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Marra PS, Seki T, Nishizawa Y, Chang G, Yamanishi K, Nishiguchi T, Shibata K, Braun P, Shinozaki G. Genome-wide DNA methylation analysis in female veterans with military sexual trauma and comorbid PTSD/MDD. J Affect Disord 2024; 351:624-630. [PMID: 38309478 DOI: 10.1016/j.jad.2024.01.241] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/28/2023] [Revised: 01/12/2024] [Accepted: 01/26/2024] [Indexed: 02/05/2024]
Abstract
BACKGROUND Military sexual trauma (MST) is a prevalent issue within the U.S. military. Victims are more likely to develop comorbid diseases such as posttraumatic stress disorder (PTSD) and major depressive disorder (MDD). Nonetheless, not everyone who suffers from MST develops PTSD and/or MDD. DNA methylation, which can regulate gene expression, might give us insight into the molecular mechanisms behind this discrepancy. Therefore, we sought to identify genomic loci and enriched biological pathways that differ between patients with and without MST, PTSD, and MDD. METHODS Saliva samples were collected from 113 female veterans. Following DNA extraction and processing, DNA methylation levels were measured through the Infinium HumanMethylationEPIC BeadChip array. We used limma and bump hunting methods to generate the differentially methylated positions and differentially methylated regions (DMRs), respectively. Concurrently, we used Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genome to find enriched pathways. RESULTS A DMR close to the transcription start site of ZFP57 was differentially methylated between subjects with and without PTSD, replicating previous findings and emphasizing the potential role of ZFP57 in PTSD susceptibility. In the pathway analyses, none survived multiple correction, although top GO terms included some potentially relevant to MST, PTSD, and MDD etiology. CONCLUSION We conducted one of the first DNA methylation analyses investigating MST along with PTSD and MDD. In addition, we found one DMR near ZFP57 to be associated with PTSD. The replication of this finding indicates further investigation of ZFP57 in PTSD may be warranted.
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Affiliation(s)
- Pedro S Marra
- Department of Psychiatry and Behavioral Sciences, Stanford University School of Medicine, Palo Alto, CA, USA; Department of Psychiatry, University of Iowa Hospitals and Clinics, Iowa City, IA, USA; University of California, San Francisco School of Medicine, San Francisco, CA, USA
| | - Tomoteru Seki
- Department of Psychiatry and Behavioral Sciences, Stanford University School of Medicine, Palo Alto, CA, USA; Department of Psychiatry, Tokyo Medical University, Shinjuku, Tokyo, Japan
| | - Yoshitaka Nishizawa
- Department of Psychiatry and Behavioral Sciences, Stanford University School of Medicine, Palo Alto, CA, USA; Department of Neuropsychiatry, Osaka Medical and Pharmaceutical University, Takatsuki, Osaka, Japan
| | - Gloria Chang
- Department of Psychiatry, University of Iowa Hospitals and Clinics, Iowa City, IA, USA; Developmental Psychology Graduate Program, Department of Psychological Sciences, University of Missouri, Columbia, MO, USA
| | - Kyosuke Yamanishi
- Department of Psychiatry and Behavioral Sciences, Stanford University School of Medicine, Palo Alto, CA, USA; Department of Neuropsychiatry, Hyogo Medical University, Nishinomiya, Hyogo, Japan
| | - Tsuyoshi Nishiguchi
- Department of Psychiatry and Behavioral Sciences, Stanford University School of Medicine, Palo Alto, CA, USA; Department of Neuropsychiatry, Tottori University Faculty of Medicine, Yonago, Tottori, Japan
| | - Kazuki Shibata
- Department of Psychiatry and Behavioral Sciences, Stanford University School of Medicine, Palo Alto, CA, USA; Sumitomo Pharma Co. Ltd, Osaka, Osaka, Japan
| | - Patricia Braun
- Department of Biology, Clarke University, Dubuque, IA, USA
| | - Gen Shinozaki
- Department of Psychiatry and Behavioral Sciences, Stanford University School of Medicine, Palo Alto, CA, USA; Department of Psychiatry, University of Iowa Hospitals and Clinics, Iowa City, IA, USA.
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Maihofer AX, Ratanatharathorn A, Hemmings SMJ, Costenbader KH, Michopoulos V, Polimanti R, Rothbaum AO, Seedat S, Mikita EA, Smith AK, Salem RM, Shaffer RA, Wu T, Sebat J, Ressler KJ, Stein MB, Koenen KC, Wolf EJ, Sumner JA, Nievergelt CM. Effects of genetically predicted posttraumatic stress disorder on autoimmune phenotypes. Transl Psychiatry 2024; 14:172. [PMID: 38561342 PMCID: PMC10984931 DOI: 10.1038/s41398-024-02869-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/30/2023] [Revised: 02/21/2024] [Accepted: 03/11/2024] [Indexed: 04/04/2024] Open
Abstract
Observational studies suggest that posttraumatic stress disorder (PTSD) increases risk for various autoimmune diseases. Insights into shared biology and causal relationships between these diseases may inform intervention approaches to PTSD and co-morbid autoimmune conditions. We investigated the shared genetic contributions and causal relationships between PTSD, 18 autoimmune diseases, and 3 immune/inflammatory biomarkers. Univariate MiXeR was used to contrast the genetic architectures of phenotypes. Genetic correlations were estimated using linkage disequilibrium score regression. Bi-directional, two-sample Mendelian randomization (MR) was performed using independent, genome-wide significant single nucleotide polymorphisms; inverse variance weighted and weighted median MR estimates were evaluated. Sensitivity analyses for uncorrelated (MR PRESSO) and correlated horizontal pleiotropy (CAUSE) were also performed. PTSD was considerably more polygenic (10,863 influential variants) than autoimmune diseases (median 255 influential variants). However, PTSD evidenced significant genetic correlation with nine autoimmune diseases and three inflammatory biomarkers. PTSD had putative causal effects on autoimmune thyroid disease (p = 0.00009) and C-reactive protein (CRP) (p = 4.3 × 10-7). Inferences were not substantially altered by sensitivity analyses. Additionally, the PTSD-autoimmune thyroid disease association remained significant in multivariable MR analysis adjusted for genetically predicted inflammatory biomarkers as potential mechanistic pathway variables. No autoimmune disease had a significant causal effect on PTSD (all p values > 0.05). Although causal effect models were supported for associations of PTSD with CRP, shared pleiotropy was adequate to explain a putative causal effect of CRP on PTSD (p = 0.18). In summary, our results suggest a significant genetic overlap between PTSD, autoimmune diseases, and biomarkers of inflammation. PTSD has a putative causal effect on autoimmune thyroid disease, consistent with existing epidemiologic evidence. A previously reported causal effect of CRP on PTSD is potentially confounded by shared genetics. Together, results highlight the nuanced links between PTSD, autoimmune disorders, and associated inflammatory signatures, and suggest the importance of targeting related pathways to protect against disease and disability.
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Affiliation(s)
- 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.
- Herbert Wertheim School of Public Health and Human Longevity Science, University of California San Diego, La Jolla, CA, USA.
- Veterans Affairs San Diego Healthcare System, San Diego, CA, USA.
| | - Andrew Ratanatharathorn
- Department of Epidemiology, Harvard T. H. Chan School of Public Health, Boston, MA, USA
- Department of Epidemiology, Columbia University Mailman School of Public Health, New York, NY, USA
| | - Sian M J Hemmings
- Department of Psychiatry, Faculty of Medicine and Health Sciences, Stellenbosch University, Cape Town, Western Cape, South Africa
- South African Medical Research Council/Genomics of Brain Disorders Research Unit, Faculty of Medicine and Health Sciences, Stellenbosch University, Cape Town, South Africa
| | - Karen H Costenbader
- Division of Rheumatology, Inflammation and Immunity, Department of Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Vasiliki Michopoulos
- Department of Psychiatry and Behavioral Sciences, Emory University, Atlanta, GA, USA
| | - Renato Polimanti
- VA Connecticut Healthcare Center, West Haven, CT, USA
- Department of Psychiatry, Yale University School of Medicine, New Haven, CT, USA
| | - Alex O Rothbaum
- Department of Psychiatry and Behavioral Sciences, Emory University, Atlanta, GA, USA
- Department of Research and Outcomes, Skyland Trail, Atlanta, GA, USA
| | - Soraya Seedat
- Department of Psychiatry, Faculty of Medicine and Health Sciences, Stellenbosch University, Cape Town, Western Cape, South Africa
- South African Medical Research Council/Genomics of Brain Disorders Research Unit, Faculty of Medicine and Health Sciences, Stellenbosch University, Cape Town, South Africa
| | - 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, San Diego, CA, USA
| | - Alicia K Smith
- Department of Psychiatry and Behavioral Sciences, Emory University, Atlanta, GA, USA
- Department of Gynecology and Obstetrics, Emory University, Atlanta, GA, USA
| | - Rany M Salem
- Herbert Wertheim School of Public Health and Human Longevity Science, University of California San Diego, La Jolla, CA, USA
| | - Richard A Shaffer
- Department of Epidemiology and Health Sciences, Naval Health Research Center, San Diego, CA, USA
| | - Tianying Wu
- Division of Epidemiology and Biostatistics, School of Public Health, San Diego State University, San Diego, CA, USA
- Moores Cancer Center, University of California, San Diego, San Diego, CA, USA
| | - Jonathan Sebat
- Department of Psychiatry, University of California San Diego, La Jolla, CA, USA
- Cold Spring Harbor Laboratory, Cold Spring Harbor, NY, USA
- Department of Cellular and Molecular Medicine, University of California San Diego, La Jolla, CA, USA
| | - Kerry J Ressler
- Department of Psychiatry and Behavioral Sciences, Emory University, Atlanta, GA, USA
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA
- McLean Hospital, Belmont, MA, USA
| | - Murray B Stein
- Department of Psychiatry, University of California San Diego, La Jolla, CA, USA
- Herbert Wertheim School of Public Health and Human Longevity Science, University of California San Diego, La Jolla, CA, USA
| | - Karestan C Koenen
- Department of Epidemiology, Harvard T. H. Chan School of Public Health, Boston, MA, USA
| | - 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
| | - Jennifer A Sumner
- Department of Psychology, University of California Los Angeles, Los Angeles, CA, USA
| | - 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, San Diego, CA, USA
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Song Y, Zhao Y, Baranova A, Cao H, Yue W, Zhang F. Causal association of attention-deficit/hyperactivity disorder and autism spectrum disorder with post-traumatic stress disorder. Psychiatr Genet 2024; 34:37-42. [PMID: 38288984 PMCID: PMC10919267 DOI: 10.1097/ypg.0000000000000357] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2023] [Accepted: 10/16/2023] [Indexed: 03/09/2024]
Abstract
BACKGROUND Attention-deficit/hyperactivity disorder (ADHD) and autism spectrum disorder (ASD) are two neurodevelopmental disorders that often result in individuals experiencing traumatic events. However, little is known about the connection between ADHD/ASD and post-traumatic stress disorder (PTSD). This study aimed to investigate the genetic associations between these disorders. METHODS Genetic correlation analysis was used to examine the genetic components shared between ADHD (38 691 cases and 275 986 controls), ASD (18 381 cases and 27 969 controls) and PTSD (23 212 cases and 151 447 controls). Two-sample Mendelian randomization analyses were employed to explore the bidirectional causal relationships between ADHD/ASD and PTSD. RESULTS The results of the genetic correlation analysis revealed significant positive correlations of PTSD with ADHD(r g = 0.70) and ASD (r g = 0.34). Furthermore, the Mendelian randomization analysis revealed that genetic liabilities to ADHD [odds ratio (OR) = 1.14; 95% confidence interval (CI), 1.06-1.24; P = 7.88 × 10 -4 ] and ASD (OR = 1.04; CI, 1.01-1.08; P = 0.014) were associated with an increased risk of developing PTSD later in life. However, no evidence supported that genetic liability to PTSD could elevate the risk of ADHD or ASD. CONCLUSION The findings of this study supported that ADHD and ASD may increase the risk of PTSD, but not vice versa.
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Affiliation(s)
- Yuqing Song
- Peking University Sixth Hospital/Institute of Mental Health, Beijing
- NHC Key Laboratory of Mental Health (Peking University), National Clinical Research Center for Mental Disorders (Peking University Sixth Hospital), Beijing
| | - Yi Zhao
- Department of Psychiatry, The Affiliated Brain Hospital of Nanjing Medical University, Nanjing, China
| | - Ancha Baranova
- School of Systems Biology, George Mason University, Manassas, USA
- Research Centre for Medical Genetics, Moscow, Russia
| | - Hongbao Cao
- School of Systems Biology, George Mason University, Manassas, USA
| | - Weihua Yue
- Peking University Sixth Hospital/Institute of Mental Health, Beijing
- NHC Key Laboratory of Mental Health (Peking University), National Clinical Research Center for Mental Disorders (Peking University Sixth Hospital), Beijing
- PKU-IDG/McGovern Institute for Brain Research, Peking University, Beijing
- Chinese Institute for Brain Research, Beijing
| | - Fuquan Zhang
- Department of Psychiatry, The Affiliated Brain Hospital of Nanjing Medical University, Nanjing, China
- Institute of Neuropsychiatry, The Affiliated Brain Hospital of Nanjing Medical University, Nanjing, China
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Đorović Đ, Lazarevic V, Aranđelović J, Stevanović V, Paslawski W, Zhang X, Velimirović M, Petronijević N, Puškaš L, Savić MM, Svenningsson P. Maternal deprivation causes CaMKII downregulation and modulates glutamate, norepinephrine and serotonin in limbic brain areas in a rat model of single prolonged stress. J Affect Disord 2024; 349:286-296. [PMID: 38199412 DOI: 10.1016/j.jad.2024.01.087] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/14/2023] [Revised: 01/01/2024] [Accepted: 01/04/2024] [Indexed: 01/12/2024]
Abstract
BACKGROUND Early life stress is a major risk factor for later development of psychiatric disorders, including post-traumatic stress disorder (PTSD). An intricate relationship exists between various neurotransmitters (such as glutamate, norepinephrine or serotonin), calcium/calmodulin-dependent protein kinase II (CaMKII), as an important regulator of glutamatergic synaptic function, and PTSD. Here, we developed a double-hit model to investigate the interaction of maternal deprivation (MD) as an early life stress model and single prolonged stress (SPS) as a PTSD model at the behavioral and molecular levels. METHODS Male Wistar rats exposed to these stress paradigms were subjected to a comprehensive behavioral analysis. In hippocampal synaptosomes we investigated neurotransmitter release and glutamate concentration. The expression of CaMKII and the content of monoamines were determined in selected brain regions. Brain-derived neurotrophic factor (BDNF) mRNA was quantified by radioactive in situ hybridization. RESULTS We report a distinct behavioral phenotype in the double-hit group. Double-hit and SPS groups had decreased hippocampal presynaptic glutamatergic function. In hippocampus, double-hit stress caused a decrease in autophosphorylation of CaMKII. In prefrontal cortex, both SPS and double-hit stress had a similar effect on CaMKII autophosphorylation. Double-hit stress, rather than SPS, affected the norepinephrine and serotonin levels in prefrontal cortex, and suppressed BDNF gene expression in prefrontal cortex and hippocampus. LIMITATIONS The study was conducted in male rats only. The affected brain regions cannot be restricted to hippocampus, prefrontal cortex and amygdala. CONCLUSION Double-hit stress caused more pronounced and distinct behavioral, molecular and functional changes, compared to MD or SPS alone.
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Affiliation(s)
- Đorđe Đorović
- Neuro Svenningsson, Department of Clinical Neuroscience, Karolinska Institutet, 171 76 Stockholm, Sweden; Institute of Anatomy "Niko Miljanic", School of Medicine, University of Belgrade, Belgrade, Serbia.
| | - Vesna Lazarevic
- Neuro Svenningsson, Department of Clinical Neuroscience, Karolinska Institutet, 171 76 Stockholm, Sweden
| | - Jovana Aranđelović
- Department of Pharmacology, Faculty of Pharmacy, University of Belgrade, 450 Vojvode Stepe St, 11000 Belgrade, Serbia
| | - Vladimir Stevanović
- Department of Pharmacology, Faculty of Pharmacy, University of Belgrade, 450 Vojvode Stepe St, 11000 Belgrade, Serbia
| | - Wojciech Paslawski
- Neuro Svenningsson, Department of Clinical Neuroscience, Karolinska Institutet, 171 76 Stockholm, Sweden
| | - Xiaoqun Zhang
- Neuro Svenningsson, Department of Clinical Neuroscience, Karolinska Institutet, 171 76 Stockholm, Sweden
| | - Milica Velimirović
- Institute of Clinical and Medical Biochemistry, School of Medicine, University of Belgrade, Belgrade, Serbia
| | - Nataša Petronijević
- Institute of Clinical and Medical Biochemistry, School of Medicine, University of Belgrade, Belgrade, Serbia
| | - Laslo Puškaš
- Institute of Anatomy "Niko Miljanic", School of Medicine, University of Belgrade, Belgrade, Serbia
| | - Miroslav M Savić
- Department of Pharmacology, Faculty of Pharmacy, University of Belgrade, 450 Vojvode Stepe St, 11000 Belgrade, Serbia
| | - Per Svenningsson
- Neuro Svenningsson, Department of Clinical Neuroscience, Karolinska Institutet, 171 76 Stockholm, Sweden
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Zhang H, Luo P, Jiang X. Comprehensive bioinformatics analysis of co-expressed genes of post-traumatic stress disorder and major depressive disorder. J Affect Disord 2024; 349:541-551. [PMID: 38218255 DOI: 10.1016/j.jad.2024.01.098] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/04/2023] [Revised: 01/05/2024] [Accepted: 01/08/2024] [Indexed: 01/15/2024]
Abstract
BACKGROUND Post-traumatic stress disorder (PTSD) is one of the most serious sequelae of trauma with serious impact worldwide. Studies have suggested an association between PTSD and major depressive disorder (MDD), but the underlying common mechanisms remain unclear. This study aimed to further explore the molecular mechanism between PTSD and MDD via comprehensive bioinformatics analysis. METHODS The microarray data of PTSD and MDD were downloaded from the Gene Expression Omnibus (GEO) database. Differentially expressed genes (DEGs) analysis and weighted gene co-expression network analysis (WGCNA) were performed to identify the co-expressed genes associated with PTSD and MDD. Gene Set Enrichment Analysis (GSEA), enrichment analyses based on Disease Ontology (DO), Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) were performed using R software. Then, R software was used for single-sample gene set enrichment analysis (ssGSEA) and immune infiltration analysis on the co-expressed genes in the two datasets., Therefore, a logistic regression model was constructed to predict PTSD and MDD using the R language. Ultimately, this study employed PTSD and MDD models to assess alterations in the expression of target genes within the mouse hippocampus. RESULTS Four core genes (GNAQ, DPEP3, ICAM2, PACSIN2) were obtained through different analyses, and these genes had predictive validity for PTSD and MDD, playing an important role in the common mechanism of PTSD and MDD. The study findings reveal decreased expression levels of DPEP3, GNAQ, and PACDIN2 in PTSD samples, accompanied by an increased expression of ICAM2. In MDD samples, the expression of DPEP3 and ICAM2 is reduced, whereas GNAQ and PACDIN2 show an increase in expression. CONCLUSIONS This study provides a new perspective on the common molecular mechanisms of PTSD and MDD. These common pathways and core genes may provide promising clues for further experimental studies.
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Affiliation(s)
- Haofuzi Zhang
- Department of Neurosurgery, Xijing Hospital, Fourth Military Medical University, Xi'an 710032, China; Laboratory for Glia-Neuron Circuit Dynamics, RIKEN Center for Brain Science, Wako 351-0198, Japan
| | - Peng Luo
- Department of Neurosurgery, Xijing Hospital, Fourth Military Medical University, Xi'an 710032, China.
| | - Xiaofan Jiang
- Department of Neurosurgery, Xijing Hospital, Fourth Military Medical University, Xi'an 710032, China.
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Miller MW, Wolf EJ, Zhao X, Logue MW, Hawn SE. An EWAS of dementia biomarkers and their associations with age, African ancestry, and PTSD. Clin Epigenetics 2024; 16:38. [PMID: 38431614 PMCID: PMC10908031 DOI: 10.1186/s13148-024-01649-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2023] [Accepted: 02/20/2024] [Indexed: 03/05/2024] Open
Abstract
BACKGROUND Large-scale cohort and epidemiological studies suggest that PTSD confers risk for dementia in later life but the biological mechanisms underlying this association remain unknown. This study examined this question by assessing the influences of PTSD, APOE ε4 genotypes, DNA methylation, and other variables on the age- and dementia-associated biomarkers Aβ40, Aβ42, GFAP, NfL, and pTau-181 measured in plasma. Our primary hypothesis was that PTSD would be associated with elevated levels of these markers. METHODS Analyses were based on data from a PTSD-enriched cohort of 849 individuals. We began by performing factor analyses of the biomarkers, the results of which identified a two-factor solution. Drawing from the ATN research framework, we termed the first factor, defined by Aβ40 and Aβ42, "Factor A" and the second factor, defined by GFAP, NfL and pTau-181, "Factor TN." Next, we performed epigenome-wide association analyses (EWAS) of the two-factor scores. Finally, using structural equation modeling (SEM), we evaluated (a) the influence of PTSD, age, APOE ε4 genotype and other covariates on levels of the ATN factors, and (b) tested the mediating influence of the EWAS-significant DNAm loci on these associations. RESULTS The Factor A EWAS identified one significant locus, cg13053408, in FANCD2OS. The Factor TN analysis identified 3 EWAS-significant associations: cg26033520 near ASCC1, cg23156469 in FAM20B, and cg15356923 in FAM19A4. The SEM showed age to be related to both factors, more so with Factor TN (β = 0.581, p < 0.001) than Factor A (β = 0.330, p < 0.001). Genotype-determined African ancestry was associated with lower Factor A (β = 0.196, p < 0.001). Contrary to our primary hypothesis, we found a modest negative bivariate correlation between PTSD and the TN factor scores (r = - 0.133, p < 0.001) attributable primarily to reduced levels of GFAP (r = - 0.128, p < 0.001). CONCLUSIONS This study identified novel epigenetic associations with ATN biomarkers and demonstrated robust age and ancestral associations that will be essential to consider in future efforts to develop the clinical applications of these tests. The association between PTSD and reduced GFAP, which has been reported previously, warrants further investigation.
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Affiliation(s)
- Mark W Miller
- National Center for PTSD, VA Boston Healthcare System (116B-2), 150 S. Huntington Avenue, Boston, MA, 02130, USA.
- Department of Psychiatry, Boston University Chobanian and Avedisian School of Medicine, Boston, MA, 02118, USA.
| | - Erika J Wolf
- National Center for PTSD, VA Boston Healthcare System (116B-2), 150 S. Huntington Avenue, Boston, MA, 02130, USA
- Department of Psychiatry, Boston University Chobanian and Avedisian School of Medicine, Boston, MA, 02118, USA
| | - Xiang Zhao
- National Center for PTSD, VA Boston Healthcare System (116B-2), 150 S. Huntington Avenue, Boston, MA, 02130, USA
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, 02118, USA
| | - Mark W Logue
- National Center for PTSD, VA Boston Healthcare System (116B-2), 150 S. Huntington Avenue, Boston, MA, 02130, USA
- Department of Psychiatry, Boston University Chobanian and Avedisian School of Medicine, Boston, MA, 02118, USA
- Biomedical Genetics, Boston University Chobanian and Avedisian School of Medicine, Boston, MA, 02118, USA
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, 02118, USA
| | - Sage E Hawn
- National Center for PTSD, VA Boston Healthcare System (116B-2), 150 S. Huntington Avenue, Boston, MA, 02130, USA
- Department of Psychology, Old Dominion University, Norfolk, VA, 23529, USA
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Garrett ME, Dennis MF, Bourassa KJ, Hauser MA, Kimbrel NA, Beckham JC, Ashley-Koch AE. Genome-wide DNA methylation analysis of cannabis use disorder in a veteran cohort enriched for posttraumatic stress disorder. Psychiatry Res 2024; 333:115757. [PMID: 38309009 PMCID: PMC10922626 DOI: 10.1016/j.psychres.2024.115757] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/30/2023] [Revised: 01/22/2024] [Accepted: 01/23/2024] [Indexed: 02/05/2024]
Abstract
Cannabis use has been increasing over the past decade, not only in the general US population, but particularly among military veterans. With this rise in use has come a concomitant increase in cannabis use disorder (CUD) among veterans. Here, we performed an epigenome-wide association study for lifetime CUD in an Iraq/Afghanistan era veteran cohort enriched for posttraumatic stress disorder (PTSD) comprising 2,310 total subjects (1,109 non-Hispanic black and 1,201 non-Hispanic white). We also investigated CUD interactions with current PTSD status and examined potential indirect effects of DNA methylation (DNAm) on the relationship between CUD and psychiatric diagnoses. Four CpGs were associated with lifetime CUD, even after controlling for the effects of current smoking (AHRR cg05575921, LINC00299 cg23079012, VWA7 cg22112841, and FAM70A cg08760398). Importantly, cg05575921, a CpG strongly linked to smoking, remained associated with lifetime CUD even when restricting the analysis to veterans who reported never smoking cigarettes. Moreover, CUD interacted with current PTSD to affect cg05575921 and cg23079012 such that those with both CUD and PTSD displayed significantly lower DNAm compared to the other groups. Finally, we provide preliminary evidence that AHRR cg05575921 helps explain the association between CUD and any psychiatric diagnoses, specifically mood disorders.
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Affiliation(s)
- Melanie E Garrett
- Duke Molecular Physiology Institute, Duke University Medical Center, 300N Duke St, Durham, NC 27701, USA
| | - Michelle F Dennis
- Durham Veterans Affairs (VA) Health Care System, Durham, NC, USA; VA Mid-Atlantic Mental Illness Research, Education, and Clinical Center, Durham, NC, USA; Department of Psychiatry and Behavioral Sciences, Duke University School of Medicine, Durham, NC, USA
| | - Kyle J Bourassa
- Durham Veterans Affairs (VA) Health Care System, Durham, NC, USA; VA Mid-Atlantic Mental Illness Research, Education, and Clinical Center, Durham, NC, USA; Center for the Study of Aging and Human Development, Duke University Medical Center, Durham, NC, USA
| | - Michael A Hauser
- Duke Molecular Physiology Institute, Duke University Medical Center, 300N Duke St, Durham, NC 27701, USA
| | - Nathan A Kimbrel
- Durham Veterans Affairs (VA) Health Care System, Durham, NC, USA; VA Mid-Atlantic Mental Illness Research, Education, and Clinical Center, Durham, NC, USA; Department of Psychiatry and Behavioral Sciences, Duke University School of Medicine, Durham, NC, USA
| | - Jean C Beckham
- Durham Veterans Affairs (VA) Health Care System, Durham, NC, USA; VA Mid-Atlantic Mental Illness Research, Education, and Clinical Center, Durham, NC, USA; Department of Psychiatry and Behavioral Sciences, Duke University School of Medicine, Durham, NC, USA
| | - Allison E Ashley-Koch
- Duke Molecular Physiology Institute, Duke University Medical Center, 300N Duke St, Durham, NC 27701, USA.
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Baghaei A, Zoshk MY, Hosseini M, Fasihi H, Nassireslami E, Shayesteh S, Laripour R, Amoli AE, Heidari R, Chamanara M. Prominent genetic variants and epigenetic changes in post-traumatic stress disorder among combat veterans. Mol Biol Rep 2024; 51:325. [PMID: 38393604 DOI: 10.1007/s11033-024-09276-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/22/2023] [Accepted: 01/19/2024] [Indexed: 02/25/2024]
Abstract
Post-traumatic stress disorder (PTSD) is one of the most widespread and disabling psychiatric disorders among combat veterans. Substantial interindividual variability in susceptibility to PTSD suggests the presence of different risk factors for this disorder. Twin and family studies confirm genetic factors as important risk factors for PTSD. In addition to genetic factors, epigenetic factors, especially DNA methylation, can be considered as a potential mechanism in changing the risk of PTSD. So far, many genetic and epigenetic association studies have been conducted in relation to PTSD. In genetic studies, many single nucleotide polymorphisms have been identified as PTSD risk factors. Meanwhile, the variations in catecholamines-related genes, serotonin transporter and receptors, brain-derived neurotrophic factor, inflammatory factors, and apolipoprotein E are the most prominent candidates. CpG methylation in the upstream regions of many genes is also considered a PTSD risk factor. Accurate identification of genetic and epigenetic changes associated with PTSD can lead to the presentation of suitable biomarkers for susceptible individuals to this disorder. This study aimed to delineate prominent genetic variations and epigenetic changes associated with post-traumatic stress disorder in military veterans who have experienced combat, focusing on genetic and epigenetic association studies.
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Affiliation(s)
- Ahmadali Baghaei
- Trauma Research center, AJA university of Medical sciences, Tehran, Iran
| | | | - Mohsen Hosseini
- The Institute of Pharmaceutical Sciences (TIPS), Tehran University of Medical Sciences, Tehran, Iran
| | - Hossein Fasihi
- Biomaterial and Medicinal Chemistry Research Center, AJA University of Medical Science, Tehran, Iran
| | - Ehsan Nassireslami
- Toxicology Research Center, AJA University of Medical Sciences, Tehran, Iran
- Department of Pharmacology and Toxicology, School of Medicine, AJA University of Medical Sciences, Tehran, Iran
| | - Sevda Shayesteh
- Department of Pharmacology and Toxicology, Faculty of Pharmacy, Alborz University of Medical Sciences, Karaj, Iran
| | - Reza Laripour
- Social and Preventive Medicine Department, School of Medicine, AJA University of Medical Sciences, Tehran, Iran
| | - Aynaz Eslami Amoli
- Trauma Research center, AJA university of Medical sciences, Tehran, Iran
| | - Reza Heidari
- Cancer Epidemiology Research Center (AJA-CERTC), AJA University of Medical Sciences, Tehran, Iran.
- Medical Biotechnology Research Center, AJA University of Medical Sciences, Tehran, Iran.
| | - Mohsen Chamanara
- Toxicology Research Center, AJA University of Medical Sciences, Tehran, Iran.
- Student research committee, AJA University of Medical Sciences, Tehran, Iran.
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9
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Bird CM, Kate Webb E, Cole SW, Tomas CW, Knight JM, Timmer-Murillo SC, Larson CL, deRoon-Cassini TA, Torres L. Experiences of racial discrimination and adverse gene expression among black individuals in a level 1 trauma center sample. Brain Behav Immun 2024; 116:229-236. [PMID: 38070623 PMCID: PMC10872243 DOI: 10.1016/j.bbi.2023.12.009] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/05/2023] [Revised: 11/28/2023] [Accepted: 12/04/2023] [Indexed: 12/19/2023] Open
Abstract
Up to 40 % of individuals who sustain traumatic injuries are at risk for posttraumatic stress disorder (PTSD) and the conditional risk for developing PTSD is even higher for Black individuals. Exposure to racial discrimination, including at both interpersonal and structural levels, helps explain this health inequity. Yet, the relationship between racial discrimination and biological processes in the context of traumatic injury has yet to be fully explored. The current study examined whether racial discrimination is associated with a cumulative measure of biological stress, the gene expression profile conserved transcriptional response to adversity (CTRA), in Black trauma survivors. Two-weeks (T1) and six-months (T2) post-injury, Black participants (N = 94) provided a blood specimen and completed assessments of lifetime racial discrimination and PTSD symptoms. Mixed effect linear models evaluated the relationship between change in CTRA gene expression and racial discrimination while adjusting for age, gender, body mass index (BMI), smoking history, heavy alcohol use history, and trauma-related variables (mechanism of injury, lifetime trauma). Results revealed that for individuals exposed to higher levels of lifetime racial discrimination, CTRA significantly increased between T1 and T2. Conversely, CTRA did not increase significantly over time in individuals exposed to lower levels of lifetime racial discrimination. Thus, racial discrimination appeared to lead to a more sensitized biological profile which was further amplified by the effects of a recent traumatic injury. These findings replicate and extend previous research elucidating the processes by which racial discrimination targets biological systems.
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Affiliation(s)
| | - E Kate Webb
- McLean Hospital, Division of Depression and Anxiety Disorders, Belmont, MA USA; Harvard Medical School, Department of Psychiatry, Boston, MA USA
| | - Steven W Cole
- Cousins Center for Psychoneuroimmunology, Jane & Terry Semel Institute for Neuroscience and Human Behavior, University of California, Los Angeles, CA 90095, USA
| | - Carissa W Tomas
- Division of Epidemiology and Social Sciences, Institute for Health and Equity, Medical College of Wisconsin, WI, USA
| | - Jennifer M Knight
- Department of Trauma and Surgery, Medical College of Wisconsin, WI, USA
| | | | - Christine L Larson
- Department of Psychology, University of Wisconsin-Milwaukee, Milwaukee, WI, USA
| | | | - Lucas Torres
- Department of Psychology, Marquette University, Milwaukee, WI, USA
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10
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He Q, Wang W, Xu D, Xiong Y, Tao C, You C, Ma L, Ma J. Potential causal association between gut microbiome and posttraumatic stress disorder. Transl Psychiatry 2024; 14:67. [PMID: 38296956 PMCID: PMC10831060 DOI: 10.1038/s41398-024-02765-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/01/2023] [Revised: 01/05/2024] [Accepted: 01/10/2024] [Indexed: 02/02/2024] Open
Abstract
BACKGROUND The causal effects of gut microbiome and the development of posttraumatic stress disorder (PTSD) are still unknown. This study aimed to clarify their potential causal association using mendelian randomization (MR). METHODS The summary-level statistics for gut microbiome were retrieved from a genome-wide association study (GWAS) of the MiBioGen consortium. As to PTSD, the Freeze 2 datasets were originated from the Psychiatric Genomics Consortium Posttraumatic Stress Disorder Working Group (PGC-PTSD), and the replicated datasets were obtained from FinnGen consortium. Single nucleotide polymorphisms meeting MR assumptions were selected as instrumental variables. The inverse variance weighting (IVW) method was employed as the main approach, supplemented by sensitivity analyses to evaluate potential pleiotropy and heterogeneity and ensure the robustness of the MR results. We also performed reverse MR analyses to explore PTSD's causal effects on the relative abundances of specific features of the gut microbiome. RESULTS In Freeze 2 datasets from PGC-PTSD, eight bacterial traits revealed a potential causal association between gut microbiome and PTSD (IVW, all P < 0.05). In addition, Genus.Dorea and genus.Sellimonas were replicated in FinnGen datasets, in which eight bacterial traits revealed a potential causal association between gut microbiome and the occurrence of PTSD. The heterogeneity and pleiotropy analyses further supported the robustness of the IVW findings, providing additional evidence for their reliability. CONCLUSION Our study provides the potential causal impact of gut microbiomes on the development of PTSD, shedding new light on the understanding of the dysfunctional gut-brain axis in this disorder. Our findings present novel evidence and call for investigations to confirm the association between their links, as well as to illuminate the underlying mechanisms.
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Affiliation(s)
- Qiang He
- Department of Neurosurgery, West China Hospital, Sichuan University, 37 Guoxue Lane, Wuhou District, Chengdu, 610041, Sichuan, China
| | - Wenjing Wang
- Department of Pharmacy, Institute of Metabolic Diseases and Pharmacotherapy, West China Hospital, Sichuan University, 37 Guoxue Lane, Wuhou District, Chengdu, China
| | - Dingkang Xu
- Department of Neurosurgery, Beijing Hospital, National Center of Gerontology, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, Beijing, China
| | - Yang Xiong
- Department of Urology, West China Hospital, Sichuan University, Chengdu, China
| | - Chuanyuan Tao
- Department of Neurosurgery, West China Hospital, Sichuan University, 37 Guoxue Lane, Wuhou District, Chengdu, 610041, Sichuan, China
| | - Chao You
- Department of Neurosurgery, West China Hospital, Sichuan University, 37 Guoxue Lane, Wuhou District, Chengdu, 610041, Sichuan, China
| | - Lu Ma
- Department of Neurosurgery, West China Hospital, Sichuan University, 37 Guoxue Lane, Wuhou District, Chengdu, 610041, Sichuan, China
| | - Junpeng Ma
- Department of Neurosurgery, West China Hospital, Sichuan University, 37 Guoxue Lane, Wuhou District, Chengdu, 610041, Sichuan, China.
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Crombach A, Rukundo-Zeller AC, Vukojevic V, Nandi C, Bambonye M, de Quervain DJF, Papassotiropoulos A, Elbert T. Differential methylation of linoleic acid pathway genes is associated with PTSD symptoms - a longitudinal study with Burundian soldiers returning from a war zone. Transl Psychiatry 2024; 14:32. [PMID: 38238325 PMCID: PMC10796347 DOI: 10.1038/s41398-024-02757-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/30/2023] [Revised: 01/04/2024] [Accepted: 01/08/2024] [Indexed: 01/22/2024] Open
Abstract
Soldiers may be exposed to traumatic stress during combat deployment and thus are at risk for developing posttraumatic stress disorder (PTSD). Genetic and epigenetic evidence suggests that PTSD is linked to forming stress-related memories. In the current study, we investigated post-deployment associations of PTSD symptoms with differential DNA methylation in a sample of Burundian soldiers returning from the African Union Mission in Somalia's war zone. We used a matched longitudinal study design to explore epigenetic changes associated with PTSD symptoms in N = 191 participants. PTSD symptoms and saliva samples were collected at 1-3 (t1) and 9-14 months (t2) after the return of the soldiers to their home base. Individuals with either worsening or improving PTSD symptoms were matched for age, stressful, traumatic and self-perpetrated events prior to the post-assessment, traumatic and violent experiences between the post- and the follow-up assessment, and violence experienced during childhood. A mixed model analysis was conducted to identify top nominally significantly differentially methylated genes, which were then used to perform a gene enrichment analysis. The linoleic acid metabolism pathway was significantly associated with post-deployment PTSD symptoms, after accounting for multiple comparisons. Linoleic acid has been linked to memory and immune related processes in previous research. Our findings suggest that differential methylation of linoleic acid pathway genes is associated with PTSD and thus may merit closer inspection as a possible mediator of resilience.
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Affiliation(s)
- Anselm Crombach
- Department of Psychology, Clinical Child and Adolescent Psychology and Psychotherapy, Saarland University,, Saarbrücken, Germany.
- Department of Psychology, Université Lumière de Bujumbura, Bujumbura, Burundi.
| | - Anja C Rukundo-Zeller
- Department of Psychology, Clinical Psychology and Neuropsychology, University of Konstanz, Konstanz, Germany
| | - Vanja Vukojevic
- Department of Biomedicine, Research Cluster Molecular and Cognitive Neurosciences, University of Basel, Basel, Switzerland
- University Psychiatric Clinics, University of Basel, Basel, Switzerland
| | - Corina Nandi
- Department of Psychology, Clinical Psychology and Neuropsychology, University of Konstanz, Konstanz, Germany
| | - Manassé Bambonye
- Department of Psychology, Université Lumière de Bujumbura, Bujumbura, Burundi
| | - Dominique J-F de Quervain
- Department of Biomedicine, Research Cluster Molecular and Cognitive Neurosciences, University of Basel, Basel, Switzerland
- University Psychiatric Clinics, University of Basel, Basel, Switzerland
| | - Andreas Papassotiropoulos
- Department of Biomedicine, Research Cluster Molecular and Cognitive Neurosciences, University of Basel, Basel, Switzerland
- University Psychiatric Clinics, University of Basel, Basel, Switzerland
| | - Thomas Elbert
- Department of Psychology, Université Lumière de Bujumbura, Bujumbura, Burundi
- Department of Psychology, Clinical Psychology and Neuropsychology, University of Konstanz, Konstanz, Germany
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12
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Qi P, Huang M, Ren X, Zhai Y, Qiu C, Zhu H. Identification of potential biomarkers and therapeutic targets related to post-traumatic stress disorder due to traumatic brain injury. Eur J Med Res 2024; 29:44. [PMID: 38212778 PMCID: PMC10782540 DOI: 10.1186/s40001-024-01640-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2023] [Accepted: 01/03/2024] [Indexed: 01/13/2024] Open
Abstract
BACKGROUND Post-traumatic stress disorder (PTSD), a disease state that has an unclear pathogenesis, imposes a substantial burden on individuals and society. Traumatic brain injury (TBI) is one of the most significant triggers of PTSD. Identifying biomarkers associated with TBI-related PTSD will help researchers to uncover the underlying mechanism that drives disease development. Furthermore, it remains to be confirmed whether different types of traumas share a common mechanism of action. METHODS For this study, we screened the eligible data sets from the Gene Expression Omnibus (GEO) database, obtained differentially expressed genes (DEGs) through analysis, conducted functional enrichment analysis on the DEGs in order to understand their molecular mechanisms, constructed a PPI network, used various algorithms to obtain hub genes, and finally evaluated, validated, and analyzed the diagnostic performance of the hub genes. RESULTS A total of 430 upregulated and 992 down-regulated differentially expressed genes were extracted from the TBI data set. A total of 1919 upregulated and 851 down-regulated differentially expressed genes were extracted from the PTSD data set. Functional enrichment analysis revealed that the differentially expressed genes had biological functions linked to molecular regulation, cell signaling transduction, cell metabolic regulation, and immune response. After constructing a PPI network and introducing algorithm analysis, the upregulated hub genes were identified as VNN1, SERPINB2, and ETFDH, and the down-regulated hub genes were identified as FLT3LG, DYRK1A, DCN, and FKBP8. In addition, by comparing the data with patients with other types of trauma, it was revealed that PTSD showed different molecular processes that are under the influence of different trauma characteristics and responses. CONCLUSIONS By exploring the role of different types of traumas during the pathogenesis of PTSD, its possible molecular mechanisms have been revealed, providing vital information for understanding the complex pathways associated with TBI-related PTSD. The data in this study has important implications for the design and development of new diagnostic and therapeutic methods needed to treat and manage PTSD.
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Affiliation(s)
- Peng Qi
- Department of Emergency, First Medical Center of Chinese, PLA General Hospital, 28 Fuxing Road, Beijing, 100853, China
| | - Mengjie Huang
- Department of Nephrology, First Medical Center of Chinese, PLA General Hospital, 28 Fuxing Road, Beijing, 100853, China
| | - Xuewen Ren
- Department of Emergency, First Medical Center of Chinese, PLA General Hospital, 28 Fuxing Road, Beijing, 100853, China
| | - Yongzhi Zhai
- Department of Emergency, First Medical Center of Chinese, PLA General Hospital, 28 Fuxing Road, Beijing, 100853, China
| | - Chen Qiu
- Department of Orthopedics, Fourth Medical Center of Chinese, PLA General Hospital, Beijing, 100853, China.
| | - Haiyan Zhu
- Department of Emergency, First Medical Center of Chinese, PLA General Hospital, 28 Fuxing Road, Beijing, 100853, China.
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13
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Blalock ZN, Wu GWY, Lindqvist D, Trumpff C, Flory JD, Lin J, Reus VI, Rampersaud R, Hammamieh R, Gautam A, Doyle FJ, Marmar CR, Jett M, Yehuda R, Wolkowitz OM, Mellon SH. Circulating cell-free mitochondrial DNA levels and glucocorticoid sensitivity in a cohort of male veterans with and without combat-related PTSD. Transl Psychiatry 2024; 14:22. [PMID: 38200001 PMCID: PMC10781666 DOI: 10.1038/s41398-023-02721-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/19/2023] [Revised: 12/05/2023] [Accepted: 12/15/2023] [Indexed: 01/12/2024] Open
Abstract
Circulating cell-free mitochondrial DNA (ccf-mtDNA) is a biomarker of cellular injury or cellular stress and is a potential novel biomarker of psychological stress and of various brain, somatic, and psychiatric disorders. No studies have yet analyzed ccf-mtDNA levels in post-traumatic stress disorder (PTSD), despite evidence of mitochondrial dysfunction in this condition. In the current study, we compared plasma ccf-mtDNA levels in combat trauma-exposed male veterans with PTSD (n = 111) with those who did not develop PTSD (n = 121) and also investigated the relationship between ccf mt-DNA levels and glucocorticoid sensitivity. In unadjusted analyses, ccf-mtDNA levels did not differ significantly between the PTSD and non-PTSD groups (t = 1.312, p = 0.191, Cohen's d = 0.172). In a sensitivity analysis excluding participants with diabetes and those using antidepressant medication and controlling for age, the PTSD group had lower ccf-mtDNA levels than did the non-PTSD group (F(1, 179) = 5.971, p = 0.016, partial η2 = 0.033). Across the entire sample, ccf-mtDNA levels were negatively correlated with post-dexamethasone adrenocorticotropic hormone (ACTH) decline (r = -0.171, p = 0.020) and cortisol decline (r = -0.149, p = 0.034) (viz., greater ACTH and cortisol suppression was associated with lower ccf-mtDNA levels) both with and without controlling for age, antidepressant status and diabetes status. Ccf-mtDNA levels were also significantly positively associated with IC50-DEX (the concentration of dexamethasone at which 50% of lysozyme activity is inhibited), a measure of lymphocyte glucocorticoid sensitivity, after controlling for age, antidepressant status, and diabetes status (β = 0.142, p = 0.038), suggesting that increased lymphocyte glucocorticoid sensitivity is associated with lower ccf-mtDNA levels. Although no overall group differences were found in unadjusted analyses, excluding subjects with diabetes and those taking antidepressants, which may affect ccf-mtDNA levels, as well as controlling for age, revealed decreased ccf-mtDNA levels in PTSD. In both adjusted and unadjusted analyses, low ccf-mtDNA levels were associated with relatively increased glucocorticoid sensitivity, often reported in PTSD, suggesting a link between mitochondrial and glucocorticoid-related abnormalities in PTSD.
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Affiliation(s)
- Zachary N Blalock
- Department of Psychiatry and Behavioral Sciences and Weill Institute for Neurosciences, University of California, San Francisco, CA, USA
| | - Gwyneth W Y Wu
- Department of Psychiatry and Behavioral Sciences and Weill Institute for Neurosciences, University of California, San Francisco, CA, USA.
| | - Daniel Lindqvist
- Unit for Biological and Precision Psychiatry, Department of Clinical Sciences Lund, Lund University, Lund, Sweden
| | - Caroline Trumpff
- Department of Psychiatry, Division of Behavioral Medicine, Columbia University Medical Center, New York, USA
| | - Janine D Flory
- James J. Peters VA Medical Center, Bronx, NY, USA
- Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Jue Lin
- Department of Biochemistry and Biophysics, University of California, San Francisco, CA, USA
| | - Victor I Reus
- Department of Psychiatry and Behavioral Sciences and Weill Institute for Neurosciences, University of California, San Francisco, CA, USA
| | - Ryan Rampersaud
- Department of Psychiatry and Behavioral Sciences and Weill Institute for Neurosciences, University of California, San Francisco, CA, USA
| | - Rasha Hammamieh
- Integrative Systems Biology, US Army Medical Research and Materiel Command, USACEHR, Fort Detrick, Frederick, MD, USA
| | - Aarti Gautam
- Integrative Systems Biology, US Army Medical Research and Materiel Command, USACEHR, Fort Detrick, Frederick, MD, USA
| | - Francis J Doyle
- Harvard John A. Paulson School of Engineering and Applied Sciences, Harvard University, Cambridge, MA, USA
| | - Charles R Marmar
- Department of Psychiatry, New York University Grossman School of Medicine, New York, NY, USA
| | - Marti Jett
- Integrative Systems Biology, US Army Medical Research and Materiel Command, USACEHR, Fort Detrick, Frederick, MD, USA
| | - Rachel Yehuda
- James J. Peters VA Medical Center, Bronx, NY, USA
- Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Owen M Wolkowitz
- Department of Psychiatry and Behavioral Sciences and Weill Institute for Neurosciences, University of California, San Francisco, CA, USA
| | - Synthia H Mellon
- Department of Obstetrics, Gynecology, & Reproductive Sciences, University of California, San Francisco, CA, USA
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14
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Xia Z, Cao Z, Surento W, Zhang L, Qiu L, Xu Q, Zhang L, Li L, Cao Y, Luo Y, Lu G, Qi R. Relationship between SLC6A2 gene polymorphisms and brain volume in Han Chinese adults who lost their sole child. BMC Psychiatry 2024; 24:11. [PMID: 38166870 PMCID: PMC10763183 DOI: 10.1186/s12888-023-05467-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/13/2023] [Accepted: 12/18/2023] [Indexed: 01/05/2024] Open
Abstract
BACKGROUND Norepinephrine transporter (NET) is encoded by the SLC6A2 gene and is a potential target for studying the pathogenesis of PTSD. To the best of our knowledge, no prior investigations have examined SLC6A2 polymorphism-related neuroimaging abnormalities in PTSD patients. METHODS In 218 Han Chinese adults who had lost their sole child, we investigated the association between the T-182 C SLC6A2 genotype and gray matter volume (GMV). Participants included 57 PTSD sufferers and 161 non-PTSD sufferers, and each group was further separated into three subgroups based on each participant's SLC6A2 genotype (TT, CT, and CC). All participants received magnetic resonance imaging (MRI) and clinical evaluation. To assess the effects of PTSD diagnosis, genotype, and genotype × diagnosis interaction on GMV, 2 × 3 full factorial designs were used. Pearson's correlations were used to examine the association between GMV and CAPS, HAMD, and HAMA. RESULTS The SLC6A2 genotype showed significant main effects on GMV of the left superior parietal gyrus (SPG) and the bilateral middle cingulate gyrus (MCG). Additionally, impacts of the SLC6A2 genotype-diagnosis interaction were discovered in the left superior frontal gyrus (SFG). The CAPS, HAMA, and HAMD scores, as well as the genotype main effect and diagnostic SLC6A2 interaction, did not significantly correlate with each other. CONCLUSION These findings indicate a modulatory effect that the SLC6A2 polymorphism exerts on the SPG and MCG, irrespective of PTSD diagnosis. We found evidence to suggest that the SLC6A2 genotype-diagnosis interaction on SFG may potentially contribute to PTSD pathogenesis in adults who lost their sole child.
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Affiliation(s)
- Zhuoman Xia
- Department of Medical Imaging, Jinling Hospital, Affiliated Hospital of Medical School, Nanjing University, Nanjing, Jiangsu, 210002, China
| | - Zhihong Cao
- Department of Radiology, the Affiliated Yixing Hospital of Jiangsu University, 75 Tongzhenguan Road, Wuxi, Wuxi, 214200, China
| | - Wesley Surento
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, University of Southern California, Marina del Rey, Los Angeles, CA, 90292, USA
| | - Li Zhang
- Mental Health Institute, the Second Xiangya Hospital, Key Laboratory of Psychiatry and Mental Health of Hunan Province, National Technology Institute of Psychiatry, Central South University, Changsha, Hunan, 410011, China
| | - Lianli Qiu
- Department of Medical Imaging, Jinling Hospital, Affiliated Hospital of Medical School, Nanjing University, Nanjing, Jiangsu, 210002, China
| | - Qiang Xu
- Department of Medical Imaging, Jinling Hospital, Affiliated Hospital of Medical School, Nanjing University, Nanjing, Jiangsu, 210002, China
| | - Longjiang Zhang
- Department of Medical Imaging, Jinling Hospital, Affiliated Hospital of Medical School, Nanjing University, Nanjing, Jiangsu, 210002, China
| | - Lingjiang Li
- Mental Health Institute, the Second Xiangya Hospital, Key Laboratory of Psychiatry and Mental Health of Hunan Province, National Technology Institute of Psychiatry, Central South University, Changsha, Hunan, 410011, China
| | - Yang Cao
- College of Arts & Science, Vanderbilt University, Nashville, TN, 37235, USA
| | - Yifeng Luo
- Department of Radiology, the Affiliated Yixing Hospital of Jiangsu University, 75 Tongzhenguan Road, Wuxi, Wuxi, 214200, China.
| | - Guangming Lu
- Department of Medical Imaging, Jinling Hospital, Affiliated Hospital of Medical School, Nanjing University, Nanjing, Jiangsu, 210002, China.
| | - Rongfeng Qi
- Department of Medical Imaging, Jinling Hospital, Affiliated Hospital of Medical School, Nanjing University, Nanjing, Jiangsu, 210002, China.
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15
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Pathak GA, Singh K, Choi KW, Fang Y, Kouakou MR, Lee YH, Zhou X, Fritsche LG, Wendt FR, Davis LK, Polimanti R. Genetic Liability to Posttraumatic Stress Disorder Symptoms and Its Association With Cardiometabolic and Respiratory Outcomes. JAMA Psychiatry 2024; 81:34-44. [PMID: 37910111 PMCID: PMC10620678 DOI: 10.1001/jamapsychiatry.2023.4127] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/21/2023] [Accepted: 08/28/2023] [Indexed: 11/03/2023]
Abstract
Importance Posttraumatic stress disorder (PTSD) has been reported to be a risk factor for several physical and somatic symptoms. However, the genetics of PTSD and its potential association with medical outcomes remain unclear. Objective To examine disease categories and laboratory tests from electronic health records (EHRs) that are associated with PTSD polygenic scores. Design, Setting, and Participants This genetic association study was conducted from July 15, 2021, to January 24, 2023, using EHR data from participants across 4 biobanks. The polygenic scores of PTSD symptom severity (PGS-PTSD) were tested with all available phecodes in Vanderbilt University Medical Center's biobank (BioVU), Mass General Brigham (MGB), Michigan Genomics Initiative (MGI), and UK Biobank (UKBB). The significant medical outcomes were tested for overrepresented disease categories and subsequently tested for genetic correlation and 2-sample mendelian randomization (MR) to determine genetically informed associations. Multivariable MR was conducted to assess whether PTSD associations with health outcomes were independent of the genetic effect of body mass index and tobacco smoking. Exposures Polygenic score of PTSD symptom severity. Main Outcomes and Measures A total of 1680 phecodes (ie, International Classification of Diseases, Ninth Revision- and Tenth Revision-based phenotypic definitions of health outcomes) across 4 biobanks and 490 laboratory tests across 2 biobanks (BioVU and MGB). Results In this study including a total of 496 317 individuals (mean [SD] age, 56.8 [8.0] years; 263 048 female [53%]) across the 4 EHR sites, meta-analyzing associations of PGS-PTSD with 1680 phecodes from 496 317 individuals showed significant associations to be overrepresented from mental health disorders (fold enrichment = 3.15; P = 5.81 × 10-6), circulatory system (fold enrichment = 3.32; P = 6.39 × 10-12), digestive (fold enrichment = 2.42; P = 2.16 × 10-7), and respiratory outcomes (fold enrichment = 2.51; P = 8.28 × 10-5). The laboratory measures scan with PGS-PTSD in BioVU and MGB biobanks revealed top associations in metabolic and immune domains. MR identified genetic liability to PTSD symptom severity as an associated risk factor for 12 health outcomes, including alcoholism (β = 0.023; P = 1.49 × 10-4), tachycardia (β = 0.045; P = 8.30 × 10-5), cardiac dysrhythmias (β = 0.016, P = 3.09 × 10-5), and acute pancreatitis (β = 0.049, P = 4.48 × 10-4). Several of these associations were robust to genetic effects of body mass index and smoking. We observed a bidirectional association between PTSD symptoms and nonspecific chest pain and C-reactive protein. Conclusions and Relevance Results of this study suggest the broad health repercussions associated with the genetic liability to PTSD across 4 biobanks. The circulatory and respiratory systems association was observed to be overrepresented in all 4 biobanks.
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Affiliation(s)
- Gita A. Pathak
- Department of Psychiatry, Yale School of Medicine, New Haven, Connecticut
- Veteran Affairs Connecticut Healthcare Center, West Haven
| | - Kritika Singh
- Division of Genetic Medicine, Department of Medicine, Vanderbilt University Medical Center, Nashville, Tennessee
| | - Karmel W. Choi
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Massachusetts
- Psychiatric and Neurodevelopmental Genetics Unit, Center for Genomic Medicine, Massachusetts General Hospital, Boston
- Department of Psychiatry, Harvard Medical School, Boston, Massachusetts
| | - Yu Fang
- Michigan Neuroscience Institute, University of Michigan, Ann Arbor
| | - Manuela R. Kouakou
- Department of Psychiatry, Yale School of Medicine, New Haven, Connecticut
- Veteran Affairs Connecticut Healthcare Center, West Haven
| | - Younga Heather Lee
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Massachusetts
- Psychiatric and Neurodevelopmental Genetics Unit, Center for Genomic Medicine, Massachusetts General Hospital, Boston
- Department of Psychiatry, Harvard Medical School, Boston, Massachusetts
| | - Xiang Zhou
- Department of Biostatistics, School of Public Health, University of Michigan Medicine, Ann Arbor
| | - Lars G. Fritsche
- Department of Biostatistics, School of Public Health, University of Michigan Medicine, Ann Arbor
- Rogel Cancer Center, University of Michigan Medicine, Ann Arbor
- Center for Statistical Genetics, School of Public Health, University of Michigan Medicine, Ann Arbor
| | - Frank R. Wendt
- Department of Psychiatry, Yale School of Medicine, New Haven, Connecticut
- Veteran Affairs Connecticut Healthcare Center, West Haven
- Department of Anthropology, University of Toronto, Mississauga, Ontario, Canada
- Biostatistics Division, Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada
| | - Lea K. Davis
- Division of Genetic Medicine, Department of Medicine, Vanderbilt University Medical Center, Nashville, Tennessee
| | - Renato Polimanti
- Department of Psychiatry, Yale School of Medicine, New Haven, Connecticut
- Veteran Affairs Connecticut Healthcare Center, West Haven
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Antolasic EJ, Jaehne EJ, van den Buuse M. Interaction of Brain-derived Neurotrophic Factor, Exercise, and Fear Extinction: Implications for Post-traumatic Stress Disorder. Curr Neuropharmacol 2024; 22:543-556. [PMID: 37491857 PMCID: PMC10845100 DOI: 10.2174/1570159x21666230724101321] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2022] [Revised: 01/16/2023] [Accepted: 02/23/2023] [Indexed: 07/27/2023] Open
Abstract
Brain-Derived Neurotrophic Factor (BDNF) plays an important role in brain development, neural plasticity, and learning and memory. The Val66Met single-nucleotide polymorphism is a common genetic variant that results in deficient activity-dependent release of BDNF. This polymorphism and its impact on fear conditioning and extinction, as well as on symptoms of post-traumatic stress disorder (PTSD), have been of increasing research interest over the last two decades. More recently, it has been demonstrated that regular physical activity may ameliorate impairments in fear extinction and alleviate symptoms in individuals with PTSD via an action on BDNF levels and that there are differential responses to exercise between the Val66Met genotypes. This narrative literature review first describes the theoretical underpinnings of the development and persistence of intrusive and hypervigilance symptoms commonly seen in PTSD and their treatment. It then discusses recent literature on the involvement of BDNF and the Val66Met polymorphism in fear conditioning and extinction and its involvement in PTSD diagnosis and severity. Finally, it investigates research on the impact of physical activity on BDNF secretion, the differences between the Val66Met genotypes, and the effect on fear extinction learning and memory and symptoms of PTSD.
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Affiliation(s)
- Emily J. Antolasic
- School of Psychology and Public Health, La Trobe University, Melbourne, Australia
| | - Emily J. Jaehne
- School of Psychology and Public Health, La Trobe University, Melbourne, Australia
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17
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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] [What about the content of this article? (0)] [Affiliation(s)] [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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Zhou S, Luo H, Tian Y, Li H, Zeng Y, Wang X, Shan S, Xiong J, Cheng G. Investigating the shared genetic architecture of post-traumatic stress disorder and gastrointestinal tract disorders: a genome-wide cross-trait analysis. Psychol Med 2023; 53:7627-7635. [PMID: 37218628 DOI: 10.1017/s0033291723001423] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 05/24/2023]
Abstract
BACKGROUND Observational studies suggest a correlation between post-traumatic stress disorder (PTSD) and gastrointestinal tract (GIT) disorders. However, the genetic overlap, causal relationships, and underlining mechanisms between PTSD and GIT disorders were absent. METHODS We obtained genome-wide association study statistics for PTSD (23 212 cases, 151 447 controls), peptic ulcer disease (PUD; 16 666 cases, 439 661 controls), gastroesophageal reflux disease (GORD; 54 854 cases, 401 473 controls), PUD and/or GORD and/or medications (PGM; 90 175 cases, 366 152 controls), irritable bowel syndrome (IBS; 28 518 cases, 426 803 controls), and inflammatory bowel disease (IBD; 7045 cases, 449 282 controls). We quantified genetic correlations, identified pleiotropic loci, and performed multi-marker analysis of genomic annotation, fast gene-based association analysis, transcriptome-wide association study analysis, and bidirectional Mendelian randomization analysis. RESULTS PTSD globally correlates with PUD (rg = 0.526, p = 9.355 × 10-7), GORD (rg = 0.398, p = 5.223 × 10-9), PGM (rg = 0.524, p = 1.251 × 10-15), and IBS (rg = 0.419, p = 8.825 × 10-6). Cross-trait meta-analyses identify seven genome-wide significant loci between PTSD and PGM (rs13107325, rs1632855, rs1800628, rs2188100, rs3129953, rs6973700, and rs73154693); three between PTSD and GORD (rs13107325, rs1632855, and rs3132450); one between PTSD and IBS/IBD (rs4937872 and rs114969413, respectively). Proximal pleiotropic genes are mainly enriched in immune response regulatory pathways, and in brain, digestive, and immune systems. Gene-level analyses identify five candidates: ABT1, BTN3A2, HIST1H3J, ZKSCAN4, and ZKSCAN8. We found significant causal effects of GORD, PGM, IBS, and IBD on PTSD. We observed no reverse causality of PTSD with GIT disorders, except for GORD. CONCLUSIONS PTSD and GIT disorders share common genetic architectures. Our work offers insights into the biological mechanisms, and provides genetic basis for translational research studies.
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Affiliation(s)
- Siquan Zhou
- West China School of Public Health and West China Fourth Hospital, Healthy Food Evaluation Research Center, Sichuan University, Chengdu, China
- Laboratory of Molecular Translational Medicine, Center for Translational Medicine, Key Laboratory of Birth Defects and Related Diseases of Women and Children (Sichuan University), Ministry of Education, Department of Pediatrics, West China Second University Hospital, Sichuan University, Chengdu, China
| | - Hang Luo
- West China School of Public Health and West China Fourth Hospital, Healthy Food Evaluation Research Center, Sichuan University, Chengdu, China
| | - Ye Tian
- West China School of Public Health and West China Fourth Hospital, Healthy Food Evaluation Research Center, Sichuan University, Chengdu, China
| | - Haoqi Li
- West China School of Public Health and West China Fourth Hospital, Healthy Food Evaluation Research Center, Sichuan University, Chengdu, China
| | - Yaxian Zeng
- West China School of Public Health and West China Fourth Hospital, Healthy Food Evaluation Research Center, Sichuan University, Chengdu, China
| | - Xiaoyu Wang
- Laboratory of Molecular Translational Medicine, Center for Translational Medicine, Key Laboratory of Birth Defects and Related Diseases of Women and Children (Sichuan University), Ministry of Education, Department of Pediatrics, West China Second University Hospital, Sichuan University, Chengdu, China
| | - Shufang Shan
- Laboratory of Molecular Translational Medicine, Center for Translational Medicine, Key Laboratory of Birth Defects and Related Diseases of Women and Children (Sichuan University), Ministry of Education, Department of Pediatrics, West China Second University Hospital, Sichuan University, Chengdu, China
| | - Jingyuan Xiong
- West China School of Public Health and West China Fourth Hospital, Healthy Food Evaluation Research Center, Sichuan University, Chengdu, China
| | - Guo Cheng
- Laboratory of Molecular Translational Medicine, Center for Translational Medicine, Key Laboratory of Birth Defects and Related Diseases of Women and Children (Sichuan University), Ministry of Education, Department of Pediatrics, West China Second University Hospital, Sichuan University, Chengdu, China
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19
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Mutesa L. Predictive evidence of the relevance of epigenetics to PTSD. Nat Rev Genet 2023; 24:807. [PMID: 37553474 DOI: 10.1038/s41576-023-00646-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/10/2023]
Affiliation(s)
- Leon Mutesa
- Center for Human Genetics, College of Medicine and Health Sciences, University of Rwanda, Kigali, Rwanda.
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20
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Etami Y, Lildharrie C, Manza P, Wang GJ, Volkow ND. Neuroimaging in Adolescents: Post-Traumatic Stress Disorder and Risk for Substance Use Disorders. Genes (Basel) 2023; 14:2113. [PMID: 38136935 PMCID: PMC10743116 DOI: 10.3390/genes14122113] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/01/2023] [Revised: 11/17/2023] [Accepted: 11/21/2023] [Indexed: 12/24/2023] Open
Abstract
Trauma in childhood and adolescence has long-term negative consequences in brain development and behavior and increases the risk for psychiatric disorders. Among them, post-traumatic stress disorder (PTSD) during adolescence illustrates the connection between trauma and substance misuse, as adolescents may utilize substances to cope with PTSD. Drug misuse may in turn lead to neuroadaptations in learning processes that facilitate the consolidation of traumatic memories that perpetuate PTSD. This reflects, apart from common genetic and epigenetic modifications, overlapping neurocircuitry engagement triggered by stress and drug misuse that includes structural and functional changes in limbic brain regions and the salience, default-mode, and frontoparietal networks. Effective strategies to prevent PTSD are needed to limit the negative consequences associated with the later development of a substance use disorder (SUD). In this review, we will examine the link between PTSD and SUDs, along with the resulting effects on memory, focusing on the connection between the development of an SUD in individuals who struggled with PTSD in adolescence. Neuroimaging has emerged as a powerful tool to provide insight into the brain mechanisms underlying the connection of PTSD in adolescence and the development of SUDs.
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Affiliation(s)
| | | | | | - Gene-Jack Wang
- Laboratory of Neuroimaging, National Institute on Alcohol Abuse and Alcoholism, National Institutes of Health, Bethesda, MD 20892, USA; (Y.E.); (C.L.); (P.M.); (N.D.V.)
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21
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Li WW, Wang J, Wu HB, Qiu ZK. Exploring the potential mechanism of Kaixinsan powder for the same pathogenesis of PTSD and anxiety based on network pharmacology and molecular docking: A review. Medicine (Baltimore) 2023; 102:e35869. [PMID: 37986356 PMCID: PMC10659655 DOI: 10.1097/md.0000000000035869] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/12/2023] [Revised: 10/09/2023] [Accepted: 10/11/2023] [Indexed: 11/22/2023] Open
Abstract
BACKGROUND Post-traumatic stress disorder (PTSD) and anxiety are common mental illnesses and there are many similar pathogenesis and clinical manifestations between PTSD and anxiety. Kaixinsan powder (KXS), a commonly used prescription in traditional Chinese medicine, has been widely used to treat PTSD and anxiety. This study aims to explore the potential mechanisms of KXS for the same pathogenesis of PTSD and anxiety using a network pharmacology approach. METHODS The bioactive components and relevant target genes of KXS were obtained from the database about Traditional Chinese Medicine. The key genes of PTSD and anxiety were derived from disease databases. Subsequently, the network of protein-protein interaction and a network of "drug-components-disease-targets" was constructed. In order to treat PTSD and anxiety, gene ontology enrichment and signaling pathway enrichment were analyzed by using R language and components-core targets associated were validated by molecular docking. RESULTS One hundred three targets of KXS in treating PTSD and anxiety were identified. The results of protein-protein interaction analysis and molecular docking indicated that AKT1 and IL-6 were crucial targets. Moreover, KEGG analysis has shown that neuroactive ligand-receptor interaction, calcium signaling pathway, and cAMP signaling pathway may play crucial roles in treating PTSD and anxiety. Ten biological process, 10 molecular function, and 10 cellular component were revealed via gene ontology analysis. CONCLUSIONS The network pharmacology study and molecular docking indicated that KXS treated anxiety and PTSD by multiple components, targets, and signaling pathways. These results provide an important reference for subsequent basic research on PTSD and anxiety.
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Affiliation(s)
- Wen-Wei Li
- Key Specialty of Clinical Pharmacy, The First Affiliated Hospital of Guangdong Pharmaceutical University, Guangzhou, China
| | - Jia Wang
- Key Specialty of Clinical Pharmacy, The First Affiliated Hospital of Guangdong Pharmaceutical University, Guangzhou, China
| | - Han-Biao Wu
- Key Specialty of Clinical Pharmacy, The First Affiliated Hospital of Guangdong Pharmaceutical University, Guangzhou, China
| | - Zhi-Kun Qiu
- Key Specialty of Clinical Pharmacy, The First Affiliated Hospital of Guangdong Pharmaceutical University, Guangzhou, China
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22
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Kalin NH. Stress, Heritability, and Genetic Factors Influencing Depression, PTSD, and Suicidal Behavior. Am J Psychiatry 2023; 180:699-702. [PMID: 37777853 DOI: 10.1176/appi.ajp.20230631] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/02/2023]
Affiliation(s)
- Ned H Kalin
- Department of Psychiatry, University of Wisconsin School of Medicine and Public Health, Madison
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23
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Kuznetsov A, Kokorev D, Sustretov A, Kozlov A, Lyamin A, Sheyfer M, Kolsanov A, DeSousa A, Cumming P, Gayduk A. Genetic Contributors to PTSD: the Role of SNVs, Gene Interactions and Haplotypes for Developing PTSD Prevention Measures. A Comprehensive Review. Psychiatr Danub 2023; 35:141-149. [PMID: 37800217] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 10/07/2023]
Abstract
BACKGROUND Post-traumatic stress disorder (PTSD) is a trauma- or stressor-related mental health condition with high socioeconomic burden. We aimed in this review to identify promising genetic markers predisposing for PTSD, which might serve in the design subsequent studies aiming to develop PTSD prevention and remediation measures. SUBJECTS AND METHODS Our search queries in the PubMed database yielded 547 articles, of which 20 met our inclusion criteria for further analysis: published between 2018 and 2022, original research, containing molecular-genetic and statistical data, containing diagnosis verification methods, PTSD as a primary condition, and a sample of at least 60 patients. RESULTS Among the 20 analyzed studies were reports of significant associations between PTSD and: FKBP5 variants rs9470080, regardless of the C or T allele; two FKBP5 haplotypes (A-G-C-C and A-G-C-T); gene-gene DRDхANNK1-COMT (rs1800497 × rs6269) and OXTR-DRD2 (rs2268498 × rs1801028); C-allele of CRHR1 (rs1724402). Other findings, such as the association of FKBP5 haplotypes (A-G-C-C, A-G-C-T) and the FKBP5-CRHR1 genotype, were of lesser statistical significance and less extensively studied. CONCLUSIONS Although our literature analysis implicates certain genetic factors in PTSD, our understanding of the polygenic nature underlying the disorder remains limited, especially considering the hitherto underexplored epigenetic mechanisms. Future research endeavors should prioritize exploring these aspects to provide a more nuanced understanding of PTSD and its genetic underpinnings.
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24
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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 DOI: 10.1176/appi.ajp.20220478] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [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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Bolouki A, Rahimi M, Azarpira N, Baghban F. Integrated multi-omics analysis identifies epigenetic alteration related to neurodegeneration development in post-traumatic stress disorder patients. Psychiatr Genet 2023; 33:167-181. [PMID: 37222234 DOI: 10.1097/ypg.0000000000000340] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/25/2023]
Abstract
INTRODUCTION Post-traumatic stress disorder (PTSD), is associated with an elevated risk of neurodegenerative disorders, but the molecular mechanism was not wholly identified. Aberrant methylation status and miRNA expression pattern have been identified to be associated with PTSD, but their complex regulatory networks remain largely unexplored. METHODS The purpose of this study was to identify the key genes/pathways related to neurodegenerative disorder development in PTSD by evaluating epigenetic regulatory signature (DNA methylation and miRNA) using an integrative bioinformatic analysis. We integrated DNA expression array data with miRNA and DNA methylation array data - obtained from the GEO database- to evaluate the epigenetic regulatory mechanisms. RESULTS Our results indicated that target genes of dysregulated miRNAs were significantly related to several neurodegenerative diseases. Several dysregulated genes in the neurodegeneration pathways interacted with some members of the miR-17 and miR-15/107 families. Our analysis indicated that APP/CaN/NFATs signaling pathway was dysregulated in the peripheral blood samples of PTSD. Besides, the DNMT3a and KMT2D genes, as the encoding DNA and histone methyltransferase enzymes, were upregulated, and DNA methylation and miRNA regulators were proposed as critical molecular mechanisms. Our study found dysregulation of circadian rhythm as the CLOCK gene was upregulated and hypomethylated at TSS1500 CpGs S_shores and was also a target of several dysregulated miRNAs. CONCLUSION In conclusion, we found evidence of a negative feedback loop between stress oxidative, circadian rhythm dysregulation, miR-17 and miR-15/107 families, some essential genes involved in neuronal and brain cell health, and KMT2D/DNMT3a in the peripheral blood samples of PTSD.
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Affiliation(s)
- Ayeh Bolouki
- Basic Sciences Laboratory, Mohammad Rasul Allah Research Tower, Shiraz University of Medical Sciences, Shiraz, Iran
- University of Namur, Department of Biology, Research Unit on Cellular Biology (URBC), Namur, Belgium
| | - Moosa Rahimi
- Basic Sciences Laboratory, Mohammad Rasul Allah Research Tower, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Negar Azarpira
- Transplant Research Center, Mohammad Rasul Allah Research Tower, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Fatemeh Baghban
- Basic Sciences Laboratory, Mohammad Rasul Allah Research Tower, Shiraz University of Medical Sciences, Shiraz, Iran
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Pierce ZP, Black JM. Stress and Susceptibility: A Systematic Review of Prenatal Epigenetic Risks for Developing Post-Traumatic Stress Disorder. Trauma Violence Abuse 2023; 24:2648-2660. [PMID: 35714974 DOI: 10.1177/15248380221109792] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/15/2023]
Abstract
This review aims to systematically assess the current literature about prenatal epigenetic markers that lead to post-traumatic stress disorder susceptibility across the lifespan. Studies included in this review met several research criteria: Studies included (1) participants with a PTSD diagnosis according to the DSM-5, (2) prenatal epigenetic marker data that could be analyzed, and (3) explicit references to postnatal PTSD susceptibility. Our study sample fit within a timeframe of 2002 (the earliest recorded studies of prenatal susceptibility to post-traumatic stress disorder in the databases used) and February 2021 when the literature search for this review was terminated. Studies for this review were collated from PubMed, MEDLINE, Science Direct, and Boston College School of Social Work Library databases. A systematic search was conducted in these databases using basic keyword terms, such as "PSTD resilience" and "PTSD vulnerability," and then adding clarifying terms to refine specific searches, such as "epigenetics," "genetics," "epigenetic markers," "haplotypes," and "mRNA methylation." Based on these criteria and research methods, 33 studies remained for inclusion in the review sample. This review suggests that BDNF Val66-Met, a polymorphism of FKBP5, and an altered messenger ribonucleic acid methylation marker in NR3C1 present most often in cases of PTSD. These epigenetic markers might be implicated in central neurological processes related to post-traumatic stress disorder symptomatology.
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Affiliation(s)
- Zachary P Pierce
- School of Social Work, Boston College, Chestnut Hill, MA, USA
- The Cell to Society Laboratory, School of Social Work, Boston College, Chestnut Hill, MA, USA
| | - Jessica M Black
- School of Social Work, Boston College, Chestnut Hill, MA, USA
- The Cell to Society Laboratory, School of Social Work, Boston College, Chestnut Hill, MA, USA
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27
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Muhie S, Gautam A, Misganaw B, Yang R, Mellon SH, Hoke A, Flory J, Daigle B, Swift K, Hood L, Doyle FJ, Wolkowitz OM, Marmar CR, Ressler K, Yehuda R, Hammamieh R, Jett M. Integrated analysis of proteomics, epigenomics and metabolomics data revealed divergent pathway activation patterns in the recent versus chronic post-traumatic stress disorder. Brain Behav Immun 2023; 113:303-316. [PMID: 37516387 DOI: 10.1016/j.bbi.2023.07.015] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/20/2023] [Revised: 07/16/2023] [Accepted: 07/22/2023] [Indexed: 07/31/2023] Open
Abstract
Metabolomics, proteomics and DNA methylome assays, when done in tandem from the same blood sample and analyzed together, offer an opportunity to evaluate the molecular basis of post-traumatic stress disorder (PTSD) course and pathogenesis. We performed separate metabolomics, proteomics, and DNA methylome assays on blood samples from two well-characterized cohorts of 159 active duty male participants with relatively recent onset PTSD (<1.5 years) and 300 male veterans with chronic PTSD (>7 years). Analyses of the multi-omics datasets from these two independent cohorts were used to identify convergent and distinct molecular profiles that might constitute potential signatures of severity and progression of PTSD and its comorbid conditions. Molecular signatures indicative of homeostatic processes such as signaling and metabolic pathways involved in cellular remodeling, neurogenesis, molecular safeguards against oxidative stress, metabolism of polyunsaturated fatty acids, regulation of normal immune response, post-transcriptional regulation, cellular maintenance and markers of longevity were significantly activated in the active duty participants with recent PTSD. In contrast, we observed significantly altered multimodal molecular signatures associated with chronic inflammation, neurodegeneration, cardiovascular and metabolic disorders, and cellular attritions in the veterans with chronic PTSD. Activation status of signaling and metabolic pathways at the early and late timepoints of PTSD demonstrated the differential molecular changes related to homeostatic processes at its recent and multi-system syndromes at its chronic phase. Molecular alterations in the recent PTSD seem to indicate some sort of recalibration or compensatory response, possibly directed in mitigating the pathological trajectory of the disorder.
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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
| | - Burook Misganaw
- Medical Readiness Systems Biology, Walter Reed Army Institute of Research, Silver Spring, MD 20910, USA; Vysnova Inc. Landover, MD 20785, USA
| | - Ruoting Yang
- Medical Readiness Systems Biology, Walter Reed Army Institute of Research, Silver Spring, MD 20910, USA
| | - Synthia H Mellon
- Department of Obstetrics, Gynecology & Reproductive Sciences, University of California, San Francisco, CA 94143, USA
| | - Allison Hoke
- Medical Readiness Systems Biology, Walter Reed Army Institute of Research, Silver Spring, MD 20910, USA
| | - Janine Flory
- Department of Psychiatry, 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
| | - Bernie Daigle
- Departments of Biological Sciences and Computer Science, The University of Memphis, Memphis, TN 38152, USA
| | - Kevin Swift
- Medical Readiness Systems Biology, Walter Reed Army Institute of Research, Silver Spring, MD 20910, USA
| | - Leroy Hood
- Institute for Systems Biology, Seattle, WA 98109, USA
| | - Francis J Doyle
- Harvard John A. Paulson School of Engineering and Applied Sciences, Harvard University, Cambridge, MA 02134, USA
| | - Owen M Wolkowitz
- Department of Psychiatry and Behavioral Sciences, University of California, San Francisco, CA 94143, USA
| | - Charles R Marmar
- Department of Psychiatry, New York University Grossman School of Medicine, New York, NY 10016, USA
| | - Kerry Ressler
- McLean Hospital, Belmont, MA 02478, USA; Harvard Medical School, Boston, MA 02115, USA
| | - Rachel Yehuda
- Department of Psychiatry, 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
| | - 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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Goltser-Dubner T, Shalev A, Benarroch F, Canetti L, Yogev M, Kalla C, Masarwa R, Martin J, Pevzner D, Oz O, Saloner C, Amer R, Lavon M, Lotan A, Galili-Weisstub E, Segman R. Decreased mononuclear cell NR3C1 SKA2 and FKPB5 expression levels among adult survivors of suicide bombing terror attacks in childhood are associated with the development of PTSD. Mol Psychiatry 2023; 28:3851-3855. [PMID: 37845495 DOI: 10.1038/s41380-023-02278-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/05/2023] [Revised: 09/01/2023] [Accepted: 09/19/2023] [Indexed: 10/18/2023]
Abstract
Life threatening trauma and the development of PTSD during childhood, may each associate with transcriptional perturbation of immune cell glucocorticoid reactivity, yet their separable longer term contributions are less clear. The current study compared resting mononuclear cell gene expression levels of the nuclear receptor, subfamily 3, member 1 (NR3C1) coding the glucocorticoid receptor, its trans-activator spindle and kinetochore-associated protein 2 (SKA2), and its co-chaperon FKBP prolyl isomerase 5 (FKBP5), between a cohort of young adults first seen at the Hadassah Emergency Department (ED) after surviving a suicide bombing terror attack during childhood, and followed longitudinally over the years, and matched healthy controls not exposed to life threatening trauma. While significant reductions in mononuclear cell gene expression levels were observed among young adults for all three transcripts following early trauma exposure, the development of subsequent PTSD beyond trauma exposure, accounted for a small but significant portion of the variance in each of the three transcripts. Long-term perturbation in the expression of immune cell glucocorticoid response transcripts persists among young adults who develop PTSD following life threatening trauma exposure in childhood, denoting chronic dysregulation of immune stress reactivity.
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Affiliation(s)
- Tanya Goltser-Dubner
- Molecular Psychiatry Laboratory, Department of Psychiatry, Hadassah Medical Organization and Faculty of Medicine, Hebrew University, Jerusalem, Israel
- The Herman-Danna Division of Pediatric Psychiatry, Department of Psychiatry, Hadassah Medical Organization and Faculty of Medicine, Hebrew University, Jerusalem, Israel
| | - Amit Shalev
- The Herman-Danna Division of Pediatric Psychiatry, Department of Psychiatry, Hadassah Medical Organization and Faculty of Medicine, Hebrew University, Jerusalem, Israel
| | - Fortu Benarroch
- The Herman-Danna Division of Pediatric Psychiatry, Department of Psychiatry, Hadassah Medical Organization and Faculty of Medicine, Hebrew University, Jerusalem, Israel
| | - Laura Canetti
- Department of Psychology, Hebrew University, Jerusalem, Israel
| | - Maayan Yogev
- Molecular Psychiatry Laboratory, Department of Psychiatry, Hadassah Medical Organization and Faculty of Medicine, Hebrew University, Jerusalem, Israel
| | - Carmel Kalla
- Molecular Psychiatry Laboratory, Department of Psychiatry, Hadassah Medical Organization and Faculty of Medicine, Hebrew University, Jerusalem, Israel
| | - Ranin Masarwa
- The Herman-Danna Division of Pediatric Psychiatry, Department of Psychiatry, Hadassah Medical Organization and Faculty of Medicine, Hebrew University, Jerusalem, Israel
| | - Josef Martin
- The Herman-Danna Division of Pediatric Psychiatry, Department of Psychiatry, Hadassah Medical Organization and Faculty of Medicine, Hebrew University, Jerusalem, Israel
| | - Dalya Pevzner
- Molecular Psychiatry Laboratory, Department of Psychiatry, Hadassah Medical Organization and Faculty of Medicine, Hebrew University, Jerusalem, Israel
| | - Osnat Oz
- Molecular Psychiatry Laboratory, Department of Psychiatry, Hadassah Medical Organization and Faculty of Medicine, Hebrew University, Jerusalem, Israel
| | - Chen Saloner
- Molecular Psychiatry Laboratory, Department of Psychiatry, Hadassah Medical Organization and Faculty of Medicine, Hebrew University, Jerusalem, Israel
| | - Reaan Amer
- Molecular Psychiatry Laboratory, Department of Psychiatry, Hadassah Medical Organization and Faculty of Medicine, Hebrew University, Jerusalem, Israel
| | - Michal Lavon
- Molecular Psychiatry Laboratory, Department of Psychiatry, Hadassah Medical Organization and Faculty of Medicine, Hebrew University, Jerusalem, Israel
| | - Amit Lotan
- Molecular Psychiatry Laboratory, Department of Psychiatry, Hadassah Medical Organization and Faculty of Medicine, Hebrew University, Jerusalem, Israel
| | - Esti Galili-Weisstub
- The Herman-Danna Division of Pediatric Psychiatry, Department of Psychiatry, Hadassah Medical Organization and Faculty of Medicine, Hebrew University, Jerusalem, Israel
| | - Ronen Segman
- Molecular Psychiatry Laboratory, Department of Psychiatry, Hadassah Medical Organization and Faculty of Medicine, Hebrew University, Jerusalem, Israel.
- The Herman-Danna Division of Pediatric Psychiatry, Department of Psychiatry, Hadassah Medical Organization and Faculty of Medicine, Hebrew University, Jerusalem, Israel.
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29
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Wei B, Peng L, Guo Y, Manatunga A, Stevens J. Tensor response quantile regression with neuroimaging data. Biometrics 2023; 79:1947-1958. [PMID: 36482808 PMCID: PMC10250564 DOI: 10.1111/biom.13809] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/20/2022] [Accepted: 11/25/2022] [Indexed: 12/14/2022]
Abstract
Collecting neuroimaging data in the form of tensors (i.e. multidimensional arrays) has become more common in mental health studies, driven by an increasing interest in studying the associations between neuroimaging phenotypes and clinical disease manifestation. Motivated by a neuroimaging study of post-traumatic stress disorder (PTSD) from the Grady Trauma Project, we study a tensor response quantile regression framework, which enables novel analyses that confer a detailed view of the potentially heterogeneous association between a neuroimaging phenotype and relevant clinical predictors. We adopt a sensible low-rank structure to represent the association of interest, and propose a simple two-step estimation procedure which is easy to implement with existing software. We provide rigorous theoretical justifications for the intuitive two-step procedure. Simulation studies demonstrate good performance of the proposed method with realistic sample sizes in neuroimaging studies. We conduct the proposed tensor response quantile regression analysis of the motivating PTSD study to investigate the association between fMRI resting-state functional connectivity and PTSD symptom severity. Our results uncover non-homogeneous effects of PTSD symptoms on brain functional connectivity, which cannot be captured by existing tensor response methods.
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Affiliation(s)
- Bo Wei
- Department of Biostatistics and Bioinformatics, Emory University, Atlanta, GA, 30322, U.S.A
| | - Limin Peng
- Department of Biostatistics and Bioinformatics, Emory University, Atlanta, GA, 30322, U.S.A
| | - Ying Guo
- Department of Biostatistics and Bioinformatics, Emory University, Atlanta, GA, 30322, U.S.A
| | - Amita Manatunga
- Department of Biostatistics and Bioinformatics, Emory University, Atlanta, GA, 30322, U.S.A
| | - Jennifer Stevens
- Department of Psychiatry and Behavior Sciences, Emory University, Atlanta, GA, 30322, U.S.A
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30
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Carmi L, Zohar J, Juven-Wetzler A, Desarnaud F, Makotkine L, Bierer LM, Cohen H, Yehuda R. Promoter methylation of the glucocorticoid receptor following trauma may be associated with subsequent development of PTSD. World J Biol Psychiatry 2023; 24:578-586. [PMID: 36748398 PMCID: PMC10440098 DOI: 10.1080/15622975.2023.2177342] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/11/2022] [Revised: 01/22/2023] [Accepted: 02/02/2023] [Indexed: 02/08/2023]
Abstract
OBJECTIVES The ability to identify persons at elevated risk for post-traumatic stress disorder (PTSD) soon after exposure to trauma, could aid clinical decision-making and treatment. In this study, we explored whether cytosine methylation of the 1 F promoter of the NR3C1 (glucocorticoid receptor [GR]) gene obtained immediately following a trauma could predict PTSD. METHODS Our sample comprised 52 trauma survivors (28 women, 24 men), presenting to the Emergency Department (ED) within six hours of a traumatic event and followed for 13 months. Blood samples were taken at intake (n = 42) and again at the end of the study (13 months later, n = 27) to determine NR3C1-1F promoter methylation as well as plasma levels of cortisol, adrenocorticotropic-hormone (ACTH), and neuropeptide-Y (NPY). RESULTS At the 13-month follow-up, participants who met the PTSD criteria (n = 4) showed significantly lower NR3C1-1F promoter sum percent methylation compared to the non-PTSD group (n = 38). Further, NR3C1-1F methylation at ED intake was inversely correlated with PTSD severity 13 months later, indicating that lower NR3C1-1F promoter methylation in the immediate aftermath of trauma was associated with the development of PTSD. CONCLUSION To the extent that reduced promoter methylation is associated with greater GR expression and responsivity, this finding is consistent with the hypothalamic-pituitary-adrenal dysregulation previously described for PTSD.
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Affiliation(s)
- Lior Carmi
- Post Trauma Center, Chaim Sheba Medical Center, Ramat Gan, Israel
- The Data Science Institution, Reichman University, Herzliya, Israel
| | - Joseph Zohar
- Post Trauma Center, Chaim Sheba Medical Center, Ramat Gan, Israel
- Tel Aviv University, Tel Aviv, Israel
| | | | - Frank Desarnaud
- Traumatic Stress Studies Division, Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, Mental Health Care Center, PTSD Clinical Research Program & Laboratory of Clinical Neuroendocrinology and Neurochemistry, James J. Peters Veterans Affairs Medical Center, Bronx, New York
| | - Louri Makotkine
- Traumatic Stress Studies Division, Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, Mental Health Care Center, PTSD Clinical Research Program & Laboratory of Clinical Neuroendocrinology and Neurochemistry, James J. Peters Veterans Affairs Medical Center, Bronx, New York
| | - Linda M Bierer
- Traumatic Stress Studies Division, Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, Mental Health Care Center, PTSD Clinical Research Program & Laboratory of Clinical Neuroendocrinology and Neurochemistry, James J. Peters Veterans Affairs Medical Center, Bronx, New York
| | - Hagit Cohen
- Beer-Sheva Mental Health Center, Ministry of Health, Anxiety and Stress Research Unit, Faculty of Health Sciences, Ben-Gurion University of the Negev, Israel
| | - Rachel Yehuda
- Traumatic Stress Studies Division, Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, Mental Health Care Center, PTSD Clinical Research Program & Laboratory of Clinical Neuroendocrinology and Neurochemistry, James J. Peters Veterans Affairs Medical Center, Bronx, New York
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31
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Mayerhofer D, Bogyi G, Koska C, Rüsch R, Thaller J, Skala K. The nature and nurture of resilience-reactions of trizygotic triplet minors to their father's death. Neuropsychiatr 2023; 37:156-161. [PMID: 36301510 PMCID: PMC10491695 DOI: 10.1007/s40211-022-00434-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/10/2022] [Accepted: 09/20/2022] [Indexed: 06/16/2023]
Abstract
BACKGROUND Parental bereavement during childhood is associated with an elevated risk for the development of psychiatric problems. This paper seeks to provide insight into the adjustment process of trizygotic triplets dealing with their father's death, thus, trying to give an impression of the individual nature of grief and resilience. METHODS We examined 11-year-old trizygotic triplets (2 boys and 1 girl) concerning behavioral problems (CBCL/6-18R, YSR/11-18R), posttraumatic stress disorder (UCLA PTSD Index for DSM‑5, UPID), depression ("Depressionsinventar für Kinder und Jugendliche," DIKJ), and fear ("Phobiefragebogen für Kinder und Jugendliche," PHOKI) shortly after their father's death and 6 months later. The girl was developmentally delayed and had moderate intellectual disability, while her brothers' development was age-appropriate. RESULTS The triplets showed very different adjustment to the traumatic event. While the boys showed less psychopathological response to their loss shortly after their father's death and adjusted physiologically during the following 6 months, their sister scored high in almost all dimensions and still presented with notable psychopathological symptoms at the 6‑month follow-up. CONCLUSION Outcomes differ distinctly despite objectively equal risk and protective factors. While it is known that above average intellectual abilities represent a protective factor for posttraumatic stress, these results show that intellectual retardation might be a prominent yet understudied risk factor in dealing with postbereavement psychopathology in children.
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Affiliation(s)
- Doris Mayerhofer
- Department of Child- and Adolescent Psychiatry, Medical University of Vienna, Spitalgasse 23, 1090, Vienna, Austria
| | | | | | - Regina Rüsch
- Ambulatorium "Die Boje" ("The Buoy"), Vienna, Austria
| | | | - Katrin Skala
- Department of Child- and Adolescent Psychiatry, Medical University of Vienna, Spitalgasse 23, 1090, Vienna, Austria.
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Bountress KE, Bustamante D, de Viteri SSS, Chatzinakos C, Sheerin C, Daskalakis NP, Edenberg HJ, Peterson RE, Webb BT, Meyers J, Amstadter A. Differences in genetic correlations between posttraumatic stress disorder and alcohol-related problems phenotypes compared to alcohol consumption-related phenotypes. Psychol Med 2023; 53:5767-5777. [PMID: 36177877 PMCID: PMC10060434 DOI: 10.1017/s0033291722002999] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
BACKGROUND Posttraumatic Stress Disorder (PTSD) tends to co-occur with greater alcohol consumption as well as alcohol use disorder (AUD). However, it is unknown whether the same etiologic factors that underlie PTSD-alcohol-related problems comorbidity also contribute to PTSD- alcohol consumption. METHODS We used summary statistics from large-scale genome-wide association studies (GWAS) of European-ancestry (EA) and African-ancestry (AA) participants to estimate genetic correlations between PTSD and a range of alcohol consumption-related and alcohol-related problems phenotypes. RESULTS In EAs, there were positive genetic correlations between PTSD phenotypes and alcohol-related problems phenotypes (e.g. Alcohol Use Disorders Identification Test (AUDIT) problem score) (rGs: 0.132-0.533, all FDR adjusted p < 0.05). However, the genetic correlations between PTSD phenotypes and alcohol consumption -related phenotypes (e.g. drinks per week) were negatively associated or non-significant (rGs: -0.417 to -0.042, FDR adjusted p: <0.05-NS). For AAs, the direction of correlations was sometimes consistent and sometimes inconsistent with that in EAs, and the ranges were larger (rGs for alcohol-related problems: -0.275 to 0.266, FDR adjusted p: NS, alcohol consumption-related: 0.145-0.699, FDR adjusted p: NS). CONCLUSIONS These findings illustrate that the genetic associations between consumption and problem alcohol phenotypes and PTSD differ in both strength and direction. Thus, the genetic factors that may lead someone to develop PTSD and high levels of alcohol consumption are not the same as those that lead someone to develop PTSD and alcohol-related problems. Discussion around needing improved methods to better estimate heritabilities and genetic correlations in diverse and admixed ancestry samples is provided.
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Affiliation(s)
| | | | | | - Chris Chatzinakos
- VIPBG. VCU, Richmond, VA, USA
- Department of Psychiatry, McLean Hospital, Harvard Medical School, Belmont, MA, USA
| | | | | | | | | | | | - Bradley T. Webb
- GenOmics, Bioinformatics, and Translational Research Center, Biostatistics and Epidemiology Division, RTI International, Research Triangle Park, NC, USA
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Cohen T, Shomron N. Can RNA Affect Memory Modulation? Implications for PTSD Understanding and Treatment. Int J Mol Sci 2023; 24:12908. [PMID: 37629089 PMCID: PMC10454422 DOI: 10.3390/ijms241612908] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2023] [Revised: 08/13/2023] [Accepted: 08/16/2023] [Indexed: 08/27/2023] Open
Abstract
Memories are a central aspect of our lives, but the mechanisms underlying their formation, consolidation, retrieval, and extinction remain poorly understood. In this review, we explore the molecular mechanisms of memory modulation and investigate the effects of RNA on these processes. Specifically, we examine the effects of time and location on gene expression alterations. We then discuss the potential for harnessing these alterations to modulate memories, particularly fear memories, to alleviate post-traumatic stress disorder (PTSD) symptoms. The current state of research suggests that transcriptional changes play a major role in memory modulation and targeting them through microRNAs may hold promise as a novel approach for treating memory-related disorders such as PTSD.
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Affiliation(s)
- Tehila Cohen
- Faculty of Medicine, Tel Aviv University, Tel Aviv 6997801, Israel
| | - Noam Shomron
- Faculty of Medicine, Tel Aviv University, Tel Aviv 6997801, Israel
- Edmond J Safra Center for Bioinformatics, Tel Aviv University, Tel Aviv 6997801, Israel
- Sagol School of Neuroscience, Tel Aviv University, Tel Aviv 6997801, Israel
- Tel Aviv University Innovation Labs (TILabs), Tel Aviv 6997801, Israel
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Swart PC, Du Plessis M, Rust C, Womersley JS, van den Heuvel LL, Seedat S, Hemmings SMJ. Identifying genetic loci that are associated with changes in gene expression in PTSD in a South African cohort. J Neurochem 2023; 166:705-719. [PMID: 37522158 PMCID: PMC10953375 DOI: 10.1111/jnc.15919] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2023] [Revised: 06/30/2023] [Accepted: 07/05/2023] [Indexed: 08/01/2023]
Abstract
The molecular mechanisms underlying posttraumatic stress disorder (PTSD) are yet to be fully elucidated, especially in underrepresented population groups. Expression quantitative trait loci (eQTLs) are DNA sequence variants that influence gene expression, in a local (cis-) or distal (trans-) manner, and subsequently impact cellular, tissue, and system physiology. This study aims to identify genetic loci associated with gene expression changes in a South African PTSD cohort. Genome-wide genotype and RNA-sequencing data were obtained from 32 trauma-exposed controls and 35 PTSD cases of mixed-ancestry, as part of the SHARED ROOTS project. The first approach utilised 108 937 single-nucleotide polymorphisms (SNPs) (MAF > 10%) and 11 312 genes with Matrix eQTL to map potential eQTLs, while controlling for covariates as appropriate. The second analysis was focused on 5638 SNPs related to a previously calculated PTSD polygenic risk score for this cohort. SNP-gene pairs were considered eQTLs if they surpassed Bonferroni correction and had a false discovery rate <0.05. We did not identify eQTLs that significantly influenced gene expression in a PTSD-dependent manner. However, several known cis-eQTLs, independent of PTSD diagnosis, were observed. rs8521 (C > T) was associated with TAGLN and SIDT2 expression, and rs11085906 (C > T) was associated with ZNF333 expression. This exploratory study provides insight into the molecular mechanisms associated with PTSD in a non-European, admixed sample population. This study was limited by the cross-sectional design and insufficient statistical power. Overall, this study should encourage further multi-omics approaches towards investigating PTSD in diverse populations.
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Affiliation(s)
- Patricia C. Swart
- Department of Psychiatry, Faculty of Medicine and Health SciencesStellenbosch UniversityCape TownSouth Africa
- South African Medical Research Council/Stellenbosch University Genomics of Brain Disorders UnitCape TownSouth Africa
| | - Morne Du Plessis
- Department of Psychiatry, Faculty of Medicine and Health SciencesStellenbosch UniversityCape TownSouth Africa
- South African Medical Research Council/Stellenbosch University Genomics of Brain Disorders UnitCape TownSouth Africa
| | - Carlien Rust
- Department of Psychiatry, Faculty of Medicine and Health SciencesStellenbosch UniversityCape TownSouth Africa
- South African Medical Research Council/Stellenbosch University Genomics of Brain Disorders UnitCape TownSouth Africa
| | - Jacqueline S. Womersley
- Department of Psychiatry, Faculty of Medicine and Health SciencesStellenbosch UniversityCape TownSouth Africa
- South African Medical Research Council/Stellenbosch University Genomics of Brain Disorders UnitCape TownSouth Africa
| | - Leigh L. van den Heuvel
- Department of Psychiatry, Faculty of Medicine and Health SciencesStellenbosch UniversityCape TownSouth Africa
- South African Medical Research Council/Stellenbosch University Genomics of Brain Disorders UnitCape TownSouth Africa
| | - Soraya Seedat
- Department of Psychiatry, Faculty of Medicine and Health SciencesStellenbosch UniversityCape TownSouth Africa
- South African Medical Research Council/Stellenbosch University Genomics of Brain Disorders UnitCape TownSouth Africa
| | - Sian M. J. Hemmings
- Department of Psychiatry, Faculty of Medicine and Health SciencesStellenbosch UniversityCape TownSouth Africa
- South African Medical Research Council/Stellenbosch University Genomics of Brain Disorders UnitCape TownSouth Africa
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Madsen KB, Liu X, Albiñana C, Vilhjálmsson BJ, Agerbo E, Mortensen PB, Hougaard DM, Nordentoft M, Werge T, Mors O, Børglum AD, Munk-Olsen T. Genetic liability to posttraumatic stress disorder and its association with postpartum depression. Psychol Med 2023; 53:5052-5059. [PMID: 35811373 PMCID: PMC10782827 DOI: 10.1017/s0033291722002045] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
BACKGROUND Childbirth may be a traumatic experience and vulnerability to posttraumatic stress disorder (PTSD) may increase the risk of postpartum depression (PPD). We investigated whether genetic vulnerability to PTSD as measured by polygenic score (PGS) increases the risk of PPD and whether a predisposition to PTSD in PPD cases exceeds that of major depressive disorder (MDD) outside the postpartum period. METHODS This case-control study included participants from the iPSYCH2015, a case-cohort of all singletons born in Denmark between 1981 and 2008. Restricting to women born between 1981 and 1997 and excluding women with a first diagnosis other than depression (N = 22 613), 333 were identified with PPD. For each PPD case, 999 representing the background population and 993 with MDD outside the postpartum were matched by calendar year at birth, cohort selection, and age. PTSD PGS was calculated from summary statistics from the Psychiatric Genomics Consortium with LDpred2-auto. Odds ratios (ORs) were estimated using conditional logistic regression adjusted for parental psychiatric history and country of origin, PGS for MDD and age at first birth, and the first 10 principal components. RESULTS The PTSD PGS was significantly associated with PPD (OR 1.42, 95% CI 1.20-1.68 per standard deviation increase in PTSD PGS) compared to healthy female controls. Genetic PTSD vulnerability in PPD cases did not exceed that of matched female depression cases outside the postpartum period (OR 1.10, 95% CI 0.94-1.30 per standard deviation increase). CONCLUSIONS Genetic vulnerability to PTSD increased the risk of PPD but did not differ between PPD cases and women with depression at other times.
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Affiliation(s)
- Kathrine Bang Madsen
- NCRR – National Centre for Register-based Research, Business and Social Sciences, Aarhus University, Aarhus, Denmark
- iPSYCH, The Lundbeck Foundation Initiative for Integrative Psychiatric Research, Denmark
| | - Xiaoqin Liu
- NCRR – National Centre for Register-based Research, Business and Social Sciences, Aarhus University, Aarhus, Denmark
- iPSYCH, The Lundbeck Foundation Initiative for Integrative Psychiatric Research, Denmark
| | - Clara Albiñana
- NCRR – National Centre for Register-based Research, Business and Social Sciences, Aarhus University, Aarhus, Denmark
- iPSYCH, The Lundbeck Foundation Initiative for Integrative Psychiatric Research, Denmark
| | - Bjarni Jóhann Vilhjálmsson
- NCRR – National Centre for Register-based Research, Business and Social Sciences, Aarhus University, Aarhus, Denmark
- iPSYCH, The Lundbeck Foundation Initiative for Integrative Psychiatric Research, Denmark
- Bioinformatics Research Centre, Aarhus University, Aarhus, Denmark
| | - Esben Agerbo
- NCRR – National Centre for Register-based Research, Business and Social Sciences, Aarhus University, Aarhus, Denmark
- iPSYCH, The Lundbeck Foundation Initiative for Integrative Psychiatric Research, Denmark
- CIRRAU – Centre for Integrated Register-based Research, Aarhus University, Aarhus, Denmark
| | - Preben Bo Mortensen
- NCRR – National Centre for Register-based Research, Business and Social Sciences, Aarhus University, Aarhus, Denmark
- iPSYCH, The Lundbeck Foundation Initiative for Integrative Psychiatric Research, Denmark
- CIRRAU – Centre for Integrated Register-based Research, Aarhus University, Aarhus, Denmark
| | - David Michael Hougaard
- iPSYCH, The Lundbeck Foundation Initiative for Integrative Psychiatric Research, Denmark
- Department for Congenital Disorders, Statens Serum Institut, Copenhagen, Denmark
| | - Merete Nordentoft
- iPSYCH, The Lundbeck Foundation Initiative for Integrative Psychiatric Research, Denmark
- CORE – Copenhagen Research Centre for Mental Health, Mental Health Centre Copenhagen, Mental Health Services in the Capital Region of Denmark, Copenhagen, Denmark
- Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Thomas Werge
- iPSYCH, The Lundbeck Foundation Initiative for Integrative Psychiatric Research, Denmark
- Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
- Institute of Biological Psychiatry, Mental Health Services, Copenhagen University Hospital, Copenhagen, Denmark
- Lundbeck Foundation Center for GeoGenetics, GLOBE Institute, University of Copenhagen, Copenhagen, Denmark
| | - Ole Mors
- iPSYCH, The Lundbeck Foundation Initiative for Integrative Psychiatric Research, Denmark
- Psychosis Research Unit, Aarhus University Hospital – Psychiatry, Aarhus, Denmark
| | - Anders D. Børglum
- iPSYCH, The Lundbeck Foundation Initiative for Integrative Psychiatric Research, Denmark
- Department of Biomedicine and the iSEQ Center, Aarhus University, Aarhus, Denmark
- Center for Genomics and Personalized Medicine, CGPM, Aarhus, Denmark
| | - Trine Munk-Olsen
- NCRR – National Centre for Register-based Research, Business and Social Sciences, Aarhus University, Aarhus, Denmark
- iPSYCH, The Lundbeck Foundation Initiative for Integrative Psychiatric Research, Denmark
- Research Unit of Psychiatry, Institute for Clinical Research, University of Southern Denmark, Odense, Denmark
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Saenz de Viteri S, Zhang J, Johnson EC, Barr PB, Edenberg HJ, Hesselbrock VM, Nurnberger JI, Pandey AK, Kamarajan C, Kinreich S, Tischfield JA, Plawecki MH, Kramer JR, Lai D, Kuperman S, Chan G, McCutcheon VV, Bucholz KK, Porjesz B, Meyers JL. Genomic risk for post-traumatic stress disorder in families densely affected with alcohol use disorders. Mol Psychiatry 2023; 28:3391-3396. [PMID: 37344610 PMCID: PMC10618091 DOI: 10.1038/s41380-023-02117-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/12/2022] [Revised: 05/04/2023] [Accepted: 05/11/2023] [Indexed: 06/23/2023]
Abstract
Recent genome-wide association studies (GWAS) have identified genetic markers of post-traumatic stress disorder (PTSD) in civilian and military populations. However, studies have yet to examine the genetics of PTSD while factoring in risk for alcohol dependence, which commonly co-occur. We examined genome-wide associations for DSM-IV PTSD among 4,978 trauma-exposed participants (31% with alcohol dependence, 50% female, 30% African ancestry) from the Collaborative Study on the Genetics of Alcoholism (COGA). We also examined associations of polygenic risk scores (PRS) derived from the Psychiatric Genomics Consortium (PGC)-PTSD Freeze 2 (N = 3533) and Million Veterans Program GWAS of PTSD (N = 5200) with PTSD and substance dependence in COGA, and moderating effects of sex and alcohol dependence. 7.3% of COGA participants met criteria for PTSD, with higher rates in females (10.1%) and those with alcohol dependence (12.3%). No independent loci met genome-wide significance in the PTSD meta-analysis of European (EA) and African ancestry (AA) participants. The PGC-PTSD PRS was associated with increased risk for PTSD (B = 0.126, p < 0.001), alcohol dependence (B = 0.231, p < 0.001), and cocaine dependence (B = 0.086, p < 0.01) in EA individuals. A significant interaction was observed, such that EA individuals with alcohol dependence and higher polygenic risk for PTSD were more likely to have PTSD (B = 0.090, p < 0.01) than those without alcohol dependence. These results further support the importance of examining substance dependence, specifically alcohol dependence, and PTSD together when investigating genetic influence on these disorders.
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Affiliation(s)
| | - Jian Zhang
- State University of New York Downstate Health Sciences University, Brooklyn, NY, USA
| | - Emma C Johnson
- Washington University School of Medicine in St. Louis, St. Louis, MO, USA
| | - Peter B Barr
- State University of New York Downstate Health Sciences University, Brooklyn, NY, USA
| | | | | | | | - Ashwini K Pandey
- State University of New York Downstate Health Sciences University, Brooklyn, NY, USA
| | - Chella Kamarajan
- State University of New York Downstate Health Sciences University, Brooklyn, NY, USA
| | - Sivan Kinreich
- State University of New York Downstate Health Sciences University, Brooklyn, NY, USA
| | | | | | - John R Kramer
- University of Iowa Carver College of Medicine, Iowa City, IA, USA
| | - Dongbing Lai
- Indiana University School of Medicine, Indianapolis, IN, USA
| | - Samuel Kuperman
- University of Iowa Carver College of Medicine, Iowa City, IA, USA
| | - Grace Chan
- University of Connecticut Health Center, Farmington, CT, USA
- University of Iowa Carver College of Medicine, Iowa City, IA, USA
| | - Vivia V McCutcheon
- Washington University School of Medicine in St. Louis, St. Louis, MO, USA
| | - Kathleen K Bucholz
- Washington University School of Medicine in St. Louis, St. Louis, MO, USA
| | - Bernice Porjesz
- State University of New York Downstate Health Sciences University, Brooklyn, NY, USA
| | - Jacquelyn L Meyers
- State University of New York Downstate Health Sciences University, Brooklyn, NY, USA
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Becker HC, Lopez MF, King CE, Griffin WC. Oxytocin Reduces Sensitized Stress-Induced Alcohol Relapse in a Model of Posttraumatic Stress Disorder and Alcohol Use Disorder Comorbidity. Biol Psychiatry 2023; 94:215-225. [PMID: 36822933 PMCID: PMC10247903 DOI: 10.1016/j.biopsych.2022.12.003] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/30/2022] [Revised: 11/29/2022] [Accepted: 12/02/2022] [Indexed: 12/13/2022]
Abstract
BACKGROUND There is high comorbidity of posttraumatic stress disorder (PTSD) and alcohol use disorder with few effective treatment options. Animal models of PTSD have shown increases in alcohol drinking, but effects of stress history on subsequent vulnerability to alcohol relapse have not been examined. Here we present a mouse model of PTSD involving chronic multimodal stress exposure that resulted in long-lasting sensitization to stress-induced alcohol relapse, and this sensitized stress response was blocked by oxytocin (OT) administration. METHODS Male and female mice trained to self-administer alcohol were exposed to predator odor (TMT) + yohimbine over 5 consecutive days or left undisturbed. After reestablishing stable alcohol responding/intake, mice were tested under extinction conditions, and then all mice were exposed to TMT or context cues previously associated with TMT before a reinstatement test session. Separate studies examined messenger RNA expression of Oxt and Oxtr in hypothalamus following chronic stress exposure. A final study examined the effects of systemic administration of OT on stress-induced alcohol relapse in mice with and without a history of chronic stress experience. RESULTS Chronic stress exposure produced long-lasting sensitization to subsequent stress-induced alcohol relapse that also generalized to stress-related context cues and transcriptional changes in hypothalamic OT system. OT injected before the reinstatement test session completely blocked the sensitized stress-induced alcohol relapse effect. CONCLUSIONS Collectively, these results provide support for the therapeutic potential of OT, along with highlighting the value of utilizing this model in evaluating other pharmacological interventions for treatment of PTSD/alcohol use disorder comorbidity.
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Affiliation(s)
- Howard C Becker
- Charleston Alcohol Research Center, Department of Psychiatry and Behavioral Sciences, Medical University of South Carolina, Charleston, South Carolina; Department of Neuroscience, Medical University of South Carolina, Charleston, South Carolina; Ralph H. Johnson Department of Veterans Affairs Medical Center, Charleston, South Carolina.
| | - Marcelo F Lopez
- Charleston Alcohol Research Center, Department of Psychiatry and Behavioral Sciences, Medical University of South Carolina, Charleston, South Carolina
| | - Courtney E King
- Charleston Alcohol Research Center, Department of Psychiatry and Behavioral Sciences, Medical University of South Carolina, Charleston, South Carolina
| | - William C Griffin
- Charleston Alcohol Research Center, Department of Psychiatry and Behavioral Sciences, Medical University of South Carolina, Charleston, South Carolina
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Zhu Z, Huang X, Du M, Wu C, Fu J, Tan W, Wu B, Zhang J, Liao ZB. Recent advances in the role of miRNAs in post-traumatic stress disorder and traumatic brain injury. Mol Psychiatry 2023; 28:2630-2644. [PMID: 37340171 PMCID: PMC10615752 DOI: 10.1038/s41380-023-02126-8] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/12/2023] [Revised: 05/12/2023] [Accepted: 06/08/2023] [Indexed: 06/22/2023]
Abstract
Post-traumatic stress disorder (PTSD) is usually considered a psychiatric disorder upon emotional trauma. However, with the rising number of conflicts and traffic accidents around the world, the incidence of PTSD has skyrocketed along with traumatic brain injury (TBI), a complex neuropathological disease due to external physical force and is also the most common concurrent disease of PTSD. Recently, the overlap between PTSD and TBI is increasingly attracting attention, as it has the potential to stimulate the emergence of novel treatments for both conditions. Of note, treatments exploiting the microRNAs (miRNAs), a well-known class of small non-coding RNAs (ncRNAs), have rapidly gained momentum in many nervous system disorders, given the miRNAs' multitudinous and key regulatory role in various biological processes, including neural development and normal functioning of the nervous system. Currently, a wealth of studies has elucidated the similarities of PTSD and TBI in pathophysiology and symptoms; however, there is a dearth of discussion with respect to miRNAs in both PTSD and TBI. In this review, we summarize the recent available studies of miRNAs in PTSD and TBI and discuss and highlight promising miRNAs therapeutics for both conditions in the future.
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Affiliation(s)
- Ziyu Zhu
- Department of Neurosurgery, The First Affiliated Hospital of Chongqing Medical University, Chongqing, 400016, China
| | - Xuekang Huang
- Department of Neurosurgery, The First Affiliated Hospital of Chongqing Medical University, Chongqing, 400016, China
| | - Mengran Du
- Department of Neurosurgery, The First Affiliated Hospital of Chongqing Medical University, Chongqing, 400016, China
| | - Chenrui Wu
- Department of Neurosurgery, The First Affiliated Hospital of Chongqing Medical University, Chongqing, 400016, China
| | - Jiayuanyuan Fu
- Department of Neurosurgery, The First Affiliated Hospital of Chongqing Medical University, Chongqing, 400016, China
| | - Weilin Tan
- Department of Neurosurgery, The First Affiliated Hospital of Chongqing Medical University, Chongqing, 400016, China
| | - Biying Wu
- Department of Neurosurgery, The First Affiliated Hospital of Chongqing Medical University, Chongqing, 400016, China
| | - Jie Zhang
- Department of Neurosurgery, The First Affiliated Hospital of Chongqing Medical University, Chongqing, 400016, China
| | - Z B Liao
- Department of Neurosurgery, The First Affiliated Hospital of Chongqing Medical University, Chongqing, 400016, China.
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Soremekun O, Musanabaganwa C, Uwineza A, Ardissino M, Rajasundaram S, Wani AH, Jansen S, Mutabaruka J, Rutembesa E, Soremekun C, Cheickna C, Wele M, Mugisha J, Nash O, Kinyanda E, Nitsch D, Fornage M, Chikowore T, Gill D, Wildman DE, Mutesa L, Uddin M, Fatumo S. A Mendelian randomization study of genetic liability to post-traumatic stress disorder and risk of ischemic stroke. Transl Psychiatry 2023; 13:237. [PMID: 37391434 PMCID: PMC10313806 DOI: 10.1038/s41398-023-02542-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/08/2022] [Revised: 06/21/2023] [Accepted: 06/23/2023] [Indexed: 07/02/2023] Open
Abstract
Observational studies have shown an association between post-traumatic stress disorder (PTSD) and ischemic stroke (IS) but given the susceptibility to confounding it is unclear if these associations represent causal effects. Mendelian randomization (MR) facilitates causal inference that is robust to the influence of confounding. Using two sample MR, we investigated the causal effect of genetic liability to PTSD on IS risk. Ancestry-specific genetic instruments of PTSD and four quantitative sub-phenotypes of PTSD, including hyperarousal, avoidance, re-experiencing, and total symptom severity score (PCL-Total) were obtained from the Million Veteran Programme (MVP) using a threshold P value (P) of <5 × 10-7, clumping distance of 1000 kilobase (Mb) and r2 < 0.01. Genetic association estimates for IS were obtained from the MEGASTROKE consortium (Ncases = 34,217, Ncontrols = 406,111) for European ancestry individuals and from the Consortium of Minority Population Genome-Wide Association Studies of Stroke (COMPASS) (Ncases = 3734, Ncontrols = 18,317) for African ancestry individuals. We used the inverse-variance weighted (IVW) approach as the main analysis and performed MR-Egger and the weighted median methods as pleiotropy-robust sensitivity analyses. In European ancestry individuals, we found evidence of an association between genetic liability to PTSD avoidance, and PCL-Total and increased IS risk (odds ratio (OR)1.04, 95% Confidence Interval (CI) 1.007-1.077, P = 0.017 for avoidance and (OR 1.02, 95% CI 1.010-1.040, P = 7.6 × 10-4 for PCL total). In African ancestry individuals, we found evidence of an association between genetically liability to PCL-Total and reduced IS risk (OR 0.95 (95% CI 0.923-0.991, P = 0.01) and hyperarousal (OR 0.83 (95% CI 0.691-0.991, P = 0.039) but no association was observed for PTSD case-control, avoidance, or re-experiencing. Similar estimates were obtained with MR sensitivity analyses. Our findings suggest that specific sub-phenotypes of PTSD, such as hyperarousal, avoidance, PCL total, may have a causal effect on people of European and African ancestry's risk of IS. This shows that the molecular mechanisms behind the relationship between IS and PTSD may be connected to symptoms of hyperarousal and avoidance. To clarify the precise biological mechanisms involved and how they may vary between populations, more research is required.
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Affiliation(s)
- Opeyemi Soremekun
- The African Computational Genomics (TACG) Research group, MRC/UVRI and LSHTM, Entebbe, Uganda
- Discipline of Pharmaceutical Chemistry, College of Health Sciences, University of KwaZulu-Natal, Durban, South Africa
| | | | - Annette Uwineza
- Department of Biochemistry, Molecular Biology and Genetics, CMHS, University of Rwanda, Kigali, Rwanda
- Center for Human Genetics at the College of Medicine and Health Sciences-University of Rwanda, Kigali, Rwanda
| | - Maddalena Ardissino
- Department of Epidemiology and Biostatistics, Medical School Building, St Mary's Hospital, Imperial College London, London, UK
| | - Skanda Rajasundaram
- Centre for Evidence-Based Medicine, University of Oxford, Oxford, UK
- Faculty of Medicine, Imperial College London, London, UK
| | - Agaz H Wani
- Genomics Program, College of Public Health, University of South Florida, Tampa, FL, USA
| | - Stefan Jansen
- Directorate of Research and Innovation, University of Rwanda, Kigali, Rwanda
| | - Jean Mutabaruka
- Department of Clinical Psychology, University of Rwanda, Kigali, Rwanda
| | - Eugene Rutembesa
- Department of Clinical Psychology, University of Rwanda, Kigali, Rwanda
| | - Chisom Soremekun
- The African Computational Genomics (TACG) Research group, MRC/UVRI and LSHTM, Entebbe, Uganda
- H3Africa Bioinformatics Network (H3ABioNet) Node, Centre for Genomics Research and Innovation, NABDA/FMST, Abuja, Nigeria
| | - Cisse Cheickna
- The African Center of Excellence in Bioinformatics, University of Sciences, Techniques and Technologies of Bamako (USTTB), Bamako, Mali
| | - Mamadou Wele
- The African Center of Excellence in Bioinformatics, University of Sciences, Techniques and Technologies of Bamako (USTTB), Bamako, Mali
| | | | - Oyekanmi Nash
- H3Africa Bioinformatics Network (H3ABioNet) Node, Centre for Genomics Research and Innovation, NABDA/FMST, Abuja, Nigeria
| | | | - Dorothea Nitsch
- Department of Non-communicable Disease Epidemiology (NCDE), London School of Hygiene and Tropical Medicine, London, UK
| | - Myriam Fornage
- Brown Foundation Institute of Molecular Medicine, McGovern Medical School, University of Texas Health Science Center at Houston, Austin, USA
- Human Genetics Center, School of Public Health, University of Texas Health Science Center at Houston, Austin, USA
| | - Tinashe Chikowore
- MRC/Wits Developmental Pathways for Health Research Unit, Department of Pediatrics, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, South Africa
- Sydney Brenner Institute for Molecular Bioscience, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, South Africa
- Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, USA
| | - Dipender Gill
- Department of Epidemiology and Biostatistics, Medical School Building, St Mary's Hospital, Imperial College London, London, UK
| | - Derek E Wildman
- Genomics Program, College of Public Health, University of South Florida, Tampa, FL, USA
| | - Leon Mutesa
- Center for Human Genetics at the College of Medicine and Health Sciences-University of Rwanda, Kigali, Rwanda
| | - Monica Uddin
- Genomics Program, College of Public Health, University of South Florida, Tampa, FL, USA
| | - Segun Fatumo
- The African Computational Genomics (TACG) Research group, MRC/UVRI and LSHTM, Entebbe, Uganda.
- H3Africa Bioinformatics Network (H3ABioNet) Node, Centre for Genomics Research and Innovation, NABDA/FMST, Abuja, Nigeria.
- MRC/UVRI and LSHTM, Entebbe, Uganda.
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40
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Pine JG, Paul SE, Johnson E, Bogdan R, Kandala S, Barch DM. Polygenic Risk for Schizophrenia, Major Depression, and Post-traumatic Stress Disorder and Hippocampal Subregion Volumes in Middle Childhood. Behav Genet 2023; 53:279-291. [PMID: 36720770 PMCID: PMC10875985 DOI: 10.1007/s10519-023-10134-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/02/2022] [Accepted: 01/17/2023] [Indexed: 02/02/2023]
Abstract
Studies demonstrate that individuals with diagnoses for Major Depressive Disorder (MDD), Post-traumatic Stress Disorder (PTSD), and Schizophrenia (SCZ) may exhibit smaller hippocampal gray matter relative to otherwise healthy controls, although the effect sizes vary in each disorder. Existing work suggests that hippocampal abnormalities in each disorder may be attributable to genetic liability and/or environmental variables. The following study uses baseline data from the Adolescent Brain and Cognitive Development[Formula: see text] Study (ABCD Study[Formula: see text]) to address three open questions regarding the relationship between genetic risk for each disorder and hippocampal volume reductions: (a) whether polygenic risk scores (PGRS) for MDD, PTSD, and SCZ are related to hippocampal volume; (b) whether PGRS for MDD, PTSD, and SCZ are differentially related to specific hippocampal subregions along the longitudinal axis; and (c) whether the association between PGRS for MDD, PTSD, and SCZ and hippocampal volume is moderated by sex and/or environmental adversity. In short, we did not find associations between PGRS for MDD, PTSD, and SCZ to be significantly related to any hippocampal subregion volumes. Furthermore, neither sex nor enviornmental adversity significantly moderated these associations. Our study provides an important null finding on the relationship genetic risk for MDD, PTSD, and SCZ to measures of hippocampal volume.
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Affiliation(s)
- Jacob G Pine
- Department of Psychological & Brain Sciences, Washington University in St. Louis, St. Louis, MO, 63130, USA.
| | - Sarah E Paul
- Department of Psychological & Brain Sciences, Washington University in St. Louis, St. Louis, MO, 63130, USA
| | - Emma Johnson
- Department of Psychiatry, Washington University School of Medicine, St. Louis, MO, 63110, USA
| | - Ryan Bogdan
- Department of Psychological & Brain Sciences, Washington University in St. Louis, St. Louis, MO, 63130, USA
| | - Sridhar Kandala
- Department of Psychiatry, Washington University School of Medicine, St. Louis, MO, 63110, USA
| | - Deanna M Barch
- Department of Psychological & Brain Sciences, Washington University in St. Louis, St. Louis, MO, 63130, USA
- Department of Psychiatry, Washington University School of Medicine, St. Louis, MO, 63110, USA
- Department of Radiology, Mallinckrodt Institute of Radiology, Washington University School of Medicine, St. Louis, MO, 63110, USA
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Cheng S, Xu J, Wang W, Wang R, Li H, Jiang Z, Liu D, Pan F. Inhibition of mGluR5 alters BDNF/TrkB and GLT-1 expression in the prefrontal cortex and hippocampus and ameliorates PTSD-like behavior in rats. Psychopharmacology (Berl) 2023; 240:837-851. [PMID: 36725696 DOI: 10.1007/s00213-023-06325-7] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/02/2022] [Accepted: 01/23/2023] [Indexed: 02/03/2023]
Abstract
RATIONALE AND OBJECTIVE Post-traumatic stress disorder (PTSD) is a prevalent and debilitating psychiatric disorder. However, its specific etiological mechanism remains unclear. Previous studies have shown that traumatic stress changes metabotropic glutamate receptor 5 (mGluR5) expression in the hippocampus (HIP) and prefrontal cortex (PFC). More importantly, mGluR5 expression is often accompanied by alterations in brain-derived neurotrophic factor (BDNF). Furthermore, BDNF/tropomyosin-associated kinase B (TrkB) signaling plays multiple roles, including roles in neuroplasticity and antidepressant activity, by regulating glutamate transporter-1 (GLT-1) expression. This study aims to explore the effects of inhibiting mGluR5 on PTSD-like behaviors and BDNF, TrkB, and GLT-1 expression in the HIP and PFC of inevitable foot shock (IFS)-treated rats. METHODS Seven-day IFS was used to establish a PTSD rat model, and 2-methyl-6-(phenylethynyl)-pyridine (MPEP) (10 mg/kg, intraperitoneal injection) was used to inhibit the activity of mGluR5 during IFS in rats. After modeling, behavioral changes and mGluR5, BDNF, TrkB, and GLT-1 expression in the PFC and HIP were examined. RESULTS First, the IFS procedure induced PTSD-like behavior. Second, IFS increased the expression of mGluR5 and decreased BDNF, TrkB, and GLT-1 expression in the PFC and HIP. Third, the mGluR5 antagonist blocked the above behavioral and molecular alterations. CONCLUSIONS mGluR5 was involved in IFS-induced PTSD-like behavior by changing BDNF, TrkB, and GLT-1 expression.
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Affiliation(s)
- Shuyue Cheng
- Department of Medical Psychology and Ethics, School of Basic Medical Medicine Sciences, Cheeloo College of Medicine, Shandong University, 44#, Wenhua Xi Road, Jinan, Shandong, 250012, People's Republic of China
| | - Jingjing Xu
- Department of Clinical Psychology, Qilu Hospital (Qingdao), Cheeloo College of Medicine, Shandong University, 758 Hefei Road, Qingdao, 266035, Shandong, China
| | - Wei Wang
- Department of Medical Psychology and Ethics, School of Basic Medical Medicine Sciences, Cheeloo College of Medicine, Shandong University, 44#, Wenhua Xi Road, Jinan, Shandong, 250012, People's Republic of China
| | - Rui Wang
- Department of Medical Psychology and Ethics, School of Basic Medical Medicine Sciences, Cheeloo College of Medicine, Shandong University, 44#, Wenhua Xi Road, Jinan, Shandong, 250012, People's Republic of China
| | - Haonan Li
- Department of Medical Psychology and Ethics, School of Basic Medical Medicine Sciences, Cheeloo College of Medicine, Shandong University, 44#, Wenhua Xi Road, Jinan, Shandong, 250012, People's Republic of China
| | - Zhijun Jiang
- Department of Medical Psychology and Ethics, School of Basic Medical Medicine Sciences, Cheeloo College of Medicine, Shandong University, 44#, Wenhua Xi Road, Jinan, Shandong, 250012, People's Republic of China
| | - Dexiang Liu
- Department of Medical Psychology and Ethics, School of Basic Medical Medicine Sciences, Cheeloo College of Medicine, Shandong University, 44#, Wenhua Xi Road, Jinan, Shandong, 250012, People's Republic of China
| | - Fang Pan
- Department of Medical Psychology and Ethics, School of Basic Medical Medicine Sciences, Cheeloo College of Medicine, Shandong University, 44#, Wenhua Xi Road, Jinan, Shandong, 250012, People's Republic of China.
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42
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Katrinli S, King AP, Duval ER, Smith AK, Rajaram N, Liberzon I, Rauch SAM. DNA methylation GrimAge acceleration in US military veterans with PTSD. Neuropsychopharmacology 2023; 48:773-780. [PMID: 36725867 PMCID: PMC10066228 DOI: 10.1038/s41386-023-01537-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/11/2022] [Revised: 12/16/2022] [Accepted: 01/18/2023] [Indexed: 02/03/2023]
Abstract
Epigenetic alterations in DNA methylation might mediate gene expression effects of trauma underlying PTSD symptoms, or effects of PTSD on related health problems. PTSD is associated with all-cause morbidity and premature mortality, suggesting accelerated biological aging. We measured genome-wide DNA methylation (Illumina MethylationEPIC BeadChip) in whole blood in a treatment study for combat-related PTSD - "PROGrESS", a multisite RCT comparing sertraline plus enhanced medication management (SERT + EMM), prolonged exposure (PE) therapy plus placebo (PE + PLB), and the combination (SERT + PE). DNA methylation was measured in 140 US military veterans who served in Iraq and/or Afghanistan (112 current PTSD cases enrolled in a PTSD treatment study and 28 veterans without PTSD history controls), and also 59 non-trauma exposed controls at baseline posttreatment (24 weeks after baseline). Increased DNA methylation GrimAge acceleration (p = 8.8e-09) was observed in patients with PTSD compared to a pooled control group (trauma exposed and non-trauma exposed), suggesting a higher risk of premature mortality in those with PTSD. There was no difference in GrimAge acceleration between combat trauma and non-trauma exposed controls. No treatment-related changes in GrimAge acceleration were found in within-subject comparisons of PTSD patients pre- to post-treatment.
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Affiliation(s)
- Seyma Katrinli
- Emory University, Department of Gynecology and Obstetrics, Atlanta, GA, USA
| | - Anthony P King
- Department of Psychiatry & Behavioral Health, and Institute for Behavioral Medicine Research, The Ohio State University, Columbus, OH, USA.
| | - Elizabeth R Duval
- Department of Psychiatry, Michigan Medicine, University of Michigan, 4250 Plymouth Road, Ann Arbor, MI, 48109, USA
| | - Alicia K Smith
- Emory University, Department of Gynecology and Obstetrics, Atlanta, GA, USA
- Emory University, Department of Psychiatry & Behavioral Sciences, Atlanta, GA, USA
| | - Nirmala Rajaram
- Department of Psychiatry, Michigan Medicine, University of Michigan, 4250 Plymouth Road, Ann Arbor, MI, 48109, USA
- Veterans Affairs Ann Arbor Healthcare System, Ann Arbor, MI, USA
| | - Israel Liberzon
- Department of Psychiatry & Behavioral Science, Texas A&M Health, Bryan, TX, USA
| | - Sheila A M Rauch
- Emory University, Department of Psychiatry & Behavioral Sciences, Atlanta, GA, USA
- Atlanta VA Healthcare System GA, Atlanta, GA, USA
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43
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Liu L, Xue Y, Chen Y, Chen T, Zhong J, Shao X, Chen J. Acne and risk of mental disorders: A two-sample Mendelian randomization study based on large genome-wide association data. Front Public Health 2023; 11:1156522. [PMID: 37064666 PMCID: PMC10102334 DOI: 10.3389/fpubh.2023.1156522] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2023] [Accepted: 03/10/2023] [Indexed: 04/03/2023] Open
Abstract
BackgroundDespite a growing body of evidence that acne impacts mental disorders, the actual causality has not been established for the possible presence of recall bias and confounders in observational studies.MethodsWe performed a two-sample Mendelian randomization (MR) analysis to evaluate the effect of acne on the risk of six common mental disorders, i.e., depression, anxiety, schizophrenia, obsessive–compulsive disorder (OCD), bipolar disorder, and post-traumatic stress disorder (PTSD). We acquired genetic instruments for assessing acne from the largest genome-wide association study (GWAS) of acne (N = 615,396) and collected summary statistics from the largest available GWAS for depression (N = 500,199), anxiety (N = 17,310), schizophrenia (N = 130,644), OCD (N = 9,725), bipolar disorder (N = 413,466), and PTSD (N = 174,659). Next, we performed the two-sample MR analysis using four methods: inverse-variance weighted method, MR-Egger, weighted median, and MR pleiotropy residual sum and outliers. Sensitivity analysis was also performed for heterogeneity and pleiotropy tests.ResultsThere was no evidence of a causal impact of acne on the risk of depression [odds ratio (OR): 1.002, p = 0.874], anxiety (OR: 0.961, p = 0.49), OCD (OR: 0.979, p = 0.741), bipolar disorder (OR: 0.972, p = 0.261), and PTSD (OR: 1.054, p = 0.069). Moreover, a mild protective effect of acne against schizophrenia was observed (OR: 0.944; p = 0.033).ConclusionThe increased prevalence of mental disorders observed in patients with acne in clinical practice was caused by modifiable factors, and was not a direct outcome of acne. Therefore, strategies targeting the elimination of potential factors and minimization of the occurrence of adverse mental events in acne should be implemented.
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Affiliation(s)
- Lin Liu
- Department of Dermatology, The First Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Yuzhou Xue
- Department of Cardiology and Institute of Vascular Medicine, Peking University Third Hospital, Beijing, China
| | - Yangmei Chen
- Department of Dermatology, The First Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Tingqiao Chen
- Department of Dermatology, The First Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Judan Zhong
- Department of Dermatology, The First Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Xinyi Shao
- Department of Dermatology, The First Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Jin Chen
- Department of Dermatology, The First Affiliated Hospital of Chongqing Medical University, Chongqing, China
- *Correspondence: Jin Chen,
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Tudor L, Nedic Erjavec G, Nikolac Perkovic M, Konjevod M, Uzun S, Kozumplik O, Mimica N, Lauc G, Svob Strac D, Pivac N. The Association of the Polymorphisms in the FUT8-Related Locus with the Plasma Glycosylation in Post-Traumatic Stress Disorder. Int J Mol Sci 2023; 24:ijms24065706. [PMID: 36982780 PMCID: PMC10056189 DOI: 10.3390/ijms24065706] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2023] [Revised: 03/04/2023] [Accepted: 03/11/2023] [Indexed: 03/19/2023] Open
Abstract
The molecular underpinnings of post-traumatic stress disorder (PTSD) are still unclear due to the complex interactions of genetic, psychological, and environmental factors. Glycosylation is a common post-translational modification of proteins, and different pathophysiological states, such as inflammation, autoimmune diseases, and mental disorders including PTSD, show altered N-glycome. Fucosyltransferase 8 (FUT8) is the enzyme that catalyzes the addition of core fucose on glycoproteins, and mutations in the FUT8 gene are associated with defects in glycosylation and functional abnormalities. This is the first study that investigated the associations of plasma N-glycan levels with FUT8-related rs6573604, rs11621121, rs10483776, and rs4073416 polymorphisms and their haplotypes in 541 PTSD patients and control participants. The results demonstrated that the rs6573604 T allele was more frequent in the PTSD than in the control participants. Significant associations of plasma N-glycan levels with PTSD and FUT8-related polymorphisms were observed. We also detected associations of rs11621121 and rs10483776 polymorphisms and their haplotypes with plasma levels of specific N-glycan species in both the control and PTSD groups. In carriers of different rs6573604 and rs4073416 genotypes and alleles, differences in plasma N-glycan levels were only found in the control group. These molecular findings suggest a possible regulatory role of FUT8-related polymorphisms in glycosylation, the alternations of which could partially explain the development and clinical manifestation of PTSD.
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Affiliation(s)
- Lucija Tudor
- Laboratory for Molecular Neuropsychiatry, Division of Molecular Medicine, Rudjer Boskovic Institute, 10000 Zagreb, Croatia; (L.T.); (G.N.E.); (M.N.P.); (M.K.)
| | - Gordana Nedic Erjavec
- Laboratory for Molecular Neuropsychiatry, Division of Molecular Medicine, Rudjer Boskovic Institute, 10000 Zagreb, Croatia; (L.T.); (G.N.E.); (M.N.P.); (M.K.)
| | - Matea Nikolac Perkovic
- Laboratory for Molecular Neuropsychiatry, Division of Molecular Medicine, Rudjer Boskovic Institute, 10000 Zagreb, Croatia; (L.T.); (G.N.E.); (M.N.P.); (M.K.)
| | - Marcela Konjevod
- Laboratory for Molecular Neuropsychiatry, Division of Molecular Medicine, Rudjer Boskovic Institute, 10000 Zagreb, Croatia; (L.T.); (G.N.E.); (M.N.P.); (M.K.)
| | - Suzana Uzun
- Department for Biological Psychiatry and Psychogeriatrics, University Hospital Vrapce, 10000 Zagreb, Croatia; (S.U.); (O.K.); (N.M.)
- School of Medicine, University of Zagreb, 10000 Zagreb, Croatia
- Faculty of Education and Rehabilitation Sciences, University of Zagreb, 10000 Zagreb, Croatia
| | - Oliver Kozumplik
- Department for Biological Psychiatry and Psychogeriatrics, University Hospital Vrapce, 10000 Zagreb, Croatia; (S.U.); (O.K.); (N.M.)
- Faculty of Education and Rehabilitation Sciences, University of Zagreb, 10000 Zagreb, Croatia
| | - Ninoslav Mimica
- Department for Biological Psychiatry and Psychogeriatrics, University Hospital Vrapce, 10000 Zagreb, Croatia; (S.U.); (O.K.); (N.M.)
- School of Medicine, University of Zagreb, 10000 Zagreb, Croatia
| | - Gordan Lauc
- Glycobiology Laboratory, Genos Ltd., 10000 Zagreb, Croatia;
| | - Dubravka Svob Strac
- Laboratory for Molecular Neuropsychiatry, Division of Molecular Medicine, Rudjer Boskovic Institute, 10000 Zagreb, Croatia; (L.T.); (G.N.E.); (M.N.P.); (M.K.)
- Correspondence: (D.S.S.); (N.P.)
| | - Nela Pivac
- Laboratory for Molecular Neuropsychiatry, Division of Molecular Medicine, Rudjer Boskovic Institute, 10000 Zagreb, Croatia; (L.T.); (G.N.E.); (M.N.P.); (M.K.)
- University of Applied Sciences Hrvatsko Zagorje Krapina, 49000 Krapina, Croatia
- Correspondence: (D.S.S.); (N.P.)
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Wendt FR, Garcia-Argibay M, Cabrera-Mendoza B, Valdimarsdóttir UA, Gelernter J, Stein MB, Nivard MG, Maihofer AX, Nievergelt CM, Larsson H, Mattheisen M, Polimanti R, Meier SM. The Relationship of Attention-Deficit/Hyperactivity Disorder With Posttraumatic Stress Disorder: A Two-Sample Mendelian Randomization and Population-Based Sibling Comparison Study. Biol Psychiatry 2023; 93:362-369. [PMID: 36335070 PMCID: PMC10496427 DOI: 10.1016/j.biopsych.2022.08.012] [Citation(s) in RCA: 9] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/03/2022] [Revised: 08/11/2022] [Accepted: 08/17/2022] [Indexed: 01/21/2023]
Abstract
BACKGROUND Attention-deficit/hyperactivity disorder (ADHD) and posttraumatic stress disorder (PTSD) are associated, but it is unclear if this is a causal relationship or confounding. We used genetic analyses and sibling comparisons to clarify the direction of this relationship. METHODS Linkage disequilibrium score regression and 2-sample Mendelian randomization were used to test for genetic correlation (rg) and bidirectional causal effects using European ancestry genome-wide association studies of ADHD (20,183 cases and 35,191 controls) and 6 PTSD definitions (up to 320,369 individuals). Several additional variables were included in the analysis to verify the independence of the ADHD-PTSD relationship. In a population-based sibling comparison (N = 2,082,118 individuals), Cox regression models were fitted to account for time at risk, a range of sociodemographic factors, and unmeasured familial confounders (via sibling comparisons). RESULTS ADHD and PTSD had consistent rg (rg range, 0.43-0.52; p < .001). ADHD genetic liability was causally linked with increased risk for PTSD (β = 0.367; 95% CI, 0.186-0.552; p = 7.68 × 10-5). This result was not affected by heterogeneity, horizontal pleiotropy (Mendelian randomization Egger intercept = 4.34 × 10-4, p = .961), or other phenotypes and was consistent across PTSD datasets. However, we found no consistent associations between PTSD genetic liability and ADHD risk. Individuals diagnosed with ADHD were at a higher risk for developing PTSD than their undiagnosed sibling (hazard ratio = 2.37; 95% CI, 1.98-3.53). CONCLUSIONS Our findings add novel evidence supporting the need for early and effective treatment of ADHD, as patients with this diagnosis are at significantly higher risk to develop PTSD later in life.
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Affiliation(s)
- Frank R Wendt
- Division of Human Genetics, Department of Psychiatry, Yale University School of Medicine, New Haven, Connecticut; Department of Psychiatry, Veterans Affairs Connecticut Healthcare System, West Haven, Connecticut; Department of Anthropology, University of Toronto, Toronto, Ontario, Canada
| | | | - Brenda Cabrera-Mendoza
- Division of Human Genetics, Department of Psychiatry, Yale University School of Medicine, New Haven, Connecticut; Department of Psychiatry, Veterans Affairs Connecticut Healthcare System, West Haven, Connecticut
| | - Unnur A Valdimarsdóttir
- Center of Public Health Sciences, Faculty of Medicine, University of Iceland, Reykjavík, Iceland; Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden; Department of Epidemiology, Harvard T. H. Chan School of Public Health, Boston, Massachusetts
| | - Joel Gelernter
- Division of Human Genetics, Department of Psychiatry, Yale University School of Medicine, New Haven, Connecticut; Department of Psychiatry, Veterans Affairs Connecticut Healthcare System, West Haven, Connecticut
| | - Murray B Stein
- Department of Psychiatry, UC San Diego School of Medicine, University of California, San Diego, La Jolla, California; Herbert Wertheim School of Public Health and Human Longevity Science, University of California, San Diego, La Jolla, California; Veterans Affairs San Diego Healthcare System, San Diego, California
| | - Michel G Nivard
- Department of Biological Psychology, Faculty of Behaviour and Movement Sciences, VU University, Amsterdam, The Netherlands
| | - Adam X Maihofer
- Department of Psychiatry, UC San Diego School of Medicine, University of California, San Diego, La Jolla, California; Veterans Affairs San Diego Healthcare System, San Diego, California; Center of Excellence for Stress and Mental Health, Veterans Affairs San Diego Healthcare System, San Diego, California
| | - Caroline M Nievergelt
- Department of Psychiatry, UC San Diego School of Medicine, University of California, San Diego, La Jolla, California; Veterans Affairs San Diego Healthcare System, San Diego, California; Center of Excellence for Stress and Mental Health, Veterans Affairs San Diego Healthcare System, San Diego, California
| | - Henrik Larsson
- School of Medical Sciences, Örebro University, Örebro, Sweden; Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Manuel Mattheisen
- Department of Psychiatry, Dalhousie University, Halifax, Nova Scotia, Canada; Department of Community Health and Epidemiology, Dalhousie University, Halifax, Nova Scotia, Canada; Institute of Psychiatric Phenomics and Genomics, University Hospital, LMU Munich, Munich, Germany; Faculty of Computer Science, Dalhousie University, Halifax, Nova Scotia, Canada
| | - Renato Polimanti
- Division of Human Genetics, Department of Psychiatry, Yale University School of Medicine, New Haven, Connecticut; Department of Psychiatry, Veterans Affairs Connecticut Healthcare System, West Haven, Connecticut.
| | - Sandra M Meier
- Department of Psychiatry, Dalhousie University, Halifax, Nova Scotia, Canada; Department of Community Health and Epidemiology, Dalhousie University, Halifax, Nova Scotia, Canada; Faculty of Computer Science, Dalhousie University, Halifax, Nova Scotia, Canada.
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Lawrence KA, Rippey CS, Welikson B, Pietrzak RH, Adams TG. Interactive association of posttraumatic stress disorder, apolipoprotein ε4 genotype, and age on cognitive functioning. Int J Geriatr Psychiatry 2023; 38:e5888. [PMID: 36757293 PMCID: PMC10168127 DOI: 10.1002/gps.5888] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/12/2022] [Accepted: 01/26/2023] [Indexed: 02/04/2023]
Abstract
BACKGROUND The ε4 allele of the apolipoprotein (APOE) gene and posttraumatic stress disorder (PTSD) are associated with cognitive deficits. Both associations may vary depending on age. No previous study has examined a possible three-way interaction between APOE ε4, PTSD, and age on cognitive functioning. METHODS Data were analyzed from 1244 European-American U.S. military veterans who participated in the 2011 National Health and Resilience in Veterans Study (NHRVS). Analyses of covariance were used to examine the main effects and interactions of APOE ε4, PTSD, and age on learning/working memory (LWM) and attention/psychomotor (APM) performance. RESULTS A significant three-way interaction between APOE ε4, PTSD, and age on the LWM composite (ηp 2 = 0.011) was observed such that the main effect of APOE ε4 on LWM was only significant for older participants with PTSD. A significant two-way interaction between PTSD and age on the APM composite (ηp 2 = 0.011) was observed such that the main effect of PTSD on APM was only significant in older participants. CONCLUSION Older APOE ε4 carriers with probable PTSD showed poorer LWM performance relative to other groups. Aging-related associations on APM performance were most pronounced in veterans with PTSD. These data are preliminary evidence that identification and treatment of PTSD may be beneficial for individuals at risk for age-related cognitive impairment.
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Affiliation(s)
| | | | - Bianca Welikson
- University of Louisville, Department of Psychological and Brain Sciences
| | - Robert H. Pietrzak
- Yale School of Medicine, Department of Psychiatry
- Clinical Neurosciences Division, U.S. Department of Veterans Affairs National Center for Posttraumatic Stress Disorder, VA Connecticut Healthcare System
- Yale School of Public Health, Department of Social and Behavioral Sciences
| | - Thomas G. Adams
- University of Kentucky, Department of Psychology
- Yale School of Medicine, Department of Psychiatry
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Mann FD, Clouston SA, Cuevas A, Waszczuk MA, Kuan PF, Carr MA, Docherty AR, Shabalin AA, Gandy SE, Luft BJ. Genetic Liability, Exposure Severity, and Post-Traumatic Stress Disorder Predict Cognitive Impairment in World Trade Center Responders. J Alzheimers Dis 2023; 92:701-712. [PMID: 36776056 PMCID: PMC10648279 DOI: 10.3233/jad-220892] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/12/2023]
Abstract
BACKGROUND There is a high incidence of cognitive impairment among World Trade Center (WTC) responders, comorbid with post-traumatic stress disorder (PTSD). Yet, it remains unknown whether genetic liability for Alzheimer's disease, PTSD, educational attainment, or for a combination of these phenotypes, is associated with cognitive impairment in this high-risk population. Similarly, whether the effects of genetic liability are comparable to PTSD and indicators of exposure severity remains unknown. OBJECTIVE In a study of 3,997 WTC responders, polygenic scores for Alzheimer's disease, PTSD, and educational attainment were used to test whether genome-wide risk for one or more of these phenotypes is associated with cognitive impairment, controlling for population stratification, while simultaneously estimating the effects of demographic factors and indicators of 9/11 exposure severity, including symptoms of PTSD. RESULTS Polygenic scores for Alzheimer's disease and educational attainment were significantly associated with an increase and decrease, respectively, in the hazard rate of mild cognitive impairment. The polygenic score for Alzheimer's disease was marginally associated with an increase in the hazard rate of severe cognitive impairment, but only age, exposure severity, and symptoms of PTSD were statistically significant predictors. CONCLUSION These results add to the emerging evidence that many WTC responders are suffering from mild cognitive impairments that resemble symptoms of Alzheimer's disease, as genetic liability for Alzheimer's disease predicted incidence of mild cognitive impairment. However, compared to polygenic scores, effect sizes were larger for PTSD and the type of work that responders completed during rescue and recovery efforts.
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Affiliation(s)
- Frank D. Mann
- Program in Public Health and Department of Family, Population, and Preventive Medicine, Renaissance School of Medicine at Stony Brook University
| | - Sean A.P. Clouston
- Program in Public Health and Department of Family, Population, and Preventive Medicine, Renaissance School of Medicine at Stony Brook University
| | | | - Monika A. Waszczuk
- Department of Psychology, Rosalind Franklin University of Medicine and Science
| | - Pei-Fen Kuan
- Department of Applied Mathematics and Statistics, Stony Brook University
| | - Melissa A. Carr
- World Trade Center Program Clinical Center of Excellence, Renaissance School of Medicine at Stony Brook University
| | | | | | | | - Benjamin J. Luft
- World Trade Center Program Clinical Center of Excellence, Renaissance School of Medicine at Stony Brook University
- Department of Medicine, Renaissance School of Medicine at Stony Brook University
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Maihofer AX, Engchuan W, Huguet G, Klein M, MacDonald JR, Shanta O, Thiruvahindrapuram B, Jean-Louis M, Saci Z, Jacquemont S, Scherer SW, Ketema E, Aiello AE, Amstadter AB, Avdibegović E, Babic D, Baker DG, Bisson JI, Boks MP, Bolger EA, Bryant RA, Bustamante AC, Caldas-de-Almeida JM, Cardoso G, Deckert J, Delahanty DL, Domschke K, Dunlop BW, Dzubur-Kulenovic A, Evans A, Feeny NC, Franz CE, Gautam A, Geuze E, Goci A, Hammamieh R, Jakovljevic M, Jett M, Jones I, Kaufman ML, Kessler RC, King AP, Kremen WS, Lawford BR, Lebois LAM, Lewis C, Liberzon I, Linnstaedt SD, Lugonja B, Luykx JJ, Lyons MJ, Mavissakalian MR, McLaughlin KA, McLean SA, Mehta D, Mellor R, Morris CP, Muhie S, Orcutt HK, Peverill M, Ratanatharathorn A, Risbrough VB, Rizzo A, Roberts AL, Rothbaum AO, Rothbaum BO, Roy-Byrne P, Ruggiero KJ, Rutten BPF, Schijven D, Seng JS, Sheerin CM, Sorenson MA, Teicher MH, Uddin M, Ursano RJ, Vinkers CH, Voisey J, Weber H, Winternitz S, Xavier M, Yang R, McD Young R, Zoellner LA, Salem RM, Shaffer RA, Wu T, Ressler KJ, Stein MB, Koenen KC, Sebat J, Nievergelt CM. Rare copy number variation in posttraumatic stress disorder. Mol Psychiatry 2022; 27:5062-5069. [PMID: 36131047 PMCID: PMC9763110 DOI: 10.1038/s41380-022-01776-4] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/25/2022] [Revised: 08/24/2022] [Accepted: 09/02/2022] [Indexed: 01/27/2023]
Abstract
Posttraumatic stress disorder (PTSD) is a heritable (h2 = 24-71%) psychiatric illness. Copy number variation (CNV) is a form of rare genetic variation that has been implicated in the etiology of psychiatric disorders, but no large-scale investigation of CNV in PTSD has been performed. We present an association study of CNV burden and PTSD symptoms in a sample of 114,383 participants (13,036 cases and 101,347 controls) of European ancestry. CNVs were called using two calling algorithms and intersected to a consensus set. Quality control was performed to remove strong outlier samples. CNVs were examined for association with PTSD within each cohort using linear or logistic regression analysis adjusted for population structure and CNV quality metrics, then inverse variance weighted meta-analyzed across cohorts. We examined the genome-wide total span of CNVs, enrichment of CNVs within specified gene-sets, and CNVs overlapping individual genes and implicated neurodevelopmental regions. The total distance covered by deletions crossing over known neurodevelopmental CNV regions was significant (beta = 0.029, SE = 0.005, P = 6.3 × 10-8). The genome-wide neurodevelopmental CNV burden identified explains 0.034% of the variation in PTSD symptoms. The 15q11.2 BP1-BP2 microdeletion region was significantly associated with PTSD (beta = 0.0206, SE = 0.0056, P = 0.0002). No individual significant genes interrupted by CNV were identified. 22 gene pathways related to the function of the nervous system and brain were significant in pathway analysis (FDR q < 0.05), but these associations were not significant once NDD regions were removed. A larger sample size, better detection methods, and annotated resources of CNV are needed to explore this relationship further.
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Affiliation(s)
- Adam X Maihofer
- Department of Psychiatry, University of California San Diego, La Jolla, CA, USA.
- Department of Family Medicine and Public Health, 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.
| | - Worrawat Engchuan
- The Hospital for Sick Children, Genetics and Genome Biology, Toronto, Ontario, Canada
- The Hospital for Sick Children, The Centre for Applied Genomics, Toronto, Ontario, Canada
| | - Guillaume Huguet
- Centre Hospitalier Universitaire Sainte-Justine Centre de Recherche, Montreal, Quebec, Canada
| | - Marieke Klein
- Department of Psychiatry, University of California San Diego, La Jolla, CA, USA
| | - Jeffrey R MacDonald
- The Hospital for Sick Children, Genetics and Genome Biology, Toronto, Ontario, Canada
| | - Omar Shanta
- Bioinformatics and Systems Biology Graduate Program, University of California San Diego, La Jolla, CA, USA
| | | | - Martineau Jean-Louis
- Department of Pediatrics, Centre Hospitalier Universitaire Sainte-Justine Centre de Recherche, Montreal, Quebec, Canada
| | - Zohra Saci
- Centre Hospitalier Universitaire Sainte-Justine Centre de Recherche, Montreal, Quebec, Canada
| | - Sebastien Jacquemont
- Centre Hospitalier Universitaire Sainte-Justine Centre de Recherche, Montreal, Quebec, Canada
- Department of Genetics, Centre Hospitalier Universitaire Vaudois, Lausanne, Vaud, Switzerland
- Department of Pediatrics, University of Montreal, Montreal, Quebec, Canada
| | - Stephen W Scherer
- The Hospital for Sick Children, Genetics and Genome Biology, Toronto, Ontario, Canada
- University of Toronto, McLaughlin Centre, Toronto, Ontario, Canada
- Department of Molecular Genetics, University of Toronto, Toronto, Ontario, Canada
| | - Elizabeth Ketema
- 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
- Research Service, Veterans Affairs San Diego Healthcare System, San Diego, CA, USA
| | - Allison E Aiello
- Department of Epidemiology, Robert N Butler Columbia Aging Center, Columbia University, New York, NY, USA
| | - Ananda B Amstadter
- Department of Psychiatry, Virginia Institute for Psychiatric and Behavioral Genetics, Richmond, VA, USA
| | - Esmina Avdibegović
- Department of Psychiatry, University Clinical Center of Tuzla, Tuzla, Bosnia and Herzegovina
| | - Dragan Babic
- Department of Psychiatry, University Clinical Center of Mostar, Mostar, Bosnia and Herzegovina
| | - 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
- Psychiatry Service, Veterans Affairs San Diego Healthcare System, San Diego, CA, USA
| | - Jonathan I Bisson
- MRC Centre for Psychiatric Genetics and Genomics, Cardiff University, National Centre for Mental Health, Cardiff, South Glamorgan, UK
| | - Marco P Boks
- Department of Psychiatry, UMC Utrecht Brain Center, Utrecht, the Netherlands
| | - Elizabeth A Bolger
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA
- McLean Hospital, Belmont, MA, USA
| | - Richard A Bryant
- Department of Psychology, University of New South Wales, Sydney, NSW, Australia
| | - Angela C Bustamante
- Division of Pulmonary and Critical Care Medicine, Department of Internal Medicine, University of Michigan Medical School, Ann Arbor, MI, USA
| | | | - Graça Cardoso
- Lisbon Institute of Global Mental Health and Comprehensive Health Research Centre, Universidade Nova de Lisboa, Lisboa, Portugal
| | - Jurgen Deckert
- University Hospital of Wuerzburg, Center of Mental Health, Psychiatry, Psychosomatics and Psychotherapy, Wuerzburg, Germany
| | - Douglas L Delahanty
- Department of Psychological Sciences, Kent State University, Kent, OH, USA
- Research and Sponsored Programs, Kent State University, Kent, OH, USA
| | - Katharina Domschke
- Department of Psychiatry and Psychotherapy, Medical Center-University of Freiburg, Faculty of Medicine, Freiburg, Germany
- Faculty of Medicine, Centre for Basics in Neuromodulation, University of Freiburg, Freiburg, Germany
| | - Boadie W Dunlop
- Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta, GA, USA
| | - Alma Dzubur-Kulenovic
- Department of Psychiatry, University Clinical Center of Sarajevo, Sarajevo, Bosnia and Herzegovina
| | - Alexandra Evans
- MRC Centre for Psychiatric Genetics and Genomics, Cardiff University, National Centre for Mental Health, Cardiff, South Glamorgan, UK
| | - Norah C Feeny
- Department of Psychological Sciences, Case Western Reserve University, Cleveland, OH, USA
| | - Carol E Franz
- Department of Psychiatry, University of California San Diego, La Jolla, CA, USA
| | - Aarti Gautam
- Walter Reed Army Institute of Research, Medical Readiness Systems Biology, Center for Military Psychiatry and Neuroscience, Silver Spring, MD, 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
| | - Aferdita Goci
- Department of Psychiatry, University Clinical Centre of Kosovo, Prishtina, Kosovo
| | - Rasha Hammamieh
- Walter Reed Army Institute of Research, Medical Readiness Systems Biology, Center for Military Psychiatry and Neuroscience, Silver Spring, MD, USA
| | - Miro Jakovljevic
- Department of Psychiatry, University Hospital Center of Zagreb, Zagreb, Croatia
| | - Marti Jett
- US Medical Research & Development Comm, Fort Detrick, MD, USA
- Walter Reed Army Institute of Research, Headquarter, Silver Spring, MD, USA
| | - Ian Jones
- MRC Centre for Psychiatric Genetics and Genomics, Cardiff University, National Centre for Mental Health, Cardiff, South Glamorgan, UK
| | - Milissa L Kaufman
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA
- McLean Hospital, Belmont, MA, USA
| | - Ronald C Kessler
- Department of Health Care Policy, Harvard Medical School, Boston, MA, USA
| | - Anthony P King
- Ohio State University, College of Medicine, Institute for Behavioral Medicine Research, Columbus, OH, USA
| | - William S Kremen
- Department of Psychiatry, University of California San Diego, La Jolla, CA, USA
| | - Bruce R Lawford
- School of Biomedical Sciences, Queensland University of Technology, Kelvin Grove, QLD, Australia
| | - Lauren A M Lebois
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA
- McLean Hospital, Belmont, MA, USA
| | - Catrin Lewis
- MRC Centre for Psychiatric Genetics and Genomics, Cardiff University, National Centre for Mental Health, Cardiff, South Glamorgan, UK
| | - Israel Liberzon
- Department of Psychiatry and Behavioral Sciences, Texas A&M University College of Medicine, Bryan, TX, USA
| | - Sarah D Linnstaedt
- Institute for Trauma Recovery, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Bozo Lugonja
- MRC Centre for Psychiatric Genetics and Genomics, Cardiff University, National Centre for Mental Health, Cardiff, South Glamorgan, UK
| | - 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
| | - Michael J Lyons
- Department of Psychological & Brain Sciences, Boston University, Boston, MA, USA
| | | | | | - Samuel A McLean
- Institute for Trauma Recovery, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
- Department of Emergency Medicine, UNC Institute for Trauma Recovery, Chapel Hill, NC, USA
| | - Divya Mehta
- School of Biomedical Sciences, Queensland University of Technology, Kelvin Grove, QLD, Australia
- Queensland University of Technology, Centre for Genomics and Personalised Health, Kelvin Grove, QLD, Australia
| | - Rebecca Mellor
- Gallipoli Medical Research Foundation, Greenslopes Private Hospital, Greenslopes, QLD, Australia
| | - Charles Phillip Morris
- School of Biomedical Sciences, Queensland University of Technology, Kelvin Grove, QLD, Australia
| | - Seid Muhie
- Walter Reed Army Institute of Research, Silver Spring, MD, USA
| | - Holly K Orcutt
- Department of Psychology, Northern Illinois University, DeKalb, IL, USA
| | - Matthew Peverill
- Department of Psychology, University of Washington, Seattle, WA, USA
| | - Andrew Ratanatharathorn
- Department of Epidemiology, Columbia University Mailmain School of Public Health, New York, NY, USA
- Department of Epidemiology, Harvard T. H. Chan School of Public Health, Boston, MA, USA
| | - 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
- Research Service, Veterans Affairs San Diego Healthcare System, San Diego, CA, USA
| | - Albert Rizzo
- University of Southern California, Institute for Creative Technologies, Los Angeles, 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 Psychiatry and Behavioral Sciences, Medical University of South Carolina, Charleston, SC, USA
| | - Barbara O Rothbaum
- Department of Psychiatry and Behavioral Sciences, Emory University, Atlanta, GA, USA
| | - Peter Roy-Byrne
- Department of Psychiatry and Behavioral Sciences, University of Washington, Seattle, WA, USA
| | - Kenneth J Ruggiero
- Department of Nursing and Department of Psychiatry, Medical University of South Carolina, Charleston, SC, USA
| | - Bart P F Rutten
- Department of Psychiatry and Neuropsychology, Maastricht Universitair Medisch Centrum, School for Mental Health and Neuroscience, Maastricht, Limburg, the Netherlands
| | - Dick Schijven
- 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
| | - Julia S Seng
- University of Michigan, School of Nursing, Ann Arbor, MI, USA
- 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
| | - Christina M Sheerin
- Department of Psychiatry, Virginia Institute for Psychiatric and Behavioral Genetics, Richmond, VA, USA
| | - Michael A Sorenson
- Department of Psychiatry, University of California San Diego, La Jolla, CA, USA
| | - Martin H Teicher
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA
- Developmental Biopsychiatry Research Program, McLean Hospital, Belmont, MA, USA
| | - Monica Uddin
- Genomics Program, College of Public Health, University of South Florida, Tampa, FL, USA
| | - Robert J Ursano
- Department of Psychiatry, Uniformed Services University, Bethesda, MD, USA
| | - Christiaan H Vinkers
- Amsterdam Neuroscience, Mood, Anxiety, Psychosis, Sleep & Stress Program, Amsterdam, the Netherlands
- Department of Psychiatry, Amsterdam UMC Location Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
- Department of Anatomy and Neurosciences, Amsterdam UMC Location Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
| | - Joanne Voisey
- School of Biomedical Sciences, Queensland University of Technology, Kelvin Grove, QLD, Australia
- Queensland University of Technology, Centre for Genomics and Personalised Health, Kelvin Grove, QLD, Australia
| | - Heike Weber
- University Hospital of Wuerzburg, Center of Mental Health, Psychiatry, Psychosomatics and Psychotherapy, Wuerzburg, Germany
| | - Sherry Winternitz
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA
- McLean Hospital, Belmont, MA, USA
| | - Miguel Xavier
- Universidade Nova de Lisboa, Nova Medical School, Lisboa, Portugal
| | - Ruoting Yang
- Walter Reed Army Institute of Research, Silver Spring, MD, USA
| | - Ross McD Young
- Queensland University of Technology, School of Clinical Sciences, Kelvin Grove, QLD, Australia
- University of the Sunshine Coast, The Chancellory, Sippy Downs, QLD, Australia
| | - Lori A Zoellner
- Department of Psychiatry and Behavioral Sciences, University of Washington, Seattle, WA, USA
| | - Rany M Salem
- University of California San Diego, Herbert Wertheim School of Public Health and Human Longevity Science, La Jolla, CA, USA
| | - Richard A Shaffer
- Department of Epidemiology and Health Sciences, Naval Health Research Center, San Diego, CA, USA
| | - Tianying Wu
- Division of Epidemiology and Biostatistics, San Diego State University, School of Public Health, San Diego, CA, USA
- University of California, San Diego, Moores Cancer Center, San Diego, 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
| | - Murray B Stein
- Department of Psychiatry, University of California San Diego, La Jolla, CA, USA
- Psychiatry Service, Veterans Affairs San Diego Healthcare System, San Diego, CA, USA
- University of California San Diego, School of Public Health, La Jolla, CA, USA
| | - Karestan C Koenen
- Broad Institute of MIT and Harvard, Stanley Center for Psychiatric Research, Cambridge, MA, USA
- Department of Epidemiology, Harvard T. H. School of Public Health, Boston, MA, USA
- Psychiatric and Neurodevelopmental Genetics Unit (PNGU), Massachusetts General Hospital, Boston, MA, USA
| | - Jonathan Sebat
- Department of Psychiatry, University of California San Diego, La Jolla, CA, USA
- Cold Spring Harbor Laboratory, Cold Spring Harbor, NY, USA
- Department of Cellular and Molecular Medicine, University of California San Diego, La Jolla, CA, USA
| | - 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
- Research Service, Veterans Affairs San Diego Healthcare System, San Diego, CA, USA
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49
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Zhao X, Logue MW, Hawn SE, Neale ZE, Zhou Z, Huber BR, Miller MW, Wolf EJ. PTSD, major depression, and advanced transcriptomic age in brain tissue. Depress Anxiety 2022; 39:824-834. [PMID: 36281744 PMCID: PMC9729392 DOI: 10.1002/da.23289] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/26/2022] [Revised: 07/06/2022] [Accepted: 09/29/2022] [Indexed: 01/27/2023] Open
Abstract
BACKGROUND Psychiatric disorders have been associated with advanced epigenetic age in DNA methylation, yet this relationship has not been studied in the brain transcriptome. We examined transcriptomic age using an RNA-based algorithm recently developed by Ren and Kuan ("RNAAgeCalc") and the associations between posttraumatic stress disorder (PTSD), major depressive disorder (MDD), and alcohol use disorder with age-adjusted RNA age ("RNA age residuals") in three brain regions: dorsolateral prefrontal cortex, ventromedial prefrontal cortex (vmPFC), and motor cortex. METHODS RNA sequencing was used to measure gene expression in postmortem brain tissue from the VA National PTSD Brain Bank (n = 94; 59% male). RESULTS Linear models revealed that diagnoses of PTSD and/or MDD were positively associated with RNA age residuals in vmPFC only (p-adj = 0.012). Three genes in the RNAAgeCalc algorithm (KCNJ16, HYAL2, and CEBPB) were also differentially expressed in association with PTSD/MDD in vmPFC (p-adj = 6.45E-05 to 0.02). Enrichment analysis revealed that inflammatory and immune-related pathways were overrepresented (p-adj < 0.05) among the 43 genes in RNAAgeCalc that were also at least nominally associated with PTSD/MDD in vmPFC relative to the 448 RNAAgeCalc genes. Endothelial and mural cells were negatively associated with RNA age residuals in vmPFC (both p-adj = 0.028) and with PTSD/MDD (both p-adj = 0.017). CONCLUSIONS Results highlight the importance of inflammation and immune system dysregulation in the link between psychopathology and accelerated cellular aging and raise the possibility that blood-brain barrier degradation may play an important role in stress-related accelerated brain aging.
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Affiliation(s)
- Xiang Zhao
- National Center for PTSD at VA Boston Healthcare System, Boston, MA, USA
- Department of Psychiatry, Boston University School of Medicine, Boston, MA, USA
| | - Mark W. Logue
- National Center for PTSD at VA Boston Healthcare System, Boston, MA, USA
- Department of Psychiatry, Boston University School of Medicine, Boston, MA, USA
- Biomedical Genetics, Boston University School of Medicine, Boston, MA, USA
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - Sage E. Hawn
- National Center for PTSD at VA Boston Healthcare System, Boston, MA, USA
- Department of Psychiatry, Boston University School of Medicine, Boston, MA, USA
| | - Zoe E. Neale
- National Center for PTSD at VA Boston Healthcare System, Boston, MA, USA
- Department of Psychiatry, Boston University School of Medicine, Boston, MA, USA
| | - Zhenwei Zhou
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - Bertrand R. Huber
- National Center for PTSD at VA Boston Healthcare System, Boston, MA, USA
- Pathology and Laboratory Medicine, VA Boston Healthcare System, Boston, MA, USA
- Department of Neurology, Boston University School of Medicine, Boston, MA, USA
| | | | - Mark W. Miller
- National Center for PTSD at VA Boston Healthcare System, Boston, MA, USA
- Department of Psychiatry, Boston University School of Medicine, Boston, MA, USA
| | - Erika J. Wolf
- National Center for PTSD at VA Boston Healthcare System, Boston, MA, USA
- Department of Psychiatry, Boston University School of Medicine, Boston, MA, USA
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50
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Tseilikman VE, Tseilikman OB, Pashkov AA, Ivleva IS, Karpenko MN, Shatilov VA, Zhukov MS, Fedotova JO, Kondashevskaya MV, Downey HF, Manukhina EB. Mechanisms of Susceptibility and Resilience to PTSD: Role of Dopamine Metabolism and BDNF Expression in the Hippocampus. Int J Mol Sci 2022; 23:ijms232314575. [PMID: 36498900 PMCID: PMC9737079 DOI: 10.3390/ijms232314575] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2022] [Revised: 11/14/2022] [Accepted: 11/17/2022] [Indexed: 11/24/2022] Open
Abstract
Susceptibility and resilience to post-traumatic stress disorder (PTSD) are recognized, but their mechanisms are not understood. Here, the hexobarbital sleep test (HST) was used to elucidate mechanisms of PTSD resilience or susceptibility. A HST was performed in rats 30 days prior to further experimentation. Based on the HST, the rats were divided into groups: (1) fast metabolizers (FM; sleep duration < 15 min); (2) slow metabolizers (SM; sleep duration ≥ 15 min). Then the SM and FM groups were subdivided into stressed (10 days predator scent, 15 days rest) and unstressed subgroups. Among stressed animals, only SMs developed experimental PTSD, and had higher plasma corticosterone (CORT) than stressed FMs. Thus, resilience or susceptibility to PTSD was consistent with changes in glucocorticoid metabolism. Stressed SMs had a pronounced decrease in hippocampal dopamine associated with increased expressions of catecholamine-O-methyl-transferase and DA transporter. In stressed SMs, a decrease in monoaminoxidase (MAO) A was associated with increased expressions of hippocampal MAO-A and MAO-B. BDNF gene expression was increased in stressed FMs and decreased in stressed SMs. These results demonstrate relationships between the microsomal oxidation phenotype, CORT concentration, and anxiety, and they help further the understanding of the role of the liver−brain axis during PTSD.
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Affiliation(s)
- Vadim E. Tseilikman
- School of Medical Biology, South Ural State University, 454080 Chelyabinsk, Russia
| | - Olga B. Tseilikman
- School of Medical Biology, South Ural State University, 454080 Chelyabinsk, Russia
- Department of Basic Medicine, Chelyabinsk State University, 454001 Chelyabinsk, Russia
| | - Anton A. Pashkov
- School of Medical Biology, South Ural State University, 454080 Chelyabinsk, Russia
- Federal Neurosurgical Center, 630048 Novosibirsk, Russia
| | - Irina S. Ivleva
- Pavlov Department of Physiology, Institute of Experimental Medicine, 197376 Saint Petersburg, Russia
| | - Marina N. Karpenko
- Pavlov Department of Physiology, Institute of Experimental Medicine, 197376 Saint Petersburg, Russia
| | | | - Maxim S. Zhukov
- School of Medical Biology, South Ural State University, 454080 Chelyabinsk, Russia
| | - Julia O. Fedotova
- Laboratory of Neuroendocrinology, Pavlov Institute of Physiology, 199034 Saint Petersburg, Russia
| | - Marina V. Kondashevskaya
- Avtsyn Research Institute of Human Morphology, Petrovsky National Research Center of Surgery, 117418 Moscow, Russia
| | - H. Fred Downey
- School of Medical Biology, South Ural State University, 454080 Chelyabinsk, Russia
- Department of Physiology and Anatomy, University of North Texas Health Science Center, Fort Worth, TX 76107, USA
- Correspondence:
| | - Eugenia B. Manukhina
- School of Medical Biology, South Ural State University, 454080 Chelyabinsk, Russia
- Department of Physiology and Anatomy, University of North Texas Health Science Center, Fort Worth, TX 76107, USA
- Laboratory for Regulatory Mechanisms of Stress and Adaptation, Institute of General Pathology and Pathophysiology, 125315 Moscow, Russia
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