University School of Medicine, Psychiatry and Behavioral Neurosciencess, Detroit, MI, USA
| | - Camila Guindalini
- Gallipoli Medical Research Foundation, Greenslopes Private Hospital, Greenslopes, Queensland, Australia
| | - Magali Haas
- Cohen Veterans Bioscience, New York City, NY, USA
| | - Saskia Hagenaars
- King's College London, National Institute for Health and Care Research Maudsley Biomedical Research Centre, South London and Maudsley NHS Foundation Trust, London, UK
- King's College London, Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology and Neuroscience, London, UK
| | - Michael A Hauser
- Department of Psychiatry and Behavioral Sciences, Duke University School of Medicine, Durham, NC, USA
| | - Andrew C Heath
- Department of Genetics, Washington University in Saint Louis School of Medicine, Saint Louis, MO, USA
| | - Sian M J Hemmings
- Department of Psychiatry, Faculty of Medicine and Health Sciences, Stellenbosch University, Cape Town, South Africa
- SAMRC Genomics of Brain Disorders Research Unit, Stellenbosch University, Cape Town, South Africa
| | - Victor Hesselbrock
- University of Connecticut School of Medicine, Psychiatry, Farmington, CT, USA
| | - Ian B Hickie
- University of Sydney, Brain and Mind Centre, Sydney, New South Wales, Australia
| | - Kelleigh Hogan
- Department of Psychiatry, University of California San Diego, La Jolla, CA, USA
- Veterans Affairs San Diego Healthcare System, Center of Excellence for Stress and Mental Health, San Diego, CA, USA
- Veterans Affairs San Diego Healthcare System, Research Service, San Diego, CA, USA
| | - David Michael Hougaard
- Department for Congenital Disorders, Statens Serum Institut, Copenhagen, Denmark
- The Lundbeck Foundation Initiative for Integrative Psychiatric Research, iPSYCH, Aarhus, Denmark
| | - Hailiang Huang
- Broad Institute of MIT and Harvard, Stanley Center for Psychiatric Research, Cambridge, MA, USA
- Department of Medicine, Massachusetts General Hospital, Analytic and Translational Genetics Unit, Boston, MA, USA
| | - Laura M Huckins
- Department of Psychiatry, Yale University, New Haven, CT, USA
| | - Kristian Hveem
- Department of Public Health and Nursing, Faculty of Medicine and Health Sciences, Norwegian University of Science and Technology, K. G. Jebsen Center for Genetic Epidemiology, Trondheim, Norway
| | - Miro Jakovljević
- Department of Psychiatry, University Hospital Center of Zagreb, Zagreb, Croatia
| | - Arash Javanbakht
- Wayne State University School of Medicine, Psychiatry and Behavioral Neurosciencess, Detroit, MI, USA
| | - Gregory D Jenkins
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN, USA
| | - Jessica Johnson
- Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York City, NY, USA
| | - Ian Jones
- Cardiff University, National Centre for Mental Health, Cardiff University Centre for Psychiatric Genetics and Genomics, Cardiff, UK
| | - Tanja Jovanovic
- Department of Psychiatry and Behavioral Sciences, Emory University, Atlanta, GA, USA
| | - Karen-Inge Karstoft
- The Danish Veteran Centre, Research and Knowledge Centre, Ringsted, Denmark
- Department of Psychology, University of Copenhagen, Copenhagen, Denmark
| | - Milissa L Kaufman
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA
- McLean Hospital, Belmont, MA, USA
| | - James L Kennedy
- Centre for Addiction and Mental Health, Neurogenetics Section, Molecular Brain Science Department, Campbell Family Mental Health Research Institute, Toronto, Ontario, Canada
- Centre for Addiction and Mental Health, Tanenbaum Centre for Pharmacogenetics, Toronto, Ontario, Canada
- Department of Psychiatry, University of Toronto, Toronto, Ontario, Canada
- Institute of Medical Sciences, University of Toronto, Toronto, Ontario, Canada
| | - Ronald C Kessler
- Department of Health Care Policy, Harvard Medical School, Boston, MA, USA
| | - Alaptagin Khan
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA
- McLean Hospital, Belmont, MA, USA
| | - Nathan A Kimbrel
- Department of Psychiatry and Behavioral Sciences, Duke University School of Medicine, Durham, NC, USA
- VA Mid-Atlantic Mental Illness Research, Education, and Clinical Center (MIRECC), Genetics Research Laboratory, Durham, NC, USA
- Durham VA Health Care System, Mental Health Service Line, Durham, NC, USA
| | - Anthony P King
- The Ohio State University, College of Medicine, Institute for Behavioral Medicine Research, Columbus, OH, USA
| | - Nastassja Koen
- University of Cape Town, Department of Psychiatry & Neuroscience Institute, SA MRC Unit on Risk & Resilience in Mental Disorders, Cape Town, South Africa
| | - Roman Kotov
- Department of Psychiatry, Stony Brook University, Stony Brook, NY, USA
| | - Henry R Kranzler
- Mental Illness Research, Education and Clinical Center, Crescenz VAMC, Philadelphia, PA, USA
- Department of Psychiatry, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - Kristi Krebs
- University of Tartu, Institute of Genomics, Estonian Genome Center, Tartu, Estonia
| | - William S Kremen
- Department of Psychiatry, University of California San Diego, La Jolla, CA, USA
| | - Pei-Fen Kuan
- Department of Applied Mathematics and Statistics, Stony Brook University, Stony Brook, NY, USA
| | - Bruce R Lawford
- Queensland University of Technology, School of Biomedical Sciences, Kelvin Grove, Queensland, Australia
| | - Lauren A M Lebois
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA
- McLean Hospital, Center of Excellence in Depression and Anxiety Disorders, Belmont, MA, USA
| | - Kelli Lehto
- University of Tartu, Institute of Genomics, Estonian Genome Center, Tartu, Estonia
| | - Daniel F Levey
- VA Connecticut Healthcare Center, West Haven, CT, USA
- Department of Psychiatry, Yale University School of Medicine, New Haven, CT, USA
| | - Catrin Lewis
- Cardiff University, National Centre for Mental Health, MRC Centre for Psychiatric Genetics and Genomics, Cardiff, UK
| | - Israel Liberzon
- Department of Psychiatry and Behavioral Sciences, Texas A&M University College of Medicine, Bryan, TX, USA
| | - Sarah D Linnstaedt
- Department of Anesthesiology, UNC Institute for Trauma Recovery, Chapel Hill, NC, USA
| | - Mark W Logue
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
- Boston University School of Medicine, Psychiatry, Biomedical Genetics, Boston, MA, USA
- VA Boston Healthcare System, National Center for PTSD, Boston, MA, USA
| | - Adriana Lori
- Department of Psychiatry and Behavioral Sciences, Emory University, Atlanta, GA, USA
| | - Yi Lu
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Benjamin J Luft
- Department of Medicine, Stony Brook University, Stony Brook, NY, USA
| | - Michelle K Lupton
- QIMR Berghofer Medical Research Institute, Mental Health & Neuroscience Program, Brisbane, Queensland, Australia
| | - Jurjen J Luykx
- Department of Psychiatry, UMC Utrecht Brain Center Rudolf Magnus, Utrecht, The Netherlands
- Department of Translational Neuroscience, UMC Utrecht Brain Center Rudolf Magnus, Utrecht, The Netherlands
| | - Iouri Makotkine
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York City, NY, USA
| | | | - Shelby Marchese
- Department of Genetic and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Charles Marmar
- New York University, Grossman School of Medicine, New York City, NY, USA
| | - Nicholas G Martin
- QIMR Berghofer Medical Research Institute, Genetics, Brisbane, Queensland, Australia
| | - Gabriela A Martínez-Levy
- Department of Genetics, Instituto Nacional de Psiquiatraía Ramón de la Fuente Muñiz, Mexico City, Mexico
| | - Kerrie McAloney
- QIMR Berghofer Medical Research Institute, Mental Health & Neuroscience Program, Brisbane, Queensland, Australia
| | - Alexander McFarlane
- University of Adelaide, Discipline of Psychiatry, Adelaide, South Australia, Australia
| | | | - Samuel A McLean
- Department of Anesthesiology, UNC Institute for Trauma Recovery, Chapel Hill, NC, USA
- Department of Emergency Medicine, UNC Institute for Trauma Recovery, Chapel Hill, NC, USA
| | - Sarah E Medland
- QIMR Berghofer Medical Research Institute, Mental Health & Neuroscience Program, Brisbane, Queensland, Australia
| | - Divya Mehta
- Queensland University of Technology, School of Biomedical Sciences, Kelvin Grove, Queensland, Australia
- Queensland University of Technology, Centre for Genomics and Personalised Health, Kelvin Grove, Queensland, Australia
| | - Jacquelyn Meyers
- Department of Psychiatry and Behavioral Sciences, SUNY Downstate Health Sciences University, Brooklyn, NY, USA
| | - Vasiliki Michopoulos
- Department of Psychiatry and Behavioral Sciences, Emory University, Atlanta, GA, USA
| | - Elizabeth A Mikita
- Department of Psychiatry, University of California San Diego, La Jolla, CA, USA
- Veterans Affairs San Diego Healthcare System, Center of Excellence for Stress and Mental Health, San Diego, CA, USA
- Veterans Affairs San Diego Healthcare System, Research Service, San Diego, CA, USA
| | - Lili Milani
- University of Tartu, Institute of Genomics, Estonian Genome Center, Tartu, Estonia
| | | | - Mark W Miller
- Boston University School of Medicine, Psychiatry, Biomedical Genetics, Boston, MA, USA
- VA Boston Healthcare System, National Center for PTSD, Boston, MA, USA
| | - Rajendra A Morey
- Duke University School of Medicine, Duke Brain Imaging and Analysis Center, Durham, NC, USA
| | - Charles Phillip Morris
- Queensland University of Technology, School of Biomedical Sciences, Kelvin Grove, Queensland, Australia
| | - Ole Mors
- The Lundbeck Foundation Initiative for Integrative Psychiatric Research, iPSYCH, Aarhus, Denmark
- Aarhus University Hospital-Psychiatry, Psychosis Research Unit, Aarhus, Denmark
| | - Preben Bo Mortensen
- The Lundbeck Foundation Initiative for Integrative Psychiatric Research, iPSYCH, Aarhus, Denmark
- Aarhus University, Centre for Integrative Sequencing, iSEQ, Aarhus, Denmark
- Aarhus University, Centre for Integrated Register-Based Research, Aarhus, Denmark
- Aarhus University, National Centre for Register-Based Research, Aarhus, Denmark
| | - Mary S Mufford
- Department of Pathology, University of Cape Town, Division of Human Genetics, Cape Town, South Africa
| | - Elliot C Nelson
- Department of Psychiatry, Washington University in Saint Louis School of Medicine, Saint Louis, MO, USA
| | - Merete Nordentoft
- The Lundbeck Foundation Initiative for Integrative Psychiatric Research, iPSYCH, Aarhus, Denmark
- University of Copenhagen, Mental Health Services in the Capital Region of Denmark, Copenhagen, Denmark
| | - Sonya B Norman
- Department of Psychiatry, University of California San Diego, La Jolla, CA, USA
- Veterans Affairs San Diego Healthcare System, Center of Excellence for Stress and Mental Health, San Diego, CA, USA
- National Center for Post Traumatic Stress Disorder, Executive Division, White River Junction, VT, 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
| | - Meaghan O'Donnell
- Department of Psychiatry, University of Melbourne, Phoenix Australia, Melbourne, Victoria, Australia
| | - Holly K Orcutt
- Department of Psychology, Northern Illinois University, DeKalb, IL, USA
| | - Pedro M Pan
- Universidade Federal de São Paulo, Psychiatry, São Paulo, Brazil
| | - Matthew S Panizzon
- Department of Psychiatry, University of California San Diego, La Jolla, CA, USA
| | - Gita A Pathak
- VA Connecticut Healthcare Center, West Haven, CT, USA
- Department of Psychiatry, Yale University School of Medicine, New Haven, CT, USA
| | - Edward S Peters
- University of Nebraska Medical Center, College of Public Health, Omaha, NE, USA
| | - Alan L Peterson
- South Texas Veterans Health Care System, Research and Development Service, San Antonio, TX, USA
- Department of Psychiatry and Behavioral Sciences, University of Texas Health Science Center at San Antonio, San Antonio, TX, USA
| | - Matthew Peverill
- Department of Psychology, University of Washington, Seattle, WA, USA
| | - Robert H Pietrzak
- Department of Psychiatry, Yale University School of Medicine, New Haven, CT, USA
- U.S. Department of Veterans Affairs National Center for Posttraumatic Stress Disorder, West Haven, CT, USA
| | - Melissa A Polusny
- Minneapolis VA Health Care System, Mental Health Service Line, Minneapolis, MN, USA
- Department of Psychiatry & Behavioral Sciences, University of Minnesota Medical School, Minneapolis, MN, USA
- Center for Care Delivery and Outcomes Research (CCDOR), Minneapolis, MN, USA
| | - Bernice Porjesz
- Department of Psychiatry and Behavioral Sciences, SUNY Downstate Health Sciences University, Brooklyn, NY, USA
| | - Abigail Powers
- Department of Psychiatry and Behavioral Sciences, Emory University, Atlanta, GA, USA
| | - Xue-Jun Qin
- Duke University, Duke Molecular Physiology Institute, Durham, NC, USA
| | - Andrew Ratanatharathorn
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA
- Department of Epidemiology, Columbia University Mailmain School of Public Health, New York City, NY, USA
| | - Victoria B Risbrough
- Department of Psychiatry, University of California San Diego, La Jolla, CA, USA
- Veterans Affairs San Diego Healthcare System, Center of Excellence for Stress and Mental Health, San Diego, CA, USA
- Veterans Affairs San Diego Healthcare System, Research Service, San Diego, CA, USA
| | - Andrea L Roberts
- Department of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Alex O Rothbaum
- Department of Psychological Sciences, Emory University, Atlanta, GA, USA
- Department of Research and Outcomes, Skyland Trail, Atlanta, GA, USA
| | - Barbara O Rothbaum
- Department of Psychiatry and Behavioral Sciences, Emory University, Atlanta, GA, USA
| | - Peter Roy-Byrne
- Department of Psychiatry, University of Washington, Seattle, WA, USA
| | - Kenneth J Ruggiero
- Department of Nursing, Department of Psychiatry, Medical University of South Carolina, Charleston, SC, USA
| | - Ariane Rung
- Department of Epidemiology, Louisiana State University Health Sciences Center, School of Public Health, New Orleans, LA, USA
| | - Heiko Runz
- Biogen Inc., Research & Development, Cambridge, MA, USA
| | - Bart P F Rutten
- Department of Psychiatry and Neuropsychology, Maastricht Universitair Medisch Centrum, School for Mental Health and Neuroscience, Maastricht, The Netherlands
| | | | - Giovanni Abrahão Salum
- Child Mind Institute, New York City, NY, USA
- Instituto Nacional de Psiquiatria de Desenvolvimento, São Paulo, Brazil
| | - Laura Sampson
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA
- Department of Epidemiology, Boston University School of Public Health, Boston, MA, USA
| | - Sixto E Sanchez
- Department of Medicine, Universidad Peruana de Ciencias Aplicadas, Lima, Peru
| | - Marcos Santoro
- Universidade Federal de São Paulo, Departamento de Bioquímica-Disciplina de Biologia Molecular, São Paulo, Brazil
| | - Carina Seah
- Department of Genetic and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Soraya Seedat
- Department of Psychiatry, Faculty of Medicine and Health Sciences, Stellenbosch University, Cape Town, South Africa
- Stellenbosch University, SAMRC Extramural Genomics of Brain Disorders Research Unit, Cape Town, South Africa
| | - Julia S Seng
- Department of Obstetrics and Gynecology, University of Michigan, Ann Arbor, MI, USA
- Department of Women's and Gender Studies, University of Michigan, Ann Arbor, MI, USA
- University of Michigan, Institute for Research on Women and Gender, Ann Arbor, MI, USA
- University of Michigan, School of Nursing, Ann Arbor, MI, USA
| | - Andrey Shabalin
- Department of Psychiatry, University of Utah School of Medicine, Salt Lake City, UT, USA
| | - Christina M Sheerin
- Department of Psychiatry, Virginia Institute for Psychiatric and Behavioral Genetics, Richmond, VA, USA
| | - Derrick Silove
- Department of Psychiatry, University of New South Wales, Sydney, New South Wales, Australia
| | - Alicia K Smith
- Department of Psychiatry and Behavioral Sciences, Emory University, Atlanta, GA, USA
- Department of Gynecology and Obstetrics, Department of Psychiatry and Behavioral Sciences, Department of Human Genetics, Emory University, Atlanta, GA, USA
| | - Jordan W Smoller
- Department of Psychiatry, Massachusetts General Hospital, Boston, MA, USA
- Broad Institute of MIT and Harvard, Stanley Center for Psychiatric Research, Cambridge, MA, USA
- Massachusetts General Hospital, Psychiatric and Neurodevelopmental Genetics Unit (PNGU), Boston, MA, USA
| | - Scott R Sponheim
- Minneapolis VA Health Care System, Mental Health Service Line, Minneapolis, MN, USA
- Department of Psychiatry and Behavioral Sciences, University of Minnesota Medical School, Minneapolis, MN, USA
| | - Dan J Stein
- University of Cape Town, Department of Psychiatry & Neuroscience Institute, SA MRC Unit on Risk & Resilience in Mental Disorders, Cape Town, South Africa
| | - Synne Stensland
- Oslo University Hospital, Department of Research, Innovation and Education, Division of Clinical Neuroscience, Oslo, Norway
- Norwegian Centre for Violence and Traumatic Stress Studies, Oslo, Norway
| | - Jennifer S Stevens
- Department of Psychiatry and Behavioral Sciences, Emory University, Atlanta, GA, USA
| | - Jennifer A Sumner
- Department of Psychology, University of California, Los Angeles, Los Angeles, CA, USA
| | - Martin H Teicher
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA
- McLean Hospital, Developmental Biopsychiatry Research Program, Belmont, MA, USA
| | - Wesley K Thompson
- Mental Health Centre Sct. Hans, Institute of Biological Psychiatry, Roskilde, Denmark
- University of California San Diego, Herbert Wertheim School of Public Health and Human Longevity Science, La Jolla, CA, USA
| | - Arun K Tiwari
- Centre for Addiction and Mental Health, Neurogenetics Section, Molecular Brain Science Department, Campbell Family Mental Health Research Institute, Toronto, Ontario, Canada
- Centre for Addiction and Mental Health, Tanenbaum Centre for Pharmacogenetics, Toronto, Ontario, Canada
- Department of Psychiatry, University of Toronto, Toronto, Ontario, Canada
| | - Edward Trapido
- Department of Epidemiology, Louisiana State University Health Sciences Center, School of Public Health, New Orleans, LA, USA
| | - Monica Uddin
- University of South Florida College of Public Health, Genomics Program, Tampa, FL, USA
| | - Robert J Ursano
- Department of Psychiatry, Uniformed Services University, Bethesda, MD, USA
| | - Unnur Valdimarsdóttir
- Karolinska Institutet, Unit of Integrative Epidemiology, Institute of Environmental Medicine, Stockholm, Sweden
- University of Iceland, Faculty of Medicine, Center of Public Health Sciences, School of Health Sciences, Reykjavik, Iceland
| | - Miranda Van Hooff
- University of Adelaide, Adelaide Medical School, Adelaide, South Australia, Australia
| | - Eric Vermetten
- ARQ Nationaal Psychotrauma Centrum, Psychotrauma Research Expert Group, Diemen, The Netherlands
- Department of Psychiatry, Leiden University Medical Center, Leiden, The Netherlands
- Department of Psychiatry, New York University School of Medicine, New York City, NY, USA
| | - Christiaan H Vinkers
- Amsterdam Neuroscience, Mood, Anxiety, Psychosis, Sleep & Stress Program, Amsterdam, The Netherlands
- Department of Anatomy and Neurosciences, Amsterdam UMC location Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
- Department of Psychiatry, Amsterdam UMC location Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
| | - Joanne Voisey
- Queensland University of Technology, School of Biomedical Sciences, Kelvin Grove, Queensland, Australia
- Queensland University of Technology, Centre for Genomics and Personalised Health, Kelvin Grove, Queensland, Australia
| | - Yunpeng Wang
- Department of Psychology, University of Oslo, Lifespan Changes in Brain and Cognition (LCBC), Oslo, Norway
| | - Zhewu Wang
- Department of Psychiatry and Behavioral Sciences, Medical University of South Carolina, Charleston, SC, USA
- Department of Mental Health, Ralph H Johnson VA Medical Center, Charleston, SC, USA
| | - Monika Waszczuk
- Department of Psychology, Rosalind Franklin University of Medicine and Science, North Chicago, IL, USA
| | - Heike Weber
- University Hospital of Würzburg, Center of Mental Health, Psychiatry, Psychosomatics and Psychotherapy, Würzburg, Denmark
| | - Frank R Wendt
- Department of Anthropology, University of Toronto, Dalla Lana School of Public Health, Toronto, Ontario, Canada
| | - Thomas Werge
- The Lundbeck Foundation Initiative for Integrative Psychiatric Research, iPSYCH, Aarhus, Denmark
- Copenhagen University Hospital, Institute of Biological Psychiatry, Mental Health Services, Copenhagen, Denmark
- Department of Clinical Medicine, University of Copenhagen, Copenhagen, Denmark
- University of Copenhagen, The Globe Institute, Lundbeck Foundation Center for Geogenetics, Copenhagen, Denmark
| | - Michelle A Williams
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Douglas E Williamson
- Department of Psychiatry and Behavioral Sciences, Duke University School of Medicine, Durham, NC, USA
- Research, Durham VA Health Care System, Durham, NC, USA
| | - Bendik S Winsvold
- Department of Public Health and Nursing, Faculty of Medicine and Health Sciences, Norwegian University of Science and Technology, K. G. Jebsen Center for Genetic Epidemiology, Trondheim, Norway
- Oslo University Hospital, Department of Research, Innovation and Education, Division of Clinical Neuroscience, Oslo, Norway
- Department of Neurology, Oslo University Hospital, Oslo, Norway
| | - Sherry Winternitz
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA
- McLean Hospital, Belmont, MA, USA
| | - Christiane Wolf
- University Hospital of Würzburg, Center of Mental Health, Psychiatry, Psychosomatics and Psychotherapy, Würzburg, Denmark
| | - Erika J Wolf
- VA Boston Healthcare System, National Center for PTSD, Boston, MA, USA
- Department of Psychiatry, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
| | - Yan Xia
- Broad Institute of MIT and Harvard, Stanley Center for Psychiatric Research, Cambridge, MA, USA
- Department of Medicine, Massachusetts General Hospital, Analytic and Translational Genetics Unit, Boston, MA, USA
| | - Ying Xiong
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Rachel Yehuda
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York City, NY, USA
- Department of Mental Health, James J. Peters VA Medical Center, Bronx, NY, USA
| | - Keith A Young
- Central Texas Veterans Health Care System, Research Service, Temple, TX, USA
- Department of Psychiatry and Behavioral Sciences, Texas A&M University School of Medicine, Bryan, TX, USA
| | - Ross McD Young
- Queensland University of Technology, School of Clinical Sciences, Kelvin Grove, Queensland, Australia
- University of the Sunshine Coast, The Chancellory, Sippy Downs, Queensland, Australia
| | - Clement C Zai
- Broad Institute of MIT and Harvard, Stanley Center for Psychiatric Research, Cambridge, MA, USA
- Centre for Addiction and Mental Health, Neurogenetics Section, Molecular Brain Science Department, Campbell Family Mental Health Research Institute, Toronto, Ontario, Canada
- Centre for Addiction and Mental Health, Tanenbaum Centre for Pharmacogenetics, Toronto, Ontario, Canada
- Department of Psychiatry, University of Toronto, Toronto, Ontario, Canada
- Institute of Medical Sciences, University of Toronto, Toronto, Ontario, Canada
- Department of Laboratory Medicine and Pathology, University of Toronto, Toronto, Ontario, Canada
| | - Gwyneth C Zai
- Centre for Addiction and Mental Health, Neurogenetics Section, Molecular Brain Science Department, Campbell Family Mental Health Research Institute, Toronto, Ontario, Canada
- Centre for Addiction and Mental Health, Tanenbaum Centre for Pharmacogenetics, Toronto, Ontario, Canada
- Department of Psychiatry, University of Toronto, Toronto, Ontario, Canada
- Institute of Medical Sciences, University of Toronto, Toronto, Ontario, Canada
- Centre for Addiction and Mental Health, General Adult Psychiatry and Health Systems Division, Toronto, Ontario, Canada
| | - Mark Zervas
- Cohen Veterans Bioscience, New York City, NY, USA
| | - Hongyu Zhao
- Department of Biostatistics, Yale University, New Haven, CT, USA
| | - Lori A Zoellner
- Department of Psychology, University of Washington, Seattle, WA, USA
| | - John-Anker Zwart
- University of Oslo, Institute of Clinical Medicine, Oslo, Norway
- Department of Public Health and Nursing, Faculty of Medicine and Health Sciences, Norwegian University of Science and Technology, K. G. Jebsen Center for Genetic Epidemiology, Trondheim, Norway
- Oslo University Hospital, Department of Research, Innovation and Education, Division of Clinical Neuroscience, Oslo, Norway
| | - Terri deRoon-Cassini
- Department of Surgery, Division of Trauma & Acute Care Surgery, Medical College of Wisconsin, Milwaukee, WI, USA
| | - Sanne J H van Rooij
- Department of Psychiatry and Behavioral Sciences, Emory University, Atlanta, GA, USA
| | - Leigh L van den Heuvel
- Department of Psychiatry, Faculty of Medicine and Health Sciences, Stellenbosch University, Cape Town, South Africa
- SAMRC Genomics of Brain Disorders Research Unit, Stellenbosch University, Cape Town, South Africa
| | - Murray B Stein
- Department of Psychiatry, University of California San Diego, La Jolla, CA, USA
- Veterans Affairs San Diego Healthcare System, Psychiatry Service, San Diego, CA, USA
- University of California San Diego, School of Public Health, La Jolla, CA, 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
| | - Karestan C Koenen
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA
- Broad Institute of MIT and Harvard, Stanley Center for Psychiatric Research, Cambridge, MA, USA
- Massachusetts General Hospital, Psychiatric and Neurodevelopmental Genetics Unit (PNGU), Boston, MA, USA
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16
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Kovlyagina I, Wierczeiko A, Todorov H, Jacobi E, Tevosian M, von Engelhardt J, Gerber S, Lutz B. Leveraging interindividual variability in threat conditioning of inbred mice to model trait anxiety. PLoS Biol 2024; 22:e3002642. [PMID: 38805548 PMCID: PMC11161093 DOI: 10.1371/journal.pbio.3002642] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2024] [Revised: 06/07/2024] [Accepted: 04/25/2024] [Indexed: 05/30/2024] Open
Abstract
Trait anxiety is a major risk factor for stress-induced and anxiety disorders in humans. However, animal models accounting for the interindividual variability in stress vulnerability are largely lacking. Moreover, the pervasive bias of using mostly male animals in preclinical studies poorly reflects the increased prevalence of psychiatric disorders in women. Using the threat imminence continuum theory, we designed and validated an auditory aversive conditioning-based pipeline in both female and male mice. We operationalised trait anxiety by harnessing the naturally occurring variability of defensive freezing responses combined with a model-based clustering strategy. While sustained freezing during prolonged retrieval sessions was identified as an anxiety-endophenotype behavioral marker in both sexes, females were consistently associated with an increased freezing response. RNA-sequencing of CeA, BLA, ACC, and BNST revealed massive differences in phasic and sustained responders' transcriptomes, correlating with transcriptomic signatures of psychiatric disorders, particularly post-traumatic stress disorder (PTSD). Moreover, we detected significant alterations in the excitation/inhibition balance of principal neurons in the lateral amygdala. These findings provide compelling evidence that trait anxiety in inbred mice can be leveraged to develop translationally relevant preclinical models to investigate mechanisms of stress susceptibility in a sex-specific manner.
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Affiliation(s)
- Irina Kovlyagina
- Institute of Physiological Chemistry, University Medical Center of the Johannes Gutenberg University, Mainz, Germany
| | - Anna Wierczeiko
- Institute of Human Genetics, University Medical Center of the Johannes Gutenberg University, Mainz, Germany
| | - Hristo Todorov
- Institute of Human Genetics, University Medical Center of the Johannes Gutenberg University, Mainz, Germany
| | - Eric Jacobi
- Institute of Pathophysiology, and Focus Program Translational Neuroscience (FTN), University Medical Center of the Johannes Gutenberg University, Mainz, Germany
| | - Margarita Tevosian
- Institute of Physiological Chemistry, University Medical Center of the Johannes Gutenberg University, Mainz, Germany
- Leibniz Institute for Resilience Research (LIR), Mainz, Germany
| | - Jakob von Engelhardt
- Institute of Pathophysiology, and Focus Program Translational Neuroscience (FTN), University Medical Center of the Johannes Gutenberg University, Mainz, Germany
| | - Susanne Gerber
- Institute of Human Genetics, University Medical Center of the Johannes Gutenberg University, Mainz, Germany
| | - Beat Lutz
- Institute of Physiological Chemistry, University Medical Center of the Johannes Gutenberg University, Mainz, Germany
- Leibniz Institute for Resilience Research (LIR), Mainz, Germany
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17
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Matsumoto Y, Miwa H, Katayama KI, Watanabe A, Yamada K, Ito T, Nakagawa S, Aruga J. Slitrk4 is required for the development of inhibitory neurons in the fear memory circuit of the lateral amygdala. Front Mol Neurosci 2024; 17:1386924. [PMID: 38736483 PMCID: PMC11082273 DOI: 10.3389/fnmol.2024.1386924] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2024] [Accepted: 04/08/2024] [Indexed: 05/14/2024] Open
Abstract
The Slitrk family consists of six synaptic adhesion molecules, some of which are associated with neuropsychiatric disorders. In this study, we aimed to investigate the physiological role of Slitrk4 by analyzing Slitrk4 knockout (KO) mice. The Slitrk4 protein was widely detected in the brain and was abundant in the olfactory bulb and amygdala. In a systematic behavioral analysis, male Slitrk4 KO mice exhibited an enhanced fear memory acquisition in a cued test for classical fear conditioning, and social behavior deficits in reciprocal social interaction tests. In an electrophysiological analysis using amygdala slices, Slitrk4 KO mice showed enhanced long-term potentiation in the thalamo-amygdala afferents and reduced feedback inhibition. In the molecular marker analysis of Slitrk4 KO brains, the number of calretinin (CR)-positive interneurons was decreased in the anterior part of the lateral amygdala nuclei at the adult stage. In in vitro experiments for neuronal differentiation, Slitrk4-deficient embryonic stem cells were defective in inducing GABAergic interneurons with an altered response to sonic hedgehog signaling activation that was involved in the generation of GABAergic interneuron subsets. These results indicate that Slitrk4 function is related to the development of inhibitory neurons in the fear memory circuit and would contribute to a better understanding of osttraumatic stress disorder, in which an altered expression of Slitrk4 has been reported.
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Affiliation(s)
- Yoshifumi Matsumoto
- Laboratory for Behavioral and Developmental Disorders, RIKEN Brain Science Institute, Wako-shi, Japan
| | - Hideki Miwa
- Department of Genetic and Behavioral Neuroscience, Gunma University Graduate School of Medicine, Maebashi, Japan
- Department of Neuropsychopharmacology, National Institute of Mental Health, National Center of Neurology and Psychiatry, Tokyo, Japan
| | - Kei-ichi Katayama
- Laboratory for Behavioral and Developmental Disorders, RIKEN Brain Science Institute, Wako-shi, Japan
| | - Arata Watanabe
- Department of Medical Pharmacology, Nagasaki University Institute of Biomedical Sciences, Nagasaki, Japan
| | - Kazuyuki Yamada
- Support Unit for Animal Experiments, RIKEN Brain Science Institute, Wako-shi, Japan
| | - Takashi Ito
- Department of Biochemistry, Nagasaki University Institute of Biomedical Sciences, Nagasaki, Japan
| | - Shinsuke Nakagawa
- Department of Medical Pharmacology, Nagasaki University Institute of Biomedical Sciences, Nagasaki, Japan
| | - Jun Aruga
- Laboratory for Behavioral and Developmental Disorders, RIKEN Brain Science Institute, Wako-shi, Japan
- Department of Medical Pharmacology, Nagasaki University Institute of Biomedical Sciences, Nagasaki, Japan
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18
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Miller ML, Pindwarawala M, Agosto MA. Complex N-glycosylation of mGluR6 is required for trans-synaptic interaction with ELFN adhesion proteins. J Biol Chem 2024; 300:107119. [PMID: 38428819 PMCID: PMC10973816 DOI: 10.1016/j.jbc.2024.107119] [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: 11/09/2023] [Revised: 01/30/2024] [Accepted: 02/16/2024] [Indexed: 03/03/2024] Open
Abstract
Synaptic transmission from retinal photoreceptors to downstream ON-type bipolar cells (BCs) depends on the postsynaptic metabotropic glutamate receptor mGluR6, located at the BC dendritic tips. Glutamate binding to mGluR6 initiates G-protein signaling that ultimately leads to BC depolarization in response to light. The mGluR6 receptor also engages in trans-synaptic interactions with presynaptic ELFN adhesion proteins. The roles of post-translational modifications in mGluR6 trafficking and function are unknown. Treatment with glycosidase enzymes PNGase F and Endo H demonstrated that both endogenous and heterologously expressed mGluR6 contain complex N-glycosylation acquired in the Golgi. Pull-down experiments with ELFN1 and ELFN2 extracellular domains revealed that these proteins interact exclusively with the complex glycosylated form of mGluR6. Mutation of the four predicted N-glycosylation sites, either singly or in combination, revealed that all four sites are glycosylated. Single mutations partially reduced, but did not abolish, surface expression in heterologous cells, while triple mutants had little or no surface expression, indicating that no single glycosylation site is necessary or sufficient for plasma membrane trafficking. Mutation at N445 severely impaired both ELFN1 and ELFN2 binding. All single mutants exhibited dendritic tip enrichment in rod BCs, as did the triple mutant with N445 as the sole N-glycosylation site, demonstrating that glycosylation at N445 is sufficient but not necessary for dendritic tip localization. The quadruple mutant was completely mislocalized. These results reveal a key role for complex N-glycosylation in regulating mGluR6 trafficking and ELFN binding, and by extension, function of the photoreceptor synapses.
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Affiliation(s)
- Michael L Miller
- Faculty of Science, Medical Sciences Program, Dalhousie University, Halifax, Nova Scotia, Canada
| | - Mustansir Pindwarawala
- Faculty of Science, Medical Sciences Program, Dalhousie University, Halifax, Nova Scotia, Canada
| | - Melina A Agosto
- Retina and Optic Nerve Research Laboratory, Dalhousie University, Halifax, Nova Scotia, Canada; Department of Physiology and Biophysics, Dalhousie University, Halifax, Nova Scotia, Canada; Department of Ophthalmology and Visual Sciences, Dalhousie University, Halifax, Nova Scotia, Canada.
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19
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Dirven BCJ, van Melis L, Daneva T, Dillen L, Homberg JR, Kozicz T, Henckens MJAG. Hippocampal Trauma Memory Processing Conveying Susceptibility to Traumatic Stress. Neuroscience 2024; 540:87-102. [PMID: 38220126 DOI: 10.1016/j.neuroscience.2024.01.007] [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: 02/27/2023] [Revised: 12/04/2023] [Accepted: 01/10/2024] [Indexed: 01/16/2024]
Abstract
While the majority of the population is ever exposed to a traumatic event during their lifetime, only a fraction develops posttraumatic stress disorder (PTSD). Disrupted trauma memory processing has been proposed as a core factor underlying PTSD symptomatology. We used transgenic Targeted-Recombination-in-Active-Populations (TRAP) mice to investigate potential alterations in trauma-related hippocampal memory engrams associated with the development of PTSD-like symptomatology. Mice were exposed to a stress-enhanced fear learning paradigm, in which prior exposure to a stressor affects the learning of a subsequent fearful event (contextual fear conditioning using foot shocks), during which neuronal activity was labeled. One week later, mice were behaviorally phenotyped to identify mice resilient and susceptible to developing PTSD-like symptomatology. Three weeks post-learning, mice were re-exposed to the conditioning context to induce remote fear memory recall, and associated hippocampal neuronal activity was assessed. While no differences in the size of the hippocampal neuronal ensemble activated during fear learning were observed between groups, susceptible mice displayed a smaller ensemble activated upon remote fear memory recall in the ventral CA1, higher regional hippocampal parvalbuminneuronal density and a relatively lower activity of parvalbumininterneurons upon recall. Investigation of potential epigenetic regulators of the engram revealed rather generic (rather than engram-specific) differences between groups, with susceptible mice displaying lower hippocampal histone deacetylase 2 expression, and higher methylation and hydroxymethylation levels. These finding implicate variation in epigenetic regulation within the hippocampus, as well as reduced regional hippocampal activity during remote fear memory recall in interindividual differences in susceptibility to traumatic stress.
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Affiliation(s)
- Bart C J Dirven
- Department of Cognitive Neuroscience, Donders Institute for Brain, Cognition, and Behaviour, Radboud University Medical Centre, 6500 HB Nijmegen, The Netherlands; Department of Medical Imaging, Anatomy, Donders Institute for Brain, Cognition, and Behaviour, Radboud University Medical Centre, 6500 HB Nijmegen, The Netherlands
| | - Lennart van Melis
- Department of Medical Imaging, Anatomy, Donders Institute for Brain, Cognition, and Behaviour, Radboud University Medical Centre, 6500 HB Nijmegen, The Netherlands
| | - Teya Daneva
- Department of Medical Imaging, Anatomy, Donders Institute for Brain, Cognition, and Behaviour, Radboud University Medical Centre, 6500 HB Nijmegen, The Netherlands
| | - Lieke Dillen
- Department of Medical Imaging, Anatomy, Donders Institute for Brain, Cognition, and Behaviour, Radboud University Medical Centre, 6500 HB Nijmegen, The Netherlands
| | - Judith R Homberg
- Department of Cognitive Neuroscience, Donders Institute for Brain, Cognition, and Behaviour, Radboud University Medical Centre, 6500 HB Nijmegen, The Netherlands
| | - Tamas Kozicz
- Department of Medical Imaging, Anatomy, Donders Institute for Brain, Cognition, and Behaviour, Radboud University Medical Centre, 6500 HB Nijmegen, The Netherlands; Center for Individualized Medicine, Department of Clinical Genomics, and Biochemical Genetics Laboratory, Mayo Clinic, Rochester, MN 55905, USA; University of Pecs Medical School, Department of Anatomy, Pecs, Hungary
| | - Marloes J A G Henckens
- Department of Cognitive Neuroscience, Donders Institute for Brain, Cognition, and Behaviour, Radboud University Medical Centre, 6500 HB Nijmegen, The Netherlands.
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20
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Pan C, Cheng S, Liu L, Chen Y, Meng P, Yang X, Li C, Zhang J, Zhang Z, Zhang H, Cheng B, Wen Y, Jia Y, Zhang F. Identification of novel rare variants for anxiety: an exome-wide association study in the UK Biobank. Prog Neuropsychopharmacol Biol Psychiatry 2024; 130:110928. [PMID: 38154517 DOI: 10.1016/j.pnpbp.2023.110928] [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: 07/10/2023] [Revised: 11/19/2023] [Accepted: 12/23/2023] [Indexed: 12/30/2023]
Abstract
BACKGROUND Rare variants are believed to play a substantial role in the genetic architecture of mental disorders, particularly in coding regions. However, limited evidence supports the impact of rare variants on anxiety. METHODS Using whole-exome sequencing data from 200,643 participants in the UK Biobank, we investigated the contribution of rare variants to anxiety. Firstly, we computed genetic risk score (GRS) of anxiety utilizing genotype data and summary data from a genome-wide association study (GWAS) on anxiety disorder. Subsequently, we identified individuals within the lowest 50% GRS, a subgroup more likely to carry pathogenic rare variants. Within this subgroup, we classified individuals with the highest 10% 7-item Generalized Anxiety Disorder scale (GAD-7) score as cases (N = 1869), and those with the lowest 10% GAD-7 score were designated as controls (N = 1869). Finally, we conducted gene-based burden tests and single-variant association analyses to assess the relationship between rare variants and anxiety. RESULTS Totally, 47,800 variants with MAF ≤0.01 were annotated as non-benign coding variants, consisting of 42,698 nonsynonymous SNVs, 489 nonframeshift substitution, 236 frameshift substitution, 617 stop-gain and 40 stop-loss variants. After variation aggregation, 5066 genes were included in gene-based association analysis. Totally, 11 candidate genes were detected in burden test, such as RNF123 (PBonferroni adjusted = 3.40 × 10-6), MOAP1(PBonferroni adjusted = 4.35 × 10-4), CCDC110 (PBonferroni adjusted = 5.83 × 10-4). Single-variant test detected 9 rare variants, such as rs35726701(RNF123)(PBonferroni adjusted = 3.16 × 10-10) and rs16942615(CAMTA2) (PBonferroni adjusted = 4.04 × 10-4). Notably, RNF123, CCDC110, DNAH2, and CSKMT gene were identified in both tests. CONCLUSIONS Our study identified novel candidate genes for anxiety in protein-coding regions, revealing the contribution of rare variants to anxiety.
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Affiliation(s)
- Chuyu Pan
- Key Laboratory of Trace Elements and Endemic Diseases of National Health and Family Planning Commission, Key Laboratory of Environment and Genes Related to Diseases of Ministry of Education of China, Key Laboratory for Disease Prevention and Control and Health Promotion of Shaanxi Province, School of Public Health, Health Science Center, Xi'an Jiaotong University, Xi'an, P. R. China
| | - Shiqiang Cheng
- Key Laboratory of Trace Elements and Endemic Diseases of National Health and Family Planning Commission, Key Laboratory of Environment and Genes Related to Diseases of Ministry of Education of China, Key Laboratory for Disease Prevention and Control and Health Promotion of Shaanxi Province, School of Public Health, Health Science Center, Xi'an Jiaotong University, Xi'an, P. R. China
| | - Li Liu
- Key Laboratory of Trace Elements and Endemic Diseases of National Health and Family Planning Commission, Key Laboratory of Environment and Genes Related to Diseases of Ministry of Education of China, Key Laboratory for Disease Prevention and Control and Health Promotion of Shaanxi Province, School of Public Health, Health Science Center, Xi'an Jiaotong University, Xi'an, P. R. China
| | - Yujing Chen
- Key Laboratory of Trace Elements and Endemic Diseases of National Health and Family Planning Commission, Key Laboratory of Environment and Genes Related to Diseases of Ministry of Education of China, Key Laboratory for Disease Prevention and Control and Health Promotion of Shaanxi Province, School of Public Health, Health Science Center, Xi'an Jiaotong University, Xi'an, P. R. China
| | - Peilin Meng
- Key Laboratory of Trace Elements and Endemic Diseases of National Health and Family Planning Commission, Key Laboratory of Environment and Genes Related to Diseases of Ministry of Education of China, Key Laboratory for Disease Prevention and Control and Health Promotion of Shaanxi Province, School of Public Health, Health Science Center, Xi'an Jiaotong University, Xi'an, P. R. China
| | - Xuena Yang
- Key Laboratory of Trace Elements and Endemic Diseases of National Health and Family Planning Commission, Key Laboratory of Environment and Genes Related to Diseases of Ministry of Education of China, Key Laboratory for Disease Prevention and Control and Health Promotion of Shaanxi Province, School of Public Health, Health Science Center, Xi'an Jiaotong University, Xi'an, P. R. China
| | - Chun'e Li
- Key Laboratory of Trace Elements and Endemic Diseases of National Health and Family Planning Commission, Key Laboratory of Environment and Genes Related to Diseases of Ministry of Education of China, Key Laboratory for Disease Prevention and Control and Health Promotion of Shaanxi Province, School of Public Health, Health Science Center, Xi'an Jiaotong University, Xi'an, P. R. China
| | - Jingxi Zhang
- Key Laboratory of Trace Elements and Endemic Diseases of National Health and Family Planning Commission, Key Laboratory of Environment and Genes Related to Diseases of Ministry of Education of China, Key Laboratory for Disease Prevention and Control and Health Promotion of Shaanxi Province, School of Public Health, Health Science Center, Xi'an Jiaotong University, Xi'an, P. R. China
| | - Zhen Zhang
- Key Laboratory of Trace Elements and Endemic Diseases of National Health and Family Planning Commission, Key Laboratory of Environment and Genes Related to Diseases of Ministry of Education of China, Key Laboratory for Disease Prevention and Control and Health Promotion of Shaanxi Province, School of Public Health, Health Science Center, Xi'an Jiaotong University, Xi'an, P. R. China
| | - Huijie Zhang
- Key Laboratory of Trace Elements and Endemic Diseases of National Health and Family Planning Commission, Key Laboratory of Environment and Genes Related to Diseases of Ministry of Education of China, Key Laboratory for Disease Prevention and Control and Health Promotion of Shaanxi Province, School of Public Health, Health Science Center, Xi'an Jiaotong University, Xi'an, P. R. China
| | - Bolun Cheng
- Key Laboratory of Trace Elements and Endemic Diseases of National Health and Family Planning Commission, Key Laboratory of Environment and Genes Related to Diseases of Ministry of Education of China, Key Laboratory for Disease Prevention and Control and Health Promotion of Shaanxi Province, School of Public Health, Health Science Center, Xi'an Jiaotong University, Xi'an, P. R. China
| | - Yan Wen
- Key Laboratory of Trace Elements and Endemic Diseases of National Health and Family Planning Commission, Key Laboratory of Environment and Genes Related to Diseases of Ministry of Education of China, Key Laboratory for Disease Prevention and Control and Health Promotion of Shaanxi Province, School of Public Health, Health Science Center, Xi'an Jiaotong University, Xi'an, P. R. China
| | - Yumeng Jia
- Key Laboratory of Trace Elements and Endemic Diseases of National Health and Family Planning Commission, Key Laboratory of Environment and Genes Related to Diseases of Ministry of Education of China, Key Laboratory for Disease Prevention and Control and Health Promotion of Shaanxi Province, School of Public Health, Health Science Center, Xi'an Jiaotong University, Xi'an, P. R. China
| | - Feng Zhang
- Key Laboratory of Trace Elements and Endemic Diseases of National Health and Family Planning Commission, Key Laboratory of Environment and Genes Related to Diseases of Ministry of Education of China, Key Laboratory for Disease Prevention and Control and Health Promotion of Shaanxi Province, School of Public Health, Health Science Center, Xi'an Jiaotong University, Xi'an, P. R. China.
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21
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Singh K, Wendt FR. Effects of sex and gender on the etiologies and presentation of select internalizing psychopathologies. Transl Psychiatry 2024; 14:73. [PMID: 38307846 PMCID: PMC10837201 DOI: 10.1038/s41398-024-02730-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/03/2023] [Revised: 12/19/2023] [Accepted: 01/02/2024] [Indexed: 02/04/2024] Open
Abstract
The internalizing spectrum encompasses a subset of psychopathologies characterized by emotional liability, anhedonia, anxiousness, distress, and fear, and includes, among others, diagnoses of major depressive disorder (MDD), generalized anxiety disorder (GAD), and posttraumatic stress disorder (PTSD). In this review, we describe the vast body of work highlighting a role for sex and gender in the environment, symptom onset, genetic liability, and disorder progression and comorbidities of MDD, GAD, and PTSD. We also point the reader to different language used in diverse fields to describe sexual and gender minorities that may complicate the interpretation of emerging literature from the social sciences, psychiatric and psychological sciences, and genetics. Finally, we identify several gaps in knowledge that we hope serve as launch-points for expanding the scope of psychiatric studies beyond binarized sex-stratification. Despite being under-represented in genomics studies, placing emphasis on inclusion of sexual and gender diverse participants in these works will hopefully improve our understanding of disorder etiology using genetics as one tool to inform how biology (e.g., hormone concentration) and environmental variables (e.g., exposure to traumatic events) contribute to differences in symptom onset, pattern, and long-term trajectory.
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Affiliation(s)
- Kritika Singh
- Division of Genetic Medicine, Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA
- Vanderbilt Genetics Institute, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Frank R Wendt
- Biostatistics Division, Dalla Lana School of Public Health, University of Toronto, Toronto, ON, Canada.
- Department of Anthropology, University of Toronto, Mississauga, ON, Canada.
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22
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Kim J, Seol S, Kim TE, Lee J, Koo JW, Kang HJ. Synaptotagmin-4 induces anhedonic responses to chronic stress via BDNF signaling in the medial prefrontal cortex. Exp Mol Med 2024; 56:329-343. [PMID: 38297157 PMCID: PMC10907712 DOI: 10.1038/s12276-024-01156-8] [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: 04/04/2023] [Revised: 11/22/2023] [Accepted: 12/08/2023] [Indexed: 02/02/2024] Open
Abstract
Stressful circumstances are significant contributors to mental illnesses such as major depressive disorder. Anhedonia, defined as loss of the ability to enjoy pleasure in pleasurable situations, including rewarding activities or social contexts, is considered a key symptom of depression. Although stress-induced depression is associated with anhedonia in humans and animals, the underlying molecular mechanisms of anhedonic responses remain poorly understood. In this study, we demonstrated that synaptotagmin-4 (SYT4), which is involved in the release of neurotransmitters and neurotrophic factors, is implicated in chronic stress-induced anhedonia. Employing chronic unpredictable stress (CUS), we evaluated two subpopulations of mice, susceptible (SUS, anhedonic) and resilient (RES, nonanhedonic), based on sucrose preference, which was strongly correlated with social reward. The FosTRAP (targeted recombination in active populations) system and optogenetic approach revealed that neural activity in the medial prefrontal cortex (mPFC) was significantly associated with CUS-induced anhedonic behavioral phenotypes. By conducting weighted gene coexpression network analysis of RNA sequencing data from the mPFC of SUS and RES mice, we identified Syt4 as a hub gene in a gene network that was unique to anhedonia. We also confirmed that Syt4 overexpression in the mPFC was pro-susceptible, while Syt4 knockdown was pro-resilient; the pro-susceptible effects of SYT4 were mediated through a reduction in brain-derived neurotrophic factor (BDNF)-tropomyosin receptor kinase B (TrkB) signaling in the mPFC. These findings suggest that SYT4-BDNF interactions in the mPFC represent a crucial regulatory mechanism of anhedonic susceptibility to chronic stress.
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Affiliation(s)
- Jeongseop Kim
- Emotion, Cognition & Behavior Research Group, Korea Brain Research Institute (KBRI), Dong-gu, Daegu, 41062, Republic of Korea
- Department of Brain Sciences, Daegu Gyeongbuk Institute of Science and Technology (DGIST), Dalseong-gun, Daegu, 42988, Republic of Korea
| | - Sihwan Seol
- Department of Life Science, Chung-Ang University, Seoul, 06974, Republic of Korea
| | - Tae-Eun Kim
- Emotion, Cognition & Behavior Research Group, Korea Brain Research Institute (KBRI), Dong-gu, Daegu, 41062, Republic of Korea
- Department of Brain Sciences, Daegu Gyeongbuk Institute of Science and Technology (DGIST), Dalseong-gun, Daegu, 42988, Republic of Korea
| | - Joonhee Lee
- Department of Life Science, Chung-Ang University, Seoul, 06974, Republic of Korea
| | - Ja Wook Koo
- Emotion, Cognition & Behavior Research Group, Korea Brain Research Institute (KBRI), Dong-gu, Daegu, 41062, Republic of Korea.
- Department of Brain Sciences, Daegu Gyeongbuk Institute of Science and Technology (DGIST), Dalseong-gun, Daegu, 42988, Republic of Korea.
| | - Hyo Jung Kang
- Department of Life Science, Chung-Ang University, Seoul, 06974, Republic of Korea.
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23
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Iatrou A, Daskalakis NP. Unraveling the cell-type-specific molecular pathways of PTSD: integrating GWAS with brain genomic profiling and in vitro modeling. Neuropsychopharmacology 2024; 49:303-304. [PMID: 37580460 PMCID: PMC10700486 DOI: 10.1038/s41386-023-01698-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 08/16/2023]
Affiliation(s)
- Artemis Iatrou
- McLean Hospital, Belmont, MA, USA
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Nikolaos P Daskalakis
- McLean Hospital, Belmont, MA, USA.
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA.
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, MA, USA.
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24
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Seah C, Signer R, Deans M, Bader H, Rusielewicz T, Hicks EM, Young H, Cote A, Townsley K, Xu C, Hunter CJ, McCarthy B, Goldberg J, Dobariya S, Holtzherimer PE, Young KA, Noggle SA, Krystal JH, Paull D, Girgenti MJ, Yehuda R, Brennand KJ, Huckins LM. Common genetic variation impacts stress response in the brain. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.12.27.573459. [PMID: 38234801 PMCID: PMC10793429 DOI: 10.1101/2023.12.27.573459] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/19/2024]
Abstract
To explain why individuals exposed to identical stressors experience divergent clinical outcomes, we determine how molecular encoding of stress modifies genetic risk for brain disorders. Analysis of post-mortem brain (n=304) revealed 8557 stress-interactive expression quantitative trait loci (eQTLs) that dysregulate expression of 915 eGenes in response to stress, and lie in stress-related transcription factor binding sites. Response to stress is robust across experimental paradigms: up to 50% of stress-interactive eGenes validate in glucocorticoid treated hiPSC-derived neurons (n=39 donors). Stress-interactive eGenes show brain region- and cell type-specificity, and, in post-mortem brain, implicate glial and endothelial mechanisms. Stress dysregulates long-term expression of disorder risk genes in a genotype-dependent manner; stress-interactive transcriptomic imputation uncovered 139 novel genes conferring brain disorder risk only in the context of traumatic stress. Molecular stress-encoding explains individualized responses to traumatic stress; incorporating trauma into genomic studies of brain disorders is likely to improve diagnosis, prognosis, and drug discovery.
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25
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Krystal JH, Kaye AP, Jefferson S, Girgenti MJ, Wilkinson ST, Sanacora G, Esterlis I. Ketamine and the neurobiology of depression: Toward next-generation rapid-acting antidepressant treatments. Proc Natl Acad Sci U S A 2023; 120:e2305772120. [PMID: 38011560 DOI: 10.1073/pnas.2305772120] [Citation(s) in RCA: 7] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2023] Open
Abstract
Ketamine has emerged as a transformative and mechanistically novel pharmacotherapy for depression. Its rapid onset of action, efficacy for treatment-resistant symptoms, and protection against relapse distinguish it from prior antidepressants. Its discovery emerged from a reconceptualization of the neurobiology of depression and, in turn, insights from the elaboration of its mechanisms of action inform studies of the pathophysiology of depression and related disorders. It has been 25 y since we first presented our ketamine findings in depression. Thus, it is timely for this review to consider what we have learned from studies of ketamine and to suggest future directions for the optimization of rapid-acting antidepressant treatment.
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Affiliation(s)
- John H Krystal
- Department of Psychiatry, Yale School of Medicine, New Haven, CT 06511
- Psychiatry and Behavioral Health Services, Yale-New Haven Hospital, New Haven, CT 06510
- Clinical Neuroscience Division, National Center for Posttraumatic Stress Disorder, Veterans Affairs Connecticut Healthcare System, West Haven, CT 06516
| | - Alfred P Kaye
- Department of Psychiatry, Yale School of Medicine, New Haven, CT 06511
- Clinical Neuroscience Division, National Center for Posttraumatic Stress Disorder, Veterans Affairs Connecticut Healthcare System, West Haven, CT 06516
| | - Sarah Jefferson
- Department of Psychiatry, Yale School of Medicine, New Haven, CT 06511
- Clinical Neuroscience Division, National Center for Posttraumatic Stress Disorder, Veterans Affairs Connecticut Healthcare System, West Haven, CT 06516
| | - Matthew J Girgenti
- Department of Psychiatry, Yale School of Medicine, New Haven, CT 06511
- Clinical Neuroscience Division, National Center for Posttraumatic Stress Disorder, Veterans Affairs Connecticut Healthcare System, West Haven, CT 06516
| | - Samuel T Wilkinson
- Department of Psychiatry, Yale School of Medicine, New Haven, CT 06511
- Psychiatry and Behavioral Health Services, Yale-New Haven Hospital, New Haven, CT 06510
| | - Gerard Sanacora
- Department of Psychiatry, Yale School of Medicine, New Haven, CT 06511
- Psychiatry and Behavioral Health Services, Yale-New Haven Hospital, New Haven, CT 06510
| | - Irina Esterlis
- Department of Psychiatry, Yale School of Medicine, New Haven, CT 06511
- Clinical Neuroscience Division, National Center for Posttraumatic Stress Disorder, Veterans Affairs Connecticut Healthcare System, West Haven, CT 06516
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26
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Mansouri S, Pessoni AM, Marroquín-Rivera A, Parise EM, Tamminga CA, Turecki G, Nestler EJ, Chen TH, Labonté B. Transcriptional dissection of symptomatic profiles across the brain of men and women with depression. Nat Commun 2023; 14:6835. [PMID: 37884562 PMCID: PMC10603117 DOI: 10.1038/s41467-023-42686-5] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2023] [Accepted: 10/18/2023] [Indexed: 10/28/2023] Open
Abstract
Major depressive disorder (MDD) is one of the most important causes of disability worldwide. While recent work provides insights into the molecular alterations in the brain of patients with MDD, whether these molecular signatures can be associated with the expression of specific symptom domains remains unclear. Here, we identified sex-specific gene modules associated with the expression of MDD, combining differential gene expression and co-expression network analyses in six cortical and subcortical brain regions. Our results show varying levels of network homology between males and females across brain regions, although the associations between these structures and the expression of MDD remain highly sex specific. We refined these associations to several symptom domains and identified transcriptional signatures associated with distinct functional pathways, including GABAergic and glutamatergic neurotransmission, metabolic processes and intracellular signal transduction, across brain regions associated with distinct symptomatic profiles in a sex-specific fashion. In most cases, these associations were specific to males or to females with MDD, although a subset of gene modules associated with common symptomatic features in both sexes were also identified. Together, our findings suggest that the expression of distinct MDD symptom domains associates with sex-specific transcriptional structures across brain regions.
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Affiliation(s)
- Samaneh Mansouri
- CERVO Brain Research Centre, Quebec, QC, Canada
- Department of Social and Preventive Medicine, Faculty of Medicine, Université Laval, Québec, QC, Canada
| | - André M Pessoni
- CERVO Brain Research Centre, Quebec, QC, Canada
- Department of Psychiatry and Neurosciences, Faculty of Medicine, Université Laval, Quebec, QC, Canada
| | - Arturo Marroquín-Rivera
- CERVO Brain Research Centre, Quebec, QC, Canada
- Department of Psychiatry and Neurosciences, Faculty of Medicine, Université Laval, Quebec, QC, Canada
| | - Eric M Parise
- Nash Family Department of Neuroscience and Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Carol A Tamminga
- Department of Psychiatry, The University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Gustavo Turecki
- McGill Group for Suicide Studies, Douglas Mental Health University Institute, Montreal, Canada
- Department of Psychiatry, McGill University, Montreal, Canada
| | - Eric J Nestler
- Nash Family Department of Neuroscience and Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Ting-Huei Chen
- CERVO Brain Research Centre, Quebec, QC, Canada
- Department of Mathematics and Statistics, Laval University, Québec, QC, Canada
| | - Benoit Labonté
- CERVO Brain Research Centre, Quebec, QC, Canada.
- Department of Psychiatry and Neurosciences, Faculty of Medicine, Université Laval, Quebec, QC, Canada.
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27
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Lim B, Kim SC, Kim WI, Kim JM. Integrative time-serial networks for genome-wide lncRNA-mRNA interactions reveal interferon-inducible antiviral and T-cell receptor regulations against PRRSV infection. DEVELOPMENTAL AND COMPARATIVE IMMUNOLOGY 2023; 147:104759. [PMID: 37315774 DOI: 10.1016/j.dci.2023.104759] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/30/2022] [Accepted: 06/10/2023] [Indexed: 06/16/2023]
Abstract
Porcine reproductive and respiratory syndrome virus (PRRSV) infection severely affects the swine industry each year. Although the host mechanisms against PRRSV infection have been identified in key target tissues through whole transcriptome sequencing, specific molecular regulators have not been elucidated. Long non-coding RNA (lncRNA) expression is highly specific and could thus be used to effectively identify PRRSV-specific candidates. Here, we identified novel lncRNAs in lungs, bronchial lymph nodes, and tonsils after PRRSV infection and constructed phenotype-based integrative co-expression networks using time-series differentially expressed (DE) lncRNAs and mRNAs. After the analyses, a total of 309 lncRNA-mRNA interactions were identified. During early host innate signalling, interferon-inducible and interferon genes were positively regulated by specific lncRNA. Moreover, T-cell receptor genes in lung adaptive immune signalling were negatively regulated by specific lncRNA. Collectively, our findings provide insights into the genome-wide lncRNA-mRNA interactions and dynamic regulation of lncRNA-mediated mechanisms against PRRSV infection.
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Affiliation(s)
- Byeonghwi Lim
- Functional Genomics & Bioinformatics Laboratory, Department of Animal Science and Technology, Chung-Ang University, Anseong, Gyeonggi-do, 17546, Republic of Korea
| | - Seung-Chai Kim
- College of Veterinary Medicine, Jeonbuk National University, Iksan, Jeollabuk-do, 54596, Republic of Korea
| | - Won-Il Kim
- College of Veterinary Medicine, Jeonbuk National University, Iksan, Jeollabuk-do, 54596, Republic of Korea.
| | - Jun-Mo Kim
- Functional Genomics & Bioinformatics Laboratory, Department of Animal Science and Technology, Chung-Ang University, Anseong, Gyeonggi-do, 17546, Republic of Korea.
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28
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Chatzinakos C, Pernia CD, Morrison FG, Iatrou A, McCullough KM, Schuler H, Snijders C, Bajaj T, DiPietro CP, Soliva Estruch M, Gassen NC, Anastasopoulos C, Bharadwaj RA, Bowlby BC, Hartmann J, Maihofer AX, Nievergelt CM, Ressler NM, Wolf EJ, Carlezon WA, Krystal JH, Kleinman JE, Girgenti MJ, Huber BR, Kellis M, Logue MW, Miller MW, Ressler KJ, Daskalakis NP. Single-Nucleus Transcriptome Profiling of Dorsolateral Prefrontal Cortex: Mechanistic Roles for Neuronal Gene Expression, Including the 17q21.31 Locus, in PTSD Stress Response. Am J Psychiatry 2023; 180:739-754. [PMID: 37491937 PMCID: PMC11406458 DOI: 10.1176/appi.ajp.20220478] [Citation(s) in RCA: 13] [Impact Index Per Article: 13.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 07/27/2023]
Abstract
OBJECTIVE Multidisciplinary studies of posttraumatic stress disorder (PTSD) and major depressive disorder (MDD) implicate the dorsolateral prefrontal cortex (DLPFC) in disease risk and pathophysiology. Postmortem brain studies have relied on bulk-tissue RNA sequencing (RNA-seq), but single-cell RNA-seq is needed to dissect cell-type-specific mechanisms. The authors conducted the first single-nucleus RNA-seq postmortem brain study in PTSD to elucidate disease transcriptomic pathology with cell-type-specific resolution. METHOD Profiling of 32 DLPFC samples from 11 individuals with PTSD, 10 with MDD, and 11 control subjects was conducted (∼415K nuclei; >13K cells per sample). A replication sample included 15 DLPFC samples (∼160K nuclei; >11K cells per sample). RESULTS Differential gene expression analyses identified significant single-nucleus RNA-seq differentially expressed genes (snDEGs) in excitatory (EX) and inhibitory (IN) neurons and astrocytes, but not in other cell types or bulk tissue. MDD samples had more false discovery rate-corrected significant snDEGs, and PTSD samples had a greater replication rate. In EX and IN neurons, biological pathways that were differentially enriched in PTSD compared with MDD included glucocorticoid signaling. Furthermore, glucocorticoid signaling in induced pluripotent stem cell (iPSC)-derived cortical neurons demonstrated greater relevance in PTSD and opposite direction of regulation compared with MDD, especially in EX neurons. Many snDEGs were from the 17q21.31 locus and are particularly interesting given causal roles in disease pathogenesis and DLPFC-based neuroimaging (PTSD: ARL17B, LINC02210-CRHR1, and LRRC37A2; MDD: LRRC37A and LRP4), while others were regulated by glucocorticoids in iPSC-derived neurons (PTSD: SLC16A6, TAF1C; MDD: CDH3). CONCLUSIONS The study findings point to cell-type-specific mechanisms of brain stress response in PTSD and MDD, highlighting the importance of examining cell-type-specific gene expression and indicating promising novel biomarkers and therapeutic targets.
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Affiliation(s)
- Chris Chatzinakos
- Department of Psychiatry, McLean Hospital, Harvard Medical School, Belmont, Mass. (Chatzinakos, Pernia, Iatrou, McCullough, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Hartmann, N.M. Ressler, Carlezon, K.J. Ressler, Daskalakis); Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Mass. (Chatzinakos, Pernia, Iatrou, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Daskalakis); National Center for PTSD, VA Boston Healthcare System, Boston (Morrison, Wolf, Logue, Miller); Department of Psychiatry (Morrison, Wolf, Logue, Miller), Department of Neurology (Huber), and Department of Biomedical Genetics (Logue), Boston University School of Medicine, Boston; Department of Psychiatry and Neuropsychology, School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Soliva Estruch, Snijders); RG Neurohomeostasis, Department of Psychiatry and Psychotherapy, Medical Faculty, University of Bonn, Bonn, Germany (Bajaj, Gassen); Department of Radiology, University Hospital Basel, University of Basel, Basel, Switzerland (Anastasopoulos); Lieber Institute for Brain Development, Johns Hopkins Medical Campus, Baltimore (Bharadwaj, Kleinman); Department of Psychiatry, University of California San Diego, La Jolla (Maihofer, Nievergelt); Center for Excellence in Stress and Mental Health (Maihofer, Nievergelt) and Research Service (Maihofer, Nievergelt), Veterans Affairs San Diego Healthcare System, San Diego; Department of Psychiatry, Yale University School of Medicine, New Haven, Conn. (Krystal, Girgenti); Psychiatry Service, VA Connecticut Healthcare System, West Haven (Krystal, Girgenti); National Center for PTSD, Clinical Neurosciences Division, U.S. Department of Veterans Affairs, West Haven, Conn. (Krystal, Girgenti); Department of Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine, Baltimore (Kleinman); Pathology and Laboratory Medicine, VA Boston Healthcare System, Boston (Huber); Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, and Broad Institute of MIT and Harvard, Cambridge, Mass. (Kellis); Department of Biostatistics, Boston University School of Public Health, Boston (Logue)
| | - Cameron D Pernia
- Department of Psychiatry, McLean Hospital, Harvard Medical School, Belmont, Mass. (Chatzinakos, Pernia, Iatrou, McCullough, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Hartmann, N.M. Ressler, Carlezon, K.J. Ressler, Daskalakis); Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Mass. (Chatzinakos, Pernia, Iatrou, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Daskalakis); National Center for PTSD, VA Boston Healthcare System, Boston (Morrison, Wolf, Logue, Miller); Department of Psychiatry (Morrison, Wolf, Logue, Miller), Department of Neurology (Huber), and Department of Biomedical Genetics (Logue), Boston University School of Medicine, Boston; Department of Psychiatry and Neuropsychology, School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Soliva Estruch, Snijders); RG Neurohomeostasis, Department of Psychiatry and Psychotherapy, Medical Faculty, University of Bonn, Bonn, Germany (Bajaj, Gassen); Department of Radiology, University Hospital Basel, University of Basel, Basel, Switzerland (Anastasopoulos); Lieber Institute for Brain Development, Johns Hopkins Medical Campus, Baltimore (Bharadwaj, Kleinman); Department of Psychiatry, University of California San Diego, La Jolla (Maihofer, Nievergelt); Center for Excellence in Stress and Mental Health (Maihofer, Nievergelt) and Research Service (Maihofer, Nievergelt), Veterans Affairs San Diego Healthcare System, San Diego; Department of Psychiatry, Yale University School of Medicine, New Haven, Conn. (Krystal, Girgenti); Psychiatry Service, VA Connecticut Healthcare System, West Haven (Krystal, Girgenti); National Center for PTSD, Clinical Neurosciences Division, U.S. Department of Veterans Affairs, West Haven, Conn. (Krystal, Girgenti); Department of Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine, Baltimore (Kleinman); Pathology and Laboratory Medicine, VA Boston Healthcare System, Boston (Huber); Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, and Broad Institute of MIT and Harvard, Cambridge, Mass. (Kellis); Department of Biostatistics, Boston University School of Public Health, Boston (Logue)
| | - Filomene G Morrison
- Department of Psychiatry, McLean Hospital, Harvard Medical School, Belmont, Mass. (Chatzinakos, Pernia, Iatrou, McCullough, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Hartmann, N.M. Ressler, Carlezon, K.J. Ressler, Daskalakis); Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Mass. (Chatzinakos, Pernia, Iatrou, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Daskalakis); National Center for PTSD, VA Boston Healthcare System, Boston (Morrison, Wolf, Logue, Miller); Department of Psychiatry (Morrison, Wolf, Logue, Miller), Department of Neurology (Huber), and Department of Biomedical Genetics (Logue), Boston University School of Medicine, Boston; Department of Psychiatry and Neuropsychology, School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Soliva Estruch, Snijders); RG Neurohomeostasis, Department of Psychiatry and Psychotherapy, Medical Faculty, University of Bonn, Bonn, Germany (Bajaj, Gassen); Department of Radiology, University Hospital Basel, University of Basel, Basel, Switzerland (Anastasopoulos); Lieber Institute for Brain Development, Johns Hopkins Medical Campus, Baltimore (Bharadwaj, Kleinman); Department of Psychiatry, University of California San Diego, La Jolla (Maihofer, Nievergelt); Center for Excellence in Stress and Mental Health (Maihofer, Nievergelt) and Research Service (Maihofer, Nievergelt), Veterans Affairs San Diego Healthcare System, San Diego; Department of Psychiatry, Yale University School of Medicine, New Haven, Conn. (Krystal, Girgenti); Psychiatry Service, VA Connecticut Healthcare System, West Haven (Krystal, Girgenti); National Center for PTSD, Clinical Neurosciences Division, U.S. Department of Veterans Affairs, West Haven, Conn. (Krystal, Girgenti); Department of Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine, Baltimore (Kleinman); Pathology and Laboratory Medicine, VA Boston Healthcare System, Boston (Huber); Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, and Broad Institute of MIT and Harvard, Cambridge, Mass. (Kellis); Department of Biostatistics, Boston University School of Public Health, Boston (Logue)
| | - Artemis Iatrou
- Department of Psychiatry, McLean Hospital, Harvard Medical School, Belmont, Mass. (Chatzinakos, Pernia, Iatrou, McCullough, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Hartmann, N.M. Ressler, Carlezon, K.J. Ressler, Daskalakis); Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Mass. (Chatzinakos, Pernia, Iatrou, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Daskalakis); National Center for PTSD, VA Boston Healthcare System, Boston (Morrison, Wolf, Logue, Miller); Department of Psychiatry (Morrison, Wolf, Logue, Miller), Department of Neurology (Huber), and Department of Biomedical Genetics (Logue), Boston University School of Medicine, Boston; Department of Psychiatry and Neuropsychology, School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Soliva Estruch, Snijders); RG Neurohomeostasis, Department of Psychiatry and Psychotherapy, Medical Faculty, University of Bonn, Bonn, Germany (Bajaj, Gassen); Department of Radiology, University Hospital Basel, University of Basel, Basel, Switzerland (Anastasopoulos); Lieber Institute for Brain Development, Johns Hopkins Medical Campus, Baltimore (Bharadwaj, Kleinman); Department of Psychiatry, University of California San Diego, La Jolla (Maihofer, Nievergelt); Center for Excellence in Stress and Mental Health (Maihofer, Nievergelt) and Research Service (Maihofer, Nievergelt), Veterans Affairs San Diego Healthcare System, San Diego; Department of Psychiatry, Yale University School of Medicine, New Haven, Conn. (Krystal, Girgenti); Psychiatry Service, VA Connecticut Healthcare System, West Haven (Krystal, Girgenti); National Center for PTSD, Clinical Neurosciences Division, U.S. Department of Veterans Affairs, West Haven, Conn. (Krystal, Girgenti); Department of Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine, Baltimore (Kleinman); Pathology and Laboratory Medicine, VA Boston Healthcare System, Boston (Huber); Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, and Broad Institute of MIT and Harvard, Cambridge, Mass. (Kellis); Department of Biostatistics, Boston University School of Public Health, Boston (Logue)
| | - Kenneth M McCullough
- Department of Psychiatry, McLean Hospital, Harvard Medical School, Belmont, Mass. (Chatzinakos, Pernia, Iatrou, McCullough, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Hartmann, N.M. Ressler, Carlezon, K.J. Ressler, Daskalakis); Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Mass. (Chatzinakos, Pernia, Iatrou, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Daskalakis); National Center for PTSD, VA Boston Healthcare System, Boston (Morrison, Wolf, Logue, Miller); Department of Psychiatry (Morrison, Wolf, Logue, Miller), Department of Neurology (Huber), and Department of Biomedical Genetics (Logue), Boston University School of Medicine, Boston; Department of Psychiatry and Neuropsychology, School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Soliva Estruch, Snijders); RG Neurohomeostasis, Department of Psychiatry and Psychotherapy, Medical Faculty, University of Bonn, Bonn, Germany (Bajaj, Gassen); Department of Radiology, University Hospital Basel, University of Basel, Basel, Switzerland (Anastasopoulos); Lieber Institute for Brain Development, Johns Hopkins Medical Campus, Baltimore (Bharadwaj, Kleinman); Department of Psychiatry, University of California San Diego, La Jolla (Maihofer, Nievergelt); Center for Excellence in Stress and Mental Health (Maihofer, Nievergelt) and Research Service (Maihofer, Nievergelt), Veterans Affairs San Diego Healthcare System, San Diego; Department of Psychiatry, Yale University School of Medicine, New Haven, Conn. (Krystal, Girgenti); Psychiatry Service, VA Connecticut Healthcare System, West Haven (Krystal, Girgenti); National Center for PTSD, Clinical Neurosciences Division, U.S. Department of Veterans Affairs, West Haven, Conn. (Krystal, Girgenti); Department of Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine, Baltimore (Kleinman); Pathology and Laboratory Medicine, VA Boston Healthcare System, Boston (Huber); Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, and Broad Institute of MIT and Harvard, Cambridge, Mass. (Kellis); Department of Biostatistics, Boston University School of Public Health, Boston (Logue)
| | - Heike Schuler
- Department of Psychiatry, McLean Hospital, Harvard Medical School, Belmont, Mass. (Chatzinakos, Pernia, Iatrou, McCullough, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Hartmann, N.M. Ressler, Carlezon, K.J. Ressler, Daskalakis); Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Mass. (Chatzinakos, Pernia, Iatrou, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Daskalakis); National Center for PTSD, VA Boston Healthcare System, Boston (Morrison, Wolf, Logue, Miller); Department of Psychiatry (Morrison, Wolf, Logue, Miller), Department of Neurology (Huber), and Department of Biomedical Genetics (Logue), Boston University School of Medicine, Boston; Department of Psychiatry and Neuropsychology, School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Soliva Estruch, Snijders); RG Neurohomeostasis, Department of Psychiatry and Psychotherapy, Medical Faculty, University of Bonn, Bonn, Germany (Bajaj, Gassen); Department of Radiology, University Hospital Basel, University of Basel, Basel, Switzerland (Anastasopoulos); Lieber Institute for Brain Development, Johns Hopkins Medical Campus, Baltimore (Bharadwaj, Kleinman); Department of Psychiatry, University of California San Diego, La Jolla (Maihofer, Nievergelt); Center for Excellence in Stress and Mental Health (Maihofer, Nievergelt) and Research Service (Maihofer, Nievergelt), Veterans Affairs San Diego Healthcare System, San Diego; Department of Psychiatry, Yale University School of Medicine, New Haven, Conn. (Krystal, Girgenti); Psychiatry Service, VA Connecticut Healthcare System, West Haven (Krystal, Girgenti); National Center for PTSD, Clinical Neurosciences Division, U.S. Department of Veterans Affairs, West Haven, Conn. (Krystal, Girgenti); Department of Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine, Baltimore (Kleinman); Pathology and Laboratory Medicine, VA Boston Healthcare System, Boston (Huber); Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, and Broad Institute of MIT and Harvard, Cambridge, Mass. (Kellis); Department of Biostatistics, Boston University School of Public Health, Boston (Logue)
| | - Clara Snijders
- Department of Psychiatry, McLean Hospital, Harvard Medical School, Belmont, Mass. (Chatzinakos, Pernia, Iatrou, McCullough, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Hartmann, N.M. Ressler, Carlezon, K.J. Ressler, Daskalakis); Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Mass. (Chatzinakos, Pernia, Iatrou, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Daskalakis); National Center for PTSD, VA Boston Healthcare System, Boston (Morrison, Wolf, Logue, Miller); Department of Psychiatry (Morrison, Wolf, Logue, Miller), Department of Neurology (Huber), and Department of Biomedical Genetics (Logue), Boston University School of Medicine, Boston; Department of Psychiatry and Neuropsychology, School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Soliva Estruch, Snijders); RG Neurohomeostasis, Department of Psychiatry and Psychotherapy, Medical Faculty, University of Bonn, Bonn, Germany (Bajaj, Gassen); Department of Radiology, University Hospital Basel, University of Basel, Basel, Switzerland (Anastasopoulos); Lieber Institute for Brain Development, Johns Hopkins Medical Campus, Baltimore (Bharadwaj, Kleinman); Department of Psychiatry, University of California San Diego, La Jolla (Maihofer, Nievergelt); Center for Excellence in Stress and Mental Health (Maihofer, Nievergelt) and Research Service (Maihofer, Nievergelt), Veterans Affairs San Diego Healthcare System, San Diego; Department of Psychiatry, Yale University School of Medicine, New Haven, Conn. (Krystal, Girgenti); Psychiatry Service, VA Connecticut Healthcare System, West Haven (Krystal, Girgenti); National Center for PTSD, Clinical Neurosciences Division, U.S. Department of Veterans Affairs, West Haven, Conn. (Krystal, Girgenti); Department of Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine, Baltimore (Kleinman); Pathology and Laboratory Medicine, VA Boston Healthcare System, Boston (Huber); Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, and Broad Institute of MIT and Harvard, Cambridge, Mass. (Kellis); Department of Biostatistics, Boston University School of Public Health, Boston (Logue)
| | - Thomas Bajaj
- Department of Psychiatry, McLean Hospital, Harvard Medical School, Belmont, Mass. (Chatzinakos, Pernia, Iatrou, McCullough, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Hartmann, N.M. Ressler, Carlezon, K.J. Ressler, Daskalakis); Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Mass. (Chatzinakos, Pernia, Iatrou, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Daskalakis); National Center for PTSD, VA Boston Healthcare System, Boston (Morrison, Wolf, Logue, Miller); Department of Psychiatry (Morrison, Wolf, Logue, Miller), Department of Neurology (Huber), and Department of Biomedical Genetics (Logue), Boston University School of Medicine, Boston; Department of Psychiatry and Neuropsychology, School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Soliva Estruch, Snijders); RG Neurohomeostasis, Department of Psychiatry and Psychotherapy, Medical Faculty, University of Bonn, Bonn, Germany (Bajaj, Gassen); Department of Radiology, University Hospital Basel, University of Basel, Basel, Switzerland (Anastasopoulos); Lieber Institute for Brain Development, Johns Hopkins Medical Campus, Baltimore (Bharadwaj, Kleinman); Department of Psychiatry, University of California San Diego, La Jolla (Maihofer, Nievergelt); Center for Excellence in Stress and Mental Health (Maihofer, Nievergelt) and Research Service (Maihofer, Nievergelt), Veterans Affairs San Diego Healthcare System, San Diego; Department of Psychiatry, Yale University School of Medicine, New Haven, Conn. (Krystal, Girgenti); Psychiatry Service, VA Connecticut Healthcare System, West Haven (Krystal, Girgenti); National Center for PTSD, Clinical Neurosciences Division, U.S. Department of Veterans Affairs, West Haven, Conn. (Krystal, Girgenti); Department of Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine, Baltimore (Kleinman); Pathology and Laboratory Medicine, VA Boston Healthcare System, Boston (Huber); Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, and Broad Institute of MIT and Harvard, Cambridge, Mass. (Kellis); Department of Biostatistics, Boston University School of Public Health, Boston (Logue)
| | - Christopher P DiPietro
- Department of Psychiatry, McLean Hospital, Harvard Medical School, Belmont, Mass. (Chatzinakos, Pernia, Iatrou, McCullough, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Hartmann, N.M. Ressler, Carlezon, K.J. Ressler, Daskalakis); Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Mass. (Chatzinakos, Pernia, Iatrou, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Daskalakis); National Center for PTSD, VA Boston Healthcare System, Boston (Morrison, Wolf, Logue, Miller); Department of Psychiatry (Morrison, Wolf, Logue, Miller), Department of Neurology (Huber), and Department of Biomedical Genetics (Logue), Boston University School of Medicine, Boston; Department of Psychiatry and Neuropsychology, School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Soliva Estruch, Snijders); RG Neurohomeostasis, Department of Psychiatry and Psychotherapy, Medical Faculty, University of Bonn, Bonn, Germany (Bajaj, Gassen); Department of Radiology, University Hospital Basel, University of Basel, Basel, Switzerland (Anastasopoulos); Lieber Institute for Brain Development, Johns Hopkins Medical Campus, Baltimore (Bharadwaj, Kleinman); Department of Psychiatry, University of California San Diego, La Jolla (Maihofer, Nievergelt); Center for Excellence in Stress and Mental Health (Maihofer, Nievergelt) and Research Service (Maihofer, Nievergelt), Veterans Affairs San Diego Healthcare System, San Diego; Department of Psychiatry, Yale University School of Medicine, New Haven, Conn. (Krystal, Girgenti); Psychiatry Service, VA Connecticut Healthcare System, West Haven (Krystal, Girgenti); National Center for PTSD, Clinical Neurosciences Division, U.S. Department of Veterans Affairs, West Haven, Conn. (Krystal, Girgenti); Department of Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine, Baltimore (Kleinman); Pathology and Laboratory Medicine, VA Boston Healthcare System, Boston (Huber); Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, and Broad Institute of MIT and Harvard, Cambridge, Mass. (Kellis); Department of Biostatistics, Boston University School of Public Health, Boston (Logue)
| | - Marina Soliva Estruch
- Department of Psychiatry, McLean Hospital, Harvard Medical School, Belmont, Mass. (Chatzinakos, Pernia, Iatrou, McCullough, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Hartmann, N.M. Ressler, Carlezon, K.J. Ressler, Daskalakis); Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Mass. (Chatzinakos, Pernia, Iatrou, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Daskalakis); National Center for PTSD, VA Boston Healthcare System, Boston (Morrison, Wolf, Logue, Miller); Department of Psychiatry (Morrison, Wolf, Logue, Miller), Department of Neurology (Huber), and Department of Biomedical Genetics (Logue), Boston University School of Medicine, Boston; Department of Psychiatry and Neuropsychology, School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Soliva Estruch, Snijders); RG Neurohomeostasis, Department of Psychiatry and Psychotherapy, Medical Faculty, University of Bonn, Bonn, Germany (Bajaj, Gassen); Department of Radiology, University Hospital Basel, University of Basel, Basel, Switzerland (Anastasopoulos); Lieber Institute for Brain Development, Johns Hopkins Medical Campus, Baltimore (Bharadwaj, Kleinman); Department of Psychiatry, University of California San Diego, La Jolla (Maihofer, Nievergelt); Center for Excellence in Stress and Mental Health (Maihofer, Nievergelt) and Research Service (Maihofer, Nievergelt), Veterans Affairs San Diego Healthcare System, San Diego; Department of Psychiatry, Yale University School of Medicine, New Haven, Conn. (Krystal, Girgenti); Psychiatry Service, VA Connecticut Healthcare System, West Haven (Krystal, Girgenti); National Center for PTSD, Clinical Neurosciences Division, U.S. Department of Veterans Affairs, West Haven, Conn. (Krystal, Girgenti); Department of Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine, Baltimore (Kleinman); Pathology and Laboratory Medicine, VA Boston Healthcare System, Boston (Huber); Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, and Broad Institute of MIT and Harvard, Cambridge, Mass. (Kellis); Department of Biostatistics, Boston University School of Public Health, Boston (Logue)
| | - Nils C Gassen
- Department of Psychiatry, McLean Hospital, Harvard Medical School, Belmont, Mass. (Chatzinakos, Pernia, Iatrou, McCullough, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Hartmann, N.M. Ressler, Carlezon, K.J. Ressler, Daskalakis); Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Mass. (Chatzinakos, Pernia, Iatrou, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Daskalakis); National Center for PTSD, VA Boston Healthcare System, Boston (Morrison, Wolf, Logue, Miller); Department of Psychiatry (Morrison, Wolf, Logue, Miller), Department of Neurology (Huber), and Department of Biomedical Genetics (Logue), Boston University School of Medicine, Boston; Department of Psychiatry and Neuropsychology, School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Soliva Estruch, Snijders); RG Neurohomeostasis, Department of Psychiatry and Psychotherapy, Medical Faculty, University of Bonn, Bonn, Germany (Bajaj, Gassen); Department of Radiology, University Hospital Basel, University of Basel, Basel, Switzerland (Anastasopoulos); Lieber Institute for Brain Development, Johns Hopkins Medical Campus, Baltimore (Bharadwaj, Kleinman); Department of Psychiatry, University of California San Diego, La Jolla (Maihofer, Nievergelt); Center for Excellence in Stress and Mental Health (Maihofer, Nievergelt) and Research Service (Maihofer, Nievergelt), Veterans Affairs San Diego Healthcare System, San Diego; Department of Psychiatry, Yale University School of Medicine, New Haven, Conn. (Krystal, Girgenti); Psychiatry Service, VA Connecticut Healthcare System, West Haven (Krystal, Girgenti); National Center for PTSD, Clinical Neurosciences Division, U.S. Department of Veterans Affairs, West Haven, Conn. (Krystal, Girgenti); Department of Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine, Baltimore (Kleinman); Pathology and Laboratory Medicine, VA Boston Healthcare System, Boston (Huber); Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, and Broad Institute of MIT and Harvard, Cambridge, Mass. (Kellis); Department of Biostatistics, Boston University School of Public Health, Boston (Logue)
| | - Constantin Anastasopoulos
- Department of Psychiatry, McLean Hospital, Harvard Medical School, Belmont, Mass. (Chatzinakos, Pernia, Iatrou, McCullough, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Hartmann, N.M. Ressler, Carlezon, K.J. Ressler, Daskalakis); Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Mass. (Chatzinakos, Pernia, Iatrou, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Daskalakis); National Center for PTSD, VA Boston Healthcare System, Boston (Morrison, Wolf, Logue, Miller); Department of Psychiatry (Morrison, Wolf, Logue, Miller), Department of Neurology (Huber), and Department of Biomedical Genetics (Logue), Boston University School of Medicine, Boston; Department of Psychiatry and Neuropsychology, School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Soliva Estruch, Snijders); RG Neurohomeostasis, Department of Psychiatry and Psychotherapy, Medical Faculty, University of Bonn, Bonn, Germany (Bajaj, Gassen); Department of Radiology, University Hospital Basel, University of Basel, Basel, Switzerland (Anastasopoulos); Lieber Institute for Brain Development, Johns Hopkins Medical Campus, Baltimore (Bharadwaj, Kleinman); Department of Psychiatry, University of California San Diego, La Jolla (Maihofer, Nievergelt); Center for Excellence in Stress and Mental Health (Maihofer, Nievergelt) and Research Service (Maihofer, Nievergelt), Veterans Affairs San Diego Healthcare System, San Diego; Department of Psychiatry, Yale University School of Medicine, New Haven, Conn. (Krystal, Girgenti); Psychiatry Service, VA Connecticut Healthcare System, West Haven (Krystal, Girgenti); National Center for PTSD, Clinical Neurosciences Division, U.S. Department of Veterans Affairs, West Haven, Conn. (Krystal, Girgenti); Department of Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine, Baltimore (Kleinman); Pathology and Laboratory Medicine, VA Boston Healthcare System, Boston (Huber); Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, and Broad Institute of MIT and Harvard, Cambridge, Mass. (Kellis); Department of Biostatistics, Boston University School of Public Health, Boston (Logue)
| | - Rahul A Bharadwaj
- Department of Psychiatry, McLean Hospital, Harvard Medical School, Belmont, Mass. (Chatzinakos, Pernia, Iatrou, McCullough, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Hartmann, N.M. Ressler, Carlezon, K.J. Ressler, Daskalakis); Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Mass. (Chatzinakos, Pernia, Iatrou, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Daskalakis); National Center for PTSD, VA Boston Healthcare System, Boston (Morrison, Wolf, Logue, Miller); Department of Psychiatry (Morrison, Wolf, Logue, Miller), Department of Neurology (Huber), and Department of Biomedical Genetics (Logue), Boston University School of Medicine, Boston; Department of Psychiatry and Neuropsychology, School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Soliva Estruch, Snijders); RG Neurohomeostasis, Department of Psychiatry and Psychotherapy, Medical Faculty, University of Bonn, Bonn, Germany (Bajaj, Gassen); Department of Radiology, University Hospital Basel, University of Basel, Basel, Switzerland (Anastasopoulos); Lieber Institute for Brain Development, Johns Hopkins Medical Campus, Baltimore (Bharadwaj, Kleinman); Department of Psychiatry, University of California San Diego, La Jolla (Maihofer, Nievergelt); Center for Excellence in Stress and Mental Health (Maihofer, Nievergelt) and Research Service (Maihofer, Nievergelt), Veterans Affairs San Diego Healthcare System, San Diego; Department of Psychiatry, Yale University School of Medicine, New Haven, Conn. (Krystal, Girgenti); Psychiatry Service, VA Connecticut Healthcare System, West Haven (Krystal, Girgenti); National Center for PTSD, Clinical Neurosciences Division, U.S. Department of Veterans Affairs, West Haven, Conn. (Krystal, Girgenti); Department of Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine, Baltimore (Kleinman); Pathology and Laboratory Medicine, VA Boston Healthcare System, Boston (Huber); Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, and Broad Institute of MIT and Harvard, Cambridge, Mass. (Kellis); Department of Biostatistics, Boston University School of Public Health, Boston (Logue)
| | - Benjamin C Bowlby
- Department of Psychiatry, McLean Hospital, Harvard Medical School, Belmont, Mass. (Chatzinakos, Pernia, Iatrou, McCullough, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Hartmann, N.M. Ressler, Carlezon, K.J. Ressler, Daskalakis); Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Mass. (Chatzinakos, Pernia, Iatrou, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Daskalakis); National Center for PTSD, VA Boston Healthcare System, Boston (Morrison, Wolf, Logue, Miller); Department of Psychiatry (Morrison, Wolf, Logue, Miller), Department of Neurology (Huber), and Department of Biomedical Genetics (Logue), Boston University School of Medicine, Boston; Department of Psychiatry and Neuropsychology, School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Soliva Estruch, Snijders); RG Neurohomeostasis, Department of Psychiatry and Psychotherapy, Medical Faculty, University of Bonn, Bonn, Germany (Bajaj, Gassen); Department of Radiology, University Hospital Basel, University of Basel, Basel, Switzerland (Anastasopoulos); Lieber Institute for Brain Development, Johns Hopkins Medical Campus, Baltimore (Bharadwaj, Kleinman); Department of Psychiatry, University of California San Diego, La Jolla (Maihofer, Nievergelt); Center for Excellence in Stress and Mental Health (Maihofer, Nievergelt) and Research Service (Maihofer, Nievergelt), Veterans Affairs San Diego Healthcare System, San Diego; Department of Psychiatry, Yale University School of Medicine, New Haven, Conn. (Krystal, Girgenti); Psychiatry Service, VA Connecticut Healthcare System, West Haven (Krystal, Girgenti); National Center for PTSD, Clinical Neurosciences Division, U.S. Department of Veterans Affairs, West Haven, Conn. (Krystal, Girgenti); Department of Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine, Baltimore (Kleinman); Pathology and Laboratory Medicine, VA Boston Healthcare System, Boston (Huber); Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, and Broad Institute of MIT and Harvard, Cambridge, Mass. (Kellis); Department of Biostatistics, Boston University School of Public Health, Boston (Logue)
| | - Jakob Hartmann
- Department of Psychiatry, McLean Hospital, Harvard Medical School, Belmont, Mass. (Chatzinakos, Pernia, Iatrou, McCullough, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Hartmann, N.M. Ressler, Carlezon, K.J. Ressler, Daskalakis); Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Mass. (Chatzinakos, Pernia, Iatrou, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Daskalakis); National Center for PTSD, VA Boston Healthcare System, Boston (Morrison, Wolf, Logue, Miller); Department of Psychiatry (Morrison, Wolf, Logue, Miller), Department of Neurology (Huber), and Department of Biomedical Genetics (Logue), Boston University School of Medicine, Boston; Department of Psychiatry and Neuropsychology, School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Soliva Estruch, Snijders); RG Neurohomeostasis, Department of Psychiatry and Psychotherapy, Medical Faculty, University of Bonn, Bonn, Germany (Bajaj, Gassen); Department of Radiology, University Hospital Basel, University of Basel, Basel, Switzerland (Anastasopoulos); Lieber Institute for Brain Development, Johns Hopkins Medical Campus, Baltimore (Bharadwaj, Kleinman); Department of Psychiatry, University of California San Diego, La Jolla (Maihofer, Nievergelt); Center for Excellence in Stress and Mental Health (Maihofer, Nievergelt) and Research Service (Maihofer, Nievergelt), Veterans Affairs San Diego Healthcare System, San Diego; Department of Psychiatry, Yale University School of Medicine, New Haven, Conn. (Krystal, Girgenti); Psychiatry Service, VA Connecticut Healthcare System, West Haven (Krystal, Girgenti); National Center for PTSD, Clinical Neurosciences Division, U.S. Department of Veterans Affairs, West Haven, Conn. (Krystal, Girgenti); Department of Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine, Baltimore (Kleinman); Pathology and Laboratory Medicine, VA Boston Healthcare System, Boston (Huber); Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, and Broad Institute of MIT and Harvard, Cambridge, Mass. (Kellis); Department of Biostatistics, Boston University School of Public Health, Boston (Logue)
| | - Adam X Maihofer
- Department of Psychiatry, McLean Hospital, Harvard Medical School, Belmont, Mass. (Chatzinakos, Pernia, Iatrou, McCullough, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Hartmann, N.M. Ressler, Carlezon, K.J. Ressler, Daskalakis); Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Mass. (Chatzinakos, Pernia, Iatrou, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Daskalakis); National Center for PTSD, VA Boston Healthcare System, Boston (Morrison, Wolf, Logue, Miller); Department of Psychiatry (Morrison, Wolf, Logue, Miller), Department of Neurology (Huber), and Department of Biomedical Genetics (Logue), Boston University School of Medicine, Boston; Department of Psychiatry and Neuropsychology, School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Soliva Estruch, Snijders); RG Neurohomeostasis, Department of Psychiatry and Psychotherapy, Medical Faculty, University of Bonn, Bonn, Germany (Bajaj, Gassen); Department of Radiology, University Hospital Basel, University of Basel, Basel, Switzerland (Anastasopoulos); Lieber Institute for Brain Development, Johns Hopkins Medical Campus, Baltimore (Bharadwaj, Kleinman); Department of Psychiatry, University of California San Diego, La Jolla (Maihofer, Nievergelt); Center for Excellence in Stress and Mental Health (Maihofer, Nievergelt) and Research Service (Maihofer, Nievergelt), Veterans Affairs San Diego Healthcare System, San Diego; Department of Psychiatry, Yale University School of Medicine, New Haven, Conn. (Krystal, Girgenti); Psychiatry Service, VA Connecticut Healthcare System, West Haven (Krystal, Girgenti); National Center for PTSD, Clinical Neurosciences Division, U.S. Department of Veterans Affairs, West Haven, Conn. (Krystal, Girgenti); Department of Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine, Baltimore (Kleinman); Pathology and Laboratory Medicine, VA Boston Healthcare System, Boston (Huber); Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, and Broad Institute of MIT and Harvard, Cambridge, Mass. (Kellis); Department of Biostatistics, Boston University School of Public Health, Boston (Logue)
| | - Caroline M Nievergelt
- Department of Psychiatry, McLean Hospital, Harvard Medical School, Belmont, Mass. (Chatzinakos, Pernia, Iatrou, McCullough, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Hartmann, N.M. Ressler, Carlezon, K.J. Ressler, Daskalakis); Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Mass. (Chatzinakos, Pernia, Iatrou, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Daskalakis); National Center for PTSD, VA Boston Healthcare System, Boston (Morrison, Wolf, Logue, Miller); Department of Psychiatry (Morrison, Wolf, Logue, Miller), Department of Neurology (Huber), and Department of Biomedical Genetics (Logue), Boston University School of Medicine, Boston; Department of Psychiatry and Neuropsychology, School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Soliva Estruch, Snijders); RG Neurohomeostasis, Department of Psychiatry and Psychotherapy, Medical Faculty, University of Bonn, Bonn, Germany (Bajaj, Gassen); Department of Radiology, University Hospital Basel, University of Basel, Basel, Switzerland (Anastasopoulos); Lieber Institute for Brain Development, Johns Hopkins Medical Campus, Baltimore (Bharadwaj, Kleinman); Department of Psychiatry, University of California San Diego, La Jolla (Maihofer, Nievergelt); Center for Excellence in Stress and Mental Health (Maihofer, Nievergelt) and Research Service (Maihofer, Nievergelt), Veterans Affairs San Diego Healthcare System, San Diego; Department of Psychiatry, Yale University School of Medicine, New Haven, Conn. (Krystal, Girgenti); Psychiatry Service, VA Connecticut Healthcare System, West Haven (Krystal, Girgenti); National Center for PTSD, Clinical Neurosciences Division, U.S. Department of Veterans Affairs, West Haven, Conn. (Krystal, Girgenti); Department of Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine, Baltimore (Kleinman); Pathology and Laboratory Medicine, VA Boston Healthcare System, Boston (Huber); Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, and Broad Institute of MIT and Harvard, Cambridge, Mass. (Kellis); Department of Biostatistics, Boston University School of Public Health, Boston (Logue)
| | - Nicholas M Ressler
- Department of Psychiatry, McLean Hospital, Harvard Medical School, Belmont, Mass. (Chatzinakos, Pernia, Iatrou, McCullough, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Hartmann, N.M. Ressler, Carlezon, K.J. Ressler, Daskalakis); Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Mass. (Chatzinakos, Pernia, Iatrou, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Daskalakis); National Center for PTSD, VA Boston Healthcare System, Boston (Morrison, Wolf, Logue, Miller); Department of Psychiatry (Morrison, Wolf, Logue, Miller), Department of Neurology (Huber), and Department of Biomedical Genetics (Logue), Boston University School of Medicine, Boston; Department of Psychiatry and Neuropsychology, School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Soliva Estruch, Snijders); RG Neurohomeostasis, Department of Psychiatry and Psychotherapy, Medical Faculty, University of Bonn, Bonn, Germany (Bajaj, Gassen); Department of Radiology, University Hospital Basel, University of Basel, Basel, Switzerland (Anastasopoulos); Lieber Institute for Brain Development, Johns Hopkins Medical Campus, Baltimore (Bharadwaj, Kleinman); Department of Psychiatry, University of California San Diego, La Jolla (Maihofer, Nievergelt); Center for Excellence in Stress and Mental Health (Maihofer, Nievergelt) and Research Service (Maihofer, Nievergelt), Veterans Affairs San Diego Healthcare System, San Diego; Department of Psychiatry, Yale University School of Medicine, New Haven, Conn. (Krystal, Girgenti); Psychiatry Service, VA Connecticut Healthcare System, West Haven (Krystal, Girgenti); National Center for PTSD, Clinical Neurosciences Division, U.S. Department of Veterans Affairs, West Haven, Conn. (Krystal, Girgenti); Department of Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine, Baltimore (Kleinman); Pathology and Laboratory Medicine, VA Boston Healthcare System, Boston (Huber); Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, and Broad Institute of MIT and Harvard, Cambridge, Mass. (Kellis); Department of Biostatistics, Boston University School of Public Health, Boston (Logue)
| | - Erika J Wolf
- Department of Psychiatry, McLean Hospital, Harvard Medical School, Belmont, Mass. (Chatzinakos, Pernia, Iatrou, McCullough, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Hartmann, N.M. Ressler, Carlezon, K.J. Ressler, Daskalakis); Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Mass. (Chatzinakos, Pernia, Iatrou, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Daskalakis); National Center for PTSD, VA Boston Healthcare System, Boston (Morrison, Wolf, Logue, Miller); Department of Psychiatry (Morrison, Wolf, Logue, Miller), Department of Neurology (Huber), and Department of Biomedical Genetics (Logue), Boston University School of Medicine, Boston; Department of Psychiatry and Neuropsychology, School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Soliva Estruch, Snijders); RG Neurohomeostasis, Department of Psychiatry and Psychotherapy, Medical Faculty, University of Bonn, Bonn, Germany (Bajaj, Gassen); Department of Radiology, University Hospital Basel, University of Basel, Basel, Switzerland (Anastasopoulos); Lieber Institute for Brain Development, Johns Hopkins Medical Campus, Baltimore (Bharadwaj, Kleinman); Department of Psychiatry, University of California San Diego, La Jolla (Maihofer, Nievergelt); Center for Excellence in Stress and Mental Health (Maihofer, Nievergelt) and Research Service (Maihofer, Nievergelt), Veterans Affairs San Diego Healthcare System, San Diego; Department of Psychiatry, Yale University School of Medicine, New Haven, Conn. (Krystal, Girgenti); Psychiatry Service, VA Connecticut Healthcare System, West Haven (Krystal, Girgenti); National Center for PTSD, Clinical Neurosciences Division, U.S. Department of Veterans Affairs, West Haven, Conn. (Krystal, Girgenti); Department of Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine, Baltimore (Kleinman); Pathology and Laboratory Medicine, VA Boston Healthcare System, Boston (Huber); Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, and Broad Institute of MIT and Harvard, Cambridge, Mass. (Kellis); Department of Biostatistics, Boston University School of Public Health, Boston (Logue)
| | - William A Carlezon
- Department of Psychiatry, McLean Hospital, Harvard Medical School, Belmont, Mass. (Chatzinakos, Pernia, Iatrou, McCullough, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Hartmann, N.M. Ressler, Carlezon, K.J. Ressler, Daskalakis); Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Mass. (Chatzinakos, Pernia, Iatrou, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Daskalakis); National Center for PTSD, VA Boston Healthcare System, Boston (Morrison, Wolf, Logue, Miller); Department of Psychiatry (Morrison, Wolf, Logue, Miller), Department of Neurology (Huber), and Department of Biomedical Genetics (Logue), Boston University School of Medicine, Boston; Department of Psychiatry and Neuropsychology, School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Soliva Estruch, Snijders); RG Neurohomeostasis, Department of Psychiatry and Psychotherapy, Medical Faculty, University of Bonn, Bonn, Germany (Bajaj, Gassen); Department of Radiology, University Hospital Basel, University of Basel, Basel, Switzerland (Anastasopoulos); Lieber Institute for Brain Development, Johns Hopkins Medical Campus, Baltimore (Bharadwaj, Kleinman); Department of Psychiatry, University of California San Diego, La Jolla (Maihofer, Nievergelt); Center for Excellence in Stress and Mental Health (Maihofer, Nievergelt) and Research Service (Maihofer, Nievergelt), Veterans Affairs San Diego Healthcare System, San Diego; Department of Psychiatry, Yale University School of Medicine, New Haven, Conn. (Krystal, Girgenti); Psychiatry Service, VA Connecticut Healthcare System, West Haven (Krystal, Girgenti); National Center for PTSD, Clinical Neurosciences Division, U.S. Department of Veterans Affairs, West Haven, Conn. (Krystal, Girgenti); Department of Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine, Baltimore (Kleinman); Pathology and Laboratory Medicine, VA Boston Healthcare System, Boston (Huber); Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, and Broad Institute of MIT and Harvard, Cambridge, Mass. (Kellis); Department of Biostatistics, Boston University School of Public Health, Boston (Logue)
| | - John H Krystal
- Department of Psychiatry, McLean Hospital, Harvard Medical School, Belmont, Mass. (Chatzinakos, Pernia, Iatrou, McCullough, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Hartmann, N.M. Ressler, Carlezon, K.J. Ressler, Daskalakis); Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Mass. (Chatzinakos, Pernia, Iatrou, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Daskalakis); National Center for PTSD, VA Boston Healthcare System, Boston (Morrison, Wolf, Logue, Miller); Department of Psychiatry (Morrison, Wolf, Logue, Miller), Department of Neurology (Huber), and Department of Biomedical Genetics (Logue), Boston University School of Medicine, Boston; Department of Psychiatry and Neuropsychology, School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Soliva Estruch, Snijders); RG Neurohomeostasis, Department of Psychiatry and Psychotherapy, Medical Faculty, University of Bonn, Bonn, Germany (Bajaj, Gassen); Department of Radiology, University Hospital Basel, University of Basel, Basel, Switzerland (Anastasopoulos); Lieber Institute for Brain Development, Johns Hopkins Medical Campus, Baltimore (Bharadwaj, Kleinman); Department of Psychiatry, University of California San Diego, La Jolla (Maihofer, Nievergelt); Center for Excellence in Stress and Mental Health (Maihofer, Nievergelt) and Research Service (Maihofer, Nievergelt), Veterans Affairs San Diego Healthcare System, San Diego; Department of Psychiatry, Yale University School of Medicine, New Haven, Conn. (Krystal, Girgenti); Psychiatry Service, VA Connecticut Healthcare System, West Haven (Krystal, Girgenti); National Center for PTSD, Clinical Neurosciences Division, U.S. Department of Veterans Affairs, West Haven, Conn. (Krystal, Girgenti); Department of Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine, Baltimore (Kleinman); Pathology and Laboratory Medicine, VA Boston Healthcare System, Boston (Huber); Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, and Broad Institute of MIT and Harvard, Cambridge, Mass. (Kellis); Department of Biostatistics, Boston University School of Public Health, Boston (Logue)
| | - Joel E Kleinman
- Department of Psychiatry, McLean Hospital, Harvard Medical School, Belmont, Mass. (Chatzinakos, Pernia, Iatrou, McCullough, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Hartmann, N.M. Ressler, Carlezon, K.J. Ressler, Daskalakis); Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Mass. (Chatzinakos, Pernia, Iatrou, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Daskalakis); National Center for PTSD, VA Boston Healthcare System, Boston (Morrison, Wolf, Logue, Miller); Department of Psychiatry (Morrison, Wolf, Logue, Miller), Department of Neurology (Huber), and Department of Biomedical Genetics (Logue), Boston University School of Medicine, Boston; Department of Psychiatry and Neuropsychology, School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Soliva Estruch, Snijders); RG Neurohomeostasis, Department of Psychiatry and Psychotherapy, Medical Faculty, University of Bonn, Bonn, Germany (Bajaj, Gassen); Department of Radiology, University Hospital Basel, University of Basel, Basel, Switzerland (Anastasopoulos); Lieber Institute for Brain Development, Johns Hopkins Medical Campus, Baltimore (Bharadwaj, Kleinman); Department of Psychiatry, University of California San Diego, La Jolla (Maihofer, Nievergelt); Center for Excellence in Stress and Mental Health (Maihofer, Nievergelt) and Research Service (Maihofer, Nievergelt), Veterans Affairs San Diego Healthcare System, San Diego; Department of Psychiatry, Yale University School of Medicine, New Haven, Conn. (Krystal, Girgenti); Psychiatry Service, VA Connecticut Healthcare System, West Haven (Krystal, Girgenti); National Center for PTSD, Clinical Neurosciences Division, U.S. Department of Veterans Affairs, West Haven, Conn. (Krystal, Girgenti); Department of Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine, Baltimore (Kleinman); Pathology and Laboratory Medicine, VA Boston Healthcare System, Boston (Huber); Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, and Broad Institute of MIT and Harvard, Cambridge, Mass. (Kellis); Department of Biostatistics, Boston University School of Public Health, Boston (Logue)
| | - Matthew J Girgenti
- Department of Psychiatry, McLean Hospital, Harvard Medical School, Belmont, Mass. (Chatzinakos, Pernia, Iatrou, McCullough, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Hartmann, N.M. Ressler, Carlezon, K.J. Ressler, Daskalakis); Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Mass. (Chatzinakos, Pernia, Iatrou, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Daskalakis); National Center for PTSD, VA Boston Healthcare System, Boston (Morrison, Wolf, Logue, Miller); Department of Psychiatry (Morrison, Wolf, Logue, Miller), Department of Neurology (Huber), and Department of Biomedical Genetics (Logue), Boston University School of Medicine, Boston; Department of Psychiatry and Neuropsychology, School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Soliva Estruch, Snijders); RG Neurohomeostasis, Department of Psychiatry and Psychotherapy, Medical Faculty, University of Bonn, Bonn, Germany (Bajaj, Gassen); Department of Radiology, University Hospital Basel, University of Basel, Basel, Switzerland (Anastasopoulos); Lieber Institute for Brain Development, Johns Hopkins Medical Campus, Baltimore (Bharadwaj, Kleinman); Department of Psychiatry, University of California San Diego, La Jolla (Maihofer, Nievergelt); Center for Excellence in Stress and Mental Health (Maihofer, Nievergelt) and Research Service (Maihofer, Nievergelt), Veterans Affairs San Diego Healthcare System, San Diego; Department of Psychiatry, Yale University School of Medicine, New Haven, Conn. (Krystal, Girgenti); Psychiatry Service, VA Connecticut Healthcare System, West Haven (Krystal, Girgenti); National Center for PTSD, Clinical Neurosciences Division, U.S. Department of Veterans Affairs, West Haven, Conn. (Krystal, Girgenti); Department of Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine, Baltimore (Kleinman); Pathology and Laboratory Medicine, VA Boston Healthcare System, Boston (Huber); Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, and Broad Institute of MIT and Harvard, Cambridge, Mass. (Kellis); Department of Biostatistics, Boston University School of Public Health, Boston (Logue)
| | - Bertrand R Huber
- Department of Psychiatry, McLean Hospital, Harvard Medical School, Belmont, Mass. (Chatzinakos, Pernia, Iatrou, McCullough, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Hartmann, N.M. Ressler, Carlezon, K.J. Ressler, Daskalakis); Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Mass. (Chatzinakos, Pernia, Iatrou, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Daskalakis); National Center for PTSD, VA Boston Healthcare System, Boston (Morrison, Wolf, Logue, Miller); Department of Psychiatry (Morrison, Wolf, Logue, Miller), Department of Neurology (Huber), and Department of Biomedical Genetics (Logue), Boston University School of Medicine, Boston; Department of Psychiatry and Neuropsychology, School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Soliva Estruch, Snijders); RG Neurohomeostasis, Department of Psychiatry and Psychotherapy, Medical Faculty, University of Bonn, Bonn, Germany (Bajaj, Gassen); Department of Radiology, University Hospital Basel, University of Basel, Basel, Switzerland (Anastasopoulos); Lieber Institute for Brain Development, Johns Hopkins Medical Campus, Baltimore (Bharadwaj, Kleinman); Department of Psychiatry, University of California San Diego, La Jolla (Maihofer, Nievergelt); Center for Excellence in Stress and Mental Health (Maihofer, Nievergelt) and Research Service (Maihofer, Nievergelt), Veterans Affairs San Diego Healthcare System, San Diego; Department of Psychiatry, Yale University School of Medicine, New Haven, Conn. (Krystal, Girgenti); Psychiatry Service, VA Connecticut Healthcare System, West Haven (Krystal, Girgenti); National Center for PTSD, Clinical Neurosciences Division, U.S. Department of Veterans Affairs, West Haven, Conn. (Krystal, Girgenti); Department of Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine, Baltimore (Kleinman); Pathology and Laboratory Medicine, VA Boston Healthcare System, Boston (Huber); Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, and Broad Institute of MIT and Harvard, Cambridge, Mass. (Kellis); Department of Biostatistics, Boston University School of Public Health, Boston (Logue)
| | - Manolis Kellis
- Department of Psychiatry, McLean Hospital, Harvard Medical School, Belmont, Mass. (Chatzinakos, Pernia, Iatrou, McCullough, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Hartmann, N.M. Ressler, Carlezon, K.J. Ressler, Daskalakis); Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Mass. (Chatzinakos, Pernia, Iatrou, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Daskalakis); National Center for PTSD, VA Boston Healthcare System, Boston (Morrison, Wolf, Logue, Miller); Department of Psychiatry (Morrison, Wolf, Logue, Miller), Department of Neurology (Huber), and Department of Biomedical Genetics (Logue), Boston University School of Medicine, Boston; Department of Psychiatry and Neuropsychology, School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Soliva Estruch, Snijders); RG Neurohomeostasis, Department of Psychiatry and Psychotherapy, Medical Faculty, University of Bonn, Bonn, Germany (Bajaj, Gassen); Department of Radiology, University Hospital Basel, University of Basel, Basel, Switzerland (Anastasopoulos); Lieber Institute for Brain Development, Johns Hopkins Medical Campus, Baltimore (Bharadwaj, Kleinman); Department of Psychiatry, University of California San Diego, La Jolla (Maihofer, Nievergelt); Center for Excellence in Stress and Mental Health (Maihofer, Nievergelt) and Research Service (Maihofer, Nievergelt), Veterans Affairs San Diego Healthcare System, San Diego; Department of Psychiatry, Yale University School of Medicine, New Haven, Conn. (Krystal, Girgenti); Psychiatry Service, VA Connecticut Healthcare System, West Haven (Krystal, Girgenti); National Center for PTSD, Clinical Neurosciences Division, U.S. Department of Veterans Affairs, West Haven, Conn. (Krystal, Girgenti); Department of Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine, Baltimore (Kleinman); Pathology and Laboratory Medicine, VA Boston Healthcare System, Boston (Huber); Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, and Broad Institute of MIT and Harvard, Cambridge, Mass. (Kellis); Department of Biostatistics, Boston University School of Public Health, Boston (Logue)
| | - Mark W Logue
- Department of Psychiatry, McLean Hospital, Harvard Medical School, Belmont, Mass. (Chatzinakos, Pernia, Iatrou, McCullough, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Hartmann, N.M. Ressler, Carlezon, K.J. Ressler, Daskalakis); Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Mass. (Chatzinakos, Pernia, Iatrou, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Daskalakis); National Center for PTSD, VA Boston Healthcare System, Boston (Morrison, Wolf, Logue, Miller); Department of Psychiatry (Morrison, Wolf, Logue, Miller), Department of Neurology (Huber), and Department of Biomedical Genetics (Logue), Boston University School of Medicine, Boston; Department of Psychiatry and Neuropsychology, School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Soliva Estruch, Snijders); RG Neurohomeostasis, Department of Psychiatry and Psychotherapy, Medical Faculty, University of Bonn, Bonn, Germany (Bajaj, Gassen); Department of Radiology, University Hospital Basel, University of Basel, Basel, Switzerland (Anastasopoulos); Lieber Institute for Brain Development, Johns Hopkins Medical Campus, Baltimore (Bharadwaj, Kleinman); Department of Psychiatry, University of California San Diego, La Jolla (Maihofer, Nievergelt); Center for Excellence in Stress and Mental Health (Maihofer, Nievergelt) and Research Service (Maihofer, Nievergelt), Veterans Affairs San Diego Healthcare System, San Diego; Department of Psychiatry, Yale University School of Medicine, New Haven, Conn. (Krystal, Girgenti); Psychiatry Service, VA Connecticut Healthcare System, West Haven (Krystal, Girgenti); National Center for PTSD, Clinical Neurosciences Division, U.S. Department of Veterans Affairs, West Haven, Conn. (Krystal, Girgenti); Department of Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine, Baltimore (Kleinman); Pathology and Laboratory Medicine, VA Boston Healthcare System, Boston (Huber); Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, and Broad Institute of MIT and Harvard, Cambridge, Mass. (Kellis); Department of Biostatistics, Boston University School of Public Health, Boston (Logue)
| | - Mark W Miller
- Department of Psychiatry, McLean Hospital, Harvard Medical School, Belmont, Mass. (Chatzinakos, Pernia, Iatrou, McCullough, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Hartmann, N.M. Ressler, Carlezon, K.J. Ressler, Daskalakis); Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Mass. (Chatzinakos, Pernia, Iatrou, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Daskalakis); National Center for PTSD, VA Boston Healthcare System, Boston (Morrison, Wolf, Logue, Miller); Department of Psychiatry (Morrison, Wolf, Logue, Miller), Department of Neurology (Huber), and Department of Biomedical Genetics (Logue), Boston University School of Medicine, Boston; Department of Psychiatry and Neuropsychology, School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Soliva Estruch, Snijders); RG Neurohomeostasis, Department of Psychiatry and Psychotherapy, Medical Faculty, University of Bonn, Bonn, Germany (Bajaj, Gassen); Department of Radiology, University Hospital Basel, University of Basel, Basel, Switzerland (Anastasopoulos); Lieber Institute for Brain Development, Johns Hopkins Medical Campus, Baltimore (Bharadwaj, Kleinman); Department of Psychiatry, University of California San Diego, La Jolla (Maihofer, Nievergelt); Center for Excellence in Stress and Mental Health (Maihofer, Nievergelt) and Research Service (Maihofer, Nievergelt), Veterans Affairs San Diego Healthcare System, San Diego; Department of Psychiatry, Yale University School of Medicine, New Haven, Conn. (Krystal, Girgenti); Psychiatry Service, VA Connecticut Healthcare System, West Haven (Krystal, Girgenti); National Center for PTSD, Clinical Neurosciences Division, U.S. Department of Veterans Affairs, West Haven, Conn. (Krystal, Girgenti); Department of Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine, Baltimore (Kleinman); Pathology and Laboratory Medicine, VA Boston Healthcare System, Boston (Huber); Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, and Broad Institute of MIT and Harvard, Cambridge, Mass. (Kellis); Department of Biostatistics, Boston University School of Public Health, Boston (Logue)
| | - Kerry J Ressler
- Department of Psychiatry, McLean Hospital, Harvard Medical School, Belmont, Mass. (Chatzinakos, Pernia, Iatrou, McCullough, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Hartmann, N.M. Ressler, Carlezon, K.J. Ressler, Daskalakis); Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Mass. (Chatzinakos, Pernia, Iatrou, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Daskalakis); National Center for PTSD, VA Boston Healthcare System, Boston (Morrison, Wolf, Logue, Miller); Department of Psychiatry (Morrison, Wolf, Logue, Miller), Department of Neurology (Huber), and Department of Biomedical Genetics (Logue), Boston University School of Medicine, Boston; Department of Psychiatry and Neuropsychology, School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Soliva Estruch, Snijders); RG Neurohomeostasis, Department of Psychiatry and Psychotherapy, Medical Faculty, University of Bonn, Bonn, Germany (Bajaj, Gassen); Department of Radiology, University Hospital Basel, University of Basel, Basel, Switzerland (Anastasopoulos); Lieber Institute for Brain Development, Johns Hopkins Medical Campus, Baltimore (Bharadwaj, Kleinman); Department of Psychiatry, University of California San Diego, La Jolla (Maihofer, Nievergelt); Center for Excellence in Stress and Mental Health (Maihofer, Nievergelt) and Research Service (Maihofer, Nievergelt), Veterans Affairs San Diego Healthcare System, San Diego; Department of Psychiatry, Yale University School of Medicine, New Haven, Conn. (Krystal, Girgenti); Psychiatry Service, VA Connecticut Healthcare System, West Haven (Krystal, Girgenti); National Center for PTSD, Clinical Neurosciences Division, U.S. Department of Veterans Affairs, West Haven, Conn. (Krystal, Girgenti); Department of Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine, Baltimore (Kleinman); Pathology and Laboratory Medicine, VA Boston Healthcare System, Boston (Huber); Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, and Broad Institute of MIT and Harvard, Cambridge, Mass. (Kellis); Department of Biostatistics, Boston University School of Public Health, Boston (Logue)
| | - Nikolaos P Daskalakis
- Department of Psychiatry, McLean Hospital, Harvard Medical School, Belmont, Mass. (Chatzinakos, Pernia, Iatrou, McCullough, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Hartmann, N.M. Ressler, Carlezon, K.J. Ressler, Daskalakis); Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Mass. (Chatzinakos, Pernia, Iatrou, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Daskalakis); National Center for PTSD, VA Boston Healthcare System, Boston (Morrison, Wolf, Logue, Miller); Department of Psychiatry (Morrison, Wolf, Logue, Miller), Department of Neurology (Huber), and Department of Biomedical Genetics (Logue), Boston University School of Medicine, Boston; Department of Psychiatry and Neuropsychology, School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Soliva Estruch, Snijders); RG Neurohomeostasis, Department of Psychiatry and Psychotherapy, Medical Faculty, University of Bonn, Bonn, Germany (Bajaj, Gassen); Department of Radiology, University Hospital Basel, University of Basel, Basel, Switzerland (Anastasopoulos); Lieber Institute for Brain Development, Johns Hopkins Medical Campus, Baltimore (Bharadwaj, Kleinman); Department of Psychiatry, University of California San Diego, La Jolla (Maihofer, Nievergelt); Center for Excellence in Stress and Mental Health (Maihofer, Nievergelt) and Research Service (Maihofer, Nievergelt), Veterans Affairs San Diego Healthcare System, San Diego; Department of Psychiatry, Yale University School of Medicine, New Haven, Conn. (Krystal, Girgenti); Psychiatry Service, VA Connecticut Healthcare System, West Haven (Krystal, Girgenti); National Center for PTSD, Clinical Neurosciences Division, U.S. Department of Veterans Affairs, West Haven, Conn. (Krystal, Girgenti); Department of Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine, Baltimore (Kleinman); Pathology and Laboratory Medicine, VA Boston Healthcare System, Boston (Huber); Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, and Broad Institute of MIT and Harvard, Cambridge, Mass. (Kellis); Department of Biostatistics, Boston University School of Public Health, Boston (Logue)
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Nievergelt CM, Maihofer AX, Atkinson EG, Chen CY, Choi KW, Coleman JR, Daskalakis NP, Duncan LE, Polimanti R, Aaronson C, Amstadter AB, Andersen SB, Andreassen OA, Arbisi PA, Ashley-Koch AE, Austin SB, Avdibegoviç E, Babic D, Bacanu SA, Baker DG, Batzler A, Beckham JC, Belangero S, Benjet C, Bergner C, Bierer LM, Biernacka JM, Bierut LJ, Bisson JI, Boks MP, Bolger EA, Brandolino A, Breen G, Bressan RA, Bryant RA, Bustamante AC, Bybjerg-Grauholm J, Bækvad-Hansen M, Børglum AD, Børte S, Cahn L, Calabrese JR, Caldas-de-Almeida JM, Chatzinakos C, Cheema S, Clouston SAP, Colodro-Conde L, Coombes BJ, Cruz-Fuentes CS, Dale AM, Dalvie S, Davis LK, Deckert J, Delahanty DL, Dennis MF, deRoon-Cassini T, Desarnaud F, DiPietro CP, Disner SG, Docherty AR, Domschke K, Dyb G, Kulenovic AD, Edenberg HJ, Evans A, Fabbri C, Fani N, Farrer LA, Feder A, Feeny NC, Flory JD, Forbes D, Franz CE, Galea S, Garrett ME, Gelaye B, Gelernter J, Geuze E, Gillespie CF, Goci A, Goleva SB, Gordon SD, Grasser LR, Guindalini C, Haas M, Hagenaars S, Hauser MA, Heath AC, Hemmings SM, Hesselbrock V, Hickie IB, Hogan K, Hougaard DM, Huang H, Huckins LM, Hveem K, Jakovljevic M, Javanbakht A, Jenkins GD, Johnson J, Jones I, Jovanovic T, Karstoft KI, Kaufman ML, Kennedy JL, Kessler RC, Khan A, Kimbrel NA, King AP, Koen N, Kotov R, Kranzler HR, Krebs K, Kremen WS, Kuan PF, Lawford BR, Lebois LAM, Lehto K, Levey DF, Lewis C, Liberzon I, Linnstaedt SD, Logue MW, Lori A, Lu Y, Luft BJ, Lupton MK, Luykx JJ, Makotkine I, Maples-Keller JL, Marchese S, Marmar C, Martin NG, MartÍnez-Levy GA, McAloney K, McFarlane A, McLaughlin KA, McLean SA, Medland SE, Mehta D, Meyers J, Michopoulos V, Mikita EA, Milani L, Milberg W, Miller MW, Morey RA, Morris CP, Mors O, Mortensen PB, Mufford MS, Nelson EC, Nordentoft M, Norman SB, Nugent NR, O'Donnell M, Orcutt HK, Pan PM, Panizzon MS, Pathak GA, Peters ES, Peterson AL, Peverill M, Pietrzak RH, Polusny MA, Porjesz B, Powers A, Qin XJ, Ratanatharathorn A, Risbrough VB, Roberts AL, Rothbaum BO, Rothbaum AO, Roy-Byrne P, Ruggiero KJ, Rung A, Runz H, Rutten BPF, de Viteri SS, Salum GA, Sampson L, Sanchez SE, Santoro M, Seah C, Seedat S, Seng JS, Shabalin A, Sheerin CM, Silove D, Smith AK, Smoller JW, Sponheim SR, Stein DJ, Stensland S, Stevens JS, Sumner JA, Teicher MH, Thompson WK, Tiwari AK, Trapido E, Uddin M, Ursano RJ, Valdimarsdóttir U, van den Heuvel LL, Van Hooff M, van Rooij SJ, Vermetten E, Vinkers CH, Voisey J, Wang Z, Wang Y, Waszczuk M, Weber H, Wendt FR, Werge T, Williams MA, Williamson DE, Winsvold BS, Winternitz S, Wolf EJ, Wolf C, Xia Y, Xiong Y, Yehuda R, Young RM, Young KA, Zai CC, Zai GC, Zervas M, Zhao H, Zoellner LA, Zwart JA, Stein MB, Ressler KJ, Koenen KC. Discovery of 95 PTSD loci provides insight into genetic architecture and neurobiology of trauma and stress-related disorders. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2023:2023.08.31.23294915. [PMID: 37693460 PMCID: PMC10491375 DOI: 10.1101/2023.08.31.23294915] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 09/12/2023]
Abstract
Posttraumatic stress disorder (PTSD) genetics are characterized by lower discoverability than most other psychiatric disorders. The contribution to biological understanding from previous genetic studies has thus been limited. We performed a multi-ancestry meta-analysis of genome-wide association studies across 1,222,882 individuals of European ancestry (137,136 cases) and 58,051 admixed individuals with African and Native American ancestry (13,624 cases). We identified 95 genome-wide significant loci (80 novel). Convergent multi-omic approaches identified 43 potential causal genes, broadly classified as neurotransmitter and ion channel synaptic modulators (e.g., GRIA1, GRM8, CACNA1E ), developmental, axon guidance, and transcription factors (e.g., FOXP2, EFNA5, DCC ), synaptic structure and function genes (e.g., PCLO, NCAM1, PDE4B ), and endocrine or immune regulators (e.g., ESR1, TRAF3, TANK ). Additional top genes influence stress, immune, fear, and threat-related processes, previously hypothesized to underlie PTSD neurobiology. These findings strengthen our understanding of neurobiological systems relevant to PTSD pathophysiology, while also opening new areas for investigation.
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Zelco A, Wapeesittipan P, Joshi A. Insights into Sex and Gender Differences in Brain and Psychopathologies Using Big Data. Life (Basel) 2023; 13:1676. [PMID: 37629533 PMCID: PMC10455614 DOI: 10.3390/life13081676] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2023] [Revised: 06/30/2023] [Accepted: 07/15/2023] [Indexed: 08/27/2023] Open
Abstract
The societal implication of sex and gender (SG) differences in brain are profound, as they influence brain development, behavior, and importantly, the presentation, prevalence, and therapeutic response to diseases. Technological advances have enabled speed up identification and characterization of SG differences during development and in psychopathologies. The main aim of this review is to elaborate on new technological advancements, such as genomics, imaging, and emerging biobanks, coupled with bioinformatics analyses of data generated from these technologies have facilitated the identification and characterization of SG differences in the human brain through development and psychopathologies. First, a brief explanation of SG concepts is provided, along with a developmental and evolutionary context. We then describe physiological SG differences in brain activity and function, and in psychopathologies identified through imaging techniques. We further provide an overview of insights into SG differences using genomics, specifically taking advantage of large cohorts and biobanks. We finally emphasize how bioinformatics analyses of big data generated by emerging technologies provides new opportunities to reduce SG disparities in health outcomes, including major challenges.
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Affiliation(s)
| | | | - Anagha Joshi
- Department of Clinical Science, Computational Biology Unit, University of Bergen, 5020 Bergen, Norway; (A.Z.); (P.W.)
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31
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Rompala G, Nagamatsu ST, Martínez-Magaña JJ, Nuñez-Ríos DL, Wang J, Girgenti MJ, Krystal JH, Gelernter J, Hurd YL, Montalvo-Ortiz JL. Profiling neuronal methylome and hydroxymethylome of opioid use disorder in the human orbitofrontal cortex. Nat Commun 2023; 14:4544. [PMID: 37507366 PMCID: PMC10382503 DOI: 10.1038/s41467-023-40285-y] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2022] [Accepted: 07/17/2023] [Indexed: 07/30/2023] Open
Abstract
Opioid use disorder (OUD) is influenced by genetic and environmental factors. While recent research suggests epigenetic disturbances in OUD, this is mostly limited to DNA methylation (5mC). DNA hydroxymethylation (5hmC) has been widely understudied. We conducted a multi-omics profiling of OUD in a male cohort, integrating neuronal-specific 5mC and 5hmC as well as gene expression profiles from human postmortem orbitofrontal cortex (OUD = 12; non-OUD = 26). Single locus methylomic analysis and co-methylation analysis showed a higher number of OUD-associated genes and gene networks for 5hmC compared to 5mC; these were enriched for GPCR, Wnt, neurogenesis, and opioid signaling. 5hmC marks also showed a higher correlation with gene expression patterns and enriched for GWAS of psychiatric traits. Drug interaction analysis revealed interactions with opioid-related drugs, some used as OUD treatments. Our multi-omics findings suggest an important role of 5hmC and reveal loci epigenetically dysregulated in OFC neurons of individuals with OUD.
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Affiliation(s)
| | - Sheila T Nagamatsu
- Department of Psychiatry, Yale University School of Medicine, New Haven, CT, USA
- VA Connecticut Healthcare System, West Haven, CT, USA
- U.S. Department of Veterans Affairs National Center for Posttraumatic Stress Disorder, Clinical Neurosciences Division, West Haven, CT, USA
| | - José Jaime Martínez-Magaña
- Department of Psychiatry, Yale University School of Medicine, New Haven, CT, USA
- VA Connecticut Healthcare System, West Haven, CT, USA
- U.S. Department of Veterans Affairs National Center for Posttraumatic Stress Disorder, Clinical Neurosciences Division, West Haven, CT, USA
| | - Diana L Nuñez-Ríos
- Department of Psychiatry, Yale University School of Medicine, New Haven, CT, USA
- VA Connecticut Healthcare System, West Haven, CT, USA
- U.S. Department of Veterans Affairs National Center for Posttraumatic Stress Disorder, Clinical Neurosciences Division, West Haven, CT, USA
| | - Jiawei Wang
- Computational Biology and Bioinformatics Program, Yale University, New Haven, CT, USA
- Department of Biostatistics, Yale School of Public Health, New Haven, CT, USA
| | - Matthew J Girgenti
- Department of Psychiatry, Yale University School of Medicine, New Haven, CT, USA
- U.S. Department of Veterans Affairs National Center for Posttraumatic Stress Disorder, Clinical Neurosciences Division, West Haven, CT, USA
| | - John H Krystal
- Department of Psychiatry, Yale University School of Medicine, New Haven, CT, USA
- VA Connecticut Healthcare System, West Haven, CT, USA
- U.S. Department of Veterans Affairs National Center for Posttraumatic Stress Disorder, Clinical Neurosciences Division, West Haven, CT, USA
| | - Joel Gelernter
- Department of Psychiatry, Yale University School of Medicine, New Haven, CT, USA
- VA Connecticut Healthcare System, West Haven, CT, USA
- U.S. Department of Veterans Affairs National Center for Posttraumatic Stress Disorder, Clinical Neurosciences Division, West Haven, CT, USA
| | - Yasmin L Hurd
- Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Janitza L Montalvo-Ortiz
- Department of Psychiatry, Yale University School of Medicine, New Haven, CT, USA.
- VA Connecticut Healthcare System, West Haven, CT, USA.
- U.S. Department of Veterans Affairs National Center for Posttraumatic Stress Disorder, Clinical Neurosciences Division, West Haven, CT, USA.
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32
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Kumsta R, Zang JCS, Hummel EM, Müller S, Moser DA, Herpertz S, Kessler H. Treatment-associated mRNA co-expression changes in monocytes of patients with posttraumatic stress disorder. Front Psychiatry 2023; 14:1181321. [PMID: 37426106 PMCID: PMC10326517 DOI: 10.3389/fpsyt.2023.1181321] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/07/2023] [Accepted: 05/05/2023] [Indexed: 07/11/2023] Open
Abstract
PTSD is a prevalent mental disorder that results from exposure to extreme and stressful life events and comes at high costs for both the individual and society. Therapeutic treatment presents the best way to deal with PTSD-the mechanisms underlying change after treatment, however, remain poorly understood. While stress and immune associated gene expression changes have been associated with PTSD development, studies investigating treatment effects at the molecular level so far tended to focus on DNA methylation. Here we use gene-network analysis on whole-transcriptome RNA-Seq data isolated from CD14+ monocytes of female PTSD patients (N = 51) to study pre-treatment signatures of therapy response and therapy-related changes at the level of gene expression. Patients who exhibited significant symptom improvement after therapy showed higher baseline expression in two modules involved in inflammatory processes (including notable examples IL1R2 and FKBP5) and blood coagulation. After therapy, expression of an inflammatory module was increased, and expression of a wound healing module was decreased. This supports findings reporting an association between PTSD and dysregulations of the inflammatory and the hemostatic system and mark both as potentially treatment sensitive.
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Affiliation(s)
- Robert Kumsta
- Department of Genetic Psychology, Faculty of Psychology, Ruhr University Bochum, Bochum, Germany
- Department of Behavioural and Cognitive Sciences, Laboratory for Stress and Gene-Environment Interplay, University of Luxemburg, Esch-sur-Alzette, Luxemburg
| | - Johannes C. S. Zang
- Department of Genetic Psychology, Faculty of Psychology, Ruhr University Bochum, Bochum, Germany
| | - Elisabeth M. Hummel
- Department of Genetic Psychology, Faculty of Psychology, Ruhr University Bochum, Bochum, Germany
| | - Svenja Müller
- Department of Genetic Psychology, Faculty of Psychology, Ruhr University Bochum, Bochum, Germany
| | - Dirk A. Moser
- Department of Genetic Psychology, Faculty of Psychology, Ruhr University Bochum, Bochum, Germany
| | - Stephan Herpertz
- Department of Psychosomatic Medicine and Psychotherapy, LWL-University Hospital Ruhr-University Bochum, Bochum, Germany
| | - Henrik Kessler
- Department of Psychosomatic Medicine and Psychotherapy, LWL-University Hospital Ruhr-University Bochum, Bochum, Germany
- Department of Psychosomatic Medicine and Psychotherapy, Fulda Hospital, University Medicine Marburg Campus Fulda, Fulda, Germany
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33
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Brewster PR, Mohammad Ishraq Bari S, Walker GM, Werfel TA. Current and future directions of drug delivery for the treatment of mental illnesses. Adv Drug Deliv Rev 2023; 197:114824. [PMID: 37068660 PMCID: PMC11479664 DOI: 10.1016/j.addr.2023.114824] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2023] [Revised: 03/22/2023] [Accepted: 04/11/2023] [Indexed: 04/19/2023]
Abstract
Mental illnesses including anxiety disorders, autism spectrum disorder, post-traumatic stress disorder, schizophrenia, depression, and others exact an immense toll on the healthcare system and society at large. Depression alone impacts 21 million adults and costs over $200 billion annually in the United States. However, pharmaceutical strategies to treat mental illnesses are lagging behind drug development in many other disease areas. Because many of the shortcomings of therapeutics for mental illness relate to delivery problems, drug delivery technologies have the potential to radically improve the effectiveness of therapeutics for these diseases. This review describes the current pharmacotherapeutic approaches to treating mental illnesses as well as drug delivery approaches that have improved existing therapies. Approaches to improve drug bioavailability, provide controlled release of therapeutics, and enable drug targeting to the central nervous system (CNS) will be highlighted. Moreover, next-generation delivery approaches such as environmentally-controlled release and interval/sequential drug release will be addressed. Based on the evolving landscape of the treatment of mental illnesses, the nascent field of drug delivery in mental health has tremendous potential for growth in terms of both economic and patient impact.
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Affiliation(s)
- Parker R Brewster
- Department of Biomedical Engineering, University of Mississippi, University, MS 38677, USA; Department of Chemical Engineering, University of Mississippi, University, MS 38677, USA
| | | | - Glenn M Walker
- Department of Biomedical Engineering, University of Mississippi, University, MS 38677, USA
| | - Thomas A Werfel
- Department of Biomedical Engineering, University of Mississippi, University, MS 38677, USA; Department of Chemical Engineering, University of Mississippi, University, MS 38677, USA; Department of BioMolecular Sciences, University of Mississippi, University, MS 38677, USA; Cancer Center and Research Institute, University of Mississippi Medical Center, Jackson, MS 39216, USA.
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34
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Muhie S, Gautam A, Yang R, Misganaw B, Daigle BJ, Mellon SH, Flory JD, Abu-Amara D, Lee I, Wang K, Rampersaud R, Hood L, Yehuda R, Marmar CR, Wolkowitz OM, Ressler KJ, Doyle FJ, Hammamieh R, Jett M. Molecular signatures of post-traumatic stress disorder in war-zone-exposed veteran and active-duty soldiers. Cell Rep Med 2023; 4:101045. [PMID: 37196634 PMCID: PMC10213980 DOI: 10.1016/j.xcrm.2023.101045] [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: 07/07/2022] [Revised: 11/23/2022] [Accepted: 04/18/2023] [Indexed: 05/19/2023]
Abstract
Post-traumatic stress disorder (PTSD) is a multisystem syndrome. Integration of systems-level multi-modal datasets can provide a molecular understanding of PTSD. Proteomic, metabolomic, and epigenomic assays are conducted on blood samples of two cohorts of well-characterized PTSD cases and controls: 340 veterans and 180 active-duty soldiers. All participants had been deployed to Iraq and/or Afghanistan and exposed to military-service-related criterion A trauma. Molecular signatures are identified from a discovery cohort of 218 veterans (109/109 PTSD+/-). Identified molecular signatures are tested in 122 separate veterans (62/60 PTSD+/-) and in 180 active-duty soldiers (PTSD+/-). Molecular profiles are computationally integrated with upstream regulators (genetic/methylation/microRNAs) and functional units (mRNAs/proteins/metabolites). Reproducible molecular features of PTSD are identified, including activated inflammation, oxidative stress, metabolic dysregulation, and impaired angiogenesis. These processes may play a role in psychiatric and physical comorbidities, including impaired repair/wound healing mechanisms and cardiovascular, metabolic, and psychiatric diseases.
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Affiliation(s)
- Seid Muhie
- Medical Readiness Systems Biology, Walter Reed Army Institute of Research, Silver Spring, MD 20910, USA; The Geneva Foundation, Silver Spring, MD 20910, USA.
| | - Aarti Gautam
- Medical Readiness Systems Biology, Walter Reed Army Institute of Research, Silver Spring, MD 20910, USA
| | - Ruoting Yang
- Medical Readiness Systems Biology, Walter Reed Army Institute of Research, Silver Spring, MD 20910, USA
| | - Burook Misganaw
- Medical Readiness Systems Biology, Walter Reed Army Institute of Research, Silver Spring, MD 20910, USA; Vysnova Inc., Landover, MD 20785, USA
| | - Bernie J Daigle
- Departments of Biological Sciences and Computer Science, The University of Memphis, Memphis, TN 38152, USA
| | - Synthia H Mellon
- Department of Obstetrics, Gynecology & Reproductive Sciences, University of California, San Francisco, San Francisco, CA 94143, USA
| | - Janine D Flory
- Office of Mental Health, James J. Peters VA Medical Center, Bronx, NY 10468, USA; Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY 10468, USA
| | - Duna Abu-Amara
- Department of Psychiatry, New York University Grossman School of Medicine, New York, NY 10016, USA
| | - Inyoul Lee
- Institute for Systems Biology, Seattle, WA 98109, USA
| | - Kai Wang
- Institute for Systems Biology, Seattle, WA 98109, USA
| | - Ryan Rampersaud
- Department of Psychiatry and Behavioral Sciences, University of California, San Francisco, San Francisco, CA 94143, USA
| | - Leroy Hood
- Institute for Systems Biology, Seattle, WA 98109, USA
| | - Rachel Yehuda
- Office of Mental Health, James J. Peters VA Medical Center, Bronx, NY 10468, USA; Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY 10468, USA
| | - Charles R Marmar
- Department of Psychiatry, New York University Grossman School of Medicine, New York, NY 10016, USA
| | - Owen M Wolkowitz
- Department of Psychiatry and Behavioral Sciences, University of California, San Francisco, San Francisco, CA 94143, USA
| | - Kerry J Ressler
- McLean Hospital, Belmont, MA 02478, USA; Harvard Medical School, Boston, MA 02115, USA
| | - Francis J Doyle
- Harvard John A. Paulson School of Engineering and Applied Sciences, Harvard University, Cambridge, MA 02134, USA
| | - Rasha Hammamieh
- Medical Readiness Systems Biology, Walter Reed Army Institute of Research, Silver Spring, MD 20910, USA
| | - Marti Jett
- US Army Medical Research and Development Command, HQ, Walter Reed Army Institute of Research, Silver Spring, MD 20910, USA.
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Martínez-Magaña JJ, Krystal JH, Girgenti MJ, Núnez-Ríos DL, Nagamatsu ST, Andrade-Brito DE, Montalvo-Ortiz JL. Decoding the role of transcriptomic clocks in the human prefrontal cortex. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2023:2023.04.19.23288765. [PMID: 37163025 PMCID: PMC10168432 DOI: 10.1101/2023.04.19.23288765] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/11/2023]
Abstract
Aging is a complex process with interindividual variability, which can be measured by aging biological clocks. Aging clocks are machine-learning algorithms guided by biological information and associated with mortality risk and a wide range of health outcomes. One of these aging clocks are transcriptomic clocks, which uses gene expression data to predict biological age; however, their functional role is unknown. Here, we profiled two transcriptomic clocks (RNAAgeCalc and knowledge-based deep neural network clock) in a large dataset of human postmortem prefrontal cortex (PFC) samples. We identified that deep-learning transcriptomic clock outperforms RNAAgeCalc to predict transcriptomic age in the human PFC. We identified associations of transcriptomic clocks with psychiatric-related traits. Further, we applied system biology algorithms to identify common gene networks among both clocks and performed pathways enrichment analyses to assess its functionality and prioritize genes involved in the aging processes. Identified gene networks showed enrichment for diseases of signal transduction by growth factor receptors and second messenger pathways. We also observed enrichment of genome-wide signals of mental and physical health outcomes and identified genes previously associated with human brain aging. Our findings suggest a link between transcriptomic aging and health disorders, including psychiatric traits. Further, it reveals functional genes within the human PFC that may play an important role in aging and health risk.
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Affiliation(s)
- José J. Martínez-Magaña
- Division of Human Genetics, Department of Psychiatry, Yale University School of Medicine, New Haven
- National Center for PTSD, US Department of Veterans Affairs, West Haven, CT, USA
| | - John H. Krystal
- Division of Human Genetics, Department of Psychiatry, Yale University School of Medicine, New Haven
- National Center for PTSD, US Department of Veterans Affairs, West Haven, CT, USA
- Psychiatry Service, VA Connecticut Health Care System, West Haven, CT, USA
| | - Matthew J. Girgenti
- Division of Human Genetics, Department of Psychiatry, Yale University School of Medicine, New Haven
- National Center for PTSD, US Department of Veterans Affairs, West Haven, CT, USA
| | - Diana L. Núnez-Ríos
- Division of Human Genetics, Department of Psychiatry, Yale University School of Medicine, New Haven
- National Center for PTSD, US Department of Veterans Affairs, West Haven, CT, USA
| | - Sheila T. Nagamatsu
- Division of Human Genetics, Department of Psychiatry, Yale University School of Medicine, New Haven
- National Center for PTSD, US Department of Veterans Affairs, West Haven, CT, USA
| | - Diego E. Andrade-Brito
- Division of Human Genetics, Department of Psychiatry, Yale University School of Medicine, New Haven
- National Center for PTSD, US Department of Veterans Affairs, West Haven, CT, USA
| | | | - Janitza L. Montalvo-Ortiz
- Division of Human Genetics, Department of Psychiatry, Yale University School of Medicine, New Haven
- National Center for PTSD, US Department of Veterans Affairs, West Haven, CT, USA
- Psychiatry Service, VA Connecticut Health Care System, West Haven, CT, USA
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36
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Mansouri S, Pessoni AM, Rivera AM, Tamminga CA, Parise E, Turecki G, Nestler EJ, Chen TH, Labonté B. Transcriptional dissection of symptomatic profiles across the brain of men and women with depression. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.04.21.537733. [PMID: 37131585 PMCID: PMC10153251 DOI: 10.1101/2023.04.21.537733] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/04/2023]
Abstract
Major depressive disorder (MDD) is one of the most important causes of disability worldwide. While recent work provides insights into the molecular alterations in the brain of patients with MDD, whether these molecular signatures can be associated with the expression of specific symptom domains in males and females remains unclear. Here, we identified sex-specific gene modules associated with the expression of MDD, combining differential gene expression and co-expression network analyses in six cortical and subcortical brain regions. Our results show varying levels of network homology between males and females across brain regions, although the association between these structures and the expression of MDD remains highly sex-specific. We refined these associations to several symptom domains and identified transcriptional signatures associated with distinct functional pathways, including GABAergic and glutamatergic neurotransmission, metabolic processes, and intracellular signal transduction, across brain regions associated with distinct symptomatic profiles in a sex-specific fashion. In most cases, these associations were specific to males or to females with MDD, although a subset of gene modules associated with common symptomatic features in both sexes was also identified. Together, our findings suggest that the expression of distinct MDD symptom domains is associated with sex-specific transcriptional structures across brain regions.
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Hicks EM, Seah C, Cote A, Marchese S, Brennand KJ, Nestler EJ, Girgenti MJ, Huckins LM. Integrating genetics and transcriptomics to study major depressive disorder: a conceptual framework, bioinformatic approaches, and recent findings. Transl Psychiatry 2023; 13:129. [PMID: 37076454 PMCID: PMC10115809 DOI: 10.1038/s41398-023-02412-7] [Citation(s) in RCA: 3] [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] [Received: 08/09/2022] [Revised: 03/17/2023] [Accepted: 03/24/2023] [Indexed: 04/21/2023] Open
Abstract
Major depressive disorder (MDD) is a complex and heterogeneous psychiatric syndrome with genetic and environmental influences. In addition to neuroanatomical and circuit-level disturbances, dysregulation of the brain transcriptome is a key phenotypic signature of MDD. Postmortem brain gene expression data are uniquely valuable resources for identifying this signature and key genomic drivers in human depression; however, the scarcity of brain tissue limits our capacity to observe the dynamic transcriptional landscape of MDD. It is therefore crucial to explore and integrate depression and stress transcriptomic data from numerous, complementary perspectives to construct a richer understanding of the pathophysiology of depression. In this review, we discuss multiple approaches for exploring the brain transcriptome reflecting dynamic stages of MDD: predisposition, onset, and illness. We next highlight bioinformatic approaches for hypothesis-free, genome-wide analyses of genomic and transcriptomic data and their integration. Last, we summarize the findings of recent genetic and transcriptomic studies within this conceptual framework.
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Affiliation(s)
- Emily M Hicks
- Pamela Sklar Division of Psychiatric Genomics, Departments of Psychiatry and of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, New York, 10029, USA
- Nash Family Department of Neuroscience, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, New York, 10029, USA
| | - Carina Seah
- Pamela Sklar Division of Psychiatric Genomics, Departments of Psychiatry and of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, New York, 10029, USA
- Nash Family Department of Neuroscience, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, New York, 10029, USA
| | - Alanna Cote
- Pamela Sklar Division of Psychiatric Genomics, Departments of Psychiatry and of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, New York, 10029, USA
| | - Shelby Marchese
- Pamela Sklar Division of Psychiatric Genomics, Departments of Psychiatry and of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, New York, 10029, USA
| | - Kristen J Brennand
- Pamela Sklar Division of Psychiatric Genomics, Departments of Psychiatry and of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, New York, 10029, USA
- Nash Family Department of Neuroscience, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, New York, 10029, USA
- Department of Genetics, Yale University School of Medicine, New Haven, CT, 06511, USA
- Department of Psychiatry, Yale University School of Medicine, New Haven, CT, 06511, USA
| | - Eric J Nestler
- Nash Family Department of Neuroscience, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, New York, 10029, USA
| | - Matthew J Girgenti
- Department of Psychiatry, Yale University School of Medicine, New Haven, CT, 06511, USA.
| | - Laura M Huckins
- Pamela Sklar Division of Psychiatric Genomics, Departments of Psychiatry and of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, New York, 10029, USA.
- Department of Psychiatry, Yale University School of Medicine, New Haven, CT, 06511, USA.
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Koskinen MK, Hovatta I. Genetic insights into the neurobiology of anxiety. Trends Neurosci 2023; 46:318-331. [PMID: 36828693 DOI: 10.1016/j.tins.2023.01.007] [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: 09/15/2022] [Revised: 01/20/2023] [Accepted: 01/30/2023] [Indexed: 02/25/2023]
Abstract
Anxiety and fear are evolutionarily conserved emotions that increase the likelihood of an organism surviving threatening situations. Anxiety and vigilance states are regulated by neural networks involving multiple brain regions. In anxiety disorders, this intricate regulatory system is disturbed, leading to excessive or prolonged anxiety or fear. Anxiety disorders have both genetic and environmental risk factors. Genetic research has the potential to identify specific genetic variants causally associated with specific phenotypes. In recent decades, genome-wide association studies (GWASs) have revealed variants predisposing to neuropsychiatric disorders, suggesting novel neurobiological pathways in the etiology of these disorders. Here, we review recent human GWASs of anxiety disorders, and genetic studies of anxiety-like behavior in rodent models. These studies are paving the way for a better understanding of the neurobiological mechanisms underlying anxiety disorders.
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Affiliation(s)
- Maija-Kreetta Koskinen
- SleepWell Research Program and Department of Psychology and Logopedics, Faculty of Medicine, PO Box 21, 00014, University of Helsinki, Helsinki, Finland
| | - Iiris Hovatta
- SleepWell Research Program and Department of Psychology and Logopedics, Faculty of Medicine, PO Box 21, 00014, University of Helsinki, Helsinki, Finland.
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Soliva-Estruch M, Tamashiro KL, Daskalakis NP. Genetics and epigenetics of stress: New avenues for an old concept. Neurobiol Stress 2023; 23:100525. [PMID: 36873728 PMCID: PMC9975307 DOI: 10.1016/j.ynstr.2023.100525] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2023] [Revised: 02/06/2023] [Accepted: 02/06/2023] [Indexed: 02/10/2023] Open
Affiliation(s)
- Marina Soliva-Estruch
- Department of Psychiatry, McLean Hospital and Harvard Medical School, Belmont, MA, United States
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, MA, United States
- Department of Psychiatry and Neuropsychology, School for Mental Health and Neuroscience, Maastricht University, Maastricht, Limburg, The Netherlands
| | - Kellie L. Tamashiro
- Department of Psychiatry & Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Nikolaos P. Daskalakis
- Department of Psychiatry, McLean Hospital and Harvard Medical School, Belmont, MA, United States
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, MA, United States
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Fessel J. Supplementary Pharmacotherapy for the Behavioral Abnormalities Caused by Stressors in Humans, Focused on Post-Traumatic Stress Disorder (PTSD). J Clin Med 2023; 12:1680. [PMID: 36836215 PMCID: PMC9967886 DOI: 10.3390/jcm12041680] [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: 01/14/2023] [Revised: 02/17/2023] [Accepted: 02/18/2023] [Indexed: 02/22/2023] Open
Abstract
Used as a supplement to psychotherapy, pharmacotherapy that addresses all of the known metabolic and genetic contributions to the pathogenesis of psychiatric conditions caused by stressors would require an inordinate number of drugs. Far simpler is to address the abnormalities caused by those metabolic and genetic changes in the cell types of the brain that mediate the behavioral abnormality. Relevant data regarding the changed brain cell types are described in this article and are derived from subjects with the paradigmatic behavioral abnormality of PTSD and from subjects with traumatic brain injury or chronic traumatic encephalopathy. If this analysis is correct, then therapy is required that benefits all of the affected brain cell types; those are astrocytes, oligodendrocytes, synapses and neurons, endothelial cells, and microglia (the pro-inflammatory (M1) subtype requires switching to the anti-inflammatory (M2) subtype). Combinations are advocated using several drugs, erythropoietin, fluoxetine, lithium, and pioglitazone, that benefit all of the five cell types, and that should be used to form a two-drug combination, suggested as pioglitazone with either fluoxetine or lithium. Clemastine, fingolimod, and memantine benefit four of the cell types, and one chosen from those could be added to the two-drug combination to form a three-drug combination. Using low doses of chosen drugs will limit both toxicity and drug-drug interactions. A clinical trial is required to validate both the advocated concept and the choice of drugs.
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Affiliation(s)
- Jeffrey Fessel
- Department of Medicine, University of California, 2069 Filbert Street, San Francisco, CA 94123, USA
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41
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Wendt FR, Pathak GA, Singh K, Stein MB, Koenen KC, Krystal JH, Gelernter J, Davis LK, Polimanti R. Sex-Specific Genetic and Transcriptomic Liability to Neuroticism. Biol Psychiatry 2023; 93:243-252. [PMID: 36244801 PMCID: PMC10508260 DOI: 10.1016/j.biopsych.2022.07.019] [Citation(s) in RCA: 8] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/02/2022] [Revised: 06/08/2022] [Accepted: 07/13/2022] [Indexed: 01/06/2023]
Abstract
BACKGROUND The presentation, etiology, and relative risk of psychiatric disorders are strongly influenced by biological sex. Neuroticism is a transdiagnostic feature of psychiatric disorders displaying prominent sex differences. We performed genome-wide association studies of neuroticism separately in males and females to identify sex-specific genetic and transcriptomic profiles. METHODS Neuroticism scores were derived from the Eysenck Personality Inventory Neuroticism scale. Genome-wide association studies were performed in 145,669 females and 129,229 males from the UK Biobank considering autosomal and X chromosomal variation. Two-sided z tests were used to test for sex-specific effects of discovered loci, genetic correlates (n = 673 traits), tissue and gene transcriptomic profiles, and polygenic associations across health outcomes in the Vanderbilt University Biobank (39,692 females and 31,268 males). RESULTS The single nucleotide polymorphism heritability of neuroticism was not statistically different between males (h2 = 10.6%) and females (h2 = 11.85%). Four female-specific (rs10736549-CNTN5, rs6507056-ASXL3, rs2087182-MMS22L, and rs72995548-HSPB2) and 2 male-specific (rs10507274-MED13L and rs7984597) neuroticism risk loci reached genome-wide significance. Male- and female-specific neuroticism polygenic scores were most significantly associated with mood disorders (males: odds ratio = 1.11, p = 1.40 × 10-9; females: odds ratio = 1.14, p = 6.05 × 10-22). They also associated with sex-specific laboratory measurements related to erythrocyte count, distribution, and hemoglobin concentration. Gene expression variation in the pituitary was enriched for neuroticism loci in males (male: b = 0.026, p = .002), and genetically regulated transcriptomic changes highlighted the effect of SHISHA9, TEX26, and NCOA6. CONCLUSIONS Through a comprehensive assessment of genetic risk for neuroticism and the associated biological processes, this study identified several molecular pathways that can partially explain the known sex differences in neurotic symptoms and their psychiatric comorbidities.
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Affiliation(s)
- Frank R Wendt
- Department of Psychiatry, Yale School of Medicine, New Haven, Connecticut; VA CT Healthcare System, West Haven, Connecticut; Department of Anthropology, University of Toronto, Mississauga, Ontario, Canada; Biostatistics Division, Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada.
| | - Gita A Pathak
- Department of Psychiatry, Yale School of Medicine, New Haven, Connecticut; VA CT Healthcare System, West Haven, Connecticut
| | - Kritika Singh
- Division of Genetic Medicine, Vanderbilt University Medical Center, Nashville, Tennessee; Department of Medicine, Vanderbilt University Medical Center, Nashville, Tennessee; Vanderbilt Genetics Institute, Vanderbilt University Medical Center, Nashville, Tennessee
| | - Murray B Stein
- Psychiatry Service, VA San Diego Healthcare System, San Diego, California; Department of Psychiatry, University of California, San Diego, San Diego, California; Herbert Wertheim School of Public Health and Human Longevity Science, University of California, San Diego, San Diego, California
| | - Karestan C Koenen
- Stanley Center for Psychiatry Research, Broad Institute of MIT and Harvard, Cambridge, Massachusetts; Psychiatry and Neurodevelopmental Genetics Unit, Massachusetts General Hospital, Boston, Massachusetts; Department of Epidemiology, Harvard School of Public Health, Boston, Massachusetts
| | - John H Krystal
- Department of Psychiatry, Yale School of Medicine, New Haven, Connecticut
| | - Joel Gelernter
- Department of Psychiatry, Yale School of Medicine, New Haven, Connecticut; Department of Genetics, Yale School of Medicine, New Haven, Connecticut; Department of Neuroscience, Yale School of Medicine, New Haven, Connecticut; VA CT Healthcare System, West Haven, Connecticut
| | - Lea K Davis
- Division of Genetic Medicine, Vanderbilt University Medical Center, Nashville, Tennessee; Department of Medicine, Vanderbilt University Medical Center, Nashville, Tennessee; Vanderbilt Genetics Institute, Vanderbilt University Medical Center, Nashville, Tennessee
| | - Renato Polimanti
- Department of Psychiatry, Yale School of Medicine, New Haven, Connecticut; VA CT Healthcare System, West Haven, Connecticut.
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Waszczuk MA, Kuan PF, Yang X, Miao J, Kotov R, Luft BJ. Discovery and replication of blood-based proteomic signature of PTSD in 9/11 responders. Transl Psychiatry 2023; 13:8. [PMID: 36631443 PMCID: PMC9834302 DOI: 10.1038/s41398-022-02302-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/19/2022] [Revised: 11/28/2022] [Accepted: 12/22/2022] [Indexed: 01/13/2023] Open
Abstract
Proteomics provides an opportunity to develop biomarkers for the early detection and monitoring of post-traumatic stress disorder (PTSD). However, research to date has been limited by small sample sizes and a lack of replication. This study performed Olink Proseek Multiplex Platform profiling of 81 proteins involved in neurological processes in 936 responders to the 9/11 disaster (mean age at blood draw = 55.41 years (SD = 7.93), 94.1% white, all men). Bivariate correlations and elastic net regressions were used in a discovery subsample to identify concurrent associations between PTSD symptom severity and the profiled proteins, and to create a multiprotein composite score. In hold-out subsamples, nine bivariate associations between PTSD symptoms and differentially expressed proteins were replicated: SKR3, NCAN, BCAN, MSR1, PVR, TNFRSF21, DRAXIN, CLM6, and SCARB2 (|r| = 0.08-0.17, p < 0.05). There were three replicated bivariate associations between lifetime PTSD diagnosis and differentially expressed proteins: SKR3, SIGLEC, and CPM (OR = 1.38-1.50, p < 0.05). The multiprotein composite score retained 38 proteins, including 10/11 proteins that replicated in bivariate tests. The composite score was significantly associated with PTSD symptom severity (β = 0.27, p < 0.001) and PTSD diagnosis (OR = 1.60, 95% CI: 1.17-2.19, p = 0.003) in the hold-out subsample. Overall, these findings suggest that PTSD is characterized by altered expression of several proteins implicated in neurological processes. Replicated associations with TNFRSF21, CLM6, and PVR support the neuroinflammatory signature of PTSD. The multiprotein composite score substantially increased associations with PTSD symptom severity over individual proteins. If generalizable to other populations, the current findings may inform the development of PTSD biomarkers.
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Affiliation(s)
- Monika A Waszczuk
- Department of Psychology, Rosalind Franklin University of Medicine and Science, North Chicago, IL, USA
| | - Pei-Fen Kuan
- Department of Applied Mathematics and Statistics, Stony Brook University, Stony Brook, NY, USA
| | - Xiaohua Yang
- Department of Medicine, Stony Brook University, Stony Brook, NY, USA
| | - Jiaju Miao
- Department of Psychiatry, Stony Brook University, Stony Brook, NY, USA
| | - Roman Kotov
- Department of Psychiatry, Stony Brook University, Stony Brook, NY, USA
| | - Benjamin J Luft
- Department of Medicine, Stony Brook University, Stony Brook, NY, USA.
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Habets PC, Kalafatakis K, Dzyubachyk O, van der Werff SJ, Keo A, Thakrar J, Mahfouz A, Pereira AM, Russell GM, Lightman SL, Meijer OC. Transcriptional and cell type profiles of cortical brain regions showing ultradian cortisol rhythm dependent responses to emotional face stimulation. Neurobiol Stress 2023; 22:100514. [PMID: 36660181 PMCID: PMC9842700 DOI: 10.1016/j.ynstr.2023.100514] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2022] [Revised: 01/02/2023] [Accepted: 01/02/2023] [Indexed: 01/05/2023] Open
Abstract
The characteristic endogenous circadian rhythm of plasma glucocorticoid concentrations is made up from an underlying ultradian pulsatile secretory pattern. Recent evidence has indicated that this ultradian cortisol pulsatility is crucial for normal emotional response in man. In this study, we investigate the anatomical transcriptional and cell type signature of brain regions sensitive to a loss of ultradian rhythmicity in the context of emotional processing. We combine human cell type and transcriptomic atlas data of high spatial resolution with functional magnetic resonance imaging (fMRI) data. We show that the loss of cortisol ultradian rhythm alters emotional processing response in cortical brain areas that are characterized by transcriptional and cellular profiles of GABAergic function. We find that two previously identified key components of rapid non-genomic GC signaling - the ANXA1 gene and retrograde endocannabinoid signaling - show most significant differential expression (q = 3.99e-10) and enrichment (fold enrichment = 5.56, q = 9.09e-4). Our results further indicate that specific cell types, including a specific NPY-expressing GABAergic neuronal cell type, and specific G protein signaling cascades underly the cerebral effects of a loss of ultradian cortisol rhythm. Our results provide a biological mechanistic underpinning of our fMRI findings, indicating specific cell types and cascades as a target for manipulation in future experimental studies.
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Affiliation(s)
- Philippe C. Habets
- Leiden University Medical Center, Department of Medicine, Division of Endocrinology, 2300 RC Leiden, the Netherlands
- Amsterdam University Medical Centre, Department of Psychiatry, Department of Anatomy and Neurosciences, 1081 HZ, Amsterdam, the Netherlands
| | - Konstantinos Kalafatakis
- Henry Wellcome Laboratories of Integrative Neuroscience and Endocrinology, Bristol Medical School, University of Bristol, BS1 3NY, Bristol, United Kingdom
- Institute of Health Science Education, Barts and the London School of Medicine & Dentistry, Queen Mary University of London Malta Campus, VCT 2520, Victoria Gozo, Malta
| | - Oleh Dzyubachyk
- Department of Radiology, Division of Medical Image Processing, Leiden University Medical Center, 2333 ZA, Leiden, the Netherlands
- Leiden University Medical Center, Department of Cell and Chemical Biology, Section Electron Microscopy, 2300 RC, Leiden, the Netherlands
| | - Steven J.A. van der Werff
- Department of Psychiatry, Leiden University Medical Center LUMC, Leiden, the Netherlands
- Leiden Institute for Brain and Cognition, Leiden, the Netherlands
| | - Arlin Keo
- Leiden Computational Biology Center, Leiden University Medical Center, Leiden, the Netherlands
- Delft Bioinformatics Lab, Delft University of Technology, Delft, the Netherlands
| | - Jamini Thakrar
- Henry Wellcome Laboratories of Integrative Neuroscience and Endocrinology, Bristol Medical School, University of Bristol, BS1 3NY, Bristol, United Kingdom
| | - Ahmed Mahfouz
- Leiden Computational Biology Center, Leiden University Medical Center, Leiden, the Netherlands
- Delft Bioinformatics Lab, Delft University of Technology, Delft, the Netherlands
- Department of Human Genetics, Leiden University Medical Center, Leiden, the Netherlands
| | - Alberto M. Pereira
- Leiden University Medical Center, Department of Medicine, Division of Endocrinology, 2300 RC Leiden, the Netherlands
- Department of Endocrinology & Metabolism, Amsterdam University Medical Center, Amsterdam, the Netherlands
| | - Georgina M. Russell
- Henry Wellcome Laboratories of Integrative Neuroscience and Endocrinology, Bristol Medical School, University of Bristol, BS1 3NY, Bristol, United Kingdom
| | - Stafford L. Lightman
- Henry Wellcome Laboratories of Integrative Neuroscience and Endocrinology, Bristol Medical School, University of Bristol, BS1 3NY, Bristol, United Kingdom
| | - Onno C. Meijer
- Leiden University Medical Center, Department of Medicine, Division of Endocrinology, 2300 RC Leiden, the Netherlands
- Leiden Institute for Brain and Cognition, Leiden, the Netherlands
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Funayama Y, Li H, Ishimori E, Kawatake-Kuno A, Inaba H, Yamagata H, Seki T, Nakagawa S, Watanabe Y, Murai T, Oishi N, Uchida S. Antidepressant Response and Stress Resilience Are Promoted by CART Peptides in GABAergic Neurons of the Anterior Cingulate Cortex. BIOLOGICAL PSYCHIATRY GLOBAL OPEN SCIENCE 2023; 3:87-98. [PMID: 36712563 PMCID: PMC9874166 DOI: 10.1016/j.bpsgos.2021.12.009] [Citation(s) in RCA: 9] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/07/2021] [Revised: 12/09/2021] [Accepted: 12/27/2021] [Indexed: 02/01/2023] Open
Abstract
Background A key challenge in the understanding and treatment of depression is identifying cell types and molecular mechanisms that mediate behavioral responses to antidepressant drugs. Because treatment responses in clinical depression are heterogeneous, it is crucial to examine treatment responders and nonresponders in preclinical studies. Methods We used the large variance in behavioral responses to long-term treatment with multiple classes of antidepressant drugs in different inbred mouse strains and classified the mice into responders and nonresponders based on their response in the forced swim test. Medial prefrontal cortex tissues were subjected to RNA sequencing to identify molecules that are consistently associated across antidepressant responders. We developed and used virus-mediated gene transfer to induce the gene of interest in specific cell types and performed forced swim, sucrose preference, social interaction, and open field tests to investigate antidepressant-like and anxiety-like behaviors. Results Cartpt expression was consistently upregulated in responders to four types of antidepressants but not in nonresponders in different mice strains. Responder mice given a single dose of ketamine, a fast-acting non-monoamine-based antidepressant, exhibited high CART peptide expression. CART peptide overexpression in the GABAergic (gamma-aminobutyric acidergic) neurons of the anterior cingulate cortex led to antidepressant-like behavior and drove chronic stress resiliency independently of mouse genetic background. Conclusions These data demonstrate that activation of CART peptide signaling in GABAergic neurons of the anterior cingulate cortex is a common molecular mechanism across antidepressant responders and that this pathway also drives stress resilience.
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Affiliation(s)
- Yuki Funayama
- SK Project, Medical Innovation Center, Kyoto University Graduate School of Medicine, Kyoto, Japan
- Department of Psychiatry, Kyoto University Graduate School of Medicine, Kyoto, Japan
| | - Haiyan Li
- SK Project, Medical Innovation Center, Kyoto University Graduate School of Medicine, Kyoto, Japan
- Department of Psychiatry, Kyoto University Graduate School of Medicine, Kyoto, Japan
| | - Erina Ishimori
- SK Project, Medical Innovation Center, Kyoto University Graduate School of Medicine, Kyoto, Japan
| | - Ayako Kawatake-Kuno
- SK Project, Medical Innovation Center, Kyoto University Graduate School of Medicine, Kyoto, Japan
| | - Hiromichi Inaba
- SK Project, Medical Innovation Center, Kyoto University Graduate School of Medicine, Kyoto, Japan
| | - Hirotaka Yamagata
- Division of Neuropsychiatry, Department of Neuroscience, Yamaguchi University Graduate School of Medicine, Yamaguchi, Japan
| | - Tomoe Seki
- Division of Neuropsychiatry, Department of Neuroscience, Yamaguchi University Graduate School of Medicine, Yamaguchi, Japan
| | - Shin Nakagawa
- Division of Neuropsychiatry, Department of Neuroscience, Yamaguchi University Graduate School of Medicine, Yamaguchi, Japan
| | - Yoshifumi Watanabe
- Division of Neuropsychiatry, Department of Neuroscience, Yamaguchi University Graduate School of Medicine, Yamaguchi, Japan
| | - Toshiya Murai
- SK Project, Medical Innovation Center, Kyoto University Graduate School of Medicine, Kyoto, Japan
- Department of Psychiatry, Kyoto University Graduate School of Medicine, Kyoto, Japan
| | - Naoya Oishi
- SK Project, Medical Innovation Center, Kyoto University Graduate School of Medicine, Kyoto, Japan
| | - Shusaku Uchida
- SK Project, Medical Innovation Center, Kyoto University Graduate School of Medicine, Kyoto, Japan
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45
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Sarkar I, Snippe-Strauss M, Tenenhaus Zamir A, Benhos A, Richter-Levin G. Individual behavioral profiling as a translational approach to assess treatment efficacy in an animal model of post-traumatic stress disorder. Front Neurosci 2022; 16:1071482. [PMID: 36620437 PMCID: PMC9815535 DOI: 10.3389/fnins.2022.1071482] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/16/2022] [Accepted: 11/25/2022] [Indexed: 12/24/2022] Open
Abstract
A major challenge in treating post-traumatic stress disorder (PTSD) continues to be the large variability in responsiveness to pharmacotherapy. Only 20-30% of patients experience total remission to a specific treatment, while others demonstrate either partial remission or no response. However, this heterogeneity in response to pharmacotherapy has not been adequately addressed in animal models, since these analyze the averaged group effects, ignoring the individual variability to treatment response, which seriously compromises the translation power of such models. Here we examined the possibility of employing an "individual behavioral profiling" approach, originally developed to differentiate between "affected" and "exposed-unaffected" individuals in an animal model of PTSD, to also enable dissociating "responders" or "non-responders" after SSRI (fluoxetine) treatment. Importantly, this approach does not rely on a group averaged response to a single behavioral parameter, but considers a cluster of behavioral parameters, to individually characterize an animal as either "responder" or "non-responder" to the treatment. The main variable to assess drug efficacy thus being the proportion of "responders" following treatment. Alteration in excitatory/inhibitory (E/I) balance has been proposed as being associated with stress-related psychopathology. Toward a functional proof of concept for our behaviorally-based characterization approach, we examined the expression patterns of α1 and α2 subunits of GABAA receptor, and GluN1 and GluN2A subunits of the NMDAR receptor in the ventral hippocampus, as well as electrophysiologically local circuit activity in the dorsal dentate gyrus (DG). We demonstrate that with both parameters, treatment "responders" differed from treatment "non-responders," confirming the functional validity of the behavior-based categorization. The results suggest that the ability to respond to fluoxetine treatment may be linked to the ability to modulate excitation-inhibition balance in the hippocampus. We propose that employing the "individual behavioral profiling" approach, and the resultant novel variable of the proportion of "recovered" individuals following treatment, offers an effective translational tool to assess pharmacotherapy treatment efficacy in animal models of stress and trauma-related psychopathology.
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Affiliation(s)
- Ishita Sarkar
- Sagol Department of Neurobiology, University of Haifa, Haifa, Israel
| | | | | | - Amir Benhos
- School of Psychological Sciences, University of Haifa, Haifa, Israel
| | - Gal Richter-Levin
- Sagol Department of Neurobiology, University of Haifa, Haifa, Israel,School of Psychological Sciences, University of Haifa, Haifa, Israel,The Integrated Brain and Behavior Research Center, University of Haifa, Haifa, Israel,*Correspondence: Gal Richter-Levin,
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46
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Stankiewicz AM, Jaszczyk A, Goscik J, Juszczak GR. Stress and the brain transcriptome: Identifying commonalities and clusters in standardized data from published experiments. Prog Neuropsychopharmacol Biol Psychiatry 2022; 119:110558. [PMID: 35405299 DOI: 10.1016/j.pnpbp.2022.110558] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/06/2021] [Revised: 03/17/2022] [Accepted: 04/04/2022] [Indexed: 12/28/2022]
Abstract
Interpretation of transcriptomic experiments is hindered by many problems including false positives/negatives inherent to big-data methods and changes in gene nomenclature. To find the most consistent effect of stress on brain transcriptome, we retrieved data from 79 studies applying animal models and 3 human studies investigating post-traumatic stress disorder (PTSD). The analyzed data were obtained either with microarrays or RNA sequencing applied to samples collected from more than 1887 laboratory animals and from 121 human subjects. Based on the initial database containing a quarter million differential expression effect sizes representing transcripts in three species, we identified the most frequently reported genes in 223 stress-control comparisons. Additionally, the analysis considers sex, individual vulnerability and contribution of glucocorticoids. We also found an overlap between gene expression in PTSD patients and animals which indicates relevance of laboratory models for human stress response. Our analysis points to genes that, as far as we know, were not specifically tested for their role in stress response (Pllp, Arrdc2, Midn, Mfsd2a, Ccn1, Htra1, Csrnp1, Tenm4, Tnfrsf25, Sema3b, Fmo2, Adamts4, Gjb1, Errfi1, Fgf18, Galnt6, Slc25a42, Ifi30, Slc4a1, Cemip, Klf10, Tom1, Dcdc2c, Fancd2, Luzp2, Trpm1, Abcc12, Osbpl1a, Ptp4a2). Provided transcriptomic resource will be useful for guiding the new research.
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Affiliation(s)
- Adrian M Stankiewicz
- Department of Molecular Biology, Institute of Genetics and Animal Biotechnology, Polish Academy of Sciences, Jastrzebiec, Poland
| | - Aneta Jaszczyk
- Department of Animal Behavior and Welfare, Institute of Genetics and Animal Biotechnology, Polish Academy of Sciences, Jastrzebiec, Poland
| | - Joanna Goscik
- Faculty of Computer Science, Bialystok University of Technology, Bialystok, Poland
| | - Grzegorz R Juszczak
- Department of Animal Behavior and Welfare, Institute of Genetics and Animal Biotechnology, Polish Academy of Sciences, Jastrzebiec, Poland.
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47
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Galindez G, Sadegh S, Baumbach J, Kacprowski T, List M. Network-based approaches for modeling disease regulation and progression. Comput Struct Biotechnol J 2022; 21:780-795. [PMID: 36698974 PMCID: PMC9841310 DOI: 10.1016/j.csbj.2022.12.022] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2022] [Revised: 12/14/2022] [Accepted: 12/14/2022] [Indexed: 12/23/2022] Open
Abstract
Molecular interaction networks lay the foundation for studying how biological functions are controlled by the complex interplay of genes and proteins. Investigating perturbed processes using biological networks has been instrumental in uncovering mechanisms that underlie complex disease phenotypes. Rapid advances in omics technologies have prompted the generation of high-throughput datasets, enabling large-scale, network-based analyses. Consequently, various modeling techniques, including network enrichment, differential network extraction, and network inference, have proven to be useful for gaining new mechanistic insights. We provide an overview of recent network-based methods and their core ideas to facilitate the discovery of disease modules or candidate mechanisms. Knowledge generated from these computational efforts will benefit biomedical research, especially drug development and precision medicine. We further discuss current challenges and provide perspectives in the field, highlighting the need for more integrative and dynamic network approaches to model disease development and progression.
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Affiliation(s)
- Gihanna Galindez
- Division Data Science in Biomedicine, Peter L. Reichertz Institute for Medical Informatics of Technische Universität Braunschweig and Hannover Medical School, Braunschweig, Germany
- Braunschweig Integrated Centre of Systems Biology (BRICS), TU Braunschweig, Braunschweig, Germany
| | - Sepideh Sadegh
- Chair of Experimental Bioinformatics, TUM School of Life Sciences Weihenstephan, Technical University of Munich, Freising, Germany
- Institute for Computational Systems Biology, University of Hamburg, Hamburg, Germany
| | - Jan Baumbach
- Institute for Computational Systems Biology, University of Hamburg, Hamburg, Germany
- Department of Mathematics and Computer Science, University of Southern Denmark, Odense, Denmark
| | - Tim Kacprowski
- Division Data Science in Biomedicine, Peter L. Reichertz Institute for Medical Informatics of Technische Universität Braunschweig and Hannover Medical School, Braunschweig, Germany
- Braunschweig Integrated Centre of Systems Biology (BRICS), TU Braunschweig, Braunschweig, Germany
| | - Markus List
- Chair of Experimental Bioinformatics, TUM School of Life Sciences Weihenstephan, Technical University of Munich, Freising, Germany
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48
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Ramasubramanian B, Reddy VS, Chellappan V, Ramakrishna S. Emerging Materials, Wearables, and Diagnostic Advancements in Therapeutic Treatment of Brain Diseases. BIOSENSORS 2022; 12:1176. [PMID: 36551143 PMCID: PMC9775999 DOI: 10.3390/bios12121176] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/09/2022] [Revised: 12/07/2022] [Accepted: 12/07/2022] [Indexed: 06/17/2023]
Abstract
Among the most critical health issues, brain illnesses, such as neurodegenerative conditions and tumors, lower quality of life and have a significant economic impact. Implantable technology and nano-drug carriers have enormous promise for cerebral brain activity sensing and regulated therapeutic application in the treatment and detection of brain illnesses. Flexible materials are chosen for implantable devices because they help reduce biomechanical mismatch between the implanted device and brain tissue. Additionally, implanted biodegradable devices might lessen any autoimmune negative effects. The onerous subsequent operation for removing the implanted device is further lessened with biodegradability. This review expands on current developments in diagnostic technologies such as magnetic resonance imaging, computed tomography, mass spectroscopy, infrared spectroscopy, angiography, and electroencephalogram while providing an overview of prevalent brain diseases. As far as we are aware, there hasn't been a single review article that addresses all the prevalent brain illnesses. The reviewer also looks into the prospects for the future and offers suggestions for the direction of future developments in the treatment of brain diseases.
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Affiliation(s)
- Brindha Ramasubramanian
- Department of Mechanical Engineering, Center for Nanofibers & Nanotechnology, National University of Singapore, Singapore 117574, Singapore
- Institute of Materials Research and Engineering (IMRE), Agency for Science, Technology and Research (A*STAR), #08-03, 2 Fusionopolis Way, Innovis, Singapore 138634, Singapore
| | - Vundrala Sumedha Reddy
- Department of Mechanical Engineering, Center for Nanofibers & Nanotechnology, National University of Singapore, Singapore 117574, Singapore
| | - Vijila Chellappan
- Institute of Materials Research and Engineering (IMRE), Agency for Science, Technology and Research (A*STAR), #08-03, 2 Fusionopolis Way, Innovis, Singapore 138634, Singapore
| | - Seeram Ramakrishna
- Department of Mechanical Engineering, Center for Nanofibers & Nanotechnology, National University of Singapore, Singapore 117574, Singapore
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Issler O, van der Zee YY, Ramakrishnan A, Xia S, Zinsmaier AK, Tan C, Li W, Browne CJ, Walker DM, Salery M, Torres-Berrío A, Futamura R, Duffy JE, Labonte B, Girgenti MJ, Tamminga CA, Dupree JL, Dong Y, Murrough JW, Shen L, Nestler EJ. The long noncoding RNA FEDORA is a cell type- and sex-specific regulator of depression. SCIENCE ADVANCES 2022; 8:eabn9494. [PMID: 36449610 PMCID: PMC9710883 DOI: 10.1126/sciadv.abn9494] [Citation(s) in RCA: 16] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/03/2022] [Accepted: 10/12/2022] [Indexed: 05/31/2023]
Abstract
Women suffer from depression at twice the rate of men, but the underlying molecular mechanisms are poorly understood. Here, we identify marked baseline sex differences in the expression of long noncoding RNAs (lncRNAs), a class of regulatory transcripts, in human postmortem brain tissue that are profoundly lost in depression. One such human lncRNA, RP11-298D21.1 (which we termed FEDORA), is enriched in oligodendrocytes and neurons and up-regulated in the prefrontal cortex (PFC) of depressed females only. We found that virally expressing FEDORA selectively either in neurons or in oligodendrocytes of PFC promoted depression-like behavioral abnormalities in female mice only, changes associated with cell type-specific regulation of synaptic properties, myelin thickness, and gene expression. We also found that blood FEDORA levels have diagnostic implications for depressed women and are associated with clinical response to ketamine. These findings demonstrate the important role played by lncRNAs, and FEDORA in particular, in shaping the sex-specific landscape of the brain and contributing to sex differences in depression.
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Affiliation(s)
- Orna Issler
- Nash Family Department of Neuroscience, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Yentl Y. van der Zee
- Nash Family Department of Neuroscience, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Aarthi Ramakrishnan
- Nash Family Department of Neuroscience, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Sunhui Xia
- Department of Neuroscience, University of Pittsburgh, Pittsburgh, PA, USA
| | | | - Chunfeng Tan
- Department of Psychiatry, UT Southwestern, Dallas, TX, USA
| | - Wei Li
- Department of Psychiatry, UT Southwestern, Dallas, TX, USA
| | - Caleb J. Browne
- Nash Family Department of Neuroscience, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Deena M. Walker
- Nash Family Department of Neuroscience, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Marine Salery
- Nash Family Department of Neuroscience, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Angélica Torres-Berrío
- Nash Family Department of Neuroscience, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Rita Futamura
- Nash Family Department of Neuroscience, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Julia E. Duffy
- Nash Family Department of Neuroscience, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Benoit Labonte
- Nash Family Department of Neuroscience, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Matthew J. Girgenti
- Department of Anatomy and Neurobiology, Virginia Commonwealth University, Richmond, VA, USA
| | | | - Jeffrey L. Dupree
- Department of Psychiatry, Yale University School of Medicine, New Haven, CT, USA
| | - Yan Dong
- Department of Neuroscience, University of Pittsburgh, Pittsburgh, PA, USA
| | - James W. Murrough
- Nash Family Department of Neuroscience, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Li Shen
- Nash Family Department of Neuroscience, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Eric J. Nestler
- Nash Family Department of Neuroscience, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
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50
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Reshetnikov VV, Kisaretova PE, Bondar NP. Transcriptome Alterations Caused by Social Defeat Stress of Various Durations in Mice and Its Relevance to Depression and Posttraumatic Stress Disorder in Humans: A Meta-Analysis. Int J Mol Sci 2022; 23:ijms232213792. [PMID: 36430271 PMCID: PMC9698544 DOI: 10.3390/ijms232213792] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/03/2022] [Revised: 11/04/2022] [Accepted: 11/05/2022] [Indexed: 11/11/2022] Open
Abstract
The research on molecular causes of stress-associated psychopathologies is becoming highly important because the number of people with depression, generalized anxiety disorder and posttraumatic stress disorders (PTSDs) is steadily increasing every year. Investigation of molecular mechanisms in animal models opens up broad prospects for researchers, but relevant molecular signatures can differ significantly between patients and animal models. In our work, we for the first time carried out a meta-analysis of transcriptome changes in the prefrontal cortex of C57BL/6 mice after 10 and 30 days of social defeat stress (SDS). We then examined possible correlations of these alterations with transcriptome changes found in post-mortem samples from patients with depression or PTSD. Although transcriptional signatures of human psychiatric disorders and SDS did not overlap substantially, our results allowed us to identify the most reproducible changes seen after SDS of various durations. In addition, we were able to identify the genes involved in susceptibility to SDS after 10 days of stress. Taken together, these data help us to elucidate the molecular changes induced by SDS depending on its duration as well as their relevance to the alterations found in depression or PTSD in humans.
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Affiliation(s)
- Vasiliy V. Reshetnikov
- Institute of Cytology and Genetics, Siberian Branch of Russian Academy of Sciences (SB RAS), Prospekt Akad. Lavrentyeva 10, Novosibirsk 630090, Russia
- Department of Biotechnology, Sirius University of Science and Technology, 1 Olympic Avenue, Sochi 354340, Russia
- Correspondence: ; Tel.: +7-913-715-0695
| | - Polina E. Kisaretova
- Institute of Cytology and Genetics, Siberian Branch of Russian Academy of Sciences (SB RAS), Prospekt Akad. Lavrentyeva 10, Novosibirsk 630090, Russia
- Department of Natural Sciences, Novosibirsk State University, Pirogova Street 2, Novosibirsk 630090, Russia
| | - Natalia P. Bondar
- Institute of Cytology and Genetics, Siberian Branch of Russian Academy of Sciences (SB RAS), Prospekt Akad. Lavrentyeva 10, Novosibirsk 630090, Russia
- Department of Natural Sciences, Novosibirsk State University, Pirogova Street 2, Novosibirsk 630090, Russia
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