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1. Effects of genetically predicted posttraumatic stress disorder on autoimmune phenotypes.

Author

Maihofer, Adam, Ratanatharathorn, Andrew, Hemmings, Sian, Costenbader, Karen, Michopoulos, Vasiliki, Polimanti, Renato, Rothbaum, Alex, Seedat, Soraya, Mikita, Elizabeth, Smith, Alicia, Salem, Rany, Shaffer, Richard, Wu, Tianying, Sebat, Jonathan, Ressler, Kerry, Stein, Murray, Koenen, Karestan, Wolf, Erika, Sumner, Jennifer, and Nievergelt, Caroline

Subjects
Humans, Stress Disorders, Post-Traumatic, Phenotype, C-Reactive Protein, Autoimmune Diseases, Hashimoto Disease, Biomarkers, Genome-Wide Association Study
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.

Published
2024

2. Genome-wide association analyses identify 95 risk loci and provide insights into the neurobiology of post-traumatic stress disorder

Author

Nievergelt, Caroline M., Maihofer, Adam X., Atkinson, Elizabeth G., Chen, Chia-Yen, Choi, Karmel W., Coleman, Jonathan R. I., Daskalakis, Nikolaos P., Duncan, Laramie E., Polimanti, Renato, Aaronson, Cindy, Amstadter, Ananda B., Andersen, Soren B., Andreassen, Ole A., Arbisi, Paul A., Ashley-Koch, Allison E., Austin, S. Bryn, Avdibegoviç, Esmina, Babić, Dragan, Bacanu, Silviu-Alin, Baker, Dewleen G., Batzler, Anthony, Beckham, Jean C., Belangero, Sintia, Benjet, Corina, Bergner, Carisa, Bierer, Linda M., Biernacka, Joanna M., Bierut, Laura J., Bisson, Jonathan I., Boks, Marco P., Bolger, Elizabeth A., Brandolino, Amber, Breen, Gerome, Bressan, Rodrigo Affonseca, Bryant, Richard A., Bustamante, Angela C., Bybjerg-Grauholm, Jonas, Bækvad-Hansen, Marie, Børglum, Anders D., Børte, Sigrid, Cahn, Leah, Calabrese, Joseph R., Caldas-de-Almeida, Jose Miguel, Chatzinakos, Chris, Cheema, Sheraz, Clouston, Sean A. P., Colodro-Conde, Lucía, Coombes, Brandon J., Cruz-Fuentes, Carlos S., Dale, Anders M., Dalvie, Shareefa, Davis, Lea K., Deckert, Jürgen, Delahanty, Douglas L., Dennis, Michelle F., Desarnaud, Frank, DiPietro, Christopher P., Disner, Seth G., Docherty, Anna R., Domschke, Katharina, Dyb, Grete, Kulenović, Alma Džubur, Edenberg, Howard J., Evans, Alexandra, Fabbri, Chiara, Fani, Negar, Farrer, Lindsay A., Feder, Adriana, Feeny, Norah C., Flory, Janine D., Forbes, David, Franz, Carol E., Galea, Sandro, Garrett, Melanie E., Gelaye, Bizu, Gelernter, Joel, Geuze, Elbert, Gillespie, Charles F., Goleva, Slavina B., Gordon, Scott D., Goçi, Aferdita, Grasser, Lana Ruvolo, Guindalini, Camila, Haas, Magali, Hagenaars, Saskia, Hauser, Michael A., Heath, Andrew C., Hemmings, Sian M. J., Hesselbrock, Victor, Hickie, Ian B., Hogan, Kelleigh, Hougaard, David Michael, Huang, Hailiang, Huckins, Laura M., Hveem, Kristian, Jakovljević, Miro, Javanbakht, Arash, Jenkins, Gregory D., Johnson, Jessica, Jones, Ian, Jovanovic, Tanja, Karstoft, Karen-Inge, Kaufman, Milissa L., Kennedy, James L., Kessler, Ronald C., Khan, Alaptagin, Kimbrel, Nathan A., King, Anthony P., Koen, Nastassja, Kotov, Roman, Kranzler, Henry R., Krebs, Kristi, Kremen, William S., Kuan, Pei-Fen, Lawford, Bruce R., Lebois, Lauren A. M., Lehto, Kelli, Levey, Daniel F., Lewis, Catrin, Liberzon, Israel, Linnstaedt, Sarah D., Logue, Mark W., Lori, Adriana, Lu, Yi, Luft, Benjamin J., Lupton, Michelle K., Luykx, Jurjen J., Makotkine, Iouri, Maples-Keller, Jessica L., Marchese, Shelby, Marmar, Charles, Martin, Nicholas G., Martínez-Levy, Gabriela A., McAloney, Kerrie, McFarlane, Alexander, McLaughlin, Katie A., McLean, Samuel A., Medland, Sarah E., Mehta, Divya, Meyers, Jacquelyn, Michopoulos, Vasiliki, Mikita, Elizabeth A., Milani, Lili, Milberg, William, Miller, Mark W., Morey, Rajendra A., Morris, Charles Phillip, Mors, Ole, Mortensen, Preben Bo, Mufford, Mary S., Nelson, Elliot C., Nordentoft, Merete, Norman, Sonya B., Nugent, Nicole R., O’Donnell, Meaghan, Orcutt, Holly K., Pan, Pedro M., Panizzon, Matthew S., Pathak, Gita A., Peters, Edward S., Peterson, Alan L., Peverill, Matthew, Pietrzak, Robert H., Polusny, Melissa A., Porjesz, Bernice, Powers, Abigail, Qin, Xue-Jun, Ratanatharathorn, Andrew, Risbrough, Victoria B., Roberts, Andrea L., Rothbaum, Alex O., Rothbaum, Barbara O., Roy-Byrne, Peter, Ruggiero, Kenneth J., Rung, Ariane, Runz, Heiko, Rutten, Bart P. F., de Viteri, Stacey Saenz, Salum, Giovanni Abrahão, Sampson, Laura, Sanchez, Sixto E., Santoro, Marcos, Seah, Carina, Seedat, Soraya, Seng, Julia S., Shabalin, Andrey, Sheerin, Christina M., Silove, Derrick, Smith, Alicia K., Smoller, Jordan W., Sponheim, Scott R., Stein, Dan J., Stensland, Synne, Stevens, Jennifer S., Sumner, Jennifer A., Teicher, Martin H., Thompson, Wesley K., Tiwari, Arun K., Trapido, Edward, Uddin, Monica, Ursano, Robert J., Valdimarsdóttir, Unnur, Van Hooff, Miranda, Vermetten, Eric, Vinkers, Christiaan H., Voisey, Joanne, Wang, Yunpeng, Wang, Zhewu, Waszczuk, Monika, Weber, Heike, Wendt, Frank R., Werge, Thomas, Williams, Michelle A., Williamson, Douglas E., Winsvold, Bendik S., Winternitz, Sherry, Wolf, Christiane, Wolf, Erika J., Xia, Yan, Xiong, Ying, Yehuda, Rachel, Young, Keith A., Young, Ross McD, Zai, Clement C., Zai, Gwyneth C., Zervas, Mark, Zhao, Hongyu, Zoellner, Lori A., Zwart, John-Anker, deRoon-Cassini, Terri, van Rooij, Sanne J. H., van den Heuvel, Leigh L., Stein, Murray B., Ressler, Kerry J., and Koenen, Karestan C.

Published
2024
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4. Rare copy number variation in posttraumatic stress disorder

Author

Maihofer, Adam X, Engchuan, Worrawat, Huguet, Guillaume, Klein, Marieke, MacDonald, Jeffrey R, Shanta, Omar, Thiruvahindrapuram, Bhooma, Jean-louis, Martineau, Saci, Zohra, Jacquemont, Sebastien, Scherer, Stephen W, Ketema, Elizabeth, Aiello, Allison E, Amstadter, Ananda B, Avdibegović, Esmina, Babic, Dragan, Baker, Dewleen G, Bisson, Jonathan I, Boks, Marco P, Bolger, Elizabeth A, Bryant, Richard A, Bustamante, Angela C, Caldas-de-Almeida, Jose Miguel, Cardoso, Graça, Deckert, Jurgen, Delahanty, Douglas L, Domschke, Katharina, Dunlop, Boadie W, Dzubur-Kulenovic, Alma, Evans, Alexandra, Feeny, Norah C, Franz, Carol E, Gautam, Aarti, Geuze, Elbert, Goci, Aferdita, Hammamieh, Rasha, Jakovljevic, Miro, Jett, Marti, Jones, Ian, Kaufman, Milissa L, Kessler, Ronald C, King, Anthony P, Kremen, William S, Lawford, Bruce R, Lebois, Lauren AM, Lewis, Catrin, Liberzon, Israel, Linnstaedt, Sarah D, Lugonja, Bozo, Luykx, Jurjen J, Lyons, Michael J, Mavissakalian, Matig R, McLaughlin, Katie A, McLean, Samuel A, Mehta, Divya, Mellor, Rebecca, Morris, Charles Phillip, Muhie, Seid, Orcutt, Holly K, Peverill, Matthew, Ratanatharathorn, Andrew, Risbrough, Victoria B, Rizzo, Albert, Roberts, Andrea L, Rothbaum, Alex O, Rothbaum, Barbara O, Roy-Byrne, Peter, Ruggiero, Kenneth J, Rutten, Bart PF, Schijven, Dick, Seng, Julia S, Sheerin, Christina M, Sorenson, Michael A, Teicher, Martin H, Uddin, Monica, Ursano, Robert J, Vinkers, Christiaan H, Voisey, Joanne, Weber, Heike, Winternitz, Sherry, Xavier, Miguel, Yang, Ruoting, McD Young, Ross, Zoellner, Lori A, Salem, Rany M, Shaffer, Richard A, Wu, Tianying, Ressler, Kerry J, Stein, Murray B, Koenen, Karestan C, Sebat, Jonathan, and Nievergelt, Caroline M

Subjects
Post-Traumatic Stress Disorder (PTSD), Mental Health, Human Genome, Genetics, Neurosciences, Brain Disorders, Mental health, Humans, DNA Copy Number Variations, Stress Disorders, Post-Traumatic, Genome, Brain, Genome-Wide Association Study, Polymorphism, Single Nucleotide, Genetic Predisposition to Disease, Psychiatric Genomics Consortium PTSD Working Group, Psychiatric Genomics Consortium CNV Working Group, Biological Sciences, Medical and Health Sciences, Psychology and Cognitive Sciences, Psychiatry
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

Published
2022

5. Enhancing Discovery of Genetic Variants for Posttraumatic Stress Disorder Through Integration of Quantitative Phenotypes and Trauma Exposure Information

Author

Maihofer, Adam X, Choi, Karmel W, Coleman, Jonathan RI, Daskalakis, Nikolaos P, Denckla, Christy A, Ketema, Elizabeth, Morey, Rajendra A, Polimanti, Renato, Ratanatharathorn, Andrew, Torres, Katy, Wingo, Aliza P, Zai, Clement C, Aiello, Allison E, Almli, Lynn M, Amstadter, Ananda B, Andersen, Soren B, Andreassen, Ole A, Arbisi, Paul A, Ashley-Koch, Allison E, Austin, S Bryn, Avdibegović, Esmina, Borglum, Anders D, Babić, Dragan, Bækvad-Hansen, Marie, Baker, Dewleen G, Beckham, Jean C, Bierut, Laura J, Bisson, Jonathan I, Boks, Marco P, Bolger, Elizabeth A, Bradley, Bekh, Brashear, Meghan, Breen, Gerome, Bryant, Richard A, Bustamante, Angela C, Bybjerg-Grauholm, Jonas, Calabrese, Joseph R, Caldas-de-Almeida, José M, Chen, Chia-Yen, Dale, Anders M, Dalvie, Shareefa, Deckert, Jürgen, Delahanty, Douglas L, Dennis, Michelle F, Disner, Seth G, Domschke, Katharina, Duncan, Laramie E, Džubur Kulenović, Alma, Erbes, Christopher R, Evans, Alexandra, Farrer, Lindsay A, Feeny, Norah C, Flory, Janine D, Forbes, David, Franz, Carol E, Galea, Sandro, Garrett, Melanie E, Gautam, Aarti, Gelaye, Bizu, Gelernter, Joel, Geuze, Elbert, Gillespie, Charles F, Goçi, Aferdita, Gordon, Scott D, Guffanti, Guia, Hammamieh, Rasha, Hauser, Michael A, Heath, Andrew C, Hemmings, Sian MJ, Hougaard, David Michael, Jakovljević, Miro, Jett, Marti, Johnson, Eric Otto, Jones, Ian, Jovanovic, Tanja, Qin, Xue-Jun, Karstoft, Karen-Inge, Kaufman, Milissa L, Kessler, Ronald C, Khan, Alaptagin, Kimbrel, Nathan A, King, Anthony P, Koen, Nastassja, Kranzler, Henry R, Kremen, William S, Lawford, Bruce R, Lebois, Lauren AM, Lewis, Catrin, Liberzon, Israel, Linnstaedt, Sarah D, Logue, Mark W, Lori, Adriana, Lugonja, Božo, Luykx, Jurjen J, Lyons, Michael J, Maples-Keller, Jessica L, Marmar, Charles, Martin, Nicholas G, Maurer, Douglas, and Mavissakalian, Matig R

Subjects
Biological Sciences, Genetics, Anxiety Disorders, Mental Health, Brain Disorders, Post-Traumatic Stress Disorder (PTSD), Prevention, Human Genome, Genetic Predisposition to Disease, Genome-Wide Association Study, Humans, Phenotype, Polymorphism, Single Nucleotide, Stress Disorders, Post-Traumatic, GWAS, Heritability, PTSD, PheWAS, Trauma, Medical and Health Sciences, Psychology and Cognitive Sciences, Psychiatry, Biological sciences, Biomedical and clinical sciences, Psychology
Abstract

BackgroundPosttraumatic stress disorder (PTSD) is heritable and a potential consequence of exposure to traumatic stress. Evidence suggests that a quantitative approach to PTSD phenotype measurement and incorporation of lifetime trauma exposure (LTE) information could enhance the discovery power of PTSD genome-wide association studies (GWASs).MethodsA GWAS on PTSD symptoms was performed in 51 cohorts followed by a fixed-effects meta-analysis (N = 182,199 European ancestry participants). A GWAS of LTE burden was performed in the UK Biobank cohort (N = 132,988). Genetic correlations were evaluated with linkage disequilibrium score regression. Multivariate analysis was performed using Multi-Trait Analysis of GWAS. Functional mapping and annotation of leading loci was performed with FUMA. Replication was evaluated using the Million Veteran Program GWAS of PTSD total symptoms.ResultsGWASs of PTSD symptoms and LTE burden identified 5 and 6 independent genome-wide significant loci, respectively. There was a 72% genetic correlation between PTSD and LTE. PTSD and LTE showed largely similar patterns of genetic correlation with other traits, albeit with some distinctions. Adjusting PTSD for LTE reduced PTSD heritability by 31%. Multivariate analysis of PTSD and LTE increased the effective sample size of the PTSD GWAS by 20% and identified 4 additional loci. Four of these 9 PTSD loci were independently replicated in the Million Veteran Program.ConclusionsThrough using a quantitative trait measure of PTSD, we identified novel risk loci not previously identified using prior case-control analyses. PTSD and LTE have a high genetic overlap that can be leveraged to increase discovery power through multivariate methods.

Published
2022

6. Epigenome-wide meta-analysis of PTSD symptom severity in three military cohorts implicates DNA methylation changes in genes involved in immune system and oxidative stress

Author

Katrinli, Seyma, Maihofer, Adam X, Wani, Agaz H, Pfeiffer, John R, Ketema, Elizabeth, Ratanatharathorn, Andrew, Baker, Dewleen G, Boks, Marco P, Geuze, Elbert, Kessler, Ronald C, Risbrough, Victoria B, Rutten, Bart PF, Stein, Murray B, Ursano, Robert J, Vermetten, Eric, Logue, Mark W, Nievergelt, Caroline M, Smith, Alicia K, and Uddin, Monica

Subjects
Human Genome, Mental Health, Post-Traumatic Stress Disorder (PTSD), Genetics, 2.1 Biological and endogenous factors, Aetiology, Good Health and Well Being, Adaptor Proteins, Signal Transducing, DNA Methylation, Epigenesis, Genetic, Epigenome, Humans, Immune System, Male, Military Personnel, Oxidative Stress, Stress Disorders, Post-Traumatic, Biological Sciences, Medical and Health Sciences, Psychology and Cognitive Sciences, Psychiatry
Abstract

Epigenetic factors modify the effects of environmental factors on biological outcomes. Identification of epigenetic changes that associate with PTSD is therefore a crucial step in deciphering mechanisms of risk and resilience. In this study, our goal is to identify epigenetic signatures associated with PTSD symptom severity (PTSS) and changes in PTSS over time, using whole blood DNA methylation (DNAm) data (MethylationEPIC BeadChip) of military personnel prior to and following combat deployment. A total of 429 subjects (858 samples across 2 time points) from three male military cohorts were included in the analyses. We conducted two different meta-analyses to answer two different scientific questions: one to identify a DNAm profile of PTSS using a random effects model including both time points for each subject, and the other to identify a DNAm profile of change in PTSS conditioned on pre-deployment DNAm. Four CpGs near four genes (F2R, CNPY2, BAIAP2L1, and TBXAS1) and 88 differentially methylated regions (DMRs) were associated with PTSS. Change in PTSS after deployment was associated with 15 DMRs, of those 2 DMRs near OTUD5 and ELF4 were also associated with PTSS. Notably, three PTSS-associated CpGs near F2R, BAIAP2L1 and TBXAS1 also showed nominal evidence of association with change in PTSS. This study, which identifies PTSD-associated changes in genes involved in oxidative stress and immune system, provides novel evidence that epigenetic differences are associated with PTSS.

Published
2022

8. Posttraumatic Stress Disorder and Likelihood of Hormone Therapy Use among Women in the Nurses' Health Study II: A 26-Year Prospective Analysis

Author

Lawn, Rebecca B, Nishimi, Kristen M, Kim, Yongjoo, Jung, Sun Jae, Roberts, Andrea L, Sumner, Jennifer A, Thurston, Rebecca C, Chibnik, Lori B, Rimm, Eric B, Ratanatharathorn, Andrew D, Jha, Shaili C, Koenen, Karestan C, Tworoger, Shelley S, and Kubzansky, Laura D

Subjects
Health Services and Systems, Biomedical and Clinical Sciences, Health Sciences, Estrogen, Clinical Research, Post-Traumatic Stress Disorder (PTSD), Brain Disorders, Anxiety Disorders, Aging, Mental Health, Behavioral and Social Science, Good Health and Well Being, Female, Hormone Replacement Therapy, Humans, Nurses, Prospective Studies, Stress Disorders, Post-Traumatic, Time Factors, Medical and Health Sciences, Epidemiology, Biomedical and clinical sciences, Health sciences
Abstract

BackgroundPosttraumatic stress disorder (PTSD) is associated with higher risk of certain chronic diseases, including ovarian cancer, but underlying mechanisms remain unclear. Although prior work has linked menopausal hormone therapy (MHT) use with elevated ovarian cancer risk, little research considers PTSD to likelihood of MHT use. We examined whether PTSD was prospectively associated with greater likelihood of initiating MHT use over 26 years.MethodsUsing data from the Nurses' Health Study II, with trauma and PTSD (symptoms and onset date) assessed by screener in 2008 and MHT assessed via biennial survey (from 1989), we performed Cox proportional regression models with women contributing person-years from age 36 years. Relevant covariates were assessed at biennial surveys. We considered potential effect modification by race/ethnicity, age at baseline, and period (1989-2002 vs. 2003-2015).ResultsOver follow-up, 22,352 of 43,025 women reported initiating MHT use. For example, compared with women with no trauma, the HR for initiating MHT was 1.18 for those with trauma/1-3 PTSD symptoms [95% confidence interval (CI), 1.13-1.22] and 1.31 for those with trauma/4-7 PTSD symptoms (95% CI, 1.25-1.36; P trend < 0.001), adjusting for sociodemographic factors. Associations were maintained when adjusting for reproductive factors and health conditions. We found evidence of effect modification by age at baseline.ConclusionsTrauma and number of PTSD symptoms were associated with greater likelihood of initiating MHT use in a dose-response manner.ImpactMHT may be a pathway linking PTSD to altered chronic disease risk. It is important to understand why women with PTSD initiate MHT use.

Published
2021

10. Longitudinal epigenome-wide association studies of three male military cohorts reveal multiple CpG sites associated with post-traumatic stress disorder

Author

Snijders, Clara, Maihofer, Adam X, Ratanatharathorn, Andrew, Baker, Dewleen G, Boks, Marco P, Geuze, Elbert, Jain, Sonia, Kessler, Ronald C, Pishva, Ehsan, Risbrough, Victoria B, Stein, Murray B, Ursano, Robert J, Vermetten, Eric, Vinkers, Christiaan H, Smith, Alicia K, Uddin, Monica, Rutten, Bart PF, and Nievergelt, Caroline M

Subjects
Mental Health, Post-Traumatic Stress Disorder (PTSD), Anxiety Disorders, Human Genome, Genetics, 2.1 Biological and endogenous factors, Aetiology, Adult, Case-Control Studies, Cell Cycle Proteins, Cohort Studies, CpG Islands, DNA Methylation, Epigenesis, Genetic, Epigenome, Genomics, Humans, Longitudinal Studies, Male, Military Personnel, Polymorphism, Single Nucleotide, Stress Disorders, Post-Traumatic, EWAS, Longitudinal, DNA methylation, Meta-analysis, Trauma, PTSD, Epigenetics, PGC PTSD EWAS Consortium, Clinical Sciences, Paediatrics and Reproductive Medicine
Abstract

BackgroundEpigenetic mechanisms have been suggested to play a role in the development of post-traumatic stress disorder (PTSD). Here, blood-derived DNA methylation data (HumanMethylation450 BeadChip) collected prior to and following combat exposure in three cohorts of male military members were analyzed to assess whether DNA methylation profiles are associated with the development of PTSD. A total of 123 PTSD cases and 143 trauma-exposed controls were included in the analyses. The Psychiatric Genomics Consortium (PGC) PTSD EWAS QC pipeline was used on all cohorts, and results were combined using a sample size weighted meta-analysis in a two-stage design. In stage one, we jointly analyzed data of two new cohorts (N = 126 and 78) for gene discovery, and sought to replicate significant findings in a third, previously published cohort (N = 62) to assess the robustness of our results. In stage 2, we aimed at maximizing power for gene discovery by combining all three cohorts in a meta-analysis.ResultsStage 1 analyses identified four CpG sites in which, conditional on pre-deployment DNA methylation, post-deployment DNA methylation was significantly associated with PTSD status after epigenome-wide adjustment for multiple comparisons. The most significant (intergenic) CpG cg05656210 (p = 1.0 × 10-08) was located on 5q31 and significantly replicated in the third cohort. In addition, 19 differentially methylated regions (DMRs) were identified, but failed replication. Stage 2 analyses identified three epigenome-wide significant CpGs, the intergenic CpG cg05656210 and two additional CpGs located in MAD1L1 (cg12169700) and HEXDC (cg20756026). Interestingly, cg12169700 had an underlying single nucleotide polymorphism (SNP) which was located within the same LD block as a recently identified PTSD-associated SNP in MAD1L1. Stage 2 analyses further identified 12 significant differential methylated regions (DMRs), 1 of which was located in MAD1L1 and 4 were situated in the human leukocyte antigen (HLA) region.ConclusionsThis study suggests that the development of combat-related PTSD is associated with distinct methylation patterns in several genomic positions and regions. Our most prominent findings suggest the involvement of the immune system through the HLA region and HEXDC, and MAD1L1 which was previously associated with PTSD.

Published
2020

11. Epigenome-wide meta-analysis of PTSD across 10 military and civilian cohorts identifies methylation changes in AHRR.

Author

Smith, Alicia K, Ratanatharathorn, Andrew, Maihofer, Adam X, Naviaux, Robert K, Aiello, Allison E, Amstadter, Ananda B, Ashley-Koch, Allison E, Baker, Dewleen G, Beckham, Jean C, Boks, Marco P, Bromet, Evelyn, Dennis, Michelle, Galea, Sandro, Garrett, Melanie E, Geuze, Elbert, Guffanti, Guia, Hauser, Michael A, Katrinli, Seyma, Kilaru, Varun, Kessler, Ronald C, Kimbrel, Nathan A, Koenen, Karestan C, Kuan, Pei-Fen, Li, Kefeng, Logue, Mark W, Lori, Adriana, Luft, Benjamin J, Miller, Mark W, Naviaux, Jane C, Nugent, Nicole R, Qin, Xuejun, Ressler, Kerry J, Risbrough, Victoria B, Rutten, Bart PF, Stein, Murray B, Ursano, Robert J, Vermetten, Eric, Vinkers, Christiaan H, Wang, Lin, Youssef, Nagy A, INTRuST Clinical Consortium, VA Mid-Atlantic MIRECC Workgroup, PGC PTSD Epigenetics Workgroup, Uddin, Monica, and Nievergelt, Caroline M

Subjects
INTRuST Clinical Consortium, VA Mid-Atlantic MIRECC Workgroup, PGC PTSD Epigenetics Workgroup, Humans, Wounds and Injuries, Kynurenine, Repressor Proteins, Case-Control Studies, Cohort Studies, Stress Disorders, Post-Traumatic, DNA Methylation, Epigenesis, Genetic, Military Personnel, Female, Male, Basic Helix-Loop-Helix Transcription Factors, Epigenome, Stress Disorders, Post-Traumatic, Epigenesis, Genetic
Abstract

Epigenetic differences may help to distinguish between PTSD cases and trauma-exposed controls. Here, we describe the results of the largest DNA methylation meta-analysis of PTSD to date. Ten cohorts, military and civilian, contribute blood-derived DNA methylation data from 1,896 PTSD cases and trauma-exposed controls. Four CpG sites within the aryl-hydrocarbon receptor repressor (AHRR) associate with PTSD after adjustment for multiple comparisons, with lower DNA methylation in PTSD cases relative to controls. Although AHRR methylation is known to associate with smoking, the AHRR association with PTSD is most pronounced in non-smokers, suggesting the result was independent of smoking status. Evaluation of metabolomics data reveals that AHRR methylation associated with kynurenine levels, which are lower among subjects with PTSD. This study supports epigenetic differences in those with PTSD and suggests a role for decreased kynurenine as a contributor to immune dysregulation in PTSD.

Published
2020

13. An Exposure-Wide and Mendelian Randomization Approach to Identifying Modifiable Factors for the Prevention of Depression

Author

Choi, Karmel W, Stein, Murray B, Nishimi, Kristen M, Ge, Tian, Coleman, Jonathan RI, Chen, Chia-Yen, Ratanatharathorn, Andrew, Zheutlin, Amanda B, Dunn, Erin C, Breen, Gerome, Koenen, Karestan C, and Smoller, Jordan W

Subjects
Clinical Research, Brain Disorders, Prevention, Depression, Mental Health, Behavioral and Social Science, 2.3 Psychological, social and economic factors, Aetiology, Mental health, Good Health and Well Being, Adult, Databases as Topic, Diet, Exercise, Female, Humans, Male, Mendelian Randomization Analysis, Multifactorial Inheritance, Risk Factors, Screen Time, Sleep Hygiene, 23andMe Research Team, Major Depressive Disorder Working Group of the Psychiatric Genomics Consortium, Exposome, Mendelian Randomization, Polygenic Risk, Protective Factors, Medical and Health Sciences, Psychology and Cognitive Sciences, Psychiatry
Abstract

ObjectiveEfforts to prevent depression, the leading cause of disability worldwide, have focused on a limited number of candidate factors. Using phenotypic and genomic data from over 100,000 UK Biobank participants, the authors sought to systematically screen and validate a wide range of potential modifiable factors for depression.MethodsBaseline data were extracted for 106 modifiable factors, including lifestyle (e.g., exercise, sleep, media, diet), social (e.g., support, engagement), and environmental (e.g., green space, pollution) variables. Incident depression was defined as minimal depressive symptoms at baseline and clinically significant depression at follow-up. At-risk individuals for incident depression were identified by polygenic risk scores or by reported traumatic life events. An exposure-wide association scan was conducted to identify factors associated with incident depression in the full sample and among at-risk individuals. Two-sample Mendelian randomization was then used to validate potentially causal relationships between identified factors and depression.ResultsNumerous factors across social, sleep, media, dietary, and exercise-related domains were prospectively associated with depression, even among at-risk individuals. However, only a subset of factors was supported by Mendelian randomization evidence, including confiding in others (odds ratio=0.76, 95% CI=0.67, 0.86), television watching time (odds ratio=1.09, 95% CI=1.05, 1.13), and daytime napping (odds ratio=1.34, 95% CI=1.17, 1.53).ConclusionsUsing a two-stage approach, this study validates several actionable targets for preventing depression. It also demonstrates that not all factors associated with depression in observational research may translate into robust targets for prevention. A large-scale exposure-wide approach combined with genetically informed methods for causal inference may help prioritize strategies for multimodal prevention in psychiatry.

Published
2020

14. The Relationship of Attention-Deficit/Hyperactivity Disorder With Posttraumatic Stress Disorder: A Two-Sample Mendelian Randomization and Population-Based Sibling Comparison Study

Author

Maihofer, Adam X., Choi, Karmel W., Coleman, Jonathan R.I., Daskalakis, Nikolaos P., Denckla, Christy A., Ketema, Elizabeth, Morey, Rajendra A., Polimanti, Renato, Ratanatharathorn, Andrew, Torres, Katy, Wingo, Aliza P., Zai, Clement C., Aiello, Allison E., Almli, Lynn M., Amstadter, Ananda B., Andersen, Soren B., Andreassen, Ole A., Arbisi, Paul A., Ashley-Koch, Allison E., Austin, S. Bryn, Avdibegovic, Esmina, Borglum, Anders D., Babic, Dragan, Bækvad-Hansen, Marie, Baker, Dewleen G., Beckham, Jean C., Bierut, Laura J., Bisson, Jonathan I., Boks, Marco P., Bolger, Elizabeth A., Bradley, Bekh, Brashear, Meghan, Breen, Gerome, Bryant, Richard A., Bustamante, Angela C., Bybjerg-Grauholm, Jonas, Calabrese, Joseph R., Caldas-de-Almeida, Jose Miguel, Chen, Chia-Yen, Dale, Anders M., Dalvie, Shareefa, Deckert, Jürgen, Delahanty, Douglas L., Dennis, Michelle F., Disner, Seth G., Domschke, Katharina, Duncan, Laramie E., Kulenovic, Alma Dzubur, Erbes, Christopher R., Evans, Alexandra, Farrer, Lindsay A., Feeny, Norah C., Flory, Janine D., Forbes, David, Franz, Carol E., Galea, Sandro, Garrett, Melanie E., Gautam, Aarti, Gelaye, Bizu, Gelernter, Joel, Geuze, Elbert, Gillespie, Charles F., Uka, Aferdita Goci, Gordon, Scott D., Guffanti, Guia, Hammamieh, Rasha, Hauser, Michael A., Heath, Andrew C., Hemmings, Sian M.J., Hougaard, David Michael, Jakovljevic, Miro, Jett, Marti, Johnson, Eric Otto, Jones, Ian, Jovanovic, Tanja, Qin, Xue-Jun, Karstoft, Karen-Inge, Kaufman, Milissa L., Kessler, Ronald C., Khan, Alaptagin, Kimbrel, Nathan A., King, Anthony P., Koen, Nastassja, Kranzler, Henry R., Kremen, William S., Lawford, Bruce R., Lebois, Lauren A.M., Lewis, Catrin, Liberzon, Israel, Linnstaedt, Sarah D., Logue, Mark W., Lori, Adriana, Lugonja, Bozo, Luykx, Jurjen J., Lyons, Michael J., Maples-Keller, Jessica L., Marmar, Charles, Martin, Nicholas G., Maurer, Douglas, Mavissakalian, Matig R., McFarlane, Alexander, McGlinchey, Regina E., McLaughlin, Katie A., McLean, Samuel A., Mehta, Divya, Mellor, Rebecca, Michopoulos, Vasiliki, Milberg, William, Miller, Mark W., Morris, Charles Phillip, Mors, Ole, Mortensen, Preben Bo, Nelson, Elliot C., Nordentoft, Merete, Norman, Sonya B., O’Donnell, Meaghan, Orcutt, Holly K., Panizzon, Matthew S., Peters, Edward S., Peterson, Alan L., Peverill, Matthew, Pietrzak, Robert H., Polusny, Melissa A., Rice, John P., Risbrough, Victoria B., Roberts, Andrea L., Rothbaum, Alex O., Rothbaum, Barbara O., Roy-Byrne, Peter, Ruggiero, Kenneth J., Rung, Ariane, Rutten, Bart P.F., Saccone, Nancy L., Sanchez, Sixto E., Schijven, Dick, Seedat, Soraya, Seligowski, Antonia V., Seng, Julia S., Sheerin, Christina M., Silove, Derrick, Smith, Alicia K., Smoller, Jordan W., Sponheim, Scott R., Stein, Dan J., Stevens, Jennifer S., Teicher, Martin H., Thompson, Wesley K., Trapido, Edward, Uddin, Monica, Ursano, Robert J., Luella van den Heuvel, Leigh, Van Hooff, Miranda, Vermetten, Eric, Vinkers, Christiaan, Voisey, Joanne, Wang, Yunpeng, Wang, Zhewu, Werge, Thomas, Williams, Michelle A., Williamson, Douglas E., Winternitz, Sherry, Wolf, Christiane, Wolf, Erika J., Yehuda, Rachel, Young, Keith A., Young, Ross McD., Zhao, Hongyu, Zoellner, Lori A., Haas, Magali, Lasseter, Heather, Provost, Allison C., Salem, Rany M., Sebat, Jonathan, Shaffer, Richard, Wu, Tianying, Ripke, Stephan, Daly, Mark J., Ressler, Kerry J., Koenen, Karestan C., Stein, Murray B., Nievergelt, Caroline M., Wendt, Frank R., Garcia-Argibay, Miguel, Cabrera-Mendoza, Brenda, Valdimarsdóttir, Unnur A., Nivard, Michel G., Larsson, Henrik, Mattheisen, Manuel, and Meier, Sandra M.

Published
2023
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16. International meta-analysis of PTSD genome-wide association studies identifies sex- and ancestry-specific genetic risk loci.

Author

Nievergelt, Caroline M, Maihofer, Adam X, Klengel, Torsten, Atkinson, Elizabeth G, Chen, Chia-Yen, Choi, Karmel W, Coleman, Jonathan RI, Dalvie, Shareefa, Duncan, Laramie E, Gelernter, Joel, Levey, Daniel F, Logue, Mark W, Polimanti, Renato, Provost, Allison C, Ratanatharathorn, Andrew, Stein, Murray B, Torres, Katy, Aiello, Allison E, Almli, Lynn M, Amstadter, Ananda B, Andersen, Søren B, Andreassen, Ole A, Arbisi, Paul A, Ashley-Koch, Allison E, Austin, S Bryn, Avdibegovic, Esmina, Babić, Dragan, Bækvad-Hansen, Marie, Baker, Dewleen G, Beckham, Jean C, Bierut, Laura J, Bisson, Jonathan I, Boks, Marco P, Bolger, Elizabeth A, Børglum, Anders D, Bradley, Bekh, Brashear, Megan, Breen, Gerome, Bryant, Richard A, Bustamante, Angela C, Bybjerg-Grauholm, Jonas, Calabrese, Joseph R, Caldas-de-Almeida, José M, Dale, Anders M, Daly, Mark J, Daskalakis, Nikolaos P, Deckert, Jürgen, Delahanty, Douglas L, Dennis, Michelle F, Disner, Seth G, Domschke, Katharina, Dzubur-Kulenovic, Alma, Erbes, Christopher R, Evans, Alexandra, Farrer, Lindsay A, Feeny, Norah C, Flory, Janine D, Forbes, David, Franz, Carol E, Galea, Sandro, Garrett, Melanie E, Gelaye, Bizu, Geuze, Elbert, Gillespie, Charles, Uka, Aferdita Goci, Gordon, Scott D, Guffanti, Guia, Hammamieh, Rasha, Harnal, Supriya, Hauser, Michael A, Heath, Andrew C, Hemmings, Sian MJ, Hougaard, David Michael, Jakovljevic, Miro, Jett, Marti, Johnson, Eric Otto, Jones, Ian, Jovanovic, Tanja, Qin, Xue-Jun, Junglen, Angela G, Karstoft, Karen-Inge, Kaufman, Milissa L, Kessler, Ronald C, Khan, Alaptagin, Kimbrel, Nathan A, King, Anthony P, Koen, Nastassja, Kranzler, Henry R, Kremen, William S, Lawford, Bruce R, Lebois, Lauren AM, Lewis, Catrin E, Linnstaedt, Sarah D, Lori, Adriana, Lugonja, Bozo, Luykx, Jurjen J, Lyons, Michael J, Maples-Keller, Jessica, Marmar, Charles, and Martin, Alicia R

Subjects
Humans, Genetic Predisposition to Disease, Ubiquitin-Protein Ligases, Stress Disorders, Post-Traumatic, Sex Factors, African Continental Ancestry Group, European Continental Ancestry Group, Veterans, Female, Male, Genome-Wide Association Study, Genetic Loci, Datasets as Topic, Human Genome, Mental Health, Biotechnology, Clinical Research, Post-Traumatic Stress Disorder (PTSD), Anxiety Disorders, Prevention, Genetics
Abstract

The risk of posttraumatic stress disorder (PTSD) following trauma is heritable, but robust common variants have yet to be identified. In a multi-ethnic cohort including over 30,000 PTSD cases and 170,000 controls we conduct a genome-wide association study of PTSD. We demonstrate SNP-based heritability estimates of 5-20%, varying by sex. Three genome-wide significant loci are identified, 2 in European and 1 in African-ancestry analyses. Analyses stratified by sex implicate 3 additional loci in men. Along with other novel genes and non-coding RNAs, a Parkinson's disease gene involved in dopamine regulation, PARK2, is associated with PTSD. Finally, we demonstrate that polygenic risk for PTSD is significantly predictive of re-experiencing symptoms in the Million Veteran Program dataset, although specific loci did not replicate. These results demonstrate the role of genetic variation in the biology of risk for PTSD and highlight the necessity of conducting sex-stratified analyses and expanding GWAS beyond European ancestry populations.

Published
2019

20. Epigenome‐wide association of PTSD from heterogeneous cohorts with a common multi‐site analysis pipeline

Author

Ratanatharathorn, Andrew, Boks, Marco P, Maihofer, Adam X, Aiello, Allison E, Amstadter, Ananda B, Ashley‐Koch, Allison E, Baker, Dewleen G, Beckham, Jean C, Bromet, Evelyn, Dennis, Michelle, Garrett, Melanie E, Geuze, Elbert, Guffanti, Guia, Hauser, Michael A, Kilaru, Varun, Kimbrel, Nathan A, Koenen, Karestan C, Kuan, Pei‐Fen, Logue, Mark W, Luft, Benjamin J, Miller, Mark W, Mitchell, Colter, Nugent, Nicole R, Ressler, Kerry J, Rutten, Bart PF, Stein, Murray B, Vermetten, Eric, Vinkers, Christiaan H, Youssef, Nagy A, Workgroup, VA Mid‐Atlantic MIRECC, Workgroup, PGC PTSD Epigenetics, Uddin, Monica, Nievergelt, Caroline M, and Smith, Alicia K

Subjects
Human Genome, Genetics, Post-Traumatic Stress Disorder (PTSD), Mental Health, Anxiety Disorders, Brain Disorders, 2.1 Biological and endogenous factors, Aetiology, Adult, Cohort Studies, DNA Methylation, Epigenomics, Female, Genetic Predisposition to Disease, Genome-Wide Association Study, Genomics, Humans, Male, Middle Aged, Phenotype, Stress Disorders, Post-Traumatic, EWAS, meta-analysis, stress, trauma, VA Mid-Atlantic MIRECC Workgroup, PGC PTSD Epigenetics Workgroup, Clinical Sciences, Neurosciences
Abstract

Compelling evidence suggests that epigenetic mechanisms such as DNA methylation play a role in stress regulation and in the etiologic basis of stress related disorders such as Post traumatic Stress Disorder (PTSD). Here we describe the purpose and methods of an international consortium that was developed to study the role of epigenetics in PTSD. Inspired by the approach used in the Psychiatric Genomics Consortium, we brought together investigators representing seven cohorts with a collective sample size of N = 1147 that included detailed information on trauma exposure, PTSD symptoms, and genome-wide DNA methylation data. The objective of this consortium is to increase the analytical sample size by pooling data and combining expertise so that DNA methylation patterns associated with PTSD can be identified. Several quality control and analytical pipelines were evaluated for their control of genomic inflation and technical artifacts with a joint analysis procedure established to derive comparable data over the cohorts for meta-analysis. We propose methods to deal with ancestry population stratification and type I error inflation and discuss the advantages and disadvantages of applying robust error estimates. To evaluate our pipeline, we report results from an epigenome-wide association study (EWAS) of age, which is a well-characterized phenotype with known epigenetic associations. Overall, while EWAS are highly complex and subject to similar challenges as genome-wide association studies (GWAS), we demonstrate that an epigenetic meta-analysis with a relatively modest sample size can be well-powered to identify epigenetic associations. Our pipeline can be used as a framework for consortium efforts for EWAS.

Published
2017

21. Maternal anxiety during pregnancy and newborn epigenome-wide DNA methylation

Author

Sammallahti, Sara, Cortes Hidalgo, Andrea P., Tuominen, Samuli, Malmberg, Anni, Mulder, Rosa H., Brunst, Kelly J., Alemany, Silvia, McBride, Nancy S., Yousefi, Paul, Heiss, Jonathan A., McRae, Nia, Page, Christian M., Jin, Jianping, Pesce, Giancarlo, Caramaschi, Doretta, Rifas-Shiman, Sheryl L., Koen, Nastassja, Adams, Charleen D., Magnus, Maria C., Baïz, Nour, Ratanatharathorn, Andrew, Czamara, Darina, Håberg, Siri E., Colicino, Elena, Baccarelli, Andrea A., Cardenas, Andres, DeMeo, Dawn L., Lawlor, Deborah A., Relton, Caroline L., Felix, Janine F., van IJzendoorn, Marinus H., Bakermans-Kranenburg, Marian J., Kajantie, Eero, Räikkönen, Katri, Sunyer, Jordi, Sharp, Gemma C., Houtepen, Lotte C., Nohr, Ellen A., Sørensen, Thorkild I. A., Téllez-Rojo, Martha M., Wright, Robert O., Annesi-Maesano, Isabella, Wright, John, Hivert, Marie-France, Wright, Rosalind J., Zar, Heather J., Stein, Dan J., London, Stephanie J., Cecil, Charlotte A. M., Tiemeier, Henning, and Lahti, Jari

Published
2021
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23. Potential causal association between gut microbiome and posttraumatic stress disorder

Author

Cardiologie, Onderzoeksgroep 2, Brain, MGGZ, Hersenen-Medisch 1, Neurogenetica, Diagnostiek & Vroege Psychose Medisch, He, Qiang, Wang, Wenjing, Xu, Dingkang, Xiong, Yang, Tao, Chuanyuan, You, Chao, Ma, Lu, Ma, Junpeng, Nievergelt, Caroline M., Maihofer, Adam X., Klengel, Torsten, Atkinson, Elizabeth G., Chen, Chia Yen, Choi, Karmel W., Coleman, Jonathan R.I., Dalvie, Shareefa, Duncan, Laramie E., Logue, Mark W., Provost, Allison C., Ratanatharathorn, Andrew, Stein, Murray B., Torres, Katy, Aiello, Allison E., Almli, Lynn M., Amstadter, Ananda B., Andersen, Søren B., Andreassen, Ole A., Arbisi, Paul A., Ashley-Koch, Allison E., Austin, S. Bryn, Avdibegovic, Esmina, Babić, Dragan, Bækvad-Hansen, Marie, Baker, Dewleen G., Beckham, Jean C., Bierut, Laura J., Bisson, Jonathan I., Boks, Marco P., Bolger, Elizabeth A., Børglum, Anders D., Bradley, Bekh, Brashear, Megan, Breen, Gerome, Bryant, Richard A., Bustamante, Angela C., Bybjerg-Grauholm, Jonas, Calabrese, Joseph R., Caldas-de-Almeida, José M., Dale, Anders M., Daly, Mark J., Daskalakis, Nikolaos P., Deckert, Jürgen, Delahanty, Douglas L., Dennis, Michelle F., Disner, Seth G., Domschke, Katharina, Dzubur-Kulenovic, Alma, Erbes, Christopher R., Evans, Alexandra, Farrer, Lindsay A., Feeny, Norah C., Flory, Janine D., Forbes, David, Franz, Carol E., Galea, Sandro, Garrett, Melanie E., Gelaye, Bizu, Gelernter, Joel, Geuze, Elbert, Gillespie, Charles, Uka, Aferdita Goci, Gordon, Scott D., Guffanti, Guia, Hammamieh, Rasha, Harnal, Supriya, Hauser, Michael A., Heath, Andrew C., Hemmings, Sian M.J., Hougaard, David Michael, Jakovljevic, Miro, Jett, Marti, Johnson, Eric Otto, Jones, Ian, Jovanovic, Tanja, Qin, Xue Jun, Junglen, Angela G., Karstoft, Karen Inge, Kaufman, Milissa L., Kessler, Ronald C., Khan, Alaptagin, Kimbrel, Nathan A., King, Anthony P., Koen, Nastassja, Kranzler, Henry R., Kremen, William S., Lawford, Bruce R., Lebois, Lauren A.M., Lewis, Catrin E., Linnstaedt, Sarah D., Lori, Adriana, Lugonja, Bozo, Luykx, Jurjen J., Lyons, Michael J., Maples-Keller, Jessica, Marmar, Charles, Martin, Alicia R., Martin, Nicholas G., Maurer, Douglas, Mavissakalian, Matig R., McFarlane, Alexander, McGlinchey, Regina E., McLaughlin, Katie A., McLean, Samuel A., McLeay, Sarah, Mehta, Divya, Milberg, William P., Miller, Mark W., Morey, Rajendra A., Morris, Charles Phillip, Mors, Ole, Mortensen, Preben B., Neale, Benjamin M., Nelson, Elliot C., Nordentoft, Merete, Norman, Sonya B., O’Donnell, Meaghan, Orcutt, Holly K., Panizzon, Matthew S., Peters, Edward S., Peterson, Alan L., Peverill, Matthew, Pietrzak, Robert H., Polusny, Melissa A., Rice, John P., Ripke, Stephan, Risbrough, Victoria B., Roberts, Andrea L., Rothbaum, Alex O., Rothbaum, Barbara O., Roy-Byrne, Peter, Ruggiero, Ken, Rung, Ariane, Rutten, Bart P.F., Saccone, Nancy L., Sanchez, Sixto E., Schijven, Dick, Seedat, Soraya, Seligowski, Antonia V., Seng, Julia S., Sheerin, Christina M., Silove, Derrick, Smith, Alicia K., Smoller, Jordan W., Solovieff, Nadia, Sponheim, Scott R., Stein, Dan J., Sumner, Jennifer A., Teicher, Martin H., Thompson, Wesley K., Trapido, Edward, Uddin, Monica, Ursano, Robert J., van den Heuvel, Leigh Luella, van Hooff, Miranda, Vermetten, Eric, Vinkers, Christiaan H., Voisey, Joanne, Wang, Yunpeng, Wang, Zhewu, Werge, Thomas, Williams, Michelle A., Williamson, Douglas E., Winternitz, Sherry, Wolf, Christiane, Wolf, Erika J., Wolff, Jonathan D., Yehuda, Rachel, Young, Keith A., Young, Ross Mc D., Zhao, Hongyu, Zoellner, Lori A., Liberzon, Israel, Ressler, Kerry J., Haas, Magali, Koenen, Karestan C., Cardiologie, Onderzoeksgroep 2, Brain, MGGZ, Hersenen-Medisch 1, Neurogenetica, Diagnostiek & Vroege Psychose Medisch, He, Qiang, Wang, Wenjing, Xu, Dingkang, Xiong, Yang, Tao, Chuanyuan, You, Chao, Ma, Lu, Ma, Junpeng, Nievergelt, Caroline M., Maihofer, Adam X., Klengel, Torsten, Atkinson, Elizabeth G., Chen, Chia Yen, Choi, Karmel W., Coleman, Jonathan R.I., Dalvie, Shareefa, Duncan, Laramie E., Logue, Mark W., Provost, Allison C., Ratanatharathorn, Andrew, Stein, Murray B., Torres, Katy, Aiello, Allison E., Almli, Lynn M., Amstadter, Ananda B., Andersen, Søren B., Andreassen, Ole A., Arbisi, Paul A., Ashley-Koch, Allison E., Austin, S. Bryn, Avdibegovic, Esmina, Babić, Dragan, Bækvad-Hansen, Marie, Baker, Dewleen G., Beckham, Jean C., Bierut, Laura J., Bisson, Jonathan I., Boks, Marco P., Bolger, Elizabeth A., Børglum, Anders D., Bradley, Bekh, Brashear, Megan, Breen, Gerome, Bryant, Richard A., Bustamante, Angela C., Bybjerg-Grauholm, Jonas, Calabrese, Joseph R., Caldas-de-Almeida, José M., Dale, Anders M., Daly, Mark J., Daskalakis, Nikolaos P., Deckert, Jürgen, Delahanty, Douglas L., Dennis, Michelle F., Disner, Seth G., Domschke, Katharina, Dzubur-Kulenovic, Alma, Erbes, Christopher R., Evans, Alexandra, Farrer, Lindsay A., Feeny, Norah C., Flory, Janine D., Forbes, David, Franz, Carol E., Galea, Sandro, Garrett, Melanie E., Gelaye, Bizu, Gelernter, Joel, Geuze, Elbert, Gillespie, Charles, Uka, Aferdita Goci, Gordon, Scott D., Guffanti, Guia, Hammamieh, Rasha, Harnal, Supriya, Hauser, Michael A., Heath, Andrew C., Hemmings, Sian M.J., Hougaard, David Michael, Jakovljevic, Miro, Jett, Marti, Johnson, Eric Otto, Jones, Ian, Jovanovic, Tanja, Qin, Xue Jun, Junglen, Angela G., Karstoft, Karen Inge, Kaufman, Milissa L., Kessler, Ronald C., Khan, Alaptagin, Kimbrel, Nathan A., King, Anthony P., Koen, Nastassja, Kranzler, Henry R., Kremen, William S., Lawford, Bruce R., Lebois, Lauren A.M., Lewis, Catrin E., Linnstaedt, Sarah D., Lori, Adriana, Lugonja, Bozo, Luykx, Jurjen J., Lyons, Michael J., Maples-Keller, Jessica, Marmar, Charles, Martin, Alicia R., Martin, Nicholas G., Maurer, Douglas, Mavissakalian, Matig R., McFarlane, Alexander, McGlinchey, Regina E., McLaughlin, Katie A., McLean, Samuel A., McLeay, Sarah, Mehta, Divya, Milberg, William P., Miller, Mark W., Morey, Rajendra A., Morris, Charles Phillip, Mors, Ole, Mortensen, Preben B., Neale, Benjamin M., Nelson, Elliot C., Nordentoft, Merete, Norman, Sonya B., O’Donnell, Meaghan, Orcutt, Holly K., Panizzon, Matthew S., Peters, Edward S., Peterson, Alan L., Peverill, Matthew, Pietrzak, Robert H., Polusny, Melissa A., Rice, John P., Ripke, Stephan, Risbrough, Victoria B., Roberts, Andrea L., Rothbaum, Alex O., Rothbaum, Barbara O., Roy-Byrne, Peter, Ruggiero, Ken, Rung, Ariane, Rutten, Bart P.F., Saccone, Nancy L., Sanchez, Sixto E., Schijven, Dick, Seedat, Soraya, Seligowski, Antonia V., Seng, Julia S., Sheerin, Christina M., Silove, Derrick, Smith, Alicia K., Smoller, Jordan W., Solovieff, Nadia, Sponheim, Scott R., Stein, Dan J., Sumner, Jennifer A., Teicher, Martin H., Thompson, Wesley K., Trapido, Edward, Uddin, Monica, Ursano, Robert J., van den Heuvel, Leigh Luella, van Hooff, Miranda, Vermetten, Eric, Vinkers, Christiaan H., Voisey, Joanne, Wang, Yunpeng, Wang, Zhewu, Werge, Thomas, Williams, Michelle A., Williamson, Douglas E., Winternitz, Sherry, Wolf, Christiane, Wolf, Erika J., Wolff, Jonathan D., Yehuda, Rachel, Young, Keith A., Young, Ross Mc D., Zhao, Hongyu, Zoellner, Lori A., Liberzon, Israel, Ressler, Kerry J., Haas, Magali, and Koenen, Karestan C.

Published
2024

24. Potential causal association between gut microbiome and posttraumatic stress disorder

Author

He, Qiang, Wang, Wenjing, Xu, Dingkang, Xiong, Yang, Tao, Chuanyuan, You, Chao, Ma, Lu, Ma, Junpeng, Nievergelt, Caroline M., Maihofer, Adam X., Klengel, Torsten, Atkinson, Elizabeth G., Chen, Chia Yen, Choi, Karmel W., Coleman, Jonathan R.I., Dalvie, Shareefa, Duncan, Laramie E., Logue, Mark W., Provost, Allison C., Ratanatharathorn, Andrew, Stein, Murray B., Torres, Katy, Aiello, Allison E., Almli, Lynn M., Amstadter, Ananda B., Andersen, Søren B., Andreassen, Ole A., Arbisi, Paul A., Ashley-Koch, Allison E., Austin, S. Bryn, Avdibegovic, Esmina, Babić, Dragan, Bækvad-Hansen, Marie, Baker, Dewleen G., Beckham, Jean C., Bierut, Laura J., Bisson, Jonathan I., Boks, Marco P., Bolger, Elizabeth A., Børglum, Anders D., Bradley, Bekh, Brashear, Megan, Breen, Gerome, Bryant, Richard A., Bustamante, Angela C., Bybjerg-Grauholm, Jonas, Calabrese, Joseph R., Caldas-de-Almeida, José M., Dale, Anders M., Daly, Mark J., Daskalakis, Nikolaos P., Deckert, Jürgen, Delahanty, Douglas L., Dennis, Michelle F., Disner, Seth G., Domschke, Katharina, Dzubur-Kulenovic, Alma, Erbes, Christopher R., Evans, Alexandra, Farrer, Lindsay A., Feeny, Norah C., Flory, Janine D., Forbes, David, Franz, Carol E., Galea, Sandro, Garrett, Melanie E., Gelaye, Bizu, Gelernter, Joel, Geuze, Elbert, Gillespie, Charles, Uka, Aferdita Goci, Gordon, Scott D., Guffanti, Guia, Hammamieh, Rasha, Harnal, Supriya, Hauser, Michael A., Heath, Andrew C., Hemmings, Sian M.J., Hougaard, David Michael, Jakovljevic, Miro, Jett, Marti, Johnson, Eric Otto, Jones, Ian, Jovanovic, Tanja, Qin, Xue Jun, Junglen, Angela G., Karstoft, Karen Inge, Kaufman, Milissa L., Kessler, Ronald C., Khan, Alaptagin, Kimbrel, Nathan A., King, Anthony P., Koen, Nastassja, Kranzler, Henry R., Kremen, William S., Lawford, Bruce R., Lebois, Lauren A.M., Lewis, Catrin E., Linnstaedt, Sarah D., Lori, Adriana, He, Qiang, Wang, Wenjing, Xu, Dingkang, Xiong, Yang, Tao, Chuanyuan, You, Chao, Ma, Lu, Ma, Junpeng, Nievergelt, Caroline M., Maihofer, Adam X., Klengel, Torsten, Atkinson, Elizabeth G., Chen, Chia Yen, Choi, Karmel W., Coleman, Jonathan R.I., Dalvie, Shareefa, Duncan, Laramie E., Logue, Mark W., Provost, Allison C., Ratanatharathorn, Andrew, Stein, Murray B., Torres, Katy, Aiello, Allison E., Almli, Lynn M., Amstadter, Ananda B., Andersen, Søren B., Andreassen, Ole A., Arbisi, Paul A., Ashley-Koch, Allison E., Austin, S. Bryn, Avdibegovic, Esmina, Babić, Dragan, Bækvad-Hansen, Marie, Baker, Dewleen G., Beckham, Jean C., Bierut, Laura J., Bisson, Jonathan I., Boks, Marco P., Bolger, Elizabeth A., Børglum, Anders D., Bradley, Bekh, Brashear, Megan, Breen, Gerome, Bryant, Richard A., Bustamante, Angela C., Bybjerg-Grauholm, Jonas, Calabrese, Joseph R., Caldas-de-Almeida, José M., Dale, Anders M., Daly, Mark J., Daskalakis, Nikolaos P., Deckert, Jürgen, Delahanty, Douglas L., Dennis, Michelle F., Disner, Seth G., Domschke, Katharina, Dzubur-Kulenovic, Alma, Erbes, Christopher R., Evans, Alexandra, Farrer, Lindsay A., Feeny, Norah C., Flory, Janine D., Forbes, David, Franz, Carol E., Galea, Sandro, Garrett, Melanie E., Gelaye, Bizu, Gelernter, Joel, Geuze, Elbert, Gillespie, Charles, Uka, Aferdita Goci, Gordon, Scott D., Guffanti, Guia, Hammamieh, Rasha, Harnal, Supriya, Hauser, Michael A., Heath, Andrew C., Hemmings, Sian M.J., Hougaard, David Michael, Jakovljevic, Miro, Jett, Marti, Johnson, Eric Otto, Jones, Ian, Jovanovic, Tanja, Qin, Xue Jun, Junglen, Angela G., Karstoft, Karen Inge, Kaufman, Milissa L., Kessler, Ronald C., Khan, Alaptagin, Kimbrel, Nathan A., King, Anthony P., Koen, Nastassja, Kranzler, Henry R., Kremen, William S., Lawford, Bruce R., Lebois, Lauren A.M., Lewis, Catrin E., Linnstaedt, Sarah D., and Lori, Adriana

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.

Published
2024

27. Traumatic stress and accelerated DNA methylation age: A meta-analysis

Author

Wolf, Erika J., Maniates, Hannah, Nugent, Nicole, Maihofer, Adam X., Armstrong, Don, Ratanatharathorn, Andrew, Ashley-Koch, Allison E., Garrett, Melanie, Kimbrel, Nathan A., Lori, Adriana, VA Mid-Atlantic MIRECC Workgroup, Aiello, Allison E., Baker, Dewleen G., Beckham, Jean C., Boks, Marco P., Galea, Sandro, Geuze, Elbert, Hauser, Michael A., Kessler, Ronald C., Koenen, Karestan C., Miller, Mark W., Ressler, Kerry J., Risbrough, Victoria, Rutten, Bart P.F., Stein, Murray B., Ursano, Robert J., Vermetten, Eric, Vinkers, Christiaan H., Uddin, Monica, Smith, Alicia K., Nievergelt, Caroline M., and Logue, Mark W.

Published
2018
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31. The Relationship of Attention-Deficit/Hyperactivity Disorder With Posttraumatic Stress Disorder: A Two-Sample Mendelian Randomization and Population-Based Sibling Comparison Study

Author

Wendt, Frank R., primary, Garcia-Argibay, Miguel, additional, Cabrera-Mendoza, Brenda, additional, Valdimarsdóttir, Unnur A., additional, Gelernter, Joel, additional, Stein, Murray B., additional, Nivard, Michel G., additional, Maihofer, Adam X., additional, Nievergelt, Caroline M., additional, Larsson, Henrik, additional, Mattheisen, Manuel, additional, Polimanti, Renato, additional, Meier, Sandra M., additional, Choi, Karmel W., additional, Coleman, Jonathan R.I., additional, Daskalakis, Nikolaos P., additional, Denckla, Christy A., additional, Ketema, Elizabeth, additional, Morey, Rajendra A., additional, Ratanatharathorn, Andrew, additional, Torres, Katy, additional, Wingo, Aliza P., additional, Zai, Clement C., additional, Aiello, Allison E., additional, Almli, Lynn M., additional, Amstadter, Ananda B., additional, Andersen, Soren B., additional, Andreassen, Ole A., additional, Arbisi, Paul A., additional, Ashley-Koch, Allison E., additional, Austin, S. Bryn, additional, Avdibegovic, Esmina, additional, Borglum, Anders D., additional, Babic, Dragan, additional, Bækvad-Hansen, Marie, additional, Baker, Dewleen G., additional, Beckham, Jean C., additional, Bierut, Laura J., additional, Bisson, Jonathan I., additional, Boks, Marco P., additional, Bolger, Elizabeth A., additional, Bradley, Bekh, additional, Brashear, Meghan, additional, Breen, Gerome, additional, Bryant, Richard A., additional, Bustamante, Angela C., additional, Bybjerg-Grauholm, Jonas, additional, Calabrese, Joseph R., additional, Caldas-de-Almeida, Jose Miguel, additional, Chen, Chia-Yen, additional, Dale, Anders M., additional, Dalvie, Shareefa, additional, Deckert, Jürgen, additional, Delahanty, Douglas L., additional, Dennis, Michelle F., additional, Disner, Seth G., additional, Domschke, Katharina, additional, Duncan, Laramie E., additional, Kulenovic, Alma Dzubur, additional, Erbes, Christopher R., additional, Evans, Alexandra, additional, Farrer, Lindsay A., additional, Feeny, Norah C., additional, Flory, Janine D., additional, Forbes, David, additional, Franz, Carol E., additional, Galea, Sandro, additional, Garrett, Melanie E., additional, Gautam, Aarti, additional, Gelaye, Bizu, additional, Geuze, Elbert, additional, Gillespie, Charles F., additional, Uka, Aferdita Goci, additional, Gordon, Scott D., additional, Guffanti, Guia, additional, Hammamieh, Rasha, additional, Hauser, Michael A., additional, Heath, Andrew C., additional, Hemmings, Sian M.J., additional, Hougaard, David Michael, additional, Jakovljevic, Miro, additional, Jett, Marti, additional, Johnson, Eric Otto, additional, Jones, Ian, additional, Jovanovic, Tanja, additional, Qin, Xue-Jun, additional, Karstoft, Karen-Inge, additional, Kaufman, Milissa L., additional, Kessler, Ronald C., additional, Khan, Alaptagin, additional, Kimbrel, Nathan A., additional, King, Anthony P., additional, Koen, Nastassja, additional, Kranzler, Henry R., additional, Kremen, William S., additional, Lawford, Bruce R., additional, Lebois, Lauren A.M., additional, Lewis, Catrin, additional, Liberzon, Israel, additional, Linnstaedt, Sarah D., additional, Logue, Mark W., additional, Lori, Adriana, additional, Lugonja, Bozo, additional, Luykx, Jurjen J., additional, Lyons, Michael J., additional, Maples-Keller, Jessica L., additional, Marmar, Charles, additional, Martin, Nicholas G., additional, Maurer, Douglas, additional, Mavissakalian, Matig R., additional, McFarlane, Alexander, additional, McGlinchey, Regina E., additional, McLaughlin, Katie A., additional, McLean, Samuel A., additional, Mehta, Divya, additional, Mellor, Rebecca, additional, Michopoulos, Vasiliki, additional, Milberg, William, additional, Miller, Mark W., additional, Morris, Charles Phillip, additional, Mors, Ole, additional, Mortensen, Preben Bo, additional, Nelson, Elliot C., additional, Nordentoft, Merete, additional, Norman, Sonya B., additional, O’Donnell, Meaghan, additional, Orcutt, Holly K., additional, Panizzon, Matthew S., additional, Peters, Edward S., additional, Peterson, Alan L., additional, Peverill, Matthew, additional, Pietrzak, Robert H., additional, Polusny, Melissa A., additional, Rice, John P., additional, Risbrough, Victoria B., additional, Roberts, Andrea L., additional, Rothbaum, Alex O., additional, Rothbaum, Barbara O., additional, Roy-Byrne, Peter, additional, Ruggiero, Kenneth J., additional, Rung, Ariane, additional, Rutten, Bart P.F., additional, Saccone, Nancy L., additional, Sanchez, Sixto E., additional, Schijven, Dick, additional, Seedat, Soraya, additional, Seligowski, Antonia V., additional, Seng, Julia S., additional, Sheerin, Christina M., additional, Silove, Derrick, additional, Smith, Alicia K., additional, Smoller, Jordan W., additional, Sponheim, Scott R., additional, Stein, Dan J., additional, Stevens, Jennifer S., additional, Teicher, Martin H., additional, Thompson, Wesley K., additional, Trapido, Edward, additional, Uddin, Monica, additional, Ursano, Robert J., additional, Luella van den Heuvel, Leigh, additional, Van Hooff, Miranda, additional, Vermetten, Eric, additional, Vinkers, Christiaan, additional, Voisey, Joanne, additional, Wang, Yunpeng, additional, Wang, Zhewu, additional, Werge, Thomas, additional, Williams, Michelle A., additional, Williamson, Douglas E., additional, Winternitz, Sherry, additional, Wolf, Christiane, additional, Wolf, Erika J., additional, Yehuda, Rachel, additional, Young, Keith A., additional, Young, Ross McD., additional, Zhao, Hongyu, additional, Zoellner, Lori A., additional, Haas, Magali, additional, Lasseter, Heather, additional, Provost, Allison C., additional, Salem, Rany M., additional, Sebat, Jonathan, additional, Shaffer, Richard, additional, Wu, Tianying, additional, Ripke, Stephan, additional, Daly, Mark J., additional, Ressler, Kerry J., additional, and Koenen, Karestan C., additional

Published
2023
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32. An analysis of gene expression in PTSD implicates genes involved in the glucocorticoid receptor pathway and neural responses to stress

Author

Logue, Mark W., Smith, Alicia K., Baldwin, Clinton, Wolf, Erika J., Guffanti, Guia, Ratanatharathorn, Andrew, Stone, Annjanette, Schichman, Steven A., Humphries, Donald, Binder, Elisabeth B., Arloth, Janine, Menke, Andreas, Uddin, Monica, Wildman, Derek, Galea, Sandro, Aiello, Allison E., Koenen, Karestan C., and Miller, Mark W.

Published
2015
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34. Posttraumatic Stress Disorder, Depression, and Accelerated Aging: Leukocyte Telomere Length in the Nurses’ Health Study II

Author

Ratanatharathorn, Andrew, primary, Roberts, Andrea L., additional, Chibnik, Lori B., additional, Choi, Karmel W., additional, De Vivo, Immaculata, additional, Kim, Yongjoo, additional, Nishimi, Kristen, additional, Rimm, Eric B., additional, Sumner, Jennifer A., additional, Kubzansky, Laura D., additional, and Koenen, Karestan C., additional

Published
2022
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35. Enhancing discovery of genetic variants for posttraumatic stress disorder through integration of quantitative phenotypes and trauma exposure information

Author

Maihofer, Adam X., Choi, Karmel W., Coleman, Jonathan R.I., Daskalakis, Nikolaos P., Denckla, Christy A., Ketema, Elizabeth, Morey, Rajendra A., Polimanti, Renato, Ratanatharathorn, Andrew, Torres, Katy, and Show all

Subjects
Heritability, PheWAS, Genetics, GWAS, PTSD, Trauma
Abstract

Background: Posttraumatic stress disorder (PTSD) is heritable and a potential consequence of exposure to traumatic stress. Evidence suggests that a quantitative approach to PTSD phenotype measurement and incorporation of lifetime trauma exposure (LTE) information could enhance the discovery power of PTSD genome-wide association studies (GWASs). Methods: A GWAS on PTSD symptoms was performed in 51 cohorts followed by a fixed-effects meta-analysis (N = 182,199 European ancestry participants). A GWAS of LTE burden was performed in the UK Biobank cohort (N = 132,988). Genetic correlations were evaluated with linkage disequilibrium score regression. Multivariate analysis was performed using Multi-Trait Analysis of GWAS. Functional mapping and annotation of leading loci was performed with FUMA. Replication was evaluated using the Million Veteran Program GWAS of PTSD total symptoms. Results: GWASs of PTSD symptoms and LTE burden identified 5 and 6 independent genome-wide significant loci, respectively. There was a 72% genetic correlation between PTSD and LTE. PTSD and LTE showed largely similar patterns of genetic correlation with other traits, albeit with some distinctions. Adjusting PTSD for LTE reduced PTSD heritability by 31%. Multivariate analysis of PTSD and LTE increased the effective sample size of the PTSD GWAS by 20% and identified 4 additional loci. Four of these 9 PTSD loci were independently replicated in the Million Veteran Program. Conclusions: Through using a quantitative trait measure of PTSD, we identified novel risk loci not previously identified using prior case-control analyses. PTSD and LTE have a high genetic overlap that can be leveraged to increase discovery power through multivariate methods. © 2021 Society of Biological Psychiatry

Published
2022

36. Enhancing discovery of genetic variants for PTSD through integration of quantitative phenotypes and trauma exposure information

Author

Maihofer, Adam X., Choi, Karmel W., Coleman, Jonathan R.I., Daskalakis, Nikolaos P., Denckla, Christy A., Ketema, Elizabeth, Morey, Rajendra A., Polimanti, Renato, Ratanatharathorn, Andrew, Torres, Katy, Wingo, Aliza P., Zai, Clement C., Aiello, Allison E., Almli, Lynn M., Amstadter, Ananda B., Andersen, Soren B., Andreassen, Ole A., Arbisi, Paul A., Ashley-Koch, Allison E., Austin, S. Bryn, Avdibegovic, Esmina, Borglum, Anders D., Babic, Dragan, Bkvad-Hansen, Marie, Baker, Dewleen G., Beckham, Jean C., Bierut, Laura J., Bisson, Jonathan I., Boks, Marco P., Bolger, Elizabeth A., Bradley, Bekh, Brashear, Meghan, Breen, Gerome, Bryant, Richard A., Bustamante, Angela C., Bybjerg-Grauholm, Jonas, Calabrese, Joseph R., Caldas-de-Almeida, J.M., Chen, Chia-Yen, Dale, Anders M., Dalvie, Shareefa, Deckert, Jürgen, Delahanty, Douglas L., Dennis, Michelle F., Disner, Seth G., Domschke, Katharina, Duncan, Laramie E., Kulenovic, Alma Dzubur, Erbes, Christopher R., Evans, Alexandra, Farrer, Lindsay A., Feeny, Norah C., Flory, Janine D., Forbes, David, Franz, Carol E., Galea, Sandro, Garrett, Melanie E., Gautam, Aarti, Gelaye, Bizu, Gelernter, Joel, Geuze, Elbert, Gillespie, Charles F., Goci, Aferdita, Gordon, Scott D., Guffanti, Guia, Hammamieh, Rasha, Hauser, Michael A., Heath, Andrew C., Hemmings, Sian M.J., Hougaard, David Michael, Jakovljevic, Miro, Jett, Marti, Johnson, Eric Otto, Jones, Ian, Jovanovic, Tanja, Qin, Xue-Jun, Karstoft, Karen-Inge, Kaufman, Milissa L., Kessler, Ronald C., Khan, Alaptagin, Kimbrel, Nathan A., King, Anthony P., Koen, Nastassja, Kranzler, Henry R., Kremen, William S., Lawford, Bruce R., Lebois, Lauren A.M., Lewis, Catrin, Liberzon, Israel, Linnstaedt, Sarah D., Logue, Mark W., Lori, Adriana, Lugonja, Bozo, Luykx, Jurjen J., Lyons, Michael J., Maples-Keller, Jessica L., Marmar, Charles, Martin, Nicholas G., Maurer, D., Mavissakalian, Matig R., McFarlane, Alexander, McGlinchey, Regina E., McLaughlin, Katie A., McLean, Samuel A., Mehta, Divya, Mellor, Rebecca, Michopoulos, Vasiliki, Milberg, William, Miller, Mark W., Morris, Charles Phillip, Mors, Ole, Mortensen, P.B., Nelson, Elliot C., Nordentoft, Merete, Norman, Sonya B., O'Donnell, Meaghan, Orcutt, Holly K., Panizzon, Matthew S., Peters, Edward S., Peterson, Alan L., Peverill, Matthew, Pietrzak, Robert H., Polusny, Melissa A., Rice, John P., Risbrough, Victoria B., Roberts, Andrea L., Rothbaum, Alex O., Rothbaum, Barbara O., Roy-Byrne, P., Ruggiero, Kenneth J., Rung, Ariane, Rutten, Bart P.F., Saccone, Nancy L., Sanchez, Sixto E., Schijven, Dick, Seedat, S., Seligowski, Antonia V., Seng, Julia S., Sheerin, Christina M., Silove, Derrick, Smith, Alicia K., Smoller, Jordan W., Sponheim, Scott R., Stein, Dan J., Stevens, Jennifer S., Teicher, Martin H., Thompson, Wesley K., Trapido, Edward, Uddin, Monica, Ursano, Robert J., Luella van den Heuvel, Leigh, Van Hooff, Miranda, Vermetten, Eric, Vinkers, Christiaan, Voisey, Joanne, Wang, Yunpeng, Wang, Zhewu, Werge, Thomas, Williams, Michelle A., Williamson, Douglas E., Winternitz, Sherry, Wolf, Christiane, Wolf, Erika J., Yehuda, Rachel, Young, Keith A., Young, Ross McD., Zhao, Hongyu, Zoellner, Lori A., Haas, Magali, Lasseter, Heather, Provost, Allison C., Salem, Rany M., Sebat, Jonathan, Shaffer, Richard A., Wu, Tianying, Ripke, Stephan, Daly, Mark J., Ressler, Kerry J., Koenen, Karestan C., Stein, Murray B., and Nievergelt, Caroline M.

Subjects
trauma, mental disorders, PheWAS, GWAS, PTSD, genetics, heritability, behavioral disciplines and activities
Abstract

Background\ud Posttraumatic stress disorder (PTSD) is heritable and a potential consequence of exposure to traumatic stress. Evidence suggests that a quantitative approach to PTSD phenotype measurement and incorporation of lifetime trauma exposure (LTE) information could enhance the discovery power of PTSD genome-wide association studies (GWAS).\ud Methods\ud GWAS on PTSD symptoms was performed in 51 cohorts followed by a fixed-effects meta-analysis (N = 182,199 European Ancestry participants). A GWAS of LTE burden was performed in the UK Biobank cohort (N = 132,988). Genetic correlations were evaluated with LD-score regression. Multivariate analysis was performed using Multi-Trait Analysis of GWAS. Functional mapping and annotation of leading loci was performed with FUMA. Replication was evaluated using the Million Veteran Program (MVP) GWAS of PTSD total symptoms.\ud Results\ud GWAS of PTSD symptoms and LTE burden identified 5 and 6 independent genome-wide significant loci, respectively. There was a 72% genetic correlation between PTSD and LTE. PTSD and LTE showed largely similar patterns of genetic correlation with other traits, albeit with some distinctions. Adjusting PTSD for LTE reduced PTSD heritability by 31%. Multivariate analysis of PTSD and LTE increased the effective sample size of the PTSD GWAS by 20% and identified 4 additional loci. Four out of these 9 PTSD loci were independently replicated in MVP.\ud Conclusion\ud Through using a quantitative trait measure of PTSD, we identify novel risk loci not previously identified using prior case/control analyses. PTSD and LTE have a high genetic overlap that can be leveraged to increase discovery power through multivariate methods.

Published
2022

37. Epigenome-wide meta-analysis of PTSD symptom severity in three military cohorts implicates DNA methylation changes in genes involved in immune system and oxidative stress

Author

Onderzoeksgroep 2, Brain, MGGZ, Katrinli, Seyma, Maihofer, Adam X, Wani, Agaz H, Pfeiffer, John R, Ketema, Elizabeth, Ratanatharathorn, Andrew, Baker, Dewleen G, Boks, Marco P, Geuze, Elbert, Kessler, Ronald C, Risbrough, Victoria B, Rutten, Bart P F, Stein, Murray B, Ursano, Robert J, Vermetten, Eric, Logue, Mark W, Nievergelt, Caroline M, Smith, Alicia K, Uddin, Monica, Onderzoeksgroep 2, Brain, MGGZ, Katrinli, Seyma, Maihofer, Adam X, Wani, Agaz H, Pfeiffer, John R, Ketema, Elizabeth, Ratanatharathorn, Andrew, Baker, Dewleen G, Boks, Marco P, Geuze, Elbert, Kessler, Ronald C, Risbrough, Victoria B, Rutten, Bart P F, Stein, Murray B, Ursano, Robert J, Vermetten, Eric, Logue, Mark W, Nievergelt, Caroline M, Smith, Alicia K, and Uddin, Monica

Published
2022

39. COMBINING PROTEOMICS WITH GENETICS TO ELUCIDATE THE MOLECULAR MECHANISMS UNDERLYING NEURODEVELOPMENTAL AND NEUROPSYCHIATRIC DISEASES IN HUMAN NEURONS

Author

Pintacuda, Greta, primary, Hsu, Yu-Han, additional, Martín, Jacqueline M, additional, Ratanatharathorn, Andrew, additional, Maihofer, Adam X, additional, Chaby, Lauren, additional, Lasseter, Heather, additional, Haas, Magali, additional, Jeromin, Andreas, additional, Nievergelt, Caroline M, additional, Fornelos, Nadine, additional, Smit, August B., additional, Koenen, Karestan C., additional, Lage, Kasper, additional, and Eggan, Kevin, additional

Published
2021
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40. Differentiating PTSD from anxiety and depression: Lessons from the ICD-11 PTSD diagnostic criteria

Author

Barbano, Anna C., van der Mei, Willem F., deRoon-Cassini, Terri A., Grauer, Ettie, Lowe, Sarah Ryan, Matsuoka, Yutaka J., O'Donnell, Meaghan, Olff, Miranda, Qi, Wei, Ratanatharathorn, Andrew, Schnyder, Ulrich, Seedat, Soraya, Kessler, Ronald C., Koenen, Karestan C., Shalev, Arieh Y., Bryant, Richard, Delahanty, Douglas, Goslings, Carel, Luitse, Jan, Moergeli, Hanspeter, Mouthaan, Joanne, Nishi, Daisuke, Sijbrandij, Marit, Suliman, Sharain, van Zuiden, Mirjam, Adult Psychiatry, ANS - Mood, Anxiety, Psychosis, Stress & Sleep, APH - Global Health, APH - Mental Health, University of Zurich, Barbano, Anna C, and Clinical Psychology

Subjects
Adult, Male, Nosology, 610 Medicine & health, nosology, Anxiety, behavioral disciplines and activities, Article, DSM-5, Diagnosis, Differential, Stress Disorders, Post-Traumatic, 2738 Psychiatry and Mental Health, 03 medical and health sciences, 0302 clinical medicine, anxiety disorders, SDG 3 - Good Health and Well-being, International Classification of Diseases, mental disorders, medicine, Humans, Survivors, Israel, Depression (differential diagnoses), Aged, Depressive Disorder, Depression, business.industry, 3203 Clinical Psychology, Odds ratio, Middle Aged, medicine.disease, Comorbidity, 030227 psychiatry, Diagnostic and Statistical Manual of Mental Disorders, Psychiatry and Mental health, Clinical Psychology, comorbidity, 10057 Klinik für Konsiliarpsychiatrie und Psychosomatik, Mood, posttraumatic stress disorder, Female, medicine.symptom, business, depressive disorders, 030217 neurology & neurosurgery, Anxiety disorder, Clinical psychology
Abstract

Objective: Posttraumatic stress disorder (PTSD) is frequently associated with depression and anxiety, but the nature of the relationship is unclear. By removing mood and anxiety diagnostic criteria, the 11th edition of the International Classification of Diseases (ICD-11) aims to delineate a distinct PTSD phenotype. We examined the effect of implementing ICD-11 criteria on rates of codiagnosed depression and anxiety in survivors with recent PTSD. Method: Participants were 1,061 survivors of traumatic injury admitted to acute care centers in Israel. ICD-10 and ICD-11 diagnostic rules were applied to the Clinician-Administered PTSD Scale for DSM-IV. Co-occurring disorders were identified using the Structured Clinical Interview for DSM-IV (SCID). Depression severity was measured by the Beck Depression Inventory-II (BDI-II). Assessments were performed 0–60 (“wave 1”) and 90–240 (“wave 2”) days after trauma exposure. Results: Participants identified by ICD-11 PTSD criteria were equally or more likely than those identified by the ICD-10 alone to meet depression or anxiety disorder diagnostic criteria (for wave 1: depressive disorders, OR [odds ratio] = 1.98, 95% CI [confidence interval] = [1.36, 2.87]; anxiety disorders, OR = 1.04, 95% CI = [0.67, 1.64]; for wave 2: depressive disorders, OR = 1.70, 95% CI = [1.00, 2.91]; anxiety disorders, OR = 1.04, 95% CI = [0.54, 2.01]). ICD-11 PTSD was associated with higher BDI scores (M = 23.15 vs. 17.93, P

Published
2019

42. Combining Proteomics With Genetics to Elucidate the Molecular Mechanisms Underlying Posttraumatic Stress Disorder in Human Neurons

Author

Eggan, Kevin, primary, Pintacuda, Greta, additional, Tsafou, Kalliopi, additional, Hsu, Yu-Han, additional, Martin, Jacqueline, additional, Fornelos, Nadine, additional, Lasseter, Heather, additional, Chaby, Lauren, additional, Haas, Magali, additional, Jeromin, Andreas, additional, Nievergelt, Caroline M., additional, Maihofer, Adam X., additional, Ratanatharathorn, Andrew, additional, Koenen, Karestan C., additional, and Lage, Kasper, additional

Published
2021
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43. Additional file 1 of An epigenome-wide association study of posttraumatic stress disorder in US veterans implicates several new DNA methylation loci

Author

Logue, Mark W., Miller, Mark W., Wolf, Erika J., Huber, Bertrand Russ, Filomene G. Morrison, Zhenwei Zhou, Yuanchao Zheng, Smith, Alicia K., Daskalakis, Nikolaos P., Ratanatharathorn, Andrew, Uddin, Monica, Nievergelt, Caroline M., Ashley-Koch, Allison E., Dewleen G. Baker, Beckham, Jean C., Garrett, Melanie E., Boks, Marco P., Geuze, Elbert, Grant, Gerald A., Hauser, Michael A., Kessler, Ronald C., Kimbrel, Nathan A., Maihofer, Adam X., Marx, Christine E., Qin, Xue-Jun, Risbrough, Victoria B., Rutten, Bart P. F., Stein, Murray B., Ursano, Robert J., Vermetten, Eric, Vinkers, Christiaan H., Ware, Erin B., Annjanette Stone, Schichman, Steven A., McGlinchey, Regina E., Milberg, William P., Jasmeet P. Hayes, and Verfaellie, Mieke

Abstract

Additional file 1. Supplementary methods and results.

Published
2020
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44. MOESM1 of Longitudinal epigenome-wide association studies of three male military cohorts reveal multiple CpG sites associated with post-traumatic stress disorder

Author

Snijders, Clara, Maihofer, Adam, Ratanatharathorn, Andrew, Dewleen Baker, Boks, Marco, Geuze, Elbert, Jain, Sonia, Kessler, Ronald, Pishva, Ehsan, Risbrough, Victoria, Stein, Murray, Ursano, Robert, Vermetten, Eric, Vinkers, Christiaan, Smith, Alicia, Uddin, Monica, Rutten, Bart, and Nievergelt, Caroline

Abstract

Additional file 1: Table S1. Differentially methylated positions (DMPs) in MRS, Army STARRS and PRISMO with and without corrections for smoking status and alcohol use. Table S2. SNPs within 500 bps upstream or downstream of the significant DMPs. Table S3. Differentially methylated positions (DMPs) in MRS with and without correction for main associated SNPs. Table S4. Correlations between blood and brain methylation levels for the top CpG sites based on external data. Table S5. Number of probes and samples removed at each stage of the quality control pipeline. Figure S1. Methylation values (B values) at cg05656210 for each cohort separately. Figure S2. Methylation values (B values) at cg05901543 for each cohort separately. Figure S3. Methylation values (B values) at cg16956686 for each cohort separately. Figure S4. Methylation values (B values) at cg18917957 for each cohort separately. Figure S5. Methylation values (B values) at cg12169700 for each cohort separately. Figure S6. Methylation values (B values) at cg20756026 for each cohort separately. Figure S7. Differentially methylated region at HLA-DBP1: 33048416-33048814. Figure S8. Differentially methylated region at HLA-DPB1: 33043976-33054001. Figure S9. Differentially methylated region at HLA-DRB1: 32547019-32557404. Figure S10. Differentially methylated region at HLA-DRB1: 32551851-32552331. Figure S11. Differentially methylated region at HOXA4: 27169572-27170638. Figure S12. Differentially methylated region at HOXA4: 27169740-27171528. Figure S13. Differentially methylated region at KCNE1: 35827824-35884508. Figure S14. Differentially methylated region at KCNE1: 35831697-35832365. Figure S15. Differentially methylated region at MAD1L1: 1885033-1885402. Figure S16. Differentially methylated region at NTRK1: 156814881-156815792. Figure S17. Differentially methylated region at SLC17A3: 25882327-25882560. Figure S18. Differentially methylated region at TRMT12: 125461772-125464547. Figure S19. Example of blood-brain correlations of methylation levels in cg05656210. PFC: prefrontal cortex, EC: entorhinal cortex, STG: superior temporal gyrus, CER: cerebellum.

Published
2020
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45. Evaluating a screener to quantify PTSD risk using emergency care information: a proof of concept study

Author

van der Mei, Willem F; https://orcid.org/0000-0002-6396-3790, Barbano, Anna C, Ratanatharathorn, Andrew, Bryant, Richard A, Delahanty, Douglas L, deRoon-Cassini, Terri A, Lai, Betty S, Lowe, Sarah R, Matsuoka, Yutaka J, Olff, Miranda, Qi, Wei, Schnyder, Ulrich, Seedat, Soraya, Kessler, Ronald C, Koenen, Karestan C, Shalev, Arieh Y, van der Mei, Willem F; https://orcid.org/0000-0002-6396-3790, Barbano, Anna C, Ratanatharathorn, Andrew, Bryant, Richard A, Delahanty, Douglas L, deRoon-Cassini, Terri A, Lai, Betty S, Lowe, Sarah R, Matsuoka, Yutaka J, Olff, Miranda, Qi, Wei, Schnyder, Ulrich, Seedat, Soraya, Kessler, Ronald C, Koenen, Karestan C, and Shalev, Arieh Y

Abstract

Background: Previous work has indicated that post-traumatic stress disorder (PTSD) symptoms, measured by the Clinician-Administered PTSD Scale (CAPS) within 60 days of trauma exposure, can reliably produce likelihood estimates of chronic PTSD among trauma survivors admitted to acute care centers. Administering the CAPS is burdensome, requires skilled professionals, and relies on symptoms that are not fully expressed upon acute care admission. Predicting chronic PTSD from peritraumatic responses, which are obtainable upon acute care admission, has yielded conflicting results, hence the rationale for a stepwise screening-and-prediction practice. This work explores the ability of peritraumatic responses to produce risk likelihood estimates of early CAPS-based PTSD symptoms indicative of chronic PTSD risk. It specifically evaluates the Peritraumatic Dissociative Experiences Questionnaire (PDEQ) as a risk-likelihood estimator. Methods: We used individual participant data (IPD) from five acute care studies that used both the PDEQ and the CAPS (n = 647). Logistic regression calculated the probability of having CAPS scores ≥ 40 between 30 and 60 days after trauma exposure across the range of initial PDEQ scores, and evaluated the added contribution of age, sex, trauma type, and prior trauma exposure. Brier scores, area under the receiver-operating characteristic curve (AUC), and the mean slope of the calibration line evaluated the accuracy and precision of the predicted probabilities. Results: Twenty percent of the sample had CAPS ≥ 40. PDEQ severity significantly predicted having CAPS ≥ 40 symptoms (p < 0.001). Incremental PDEQ scores produced a reliable estimator of CAPS ≥ 40 likelihood. An individual risk estimation tool incorporating PDEQ and other significant risk indicators is provided. Conclusion: Peritraumatic reactions, measured here by the PDEQ, can reliably quantify the likelihood of acute PTSD symptoms predictive of chronic PTSD and requiring clinical attention.

Published
2020

46. The Impact of Psychopathology, Social Adversity and Stress-relevant DNAm on Prospective Risk for Post-traumatic Stress: A Machine Learning Approach

Author

Wani, Agaz H., primary, Aiello, Allison E., additional, Kim, Grace S., additional, Xue, Fei, additional, Martin, Chantel L., additional, Ratanatharathorn, Andrew, additional, Qu, Annie, additional, Koenen, Karestan, additional, Galea, Sandro, additional, Wildman, Derek E., additional, and Uddin, Monica, additional

Published
2020
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47. Posttraumatic stress disorder symptom trajectories within the first year following emergency department admissions: pooled results from the International Consortium to predict PTSD

Author

Lowe, Sarah R., primary, Ratanatharathorn, Andrew, additional, Lai, Betty S., additional, van der Mei, Willem, additional, Barbano, Anna C., additional, Bryant, Richard A., additional, Delahanty, Douglas L., additional, Matsuoka, Yutaka J., additional, Olff, Miranda, additional, Schnyder, Ulrich, additional, Laska, Eugene, additional, Koenen, Karestan C., additional, Shalev, Arieh Y., additional, and Kessler, Ronald C., additional

Published
2020
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48. Association of Economic Status and Educational Attainment With Posttraumatic Stress Disorder: A Mendelian Randomization Study

Author

Polimanti, Renato, Ratanatharathorn, Andrew, Maihofer, Adam X., Choi, Karmel W., Stein, Murray B., Morey, Rajendra A., Logue, Mark W., Nievergelt, Caroline M., Stein, Dan J., Koenen, Karestan C., Gelernter, Joel, Klengel, Torsten, Atkinson, Elizabeth G., Chen, Chia-Yen, Coleman, Jonathan R. I., Dalvie, Shareefa, Duncan, Laramie E., Provost, Allison C., Torres, Katy, Aiello, Allison E., Almli, Lynn M., Amstadter, Ananda B., Andersen, Soren B., Andreassen, Ole A., Arbisi, Paul A., Ashley-Koch, Allison E., Austin, S. Bryn, Avdibegovic, Esmina, Babic, Dragan, Baekvad-Hansen, Marie, Baker, Dewleen G., Beckham, Jean C., Bierut, Laura J., Bisson, Jonathan I., Boks, Marco P., Bolger, Elizabeth A., Borglum, Anders D., Bradley, Bekh, Brashear, Megan, Breen, Gerome, Bryant, Richard A., Bustamante, Angela C., Bybjerg-Grauholm, Jonas, Calabrese, Joseph R., Rutten, Bart P. F., MUMC+: MA Psychiatrie (3), Psychiatrie & Neuropsychologie, and RS: MHeNs - R3 - Neuroscience

Subjects
Linkage disequilibrium, Cross-sectional study, DIVERSITY, Polymorphism, Single Nucleotide, Stress Disorders, Post-Traumatic, 03 medical and health sciences, Cognition, Risk-Taking, 0302 clinical medicine, GENETIC-VARIANTS, Mendelian randomization, SCHIZOPHRENIA, medicine, Economic Status, Humans, RNA-SEQ, Socioeconomic status, Original Investigation, 030304 developmental biology, Genetic association, Psychiatry, RISK, 0303 health sciences, business.industry, Research, Mendelian Randomization Analysis, PTSD, General Medicine, Explained variation, medicine.disease, COGNITIVE-ABILITY, Online Only, Cross-Sectional Studies, Schizophrenia, Educational Status, TRAJECTORIES, business, 030217 neurology & neurosurgery, Clinical psychology
Abstract

Key Points Question Which mechanisms underlie the negative association of posttraumatic stress disorder (PTSD) with traits related to educational attainment (EA)? Findings In this mendelian randomization study based on large-scale genomic data sets, including data from more than 1 million individuals, EA was negatively associated with PTSD, also supporting the role of economic status as a mediator in this association. Meaning This study suggests that economic status may mediate the association of EA with PTSD independent of the brain mechanisms associated with EA., This mendelian randomization study investigates the association of posttraumatic stress disorder and traits associated with educational attainment., Importance There is a well-established negative association of educational attainment (EA) and other traits related to cognitive ability with posttraumatic stress disorder (PTSD), but the underlying mechanisms are poorly understood. Objectives To investigate the association of PTSD with traits related to EA. Design, Setting, and Participants Genetic correlation, polygenic risk scoring, and mendelian randomization (MR) were conducted including 23 185 individuals with PTSD and 151 309 control participants from the Psychiatric Genomics Consortium for PTSD and up to 1 131 881 individuals assessed for EA and related traits from UK Biobank, 23andMe, and the Social Science Genetic Association Consortium. Data were analyzed from July 3 through November 19, 2018. Main Outcomes and Measures Genetic correlation obtained from linkage disequilibrium score regression, phenotypic variance explained by polygenic risk scores, and association estimates from MR. Results Summary association data from multiple genome-wide association studies were available for a total of 1 180 352 participants (634 391 [53.7%] women). Posttraumatic stress disorder showed negative genetic correlations with EA (rg = −0.26; SE = 0.05; P = 4.60 × 10−8). Mendelian randomization analysis, conducting considering a random-effects inverse-variance weighted method, indicated that EA has a negative association with PTSD (β = −0.23; 95% CI, −0.07 to −0.39; P = .004). Investigating potential mediators of the EA-PTSD association, propensity for trauma exposure and risk-taking behaviors were observed as risk factors for PTSD independent of EA (trauma exposure: β = 0.37; 95% CI, 0.19 to 0.52; P = 2.57 × 10−5; risk-taking: β = 0.76; 95% CI, 0.38 to 1.13; P = 1.13 × 10−4), while income may mediate the association of EA with PSTD (MR income: β = −0.18; 95% CI, −0.29 to −0.07; P = .001; MR EA: β = −0.23; 95% CI, −0.39 to −0.07; P = .004; multivariable MR income: β = −0.32; 95% CI, −0.57 to 0.07; P = .02; multivariable MR EA: β = −0.04; 95% CI, −0.29 to 0.21; SE, 0.13; P = .79). Conclusions and Relevance Large-scale genomic data sets add further evidence to the negative association of EA with PTSD, also supporting the role of economic status as a mediator in the association observed.

Published
2019

49. International meta-analysis of PTSD genome-wide association studies identifies sex- and ancestry-specific genetic risk loci

Author

Nievergelt, Caroline M., Maihofer, Adam X., Klengel, Torsten, Atkinson, Elizabeth G., Chen, Chia Yen, Choi, Karmel W., Coleman, Jonathan R.I., Dalvie, Shareefa, Duncan, Laramie E., Gelernter, Joel, Levey, Daniel F., Logue, Mark W., Polimanti, Renato, Provost, Allison C., Ratanatharathorn, Andrew, Stein, Murray B., Torres, Katy, Aiello, Allison E., Almli, Lynn M., Amstadter, Ananda B., Andersen, Søren B., Andreassen, Ole A., Arbisi, Paul A., Ashley-Koch, Allison E., Austin, S. Bryn, Avdibegovic, Esmina, Babić, Dragan, Bækvad-Hansen, Marie, Baker, Dewleen G., Beckham, Jean C., Bierut, Laura J., Bisson, Jonathan I., Boks, Marco P., Bolger, Elizabeth A., Børglum, Anders D., Bradley, Bekh, Brashear, Megan, Breen, Gerome, Bryant, Richard A., Bustamante, Angela C., Bybjerg-Grauholm, Jonas, Calabrese, Joseph R., Caldas- de- Almeida, José M., Dale, Anders M., Daly, Mark J., Daskalakis, Nikolaos P., Deckert, Jürgen, Delahanty, Douglas L., Dennis, Michelle F., Disner, Seth G., Domschke, Katharina, Dzubur-Kulenovic, Alma, Erbes, Christopher R., Evans, Alexandra, Farrer, Lindsay A., Feeny, Norah C., Flory, Janine D., Forbes, David, Franz, Carol E., Galea, Sandro, Garrett, Melanie E., Gelaye, Bizu, Geuze, Elbert, Gillespie, Charles, Uka, Aferdita Goci, Gordon, Scott D., Guffanti, Guia, Hammamieh, Rasha, Harnal, Supriya, Hauser, Michael A., Heath, Andrew C., Hemmings, Sian M.J., Hougaard, David Michael, Jakovljevic, Miro, Jett, Marti, Johnson, Eric Otto, Jones, Ian, Jovanovic, Tanja, Qin, Xue Jun, Junglen, Angela G., Karstoft, Karen Inge, Kaufman, Milissa L., Kessler, Ronald C., Khan, Alaptagin, Kimbrel, Nathan A., King, Anthony P., Koen, Nastassja, Kranzler, Henry R., Kremen, William S., Lawford, Bruce R., Lebois, Lauren A.M., Lewis, Catrin E., Linnstaedt, Sarah D., Lori, Adriana, Lugonja, Bozo, Luykx, Jurjen J., Lyons, Michael J., Maples-Keller, Jessica, Marmar, Charles, Martin, Alicia R., Martin, Nicholas G., Maurer, Douglas, Mavissakalian, Matig R., McFarlane, Alexander, McGlinchey, Regina E., McLaughlin, Katie A., McLean, Samuel A., McLeay, Sarah, Mehta, Divya, Milberg, William P., Miller, Mark W., Morey, Rajendra A., Morris, Charles Phillip, Mors, Ole, Mortensen, Preben B., Neale, Benjamin M., Nelson, Elliot C., Nordentoft, Merete, Norman, Sonya B., O’Donnell, Meaghan, Orcutt, Holly K., Panizzon, Matthew S., Peters, Edward S., Peterson, Alan L., Peverill, Matthew, Pietrzak, Robert H., Polusny, Melissa A., Rice, John P., Ripke, Stephan, Risbrough, Victoria B., Roberts, Andrea L., Rothbaum, Alex O., Rothbaum, Barbara O., Roy-Byrne, Peter, Ruggiero, Ken, Rung, Ariane, Rutten, Bart P.F., Saccone, Nancy L., Sanchez, Sixto E., Schijven, Dick, Seedat, Soraya, Seligowski, Antonia V., Seng, Julia S., Sheerin, Christina M., Silove, Derrick, Smith, Alicia K., Smoller, Jordan W., Sponheim, Scott R., Stein, Dan J., Stevens, Jennifer S., Sumner, Jennifer A., Teicher, Martin H., Thompson, Wesley K., Trapido, Edward, Uddin, Monica, Ursano, Robert J., van den Heuvel, Leigh Luella, Van Hooff, Miranda, Vermetten, Eric, Vinkers, Christiaan H., Voisey, Joanne, Wang, Yunpeng, Wang, Zhewu, Werge, Thomas, Williams, Michelle A., Williamson, Douglas E., Winternitz, Sherry, Wolf, Christiane, Wolf, Erika J., Wolff, Jonathan D., Yehuda, Rachel, Young, Ross Mc D., Young, Keith A., Zhao, Hongyu, Zoellner, Lori A., Liberzon, Israel, Ressler, Kerry J., Haas, Magali, Koenen, Karestan C., Nievergelt, Caroline M., Maihofer, Adam X., Klengel, Torsten, Atkinson, Elizabeth G., Chen, Chia Yen, Choi, Karmel W., Coleman, Jonathan R.I., Dalvie, Shareefa, Duncan, Laramie E., Gelernter, Joel, Levey, Daniel F., Logue, Mark W., Polimanti, Renato, Provost, Allison C., Ratanatharathorn, Andrew, Stein, Murray B., Torres, Katy, Aiello, Allison E., Almli, Lynn M., Amstadter, Ananda B., Andersen, Søren B., Andreassen, Ole A., Arbisi, Paul A., Ashley-Koch, Allison E., Austin, S. Bryn, Avdibegovic, Esmina, Babić, Dragan, Bækvad-Hansen, Marie, Baker, Dewleen G., Beckham, Jean C., Bierut, Laura J., Bisson, Jonathan I., Boks, Marco P., Bolger, Elizabeth A., Børglum, Anders D., Bradley, Bekh, Brashear, Megan, Breen, Gerome, Bryant, Richard A., Bustamante, Angela C., Bybjerg-Grauholm, Jonas, Calabrese, Joseph R., Caldas- de- Almeida, José M., Dale, Anders M., Daly, Mark J., Daskalakis, Nikolaos P., Deckert, Jürgen, Delahanty, Douglas L., Dennis, Michelle F., Disner, Seth G., Domschke, Katharina, Dzubur-Kulenovic, Alma, Erbes, Christopher R., Evans, Alexandra, Farrer, Lindsay A., Feeny, Norah C., Flory, Janine D., Forbes, David, Franz, Carol E., Galea, Sandro, Garrett, Melanie E., Gelaye, Bizu, Geuze, Elbert, Gillespie, Charles, Uka, Aferdita Goci, Gordon, Scott D., Guffanti, Guia, Hammamieh, Rasha, Harnal, Supriya, Hauser, Michael A., Heath, Andrew C., Hemmings, Sian M.J., Hougaard, David Michael, Jakovljevic, Miro, Jett, Marti, Johnson, Eric Otto, Jones, Ian, Jovanovic, Tanja, Qin, Xue Jun, Junglen, Angela G., Karstoft, Karen Inge, Kaufman, Milissa L., Kessler, Ronald C., Khan, Alaptagin, Kimbrel, Nathan A., King, Anthony P., Koen, Nastassja, Kranzler, Henry R., Kremen, William S., Lawford, Bruce R., Lebois, Lauren A.M., Lewis, Catrin E., Linnstaedt, Sarah D., Lori, Adriana, Lugonja, Bozo, Luykx, Jurjen J., Lyons, Michael J., Maples-Keller, Jessica, Marmar, Charles, Martin, Alicia R., Martin, Nicholas G., Maurer, Douglas, Mavissakalian, Matig R., McFarlane, Alexander, McGlinchey, Regina E., McLaughlin, Katie A., McLean, Samuel A., McLeay, Sarah, Mehta, Divya, Milberg, William P., Miller, Mark W., Morey, Rajendra A., Morris, Charles Phillip, Mors, Ole, Mortensen, Preben B., Neale, Benjamin M., Nelson, Elliot C., Nordentoft, Merete, Norman, Sonya B., O’Donnell, Meaghan, Orcutt, Holly K., Panizzon, Matthew S., Peters, Edward S., Peterson, Alan L., Peverill, Matthew, Pietrzak, Robert H., Polusny, Melissa A., Rice, John P., Ripke, Stephan, Risbrough, Victoria B., Roberts, Andrea L., Rothbaum, Alex O., Rothbaum, Barbara O., Roy-Byrne, Peter, Ruggiero, Ken, Rung, Ariane, Rutten, Bart P.F., Saccone, Nancy L., Sanchez, Sixto E., Schijven, Dick, Seedat, Soraya, Seligowski, Antonia V., Seng, Julia S., Sheerin, Christina M., Silove, Derrick, Smith, Alicia K., Smoller, Jordan W., Sponheim, Scott R., Stein, Dan J., Stevens, Jennifer S., Sumner, Jennifer A., Teicher, Martin H., Thompson, Wesley K., Trapido, Edward, Uddin, Monica, Ursano, Robert J., van den Heuvel, Leigh Luella, Van Hooff, Miranda, Vermetten, Eric, Vinkers, Christiaan H., Voisey, Joanne, Wang, Yunpeng, Wang, Zhewu, Werge, Thomas, Williams, Michelle A., Williamson, Douglas E., Winternitz, Sherry, Wolf, Christiane, Wolf, Erika J., Wolff, Jonathan D., Yehuda, Rachel, Young, Ross Mc D., Young, Keith A., Zhao, Hongyu, Zoellner, Lori A., Liberzon, Israel, Ressler, Kerry J., Haas, Magali, and Koenen, Karestan C.

Abstract

The risk of posttraumatic stress disorder (PTSD) following trauma is heritable, but robust common variants have yet to be identified. In a multi-ethnic cohort including over 30,000 PTSD cases and 170,000 controls we conduct a genome-wide association study of PTSD. We demonstrate SNP-based heritability estimates of 5–20%, varying by sex. Three genome-wide significant loci are identified, 2 in European and 1 in African-ancestry analyses. Analyses stratified by sex implicate 3 additional loci in men. Along with other novel genes and non-coding RNAs, a Parkinson’s disease gene involved in dopamine regulation, PARK2, is associated with PTSD. Finally, we demonstrate that polygenic risk for PTSD is significantly predictive of re-experiencing symptoms in the Million Veteran Program dataset, although specific loci did not replicate. These results demonstrate the role of genetic variation in the biology of risk for PTSD and highlight the necessity of conducting sex-stratified analyses and expanding GWAS beyond European ancestry populations.

Published
2019

50. Clinical implications of the proposed ICD-11 PTSD diagnostic criteria

Author

Barbano, Anna C, van der Mei, Willem F, Bryant, Richard A, Delahanty, Douglas L, deRoon-Cassini, Terri A, Matsuoka, Yutaka J, Olff, Miranda, Qi, Wei, Ratanatharathorn, Andrew, Schnyder, Ulrich, Seedat, Soraya, Kessler, Ronald C, Koenen, Karestan C, Shalev, Arieh Y, Barbano, Anna C, van der Mei, Willem F, Bryant, Richard A, Delahanty, Douglas L, deRoon-Cassini, Terri A, Matsuoka, Yutaka J, Olff, Miranda, Qi, Wei, Ratanatharathorn, Andrew, Schnyder, Ulrich, Seedat, Soraya, Kessler, Ronald C, Koenen, Karestan C, and Shalev, Arieh Y

Abstract

BACKGROUND Projected changes to post-traumatic stress disorder (PTSD) diagnostic criteria in the upcoming International Classification of Diseases (ICD)-11 may affect the prevalence and severity of identified cases. This study examined differences in rates, severity, and overlap of diagnoses using ICD-10 and ICD-11 PTSD diagnostic criteria during consecutive assessments of recent survivors of traumatic events. METHODS The study sample comprised 3863 survivors of traumatic events, evaluated in 11 longitudinal studies of PTSD. ICD-10 and ICD-11 diagnostic rules were applied to the Clinician-Administered PTSD Scale (CAPS) to derive ICD-10 and ICD-11 diagnoses at different time intervals between trauma occurrence and 15 months. RESULTS The ICD-11 criteria identified fewer cases than the ICD-10 across assessment intervals (range -47.09% to -57.14%). Over 97% of ICD-11 PTSD cases met concurrent ICD-10 PTSD criteria. PTSD symptom severity of individuals identified by the ICD-11 criteria (CAPS total scores) was 31.38-36.49% higher than those identified by ICD-10 criteria alone. The latter, however, had CAPS scores indicative of moderate PTSD. ICD-11 was associated with similar or higher rates of comorbid mood and anxiety disorders. Individuals identified by either ICD-10 or ICD-11 shortly after traumatic events had similar longitudinal course. CONCLUSIONS This study indicates that significantly fewer individuals would be diagnosed with PTSD using the proposed ICD-11 criteria. Though ICD-11 criteria identify more severe cases, those meeting ICD-10 but not ICD-11 criteria remain in the moderate range of PTSD symptoms. Use of ICD-11 criteria will have critical implications for case identification in clinical practice, national reporting, and research.

Published
2019

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