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Knox D, Parikh V. Basal forebrain cholinergic systems as circuits through which traumatic stress disrupts emotional memory regulation. Neurosci Biobehav Rev 2024; 159:105569. [PMID: 38309497 PMCID: PMC10948307 DOI: 10.1016/j.neubiorev.2024.105569] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2023] [Revised: 01/25/2024] [Accepted: 01/29/2024] [Indexed: 02/05/2024]
Abstract
Contextual and spatial systems facilitate changes in emotional memory regulation brought on by traumatic stress. Cholinergic basal forebrain (chBF) neurons provide input to contextual/spatial systems and although chBF neurons are important for emotional memory, it is unknown how they contribute to the traumatic stress effects on emotional memory. Clusters of chBF neurons that project to the prefrontal cortex (PFC) modulate fear conditioned suppression and passive avoidance, while clusters of chBF neurons that project to the hippocampus (Hipp) and PFC (i.e. cholinergic medial septum and diagonal bands of Broca (chMS/DBB neurons) are critical for fear extinction. Interestingly, neither Hipp nor PFC projecting chMS/DBB neurons are critical for fear extinction. The retrosplenial cortex (RSC) is a contextual/spatial memory system that receives input from chMS/DBB neurons, but whether this chMS/DBB-RSC circuit facilitates traumatic stress effects on emotional memory remain unexplored. Traumatic stress leads to neuroinflammation and the buildup of reactive oxygen species. These two molecular processes may converge to disrupt chBF circuits enhancing the impact of traumatic stress on emotional memory.
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Affiliation(s)
- Dayan Knox
- Department of Psychological and Brain Sciences, Behavioral Neuroscience Program, University of Delaware, Newark, DE, USA.
| | - Vinay Parikh
- Department of Psychology, Neuroscience Program, Temple University, Philadelphia, PA, USA
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2
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Kumsta R, Zang JCS, Hummel EM, Müller S, Moser DA, Herpertz S, Kessler H. Treatment-associated mRNA co-expression changes in monocytes of patients with posttraumatic stress disorder. Front Psychiatry 2023; 14:1181321. [PMID: 37426106 PMCID: PMC10326517 DOI: 10.3389/fpsyt.2023.1181321] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/07/2023] [Accepted: 05/05/2023] [Indexed: 07/11/2023] Open
Abstract
PTSD is a prevalent mental disorder that results from exposure to extreme and stressful life events and comes at high costs for both the individual and society. Therapeutic treatment presents the best way to deal with PTSD-the mechanisms underlying change after treatment, however, remain poorly understood. While stress and immune associated gene expression changes have been associated with PTSD development, studies investigating treatment effects at the molecular level so far tended to focus on DNA methylation. Here we use gene-network analysis on whole-transcriptome RNA-Seq data isolated from CD14+ monocytes of female PTSD patients (N = 51) to study pre-treatment signatures of therapy response and therapy-related changes at the level of gene expression. Patients who exhibited significant symptom improvement after therapy showed higher baseline expression in two modules involved in inflammatory processes (including notable examples IL1R2 and FKBP5) and blood coagulation. After therapy, expression of an inflammatory module was increased, and expression of a wound healing module was decreased. This supports findings reporting an association between PTSD and dysregulations of the inflammatory and the hemostatic system and mark both as potentially treatment sensitive.
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Affiliation(s)
- Robert Kumsta
- Department of Genetic Psychology, Faculty of Psychology, Ruhr University Bochum, Bochum, Germany
- Department of Behavioural and Cognitive Sciences, Laboratory for Stress and Gene-Environment Interplay, University of Luxemburg, Esch-sur-Alzette, Luxemburg
| | - Johannes C. S. Zang
- Department of Genetic Psychology, Faculty of Psychology, Ruhr University Bochum, Bochum, Germany
| | - Elisabeth M. Hummel
- Department of Genetic Psychology, Faculty of Psychology, Ruhr University Bochum, Bochum, Germany
| | - Svenja Müller
- Department of Genetic Psychology, Faculty of Psychology, Ruhr University Bochum, Bochum, Germany
| | - Dirk A. Moser
- Department of Genetic Psychology, Faculty of Psychology, Ruhr University Bochum, Bochum, Germany
| | - Stephan Herpertz
- Department of Psychosomatic Medicine and Psychotherapy, LWL-University Hospital Ruhr-University Bochum, Bochum, Germany
| | - Henrik Kessler
- Department of Psychosomatic Medicine and Psychotherapy, LWL-University Hospital Ruhr-University Bochum, Bochum, Germany
- Department of Psychosomatic Medicine and Psychotherapy, Fulda Hospital, University Medicine Marburg Campus Fulda, Fulda, Germany
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3
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Pivac N, Vuic B, Sagud M, Nedic Erjavec G, Nikolac Perkovic M, Konjevod M, Tudor L, Svob Strac D, Uzun S, Kozumplik O, Uzun S, Mimica N. PTSD, Immune System, and Inflammation. ADVANCES IN EXPERIMENTAL MEDICINE AND BIOLOGY 2023; 1411:225-262. [PMID: 36949313 DOI: 10.1007/978-981-19-7376-5_11] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 03/24/2023]
Abstract
Posttraumatic stress disorder (PTSD) is a severe trauma and stress-related disorder associated with different somatic comorbidities, especially cardiovascular and metabolic disorders, and with chronic low-grade inflammation. Altered balance of the hypothalamic-pituitary-adrenal (HPA) axis, cytokines and chemokines, C-reactive protein, oxidative stress markers, kynurenine pathways, and gut microbiota might be involved in the alterations of certain brain regions regulating fear conditioning and memory processes, that are all altered in PTSD. In addition to the HPA axis, the gut microbiota maintains the balance and interaction of the immune, CNS, and endocrine pathways forming the gut-brain axis. Disbalance in the HPA axis, gut-brain axis, oxidative stress pathways and kynurenine pathways, altered immune signaling and disrupted homeostasis, as well as the association of the PTSD with the inflammation and disrupted cognition support the search for novel strategies for treatment of PTSD. Besides potential anti-inflammatory treatment, dietary interventions or the use of beneficial bacteria, such as probiotics, can potentially improve the composition and the function of the bacterial community in the gut. Therefore, bacterial supplements and controlled dietary changes, with exercise, might have beneficial effects on the psychological and cognitive functions in patients with PTSD. These new treatments should be aimed to attenuate inflammatory processes and consequently to reduce PTSD symptoms but also to improve cognition and reduce cardio-metabolic disorders associated so frequently with PTSD.
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Affiliation(s)
- Nela Pivac
- Division of Molecular Medicine, Laboratory for Molecular Neuropsychiatry, Rudjer Boskovic Institute, Zagreb, Croatia.
| | - Barbara Vuic
- Division of Molecular Medicine, Laboratory for Molecular Neuropsychiatry, Rudjer Boskovic Institute, Zagreb, Croatia
| | - Marina Sagud
- Department of Psychiatry, University Hospital Center Zagreb, Zagreb, Croatia
- University of Zagreb School of Medicine, Zagreb, Croatia
| | - Gordana Nedic Erjavec
- Division of Molecular Medicine, Laboratory for Molecular Neuropsychiatry, Rudjer Boskovic Institute, Zagreb, Croatia
| | - Matea Nikolac Perkovic
- Division of Molecular Medicine, Laboratory for Molecular Neuropsychiatry, Rudjer Boskovic Institute, Zagreb, Croatia
| | - Marcela Konjevod
- Division of Molecular Medicine, Laboratory for Molecular Neuropsychiatry, Rudjer Boskovic Institute, Zagreb, Croatia
| | - Lucija Tudor
- Division of Molecular Medicine, Laboratory for Molecular Neuropsychiatry, Rudjer Boskovic Institute, Zagreb, Croatia
| | - Dubravka Svob Strac
- Division of Molecular Medicine, Laboratory for Molecular Neuropsychiatry, Rudjer Boskovic Institute, Zagreb, Croatia
| | - Suzana Uzun
- University of Zagreb School of Medicine, Zagreb, Croatia
- University Psychiatric Hospital Vrapce, Zagreb, Croatia
| | | | - Sandra Uzun
- Department for Anesthesiology, Reanimatology, and Intensive Care, University Hospital Center Zagreb, Zagreb, Croatia
| | - Ninoslav Mimica
- University of Zagreb School of Medicine, Zagreb, Croatia
- University Psychiatric Hospital Vrapce, Zagreb, Croatia
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Katrinli S, Oliveira NCS, Felger JC, Michopoulos V, Smith AK. The role of the immune system in posttraumatic stress disorder. Transl Psychiatry 2022; 12:313. [PMID: 35927237 PMCID: PMC9352784 DOI: 10.1038/s41398-022-02094-7] [Citation(s) in RCA: 44] [Impact Index Per Article: 22.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/15/2021] [Revised: 07/20/2022] [Accepted: 07/22/2022] [Indexed: 12/14/2022] Open
Abstract
Posttraumatic stress disorder (PTSD) develops in a subset of individuals upon exposure to traumatic stress. In addition to well-defined psychological and behavioral symptoms, some individuals with PTSD also exhibit elevated concentrations of inflammatory markers, including C-reactive protein, interleukin-6, and tumor necrosis factor-α. Moreover, PTSD is often co-morbid with immune-related conditions, such as cardiometabolic and autoimmune disorders. Numerous factors, including lifetime trauma burden, biological sex, genetic background, metabolic conditions, and gut microbiota, may contribute to inflammation in PTSD. Importantly, inflammation can influence neural circuits and neurotransmitter signaling in regions of the brain relevant to fear, anxiety, and emotion regulation. Given the link between PTSD and the immune system, current studies are underway to evaluate the efficacy of anti-inflammatory treatments in those with PTSD. Understanding the complex interactions between PTSD and the immune system is essential for future discovery of diagnostic and therapeutic tools.
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Affiliation(s)
- Seyma Katrinli
- Department of Gynecology and Obstetrics, Emory University, Atlanta, GA, USA.
| | - Nayara C. S. Oliveira
- grid.189967.80000 0001 0941 6502Department of Gynecology and Obstetrics, Emory University, Atlanta, GA USA ,National Institute of Woman, Child, and Adolescence Health Fernandes Figueira, Rio de Janeiro, RJ Brazil ,grid.418068.30000 0001 0723 0931Department of Violence and Health Studies Jorge Careli, National School of Public Health, Fiocruz, Rio de Janeiro, RJ Brazil
| | - Jennifer C. Felger
- grid.189967.80000 0001 0941 6502Department of Psychiatry and Behavioral Sciences, Emory University, Atlanta, GA USA ,grid.189967.80000 0001 0941 6502The Winship Cancer Institute, Emory University, Atlanta, GA USA
| | - Vasiliki Michopoulos
- grid.189967.80000 0001 0941 6502Department of Psychiatry and Behavioral Sciences, Emory University, Atlanta, GA USA
| | - Alicia K. Smith
- grid.189967.80000 0001 0941 6502Department of Gynecology and Obstetrics, Emory University, Atlanta, GA USA ,grid.189967.80000 0001 0941 6502Department of Psychiatry and Behavioral Sciences, Emory University, Atlanta, GA USA
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Reis AL, Hammond JH, Stevanovski I, Arnold JC, McGregor IS, Deveson IW, Gururajan A. Sex-specific transcriptomic and epitranscriptomic signatures of PTSD-like fear acquisition. iScience 2022; 25:104861. [PMID: 36039298 PMCID: PMC9418440 DOI: 10.1016/j.isci.2022.104861] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/25/2022] [Revised: 07/03/2022] [Accepted: 07/26/2022] [Indexed: 11/22/2022] Open
Abstract
Our understanding of the molecular pathology of posttraumatic stress disorder (PTSD) is evolving due to advances in sequencing technologies. With the recent emergence of Oxford Nanopore direct RNA-seq (dRNA-seq), it is now also possible to interrogate diverse RNA modifications, collectively known as the “epitranscriptome.”. Here, we present our analyses of the male and female mouse amygdala transcriptome and epitranscriptome, obtained using parallel Illumina RNA-seq and Oxford Nanopore dRNA-seq, associated with the acquisition of PTSD-like fear induced by Pavlovian cued-fear conditioning. We report significant sex-specific differences in the amygdala transcriptional response during fear acquisition and a range of shared and dimorphic epitranscriptomic signatures. Differential RNA modifications are enriched among mRNA transcripts associated with neurotransmitter regulation and mitochondrial function, many of which have been previously implicated in PTSD. Very few differentially modified transcripts are also differentially expressed, suggesting an influential, expression-independent role for epitranscriptional regulation in PTSD-like fear acquisition. PTSD-like trauma has sexually dimorphic effects on the amygdala transcriptome Most RNA modifications identified adhere to the known patterns associated with m6A There was enrichment of RNA modifications in neurological/PTSD-related genes There was little overlap between transcriptomic and epitranscriptomic signatures
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Daskalakis NP, Meijer OC, de Kloet ER. Mineralocorticoid receptor and glucocorticoid receptor work alone and together in cell-type-specific manner: Implications for resilience prediction and targeted therapy. Neurobiol Stress 2022; 18:100455. [PMID: 35601687 PMCID: PMC9118500 DOI: 10.1016/j.ynstr.2022.100455] [Citation(s) in RCA: 20] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/15/2022] [Revised: 03/30/2022] [Accepted: 04/19/2022] [Indexed: 12/24/2022] Open
Abstract
'You can't roll the clock back and reverse the effects of experiences' Bruce McEwen used to say when explaining how allostasis labels the adaptive process. Here we will for once roll the clock back to the times that the science of the glucocorticoid hormone was honored with a Nobel prize and highlight the discovery of their receptors in the hippocampus as inroad to its current status as master regulator in control of stress coping and adaptation. Glucocorticoids operate in concert with numerous neurotransmitters, neuropeptides, and other hormones with the aim to facilitate processing of information in the neurocircuitry of stress, from anticipation and perception of a novel experience to behavioral adaptation and memory storage. This action, exerted by the glucocorticoids, is guided by two complementary receptor systems, mineralocorticoid receptors (MR) and glucocorticoid receptors (GR), that need to be balanced for a healthy stress response pattern. Here we discuss the cellular, neuroendocrine, and behavioral studies underlying the MR:GR balance concept, highlight the relevance of hypothalamic-pituitary-adrenal (HPA) -axis patterns and note the limited understanding yet of sexual dimorphism in glucocorticoid actions. We conclude with the prospect that (i) genetically and epigenetically regulated receptor variants dictate cell-type-specific transcriptome signatures of stress-related neuropsychiatric symptoms and (ii) selective receptor modulators are becoming available for more targeted treatment. These two new developments may help to 'restart the clock' with the prospect to support resilience.
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Affiliation(s)
| | - Onno C. Meijer
- Division of Endocrinology, Department of Medicine, Leiden University Medical Center, Leiden, the Netherlands
| | - E. Ron de Kloet
- Division of Endocrinology, Department of Medicine, Leiden University Medical Center, Leiden, the Netherlands
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Aschbacher K, Cole S, Hagan M, Rivera L, Baccarella A, Wolkowitz OM, Lieberman AF, Bush NR. An immunogenomic phenotype predicting behavioral treatment response: Toward precision psychiatry for mothers and children with trauma exposure. Brain Behav Immun 2022; 99:350-362. [PMID: 34298096 DOI: 10.1016/j.bbi.2021.07.012] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/01/2021] [Revised: 06/30/2021] [Accepted: 07/16/2021] [Indexed: 12/27/2022] Open
Abstract
Inflammatory pathways predict antidepressant treatment non-response among individuals with major depression; yet, this phenomenon may have broader transdiagnostic and transtherapeutic relevance. Among trauma-exposed mothers (Mage = 32 years) and their young children (Mage = 4 years), we tested whether genomic and proteomic biomarkers of pro-inflammatory imbalance prospectively predicted treatment response (PTSD and depression) to an empirically-supported behavioral treatment. Forty-three mother-child dyads without chronic disease completed Child Parent Psychotherapy (CPP) for roughly 9 months. Maternal blood was drawn pre-treatment, CD14 + monocytes isolated, gene expression derived from RNA sequencing (n = 34; Illumina HiSeq 4000;TruSeqcDNA library), and serum assayed (n = 43) for C-Reactive Protein (CRP) and interleukin-1ß (IL-1ß). Symptoms of PTSD and depression decreased significantly from pre- to post-treatment for both mothers and children (all p's < 0.01). Nonetheless, a higher pre-treatment maternal pro-inflammatory imbalance of M1-like versus M2-like macrophage-associated RNA expression (M1/M2) (ß = 0.476, p = .004) and IL-1ß (ß=0.333, p = .029), but not CRP, predicted lesser improvements in maternal PTSD symptoms, unadjusted and adjusting for maternal age, BMI, ethnicity, antidepressant use, income, education, and US birth. Only higher pre-treatment M1/M2 predicted a clinically-relevant threshold of PTSD non-response among mothers (OR = 3.364, p = .015; ROC-AUC = 0.78). Additionally, higher M1/M2 predicted lesser decline in maternal depressive symptoms (ß = 0.556, p = .001), though not independent of PTSD symptoms. For child outcomes, higher maternal IL-1ß significantly predicted poorer PTSD and depression symptom trajectories (ß's = 0.318-0.429, p's < 0.01), while M1/M2 and CRP were marginally associated with poorer PTSD symptom improvement (ß's = 0.295-0.333, p's < 0.056). Pre-treatment pro-inflammatory imbalance prospectively predicts poorer transdiagnostic symptom response to an empirically-supported behavioral treatment for trauma-exposed women and their young children.
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Affiliation(s)
- Kirstin Aschbacher
- Department of Psychiatry and Behavioral Sciences, Weill Institute for Neurosciences, University of California San Francisco, United States; Division of Cardiology, Department of Medicine, University of California San Francisco, United States; The Institute for Integrative Health, United States.
| | - Steve Cole
- Department of Psychiatry and Biobehavioral Sciences, University of California Los Angeles, United States
| | - Melissa Hagan
- Department of Psychology, College of Science & Engineering, San Francisco State University, United States
| | - Luisa Rivera
- Department of Anthropology, Emory University, United States
| | | | - Owen M Wolkowitz
- Department of Psychiatry and Behavioral Sciences, Weill Institute for Neurosciences, University of California San Francisco, United States
| | - Alicia F Lieberman
- Department of Psychiatry and Behavioral Sciences, Weill Institute for Neurosciences, University of California San Francisco, United States
| | - Nicole R Bush
- Department of Psychiatry and Behavioral Sciences, Weill Institute for Neurosciences, University of California San Francisco, United States; Center for Health and Community, University of California San Francisco, United States; Department of Pediatrics, Division of Developmental Medicine, University of California San Francisco, United States.
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8
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Johnson E, J M, I L, R S. Asthma and posttraumatic stress disorder (PTSD): Emerging links, potential models and mechanisms. Brain Behav Immun 2021; 97:275-285. [PMID: 34107349 PMCID: PMC8453093 DOI: 10.1016/j.bbi.2021.06.001] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/18/2020] [Revised: 05/16/2021] [Accepted: 06/04/2021] [Indexed: 12/31/2022] Open
Abstract
Posttraumatic stress disorder (PTSD) is a highly prevalent, debilitating mental health condition. A better understanding of contributory neurobiological mechanisms will lead to effective treatments, improving quality of life for patients. Given that not all trauma-exposed individuals develop PTSD, identification of pre-trauma susceptibility factors that can modulate posttraumatic outcomes is important. Recent clinical evidence supports a strong link between inflammatory conditions and PTSD. A particularly strong association has been reported between asthma and PTSD prevalence and severity. Unlike many other PTSD-comorbid inflammatory conditions, asthma often develops in children, sensitizing them to subsequent posttraumatic pathology throughout their lifetime. Currently, there is a significant need to understand the neurobiology, shared mechanisms, and inflammatory mediators that may contribute to comorbid asthma and PTSD. Here, we provide a translational perspective of asthma and PTSD risk and comorbidity, focusing on clinical associations, relevant rodent paradigms and potential mechanisms that may translate asthma-associated inflammation to PTSD development.
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Affiliation(s)
- Emily Johnson
- Dept. of Pharmacology & Systems Physiology, University of Cincinnati, Cincinnati OH, 45220,Neuroscience Graduate Program, University of Cincinnati, Cincinnati OH, 45220
| | - McAlees J
- Division of Immunobiology, Children’s Hospital Medical Center, Cincinnati OH, 45220
| | - Lewkowich I
- Division of Immunobiology, Children’s Hospital Medical Center, Cincinnati OH, 45220,Department of Pediatrics, University of Cincinnati, Cincinnati OH, 45220
| | - Sah R
- Dept. of Pharmacology & Systems Physiology, University of Cincinnati, Cincinnati OH, 45220,Neuroscience Graduate Program, University of Cincinnati, Cincinnati OH, 45220,VA Medical Center, Cincinnati, OH, 45220
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Perković MN, Milković L, Uzun S, Mimica N, Pivac N, Waeg G, Žarković N. Association of Lipid Peroxidation Product 4-Hydroxynonenal with Post-Traumatic Stress Disorder. Biomolecules 2021; 11:1365. [PMID: 34572578 PMCID: PMC8469760 DOI: 10.3390/biom11091365] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2021] [Revised: 09/03/2021] [Accepted: 09/11/2021] [Indexed: 12/23/2022] Open
Abstract
Repeated activation of the hypothalamic-pituitary-adrenal axis system, sleep disturbances, and other symptoms related to posttraumatic stress disorder (PTSD) elevate reactive oxygen species, increase inflammation, and accelerate cellular aging, leading to neuroprogression and cognitive decline. However, there is no information about possible involvement of 4-hydroxynonenal (4-HNE), the product of lipid peroxidation associated with stress-associated diseases, in the complex etiology of PTSD. Therefore, the aim of this study was to compare the plasma levels of 4-HNE between war veterans with PTSD (n = 62) and age-, sex- and ethnicity- matched healthy control subjects (n = 58) in order to evaluate the potential of HNE-modified proteins as blood-based biomarker of PTSD. The genuine 4-HNE-Enzyme-Linked Immunosorbent Assay (HNE-ELISA), based on monoclonal antibody specific for HNE-histidine (HNE-His) adducts, was used to determine plasma HNE-protein conjugates. Our results revealed significantly elevated levels of 4-HNE in patients with PTSD. Moreover, the accumulation of plasma 4-HNE seems to increase with aging but in a negative correlation with BMI, showing specific pattern of change for individuals diagnosed with PTSD. These findings suggest that oxidative stress and altered lipid metabolism reflected by increase of 4-HNE might be associated with PTSD. If confirmed with further studies, elevated 4-HNE plasma levels might serve as a potential biomarker of PTSD.
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Affiliation(s)
- Matea Nikolac Perković
- Laboratory of Molecular Neuropsychiatry, Division of Molecular Medicine, Rudjer Boskovic Institute, Bijenička 54, 10000 Zagreb, Croatia; (M.N.P.); (N.P.)
| | - Lidija Milković
- Laboratory for Oxidative Stress (LabOS), Division of Molecular Medicine, Rudjer Boskovic Institute, Bijenička 54, 10000 Zagreb, Croatia;
| | - Suzana Uzun
- Department for Biological Psychiatry and Psychogeriatrics, University Psychiatric Hospital Vrapče, 10090 Zagreb, Croatia; (S.U.); (N.M.)
- School of Medicine, University of Zagreb, 10000 Zagreb, Croatia
| | - Ninoslav Mimica
- Department for Biological Psychiatry and Psychogeriatrics, University Psychiatric Hospital Vrapče, 10090 Zagreb, Croatia; (S.U.); (N.M.)
- School of Medicine, University of Zagreb, 10000 Zagreb, Croatia
| | - Nela Pivac
- Laboratory of Molecular Neuropsychiatry, Division of Molecular Medicine, Rudjer Boskovic Institute, Bijenička 54, 10000 Zagreb, Croatia; (M.N.P.); (N.P.)
| | - Georg Waeg
- Institute of Molecular Biosciences, Karl Franzens University of Graz, Heinrichstraße 31/II, 8010 Graz, Austria;
| | - Neven Žarković
- Laboratory for Oxidative Stress (LabOS), Division of Molecular Medicine, Rudjer Boskovic Institute, Bijenička 54, 10000 Zagreb, Croatia;
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Lee EE, Torous J, De Choudhury M, Depp CA, Graham SA, Kim HC, Paulus MP, Krystal JH, Jeste DV. Artificial Intelligence for Mental Health Care: Clinical Applications, Barriers, Facilitators, and Artificial Wisdom. BIOLOGICAL PSYCHIATRY. COGNITIVE NEUROSCIENCE AND NEUROIMAGING 2021; 6:856-864. [PMID: 33571718 PMCID: PMC8349367 DOI: 10.1016/j.bpsc.2021.02.001] [Citation(s) in RCA: 47] [Impact Index Per Article: 15.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/16/2020] [Revised: 02/01/2021] [Accepted: 02/02/2021] [Indexed: 12/19/2022]
Abstract
Artificial intelligence (AI) is increasingly employed in health care fields such as oncology, radiology, and dermatology. However, the use of AI in mental health care and neurobiological research has been modest. Given the high morbidity and mortality in people with psychiatric disorders, coupled with a worsening shortage of mental health care providers, there is an urgent need for AI to help identify high-risk individuals and provide interventions to prevent and treat mental illnesses. While published research on AI in neuropsychiatry is rather limited, there is a growing number of successful examples of AI's use with electronic health records, brain imaging, sensor-based monitoring systems, and social media platforms to predict, classify, or subgroup mental illnesses as well as problems such as suicidality. This article is the product of a study group held at the American College of Neuropsychopharmacology conference in 2019. It provides an overview of AI approaches in mental health care, seeking to help with clinical diagnosis, prognosis, and treatment, as well as clinical and technological challenges, focusing on multiple illustrative publications. Although AI could help redefine mental illnesses more objectively, identify them at a prodromal stage, personalize treatments, and empower patients in their own care, it must address issues of bias, privacy, transparency, and other ethical concerns. These aspirations reflect human wisdom, which is more strongly associated than intelligence with individual and societal well-being. Thus, the future AI or artificial wisdom could provide technology that enables more compassionate and ethically sound care to diverse groups of people.
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Affiliation(s)
- Ellen E Lee
- Department of Psychiatry, University of California San Diego, San Diego, California; Sam and Rose Stein Institute for Research on Aging, University of California San Diego, San Diego, California; VA San Diego Healthcare System, San Diego, California
| | - John Torous
- Department of Psychiatry, Beth Israel Deaconess Medical Center and Harvard University, Boston, Massachusetts
| | - Munmun De Choudhury
- School of Interactive Computing, Georgia Institute of Technology, Atlanta, Georgia
| | - Colin A Depp
- Department of Psychiatry, University of California San Diego, San Diego, California; Sam and Rose Stein Institute for Research on Aging, University of California San Diego, San Diego, California; VA San Diego Healthcare System, San Diego, California
| | - Sarah A Graham
- Department of Psychiatry, University of California San Diego, San Diego, California; Sam and Rose Stein Institute for Research on Aging, University of California San Diego, San Diego, California
| | - Ho-Cheol Kim
- AI and Cognitive Software, IBM Research-Almaden, San Jose, California
| | | | - John H Krystal
- Department of Psychiatry, Yale University, New Haven, Connecticut
| | - Dilip V Jeste
- Department of Psychiatry, University of California San Diego, San Diego, California; Department of Neurosciences, University of California San Diego, San Diego, California; Sam and Rose Stein Institute for Research on Aging, University of California San Diego, San Diego, California.
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11
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Scheeringa MS. Reexamination of diathesis stress and neurotoxic stress theories: A qualitative review of pre-trauma neurobiology in relation to posttraumatic stress symptoms. Int J Methods Psychiatr Res 2021; 30:e1864. [PMID: 33220110 PMCID: PMC8170571 DOI: 10.1002/mpr.1864] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/09/2020] [Revised: 11/05/2020] [Accepted: 11/10/2020] [Indexed: 11/29/2022] Open
Abstract
OBJECTIVE Associations of neurobiological differences with posttraumatic stress disorder (PTSD) have generated interest in their temporal relation. Support has been voiced for the neurotoxic stress theory (NST) in which neurobiological differences develop following exposure and PTSD development. In contrast, the diathesis stress theory (DST) posits that neurobiological differences existed prior to exposure and may be vulnerability factors for PTSD. Studies in the first wave of neurobiological PTSD research were all cross sectional, but a second wave of research followed which used prospective repeated-measures designs that measured neurobiology prior to trauma exposure experiences, allowing greater causal inference. METHODS This study reviewed the second-wave studies in hopes of developing a preliminary consensus to support either the NST or the DST based on this more powerful prospective, repeated-measures study design. RESULTS Twenty-five second-wave studies were located that measured neurobiology prior to traumatic experiences. Nineteen studies supported the DST. Of 10 studies that were capable of testing the NST, only 3 were supportive. CONCLUSION The implications of the NST versus the DST have profound implications for understanding the fragility of the human brain and possible paths forward for future research on assessment, treatment, and social policy.
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Affiliation(s)
- Michael S Scheeringa
- Department of Psychiatry and Behavioral Sciences, Tulane University School of Medicine, New Orleans, Louisiana, USA
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Oxidative Dysregulation in Early Life Stress and Posttraumatic Stress Disorder: A Comprehensive Review. Brain Sci 2021; 11:brainsci11060723. [PMID: 34072322 PMCID: PMC8228973 DOI: 10.3390/brainsci11060723] [Citation(s) in RCA: 26] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2021] [Revised: 05/24/2021] [Accepted: 05/26/2021] [Indexed: 12/30/2022] Open
Abstract
Traumatic stress may chronically affect master homeostatic systems at the crossroads of peripheral and central susceptibility pathways and lead to the biological embedment of trauma-related allostatic trajectories through neurobiological alterations even decades later. Lately, there has been an exponential knowledge growth concerning the effect of traumatic stress on oxidative components and redox-state homeostasis. This extensive review encompasses a detailed description of the oxidative cascade components along with their physiological and pathophysiological functions and a systematic presentation of both preclinical and clinical, genetic and epigenetic human findings on trauma-related oxidative stress (OXS), followed by a substantial synthesis of the involved oxidative cascades into specific and functional, trauma-related pathways. The bulk of the evidence suggests an imbalance of pro-/anti-oxidative mechanisms under conditions of traumatic stress, respectively leading to a systemic oxidative dysregulation accompanied by toxic oxidation byproducts. Yet, there is substantial heterogeneity in findings probably relative to confounding, trauma-related parameters, as well as to the equivocal directionality of not only the involved oxidative mechanisms but other homeostatic ones. Accordingly, we also discuss the trauma-related OXS findings within the broader spectrum of systemic interactions with other major influencing systems, such as inflammation, the hypothalamic-pituitary-adrenal axis, and the circadian system. We intend to demonstrate the inherent complexity of all the systems involved, but also put forth associated caveats in the implementation and interpretation of OXS findings in trauma-related research and promote their comprehension within a broader context.
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Kuan PF, Yang X, Ren X, Che C, Waszczuk M, Kotov R, Clouston S, Singh PK, Glenn ST, Gomez EC, Wang J, Bromet E, Luft BJ. Mapping the transcriptomics landscape of post-traumatic stress disorder symptom dimensions in World Trade Center responders. Transl Psychiatry 2021; 11:310. [PMID: 34031375 PMCID: PMC8144574 DOI: 10.1038/s41398-021-01431-6] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/22/2021] [Revised: 04/20/2021] [Accepted: 05/04/2021] [Indexed: 02/04/2023] Open
Abstract
Gene expression has provided promising insights into the pathophysiology of post-traumatic stress disorder (PTSD); however, specific regulatory transcriptomic mechanisms remain unknown. The present study addressed this limitation by performing transcriptome-wide RNA-Seq of whole-blood samples from 226 World Trade Center responders. The investigation focused on differential expression (DE) at the gene, isoform, and for the first time, alternative splicing (AS) levels associated with the symptoms of PTSD: total burden, re-experiencing, avoidance, numbing, and hyperarousal subdimensions. These symptoms were associated with 76, 1, 48, 15, and 49 DE genes, respectively (FDR < 0.05). Moreover, they were associated with 103, 11, 0, 43, and 32 AS events. Avoidance differed the most from other dimensions with respect to DE genes and AS events. Gene set enrichment analysis (GSEA) identified pathways involved in inflammatory and metabolic processes, which may have implications in the treatment of PTSD. Overall, the findings shed a novel light on the wide range of transcriptomic alterations associated with PTSD at the gene and AS levels. The results of DE analysis associated with PTSD subdimensions highlights the importance of studying PTSD symptom heterogeneity.
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Affiliation(s)
- Pei-Fen Kuan
- Department of Applied Mathematics and Statistics, Stony Brook University, Stony Brook, NY, USA.
| | - Xiaohua Yang
- grid.36425.360000 0001 2216 9681Department of Medicine, Stony Brook University, Stony Brook, NY USA
| | - Xu Ren
- grid.36425.360000 0001 2216 9681Department of Applied Mathematics and Statistics, Stony Brook University, Stony Brook, NY USA
| | - Chang Che
- grid.36425.360000 0001 2216 9681Department of Applied Mathematics and Statistics, Stony Brook University, Stony Brook, NY USA
| | - Monika Waszczuk
- grid.262641.50000 0004 0388 7807Department of Psychology, Rosalind Franklin University of Medicine and Science, North Chicago, IL USA
| | - Roman Kotov
- Department of Psychiatry, Stony Book University, Stony Brook, NY USA
| | - Sean Clouston
- Department of Family and Preventive Medicine, Stony Book University, Stony Brook, NY USA
| | - Prashant K. Singh
- grid.240614.50000 0001 2181 8635Department of Cancer Genetics, Roswell Park Cancer Institute, Buffalo, NY USA
| | - Sean T. Glenn
- grid.240614.50000 0001 2181 8635Department of Cancer Genetics, Roswell Park Cancer Institute, Buffalo, NY USA
| | - Eduardo Cortes Gomez
- grid.240614.50000 0001 2181 8635Department of Biostatistics and Bioinformatics, Roswell Park Cancer Institute, Buffalo, NY USA
| | - Jianmin Wang
- grid.240614.50000 0001 2181 8635Department of Biostatistics and Bioinformatics, Roswell Park Cancer Institute, Buffalo, NY USA
| | - Evelyn Bromet
- Department of Psychiatry, Stony Book University, Stony Brook, NY USA
| | - Benjamin J. Luft
- grid.36425.360000 0001 2216 9681Department of Medicine, Stony Brook University, Stony Brook, NY USA
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14
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Linnstaedt SD, Zannas AS, McLean SA, Koenen KC, Ressler KJ. Literature review and methodological considerations for understanding circulating risk biomarkers following trauma exposure. Mol Psychiatry 2020; 25:1986-1999. [PMID: 31863020 PMCID: PMC7305050 DOI: 10.1038/s41380-019-0636-5] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/07/2019] [Revised: 11/24/2019] [Accepted: 12/11/2019] [Indexed: 12/29/2022]
Abstract
Exposure to traumatic events is common. While many individuals recover following trauma exposure, a substantial subset develop adverse posttraumatic neuropsychiatric sequelae (APNS) such as posttraumatic stress, major depression, and regional or widespread chronic musculoskeletal pain. APNS cause substantial burden to the individual and to society, causing functional impairment and physical disability, risk for suicide, lost workdays, and increased health care costs. Contemporary treatment is limited by an inability to identify individuals at high risk of APNS in the immediate aftermath of trauma, and an inability to identify optimal treatments for individual patients. Our purpose is to provide a comprehensive review describing candidate blood-based biomarkers that may help to identify those at high risk of APNS and/or guide individual intervention decision-making. Such blood-based biomarkers include circulating biological factors such as hormones, proteins, immune molecules, neuropeptides, neurotransmitters, mRNA, and noncoding RNA expression signatures, while we do not review genetic and epigenetic biomarkers due to other recent reviews of this topic. The current state of the literature on circulating risk biomarkers of APNS is summarized, and key considerations and challenges for their discovery and translation are discussed. We also describe the AURORA study, a specific example of current scientific efforts to identify such circulating risk biomarkers and the largest study to date focused on identifying risk and prognostic factors in the aftermath of trauma exposure.
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Affiliation(s)
- Sarah D Linnstaedt
- Institute for Trauma Recovery, University of North Carolina, Chapel Hill, NC, USA
- Department of Anesthesiology, University of North Carolina, Chapel Hill, NC, USA
| | - Anthony S Zannas
- Institute for Trauma Recovery, University of North Carolina, Chapel Hill, NC, USA
- Departments of Psychiatry and Genetics, University of North Carolina, Chapel Hill, NC, USA
- Department of Psychiatry and Behavioral Sciences, Duke University Medical Center, Durham, NC, USA
| | - Samuel A McLean
- Institute for Trauma Recovery, University of North Carolina, Chapel Hill, NC, USA
- Department of Anesthesiology, University of North Carolina, Chapel Hill, NC, USA
- Department of Emergency Medicine, University of North Carolina, Chapel Hill, NC, USA
| | - Karestan C Koenen
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Kerry J Ressler
- Department of Psychiatry, McLean Hospital, Harvard Medical School, Belmont, MA, USA.
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15
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Huckins LM, Chatzinakos C, Breen MS, Hartmann J, Klengel T, da Silva Almeida AC, Dobbyn A, Girdhar K, Hoffman GE, Klengel C, Logue MW, Lori A, Maihofer AX, Morrison FG, Nguyen HT, Park Y, Ruderfer D, Sloofman LG, van Rooij SJH, Baker DG, Chen CY, Cox N, Duncan LE, Geyer MA, Glatt SJ, Im HK, Risbrough VB, Smoller JW, Stein DJ, Yehuda R, Liberzon I, Koenen KC, Jovanovic T, Kellis M, Miller MW, Bacanu SA, Nievergelt CM, Buxbaum JD, Sklar P, Ressler KJ, Stahl EA, Daskalakis NP. Analysis of Genetically Regulated Gene Expression Identifies a Prefrontal PTSD Gene, SNRNP35, Specific to Military Cohorts. Cell Rep 2020; 31:107716. [PMID: 32492425 PMCID: PMC7359754 DOI: 10.1016/j.celrep.2020.107716] [Citation(s) in RCA: 39] [Impact Index Per Article: 9.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2019] [Revised: 10/07/2019] [Accepted: 05/09/2020] [Indexed: 02/06/2023] Open
Abstract
To reveal post-traumatic stress disorder (PTSD) genetic risk influences on tissue-specific gene expression, we use brain and non-brain transcriptomic imputation. We impute genetically regulated gene expression (GReX) in 29,539 PTSD cases and 166,145 controls from 70 ancestry-specific cohorts and identify 18 significant GReX-PTSD associations corresponding to specific tissue-gene pairs. The results suggest substantial genetic heterogeneity based on ancestry, cohort type (military versus civilian), and sex. Two study-wide significant PTSD associations are identified in European and military European cohorts; ZNF140 is predicted to be upregulated in whole blood, and SNRNP35 is predicted to be downregulated in dorsolateral prefrontal cortex, respectively. In peripheral leukocytes from 175 marines, the observed PTSD differential gene expression correlates with the predicted differences for these individuals, and deployment stress produces glucocorticoid-regulated expression changes that include downregulation of both ZNF140 and SNRNP35. SNRNP35 knockdown in cells validates its functional role in U12-intron splicing. Finally, exogenous glucocorticoids in mice downregulate prefrontal Snrnp35 expression.
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Affiliation(s)
- Laura M Huckins
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Department of Genetics and Genomics, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Pamela Sklar Division of Psychiatric Genomics, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Icahn Institute for Genomics and Multiscale Biology, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Seaver Autism Center for Research and Treatment, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Mental Illness Research, Education and Clinical Centers, James J. Peters Department of Veterans Affairs Medical Center, Bronx, NY 10468, USA.
| | - Chris Chatzinakos
- Department of Psychiatry, McLean Hospital, Harvard Medical School, Belmont, MA 02478, USA; Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Michael S Breen
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Department of Genetics and Genomics, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Seaver Autism Center for Research and Treatment, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Jakob Hartmann
- Department of Psychiatry, McLean Hospital, Harvard Medical School, Belmont, MA 02478, USA
| | - Torsten Klengel
- Department of Psychiatry, McLean Hospital, Harvard Medical School, Belmont, MA 02478, USA; Department of Psychiatry and Psychotherapy, University Medical Center Goettingen, Goettingen 37075, Germany
| | | | - Amanda Dobbyn
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Department of Genetics and Genomics, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Pamela Sklar Division of Psychiatric Genomics, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Icahn Institute for Genomics and Multiscale Biology, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Kiran Girdhar
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Department of Genetics and Genomics, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Pamela Sklar Division of Psychiatric Genomics, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Icahn Institute for Genomics and Multiscale Biology, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Gabriel E Hoffman
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Department of Genetics and Genomics, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Pamela Sklar Division of Psychiatric Genomics, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Icahn Institute for Genomics and Multiscale Biology, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Claudia Klengel
- Department of Psychiatry, McLean Hospital, Harvard Medical School, Belmont, MA 02478, USA
| | - Mark W Logue
- National Center for PTSD at VA Boston Healthcare System, Boston, MA 02130, USA; Department of Psychiatry, Boston University School of Medicine, Boston, MA 02118, USA; Biomedical Genetics, Boston University School of Medicine, Boston, MA 02118, USA; Department of Biostatistics, Boston University School of Public Health, Boston, MA 02118, USA
| | - Adriana Lori
- Department of Psychiatry and Behavioral Sciences, Emory University, Atlanta, GA 30329, USA
| | - Adam X Maihofer
- Department of Psychiatry, University of California, San Diego, La Jolla, CA 92093, USA; Center for Excellence in Stress and Mental Health, Veterans Affairs San Diego Healthcare System, San Diego, CA 92161, USA; Research Service, Veterans Affairs San Diego Healthcare System, San Diego, CA 92161, USA
| | - Filomene G Morrison
- National Center for PTSD at VA Boston Healthcare System, Boston, MA 02130, USA; Department of Psychiatry, Boston University School of Medicine, Boston, MA 02118, USA
| | - Hoang T Nguyen
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Department of Genetics and Genomics, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Pamela Sklar Division of Psychiatric Genomics, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Icahn Institute for Genomics and Multiscale Biology, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Yongjin Park
- Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, Cambridge, MA 02139, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | | | - Laura G Sloofman
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Department of Genetics and Genomics, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Pamela Sklar Division of Psychiatric Genomics, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Icahn Institute for Genomics and Multiscale Biology, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Sanne J H van Rooij
- Department of Psychiatry and Behavioral Sciences, Emory University, Atlanta, GA 30329, USA
| | - Dewleen G Baker
- Department of Psychiatry, University of California, San Diego, La Jolla, CA 92093, USA; Center for Excellence in Stress and Mental Health, Veterans Affairs San Diego Healthcare System, San Diego, CA 92161, USA; Psychiatry Service, Veterans Affairs San Diego Healthcare System, San Diego, CA 92161, USA
| | - Chia-Yen Chen
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Psychiatric & Neurodevelopmental Genetics Unit, Center for Genomic Medicine, Department of Psychiatry, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114, USA; Analytic and Translational Genetics Unit, Department of Psychiatry, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114, USA
| | - Nancy Cox
- Vanderbilt University Medical Center, Nashville, TN 37232, USA
| | - Laramie E Duncan
- Department of Psychiatry and Behavioral Sciences, Stanford University, Stanford, CA 94305, USA
| | - Mark A Geyer
- Department of Psychiatry, University of California, San Diego, La Jolla, CA 92093, USA; Center for Excellence in Stress and Mental Health, Veterans Affairs San Diego Healthcare System, San Diego, CA 92161, USA; Research Service, Veterans Affairs San Diego Healthcare System, San Diego, CA 92161, USA
| | - Stephen J Glatt
- Department of Psychiatry and Behavioral Sciences, State University of New York - Upstate Medical University, Syracuse, NY, 13210, USA
| | - Hae Kyung Im
- Department of Medicine, Section of Genetic Medicine, The University of Chicago, Chicago, IL 60637, USA; Center for Translational Data Science, The University of Chicago, Chicago, IL 60616, USA
| | - Victoria B Risbrough
- Department of Psychiatry, University of California, San Diego, La Jolla, CA 92093, USA; Center for Excellence in Stress and Mental Health, Veterans Affairs San Diego Healthcare System, San Diego, CA 92161, USA; Research Service, Veterans Affairs San Diego Healthcare System, San Diego, CA 92161, USA
| | - Jordan W Smoller
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Psychiatric & Neurodevelopmental Genetics Unit, Center for Genomic Medicine, Department of Psychiatry, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114, USA; Analytic and Translational Genetics Unit, Department of Psychiatry, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114, USA
| | - Dan J Stein
- SAMRC Unit on Risk & Resilience in Mental Disorders, Department of Psychiatry, University of Cape Town, Cape Town 7700, South Africa
| | - Rachel Yehuda
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Department of Neuroscience, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Mental Health Care Center, James J. Peters Department of Veterans Affairs Medical Center, Bronx, NY 10468, USA
| | - Israel Liberzon
- Department of Psychiatry and Behavioral Science, Texas A&M University College of Medicine, Bryan, TX 77807, USA
| | - Karestan C Koenen
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Psychiatric & Neurodevelopmental Genetics Unit, Center for Genomic Medicine, Department of Psychiatry, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114, USA; Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA 02115, USA
| | - Tanja Jovanovic
- Department of Psychiatry and Behavioral Sciences, Emory University, Atlanta, GA 30329, USA; Department of Psychiatry and Behavioral Neuroscience, Wayne State University, Detroit, MI, USA
| | - Manolis Kellis
- Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, Cambridge, MA 02139, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Mark W Miller
- National Center for PTSD at VA Boston Healthcare System, Boston, MA 02130, USA; Department of Psychiatry, Boston University School of Medicine, Boston, MA 02118, USA
| | - Silviu-Alin Bacanu
- Department of Psychiatry, Virginia Commonwealth University, Richmond, VA 23298, USA
| | - Caroline M Nievergelt
- Department of Psychiatry, University of California, San Diego, La Jolla, CA 92093, USA; Center for Excellence in Stress and Mental Health, Veterans Affairs San Diego Healthcare System, San Diego, CA 92161, USA; Research Service, Veterans Affairs San Diego Healthcare System, San Diego, CA 92161, USA
| | - Joseph D Buxbaum
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Department of Genetics and Genomics, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Icahn Institute for Genomics and Multiscale Biology, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Seaver Autism Center for Research and Treatment, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Department of Neuroscience, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Pamela Sklar
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Department of Genetics and Genomics, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Pamela Sklar Division of Psychiatric Genomics, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Icahn Institute for Genomics and Multiscale Biology, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Department of Neuroscience, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Kerry J Ressler
- Department of Psychiatry, McLean Hospital, Harvard Medical School, Belmont, MA 02478, USA
| | - Eli A Stahl
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Department of Genetics and Genomics, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Pamela Sklar Division of Psychiatric Genomics, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Icahn Institute for Genomics and Multiscale Biology, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Nikolaos P Daskalakis
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Department of Psychiatry, McLean Hospital, Harvard Medical School, Belmont, MA 02478, USA; Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA.
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16
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Sumner JA, Nishimi KM, Koenen KC, Roberts AL, Kubzansky LD. Posttraumatic Stress Disorder and Inflammation: Untangling Issues of Bidirectionality. Biol Psychiatry 2020; 87:885-897. [PMID: 31932029 PMCID: PMC7211139 DOI: 10.1016/j.biopsych.2019.11.005] [Citation(s) in RCA: 59] [Impact Index Per Article: 14.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/24/2019] [Revised: 10/21/2019] [Accepted: 11/04/2019] [Indexed: 12/27/2022]
Abstract
Posttraumatic stress disorder (PTSD) has increasingly been linked to heightened systemic inflammation. It matters whether this association is causal (and either bidirectional or unidirectional) or correlational. Investigators have hypothesized that chronic systemic low-grade inflammation may contribute to greater risk of developing PTSD after experiencing trauma and/or serve as a mechanism linking PTSD to adverse physical health outcomes. However, if the PTSD-inflammation relation is correlational, it may not warrant further research aimed at understanding inflammation as a PTSD risk factor or as a pathway linking PTSD with poor health. In this review, we first assess the longitudinal evidence related to PTSD and inflammation to understand more clearly the directionality and causal nature of this relation. Overall, few longitudinal studies rigorously assess the direction of the PTSD-inflammation relation. Some of the evidence indicates that elevated inflammation assessed pretrauma or in the acute aftermath of trauma increases risk for developing PTSD. Fewer studies evaluate the influence of PTSD on subsequent inflammation levels, and findings are mixed. Sample characteristics and study designs, and also the type of inflammation-related measure, vary widely across studies. Based on current evidence, we then recommend several statistical and study design approaches that may help untangle issues of bidirectionality and aid in determining the direction of causality between PTSD and inflammation. Last, we conclude with future research directions and consider potential implications for interventions or treatment approaches based on this growing body of literature.
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Affiliation(s)
- Jennifer A. Sumner
- Department of Psychology, University of California, Los Angeles, Los Angeles, CA, USA,Correspondence to: Jennifer A. Sumner, University of California, Los Angeles, Department of Psychology, 1285 Franz Hall, Box 951563, Los Angeles, CA 90095. Telephone: 1 (310) 794-9860;
| | - Kristen M. Nishimi
- Department of Social and Behavioral Sciences, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Karestan C. Koenen
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Andrea L. Roberts
- Department of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Laura D. Kubzansky
- Department of Social and Behavioral Sciences, Harvard T.H. Chan School of Public Health, Boston, MA, USA
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17
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Mehta D, Miller O, Bruenig D, David G, Shakespeare-Finch J. A Systematic Review of DNA Methylation and Gene Expression Studies in Posttraumatic Stress Disorder, Posttraumatic Growth, and Resilience. J Trauma Stress 2020; 33:171-180. [PMID: 31951051 DOI: 10.1002/jts.22472] [Citation(s) in RCA: 27] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/07/2018] [Revised: 06/25/2019] [Accepted: 07/22/2019] [Indexed: 12/13/2022]
Abstract
Most people will experience a traumatic event within their lifetime. One commonly recognized response to trauma exposure is posttraumatic stress disorder (PTSD). The biological underpinnings of PTSD, including epigenetic mechanisms of DNA methylation and gene expression, have been studied intensively. However, psychological posttrauma responses vary widely and can include positive outcomes, such as posttraumatic growth (PTG) and, more commonly, resilience. The aim of this systematic review was to summarize the current DNA methylation and gene expression data with respect to three potential posttrauma responses: PTSD, PTG, and resilience. A literature search identified 486 studies, 51 of which were deemed eligible for inclusion (total N = 10,633). All included studies examined PTSD and consistently implicated DNA methylation and gene expression changes in hypothalamic-pituitary-adrenal axis and inflammatory genes. Ten studies acknowledged resilience as a posttrauma response, but only two studies examined epigenetics and gene expression using a scale to measure resilience. Low resilience was associated with gene expression patterns in immune and dopamine genes, and high resilience was associated with a blunted inflammatory response. No studies examined epigenetic or gene expression changes associated with PTG. These findings highlight a focus on pathogenic research, which has failed to adequately acknowledge and measure positive posttrauma outcomes of PTG and resilience. Future research should examine DNA methylation and gene expression changes associated with PTG and resilience in addition to PTSD in order to gain a more comprehensive picture of an individual's well-being following exposure to trauma.
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Affiliation(s)
- Divya Mehta
- School of Psychology and Counselling and Institute of Health and Biomedical Innovation, Faculty of Health, Queensland University of Technology, Kelvin Grove, Australia
| | - Olivia Miller
- School of Psychology and Counselling and Institute of Health and Biomedical Innovation, Faculty of Health, Queensland University of Technology, Kelvin Grove, Australia
| | - Dagmar Bruenig
- School of Psychology and Counselling and Institute of Health and Biomedical Innovation, Faculty of Health, Queensland University of Technology, Kelvin Grove, Australia
| | - Georgina David
- School of Psychology and Counselling and Institute of Health and Biomedical Innovation, Faculty of Health, Queensland University of Technology, Kelvin Grove, Australia
| | - Jane Shakespeare-Finch
- School of Psychology and Counselling and Institute of Health and Biomedical Innovation, Faculty of Health, Queensland University of Technology, Kelvin Grove, Australia
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18
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Hori H, Yoshida F, Itoh M, Lin M, Niwa M, Ino K, Imai R, Ogawa S, Matsui M, Kamo T, Kunugi H, Kim Y. Proinflammatory status-stratified blood transcriptome profiling of civilian women with PTSD. Psychoneuroendocrinology 2020; 111:104491. [PMID: 31698278 DOI: 10.1016/j.psyneuen.2019.104491] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/29/2018] [Revised: 10/13/2019] [Accepted: 10/18/2019] [Indexed: 02/07/2023]
Abstract
Etiology of posttraumatic stress disorder (PTSD) remains largely unknown. Studies have shown that a significant subset of patients with PTSD exhibit increased inflammation, suggesting that the understanding of this disorder could be facilitated by classifying these patients by inflammatory status. Here we performed a microarray-based blood transcriptome analysis on proinflammatory status-stratified Japanese civilian women with PTSD most of whom developed the disorder after experiencing interpersonal violence. By utilizing our previously identified cut-off serum interleukin-6 (IL-6) level that approximately corresponded to the median IL-6 level of our PTSD patients, we classified patients into those with high IL-6 levels and those with normal IL-6 levels (n = 16 for each). Transcriptome profiles of these 2 groups were compared with the profile of 16 age-matched healthy control women. Differentially expressed genes between high IL-6 patients and controls showed significant enrichment in a number of gene ontology terms and pathways primarily involved in immune/inflammatory responses, and their protein-protein interaction network was significantly enriched. In contrast, differentially expressed genes between normal IL-6 patients and controls showed significant enrichment in several gene ontology terms related to ion transport and neural function. The microarray data were confirmed by reverse transcription quantitative PCR. These findings illustrate the heterogeneous molecular mechanisms of PTSD within this relatively homogeneous sample in terms of sex, trauma type, and ethnicity, suggesting that peripheral proinflammatory status such as IL-6 levels could be a useful subtyping marker for this disorder. With further research, it is hoped that our findings will be translated into personalized medicine.
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Affiliation(s)
- Hiroaki Hori
- Department of Behavioral Medicine, National Institute of Mental Health, National Center of Neurology and Psychiatry, Tokyo, Japan.
| | - Fuyuko Yoshida
- Department of Mental Disorder Research, National Institute of Neuroscience, National Center of Neurology and Psychiatry, Tokyo, Japan
| | - Mariko Itoh
- Department of Behavioral Medicine, National Institute of Mental Health, National Center of Neurology and Psychiatry, Tokyo, Japan
| | - Mingming Lin
- Department of Behavioral Medicine, National Institute of Mental Health, National Center of Neurology and Psychiatry, Tokyo, Japan
| | - Madoka Niwa
- Department of Behavioral Medicine, National Institute of Mental Health, National Center of Neurology and Psychiatry, Tokyo, Japan
| | - Keiko Ino
- Department of Psychiatry and Cognitive-Behavioral Medicine, Nagoya City University Graduate School of Medical Sciences, Nagoya, Japan
| | - Risa Imai
- Department of Psychiatry and Cognitive-Behavioral Medicine, Nagoya City University Graduate School of Medical Sciences, Nagoya, Japan
| | - Sei Ogawa
- Department of Psychiatry and Cognitive-Behavioral Medicine, Nagoya City University Graduate School of Medical Sciences, Nagoya, Japan
| | - Mie Matsui
- Department of Clinical Cognitive Neuroscience, Institute of Liberal Arts and Science, Kanazawa University, Kanazawa, Japan
| | - Toshiko Kamo
- Wakamatsu-cho Mental and Skin Clinic, Tokyo, Japan
| | - Hiroshi Kunugi
- Department of Mental Disorder Research, National Institute of Neuroscience, National Center of Neurology and Psychiatry, Tokyo, Japan
| | - Yoshiharu Kim
- Department of Behavioral Medicine, National Institute of Mental Health, National Center of Neurology and Psychiatry, Tokyo, Japan
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Multi-omic biomarker identification and validation for diagnosing warzone-related post-traumatic stress disorder. Mol Psychiatry 2020; 25:3337-3349. [PMID: 31501510 PMCID: PMC7714692 DOI: 10.1038/s41380-019-0496-z] [Citation(s) in RCA: 54] [Impact Index Per Article: 13.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/18/2018] [Revised: 05/15/2019] [Accepted: 06/24/2019] [Indexed: 01/01/2023]
Abstract
Post-traumatic stress disorder (PTSD) impacts many veterans and active duty soldiers, but diagnosis can be problematic due to biases in self-disclosure of symptoms, stigma within military populations, and limitations identifying those at risk. Prior studies suggest that PTSD may be a systemic illness, affecting not just the brain, but the entire body. Therefore, disease signals likely span multiple biological domains, including genes, proteins, cells, tissues, and organism-level physiological changes. Identification of these signals could aid in diagnostics, treatment decision-making, and risk evaluation. In the search for PTSD diagnostic biomarkers, we ascertained over one million molecular, cellular, physiological, and clinical features from three cohorts of male veterans. In a discovery cohort of 83 warzone-related PTSD cases and 82 warzone-exposed controls, we identified a set of 343 candidate biomarkers. These candidate biomarkers were selected from an integrated approach using (1) data-driven methods, including Support Vector Machine with Recursive Feature Elimination and other standard or published methodologies, and (2) hypothesis-driven approaches, using previous genetic studies for polygenic risk, or other PTSD-related literature. After reassessment of ~30% of these participants, we refined this set of markers from 343 to 28, based on their performance and ability to track changes in phenotype over time. The final diagnostic panel of 28 features was validated in an independent cohort (26 cases, 26 controls) with good performance (AUC = 0.80, 81% accuracy, 85% sensitivity, and 77% specificity). The identification and validation of this diverse diagnostic panel represents a powerful and novel approach to improve accuracy and reduce bias in diagnosing combat-related PTSD.
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Abstract
Posttraumatic stress disorder is a serious and often disabling syndrome that develops in response to a traumatic event. Many individuals who initially develop the disorder go on to experience a chronic form of the condition that in some cases can last for many years. Among these patients, psychiatric and medical comorbidities are common, including early onset of age-related conditions such as chronic pain, cardiometabolic disease, neurocognitive disorders, and dementia. The hallmark symptoms of posttraumatic stress-recurrent sensory-memory reexperiencing of the trauma(s)-are associated with concomitant activations of threat- and stress-related neurobiological pathways that occur against a tonic backdrop of sleep disturbance and heightened physiological arousal. Emerging evidence suggests that the molecular consequences of this stress-perpetuating syndrome include elevated systemic levels of oxidative stress and inflammation. In this article we review evidence for the involvement of oxidative stress and inflammation in chronic PTSD and the neurobiological consequences of these processes, including accelerated cellular aging and neuroprogression. Our aim is to update and expand upon previous reviews of this rapidly developing literature and to discuss magnetic resonance spectroscopy as an imaging technology uniquely suited to measuring oxidative stress and inflammatory markers in vivo. Finally, we highlight future directions for research and avenues for the development of novel therapeutics targeting oxidative stress and inflammation in patients with PTSD.
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Affiliation(s)
- Mark W Miller
- From the Department of Psychiatry, Boston University School of Medicine (Drs. M. W. Miller, Wolf, and D. R. Miller); National Center for PTSD, Behavioral Science Division, VA Boston Healthcare System, Boston, MA (Drs. M. W. Miller, Wolf, and D. R. Miller); Harvard Medical School and Department of Radiology, Brigham & Women's Hospital, Boston, MA (Dr. Lin)
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21
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Agorastos A, Hauger RL, Barkauskas DA, Lerman IR, Moeller-Bertram T, Snijders C, Haji U, Patel PM, Geracioti TD, Chrousos GP, Baker DG. Relations of combat stress and posttraumatic stress disorder to 24-h plasma and cerebrospinal fluid interleukin-6 levels and circadian rhythmicity. Psychoneuroendocrinology 2019; 100:237-245. [PMID: 30390522 DOI: 10.1016/j.psyneuen.2018.09.009] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/03/2018] [Revised: 08/28/2018] [Accepted: 09/08/2018] [Indexed: 12/12/2022]
Abstract
BACKGROUND Acute and chronic stress can lead to a dysregulation of the immune response. Growing evidence suggests peripheral immune dysregulation and low-grade systemic inflammation in posttraumatic stress disorder (PTSD), with numerous reports of elevated plasma interleukin-6 (IL-6) levels. However, only a few studies have assessed IL-6 levels in the cerebrospinal fluid (CSF). Most of those have used single time-point measurements, and thus cannot take circadian level variability and CSF-plasma IL-6 correlations into account. METHODS This study used time-matched, sequential 24-h plasma and CSF measurements to investigate the effects of combat stress and PTSD on physiologic levels and biorhythmicity of IL-6 in 35 male study volunteers, divided in 3 groups: (PTSD = 12, combat controls, CC = 12, and non-deployed healthy controls, HC = 11). RESULTS Our findings show no differences in diurnal mean concentrations of plasma and CSF IL-6 across the three comparison groups. However, a significantly blunted circadian rhythm of plasma IL-6 across 24 h was observed in all combat-zone deployed participants, with or without PTSD, in comparison to HC. CSF IL-6 rhythmicity was unaffected by combat deployment or PTSD. CONCLUSIONS Although no significant group differences in mean IL-6 concentration in either CSF or plasma over a 24-h timeframe was observed, we provide first evidence for a disrupted peripheral IL-6 circadian rhythm as a sequel of combat deployment, with this disruption occurring in both PTSD and CC groups. The plasma IL-6 circadian blunting remains to be replicated and its cause elucidated in future research.
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Affiliation(s)
- Agorastos Agorastos
- VA Center of Excellence for Stress and Mental Health, San Diego, CA, USA; Department of Psychiatry, Division of Neurosciences, School of Medicine, Faculty of Medical Sciences, Aristotle University of Thessaloniki, Thessaloniki, Greece
| | - Richard L Hauger
- VA Center of Excellence for Stress and Mental Health, San Diego, CA, USA; VA San Diego Healthcare System, San Diego, CA, USA; Department of Psychiatry, University of California, San Diego (UCSD), CA, USA
| | - Donald A Barkauskas
- Department of Preventive Medicine, Keck School of Medicine, University of Southern California (USC), Los Angeles, CA, USA
| | - Imanuel R Lerman
- VA Center of Excellence for Stress and Mental Health, San Diego, CA, USA; Department of Anesthesiology, University of California, San Diego, San Diego, CA, USA
| | - Tobias Moeller-Bertram
- VA San Diego Healthcare System, San Diego, CA, USA; Department of Anesthesiology, University of California, San Diego, San Diego, CA, USA
| | - Clara Snijders
- School for Mental Health and Neuroscience (MHeNS), Department of Psychiatry and Neuropsychology, Faculty of Health, Medicine and Life Sciences, Maastricht University, Maastricht, the Netherlands
| | - Uzair Haji
- VA San Diego Healthcare System, San Diego, CA, USA
| | - Piyush M Patel
- VA San Diego Healthcare System, San Diego, CA, USA; Department of Anesthesiology, University of California, San Diego, San Diego, CA, USA
| | - Thomas D Geracioti
- University of Cincinnati Medical Center, Department of Psychiatry and Neurobehavioral Sciences, Cincinnati, OH, USA
| | - George P Chrousos
- First Department of Pediatrics, School of Medicine, National and Kapodistrian University of Athens, "Aghia Sophia" Children's Hospital, Athens, Greece
| | - Dewleen G Baker
- VA Center of Excellence for Stress and Mental Health, San Diego, CA, USA; VA San Diego Healthcare System, San Diego, CA, USA; Department of Psychiatry, University of California, San Diego (UCSD), CA, USA.
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Agorastos A, Pervanidou P, Chrousos GP, Baker DG. Developmental Trajectories of Early Life Stress and Trauma: A Narrative Review on Neurobiological Aspects Beyond Stress System Dysregulation. Front Psychiatry 2019; 10:118. [PMID: 30914979 PMCID: PMC6421311 DOI: 10.3389/fpsyt.2019.00118] [Citation(s) in RCA: 189] [Impact Index Per Article: 37.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/22/2018] [Accepted: 02/15/2019] [Indexed: 12/21/2022] Open
Abstract
Early life stressors display a high universal prevalence and constitute a major public health problem. Prolonged psychoneurobiological alterations as sequelae of early life stress (ELS) could represent a developmental risk factor and mediate risk for disease, leading to higher physical and mental morbidity rates in later life. ELS could exert a programming effect on sensitive neuronal brain networks related to the stress response during critical periods of development and thus lead to enduring hyper- or hypo-activation of the stress system and altered glucocorticoid signaling. In addition, alterations in emotional and autonomic reactivity, circadian rhythm disruption, functional and structural changes in the brain, as well as immune and metabolic dysregulation have been lately identified as important risk factors for a chronically impaired homeostatic balance after ELS. Furthermore, human genetic background and epigenetic modifications through stress-related gene expression could interact with these alterations and explain inter-individual variation in vulnerability or resilience to stress. This narrative review presents relevant evidence from mainly human research on the ten most acknowledged neurobiological allostatic pathways exerting enduring adverse effects of ELS even decades later (hypothalamic-pituitary-adrenal axis, autonomic nervous system, immune system and inflammation, oxidative stress, cardiovascular system, gut microbiome, sleep and circadian system, genetics, epigenetics, structural, and functional brain correlates). Although most findings back a causal relation between ELS and psychobiological maladjustment in later life, the precise developmental trajectories and their temporal coincidence has not been elucidated as yet. Future studies should prospectively investigate putative mediators and their temporal sequence, while considering the potentially delayed time-frame for their phenotypical expression. Better screening strategies for ELS are needed for a better individual prevention and treatment.
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Affiliation(s)
- Agorastos Agorastos
- II. Department of Psychiatry, Division of Neurosciences, Faculty of Health Sciences, Aristotle University of Thessaloniki, Thessaloniki, Greece
| | - Panagiota Pervanidou
- Unit of Developmental and Behavioral Pediatrics, First Department of Pediatrics, School of Medicine, Aghia Sophia Children's Hospital, National and Kapodistrian University of Athens, Athens, Greece
| | - George P Chrousos
- Unit of Developmental and Behavioral Pediatrics, First Department of Pediatrics, School of Medicine, Aghia Sophia Children's Hospital, National and Kapodistrian University of Athens, Athens, Greece
| | - Dewleen G Baker
- Department of Psychiatry, University of California, San Diego, La Jolla, CA, United States.,VA Center of Excellence for Stress and Mental Health, San Diego, La Jolla, CA, United States
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Abstract
PURPOSE OF REVIEW Following a life-threatening traumatic exposure, about 10% of those exposed are at considerable risk for developing posttraumatic stress disorder (PTSD), a severe and disabling syndrome characterized by uncontrollable intrusive memories, nightmares, avoidance behaviors, and hyperarousal in addition to impaired cognition and negative emotion symptoms. This review will explore recent genetic and epigenetic approaches to PTSD that explain some of the differential risk following trauma exposure. RECENT FINDINGS A substantial portion of the variance explaining differential risk responses to trauma exposure may be explained by differential inherited and acquired genetic and epigenetic risk. This biological risk is complemented by alterations in the functional regulation of genes via environmentally induced epigenetic changes, including prior childhood and adult trauma exposure. This review will cover recent findings from large-scale genome-wide association studies as well as newer epigenome-wide studies. We will also discuss future "phenome-wide" studies utilizing electronic medical records as well as targeted genetic studies focusing on mechanistic ways in which specific genetic or epigenetic alterations regulate the biological risk for PTSD.
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Breen MS, Tylee DS, Maihofer AX, Neylan TC, Mehta D, Binder EB, Chandler SD, Hess JL, Kremen WS, Risbrough VB, Woelk CH, Baker DG, Nievergelt CM, Tsuang MT, Buxbaum JD, Glatt SJ. PTSD Blood Transcriptome Mega-Analysis: Shared Inflammatory Pathways across Biological Sex and Modes of Trauma. Neuropsychopharmacology 2018; 43:469-481. [PMID: 28925389 PMCID: PMC5770765 DOI: 10.1038/npp.2017.220] [Citation(s) in RCA: 81] [Impact Index Per Article: 13.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/18/2017] [Revised: 07/29/2017] [Accepted: 08/29/2017] [Indexed: 01/30/2023]
Abstract
Transcriptome-wide screens of peripheral blood during the onset and development of posttraumatic stress disorder (PTSD) indicate widespread immune dysregulation. However, little is known as to whether biological sex and the type of traumatic event influence shared or distinct biological pathways in PTSD. We performed a combined analysis of five independent PTSD blood transcriptome studies covering seven types of trauma in 229 PTSD and 311 comparison individuals to synthesize the extant data. Analyses by trauma type revealed a clear pattern of PTSD gene expression signatures distinguishing interpersonal (IP)-related traumas from combat-related traumas. Co-expression network analyses integrated all data and identified distinct gene expression perturbations across sex and modes of trauma in PTSD, including one wound-healing module downregulated in men exposed to combat traumas, one IL-12-mediated signaling module upregulated in men exposed to IP-related traumas, and two modules associated with lipid metabolism and mitogen-activated protein kinase activity upregulated in women exposed to IP-related traumas. Remarkably, a high degree of sharing of transcriptional dysregulation across sex and modes of trauma in PTSD was also observed converging on common signaling cascades, including cytokine, innate immune, and type I interferon pathways. Collectively, these findings provide a broad view of immune dysregulation in PTSD and demonstrate inflammatory pathways of molecular convergence and specificity, which may inform mechanisms and diagnostic biomarkers for the disorder.
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Affiliation(s)
- Michael S Breen
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, USA,Seaver Autism Center for Research and Treatment, Icahn School of Medicine at Mount Sinai, New York, NY, USA,Department of Psychiatry, Icahn School of Medicine at Mount Sinai, One Gustave L. Levy Place, Box 1668, New York, NY 10029, USA, Tel: +1 212 241 0242, Fax: 212 828 4221, E-mail:
| | - Daniel S Tylee
- Departments of Psychiatry and Behavioral Sciences & Neuroscience and Physiology, Psychiatric Genetic Epidemiology & Neurobiology Laboratory (PsychGENe Lab), SUNY Upstate Medical University, Syracuse, NY, USA
| | - Adam X Maihofer
- Department of Psychiatry, University of California San Diego, San Diego, CA, USA
| | - Thomas C Neylan
- Department of Psychiatry, University of California San Francisco, San Francisco, CA, USA,San Francisco Veterans Affairs Medical Center, San Francisco, CA, USA
| | - Divya Mehta
- School of Psychology and Counseling, Faculty of Health, Queensland University of Technology, Kelvin Grove, QLD, Australia
| | - Elisabeth B Binder
- Department of Translational Research in Psychiatry, Max-Planck Institute of Psychiatry, Munich, Germany,Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta, GA, USA
| | - Sharon D Chandler
- Department of Psychiatry, University of California San Diego, San Diego, CA, USA
| | - Jonathan L Hess
- Departments of Psychiatry and Behavioral Sciences & Neuroscience and Physiology, Psychiatric Genetic Epidemiology & Neurobiology Laboratory (PsychGENe Lab), SUNY Upstate Medical University, Syracuse, NY, USA
| | - William S Kremen
- Department of Psychiatry, University of California San Diego, San Diego, CA, USA,Veterans Affairs Center of Excellence for Stress and Mental Health, San Diego, CA, USA
| | - Victoria B Risbrough
- Department of Psychiatry, University of California San Diego, San Diego, CA, USA,Veterans Affairs Center of Excellence for Stress and Mental Health, San Diego, CA, USA
| | - Christopher H Woelk
- Clinical and Experimental Sciences, Faculty of Medicine, University of Southampton, Southampton, UK,Merck Exploratory Science Center, Merck Research Laboratories, Cambridge, MA, USA
| | - Dewleen G Baker
- Department of Psychiatry, University of California San Diego, San Diego, CA, USA,Veterans Affairs Center of Excellence for Stress and Mental Health, San Diego, CA, USA
| | - Caroline M Nievergelt
- Department of Psychiatry, University of California San Diego, San Diego, CA, USA,Veterans Affairs Center of Excellence for Stress and Mental Health, San Diego, CA, USA
| | - Ming T Tsuang
- Department of Psychiatry, University of California San Diego, San Diego, CA, USA,Veterans Affairs Center of Excellence for Stress and Mental Health, San Diego, CA, USA
| | - Joseph D Buxbaum
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, USA,Seaver Autism Center for Research and Treatment, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Stephen J Glatt
- Departments of Psychiatry and Behavioral Sciences & Neuroscience and Physiology, Psychiatric Genetic Epidemiology & Neurobiology Laboratory (PsychGENe Lab), SUNY Upstate Medical University, Syracuse, NY, USA
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Facilitated acquisition of the classically conditioned eyeblink response in active duty military expressing posttraumatic stress disorder symptoms. Behav Brain Res 2018; 339:106-113. [DOI: 10.1016/j.bbr.2017.11.014] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2017] [Revised: 10/17/2017] [Accepted: 11/12/2017] [Indexed: 11/18/2022]
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Deconvolution of Transcriptional Networks in Post-Traumatic Stress Disorder Uncovers Master Regulators Driving Innate Immune System Function. Sci Rep 2017; 7:14486. [PMID: 29101382 PMCID: PMC5670244 DOI: 10.1038/s41598-017-15221-y] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2017] [Accepted: 10/23/2017] [Indexed: 01/05/2023] Open
Abstract
Post-Traumatic Stress Disorder (PTSD) is a psychiatric disorder that develops in individuals experiencing a shocking incident, but the underlying disease susceptibility gene networks remain poorly understood. Breen et al. conducted a Weighted Gene Co-expression Network Analysis on PTSD, and identified a dysregulated innate immune module associated with PTSD development. To further identify the Master Regulators (MRs) driving the network function, here we deconvoluted the transcriptional networks on the same datasets using ARACNe (Algorithm for Reconstruction of Accurate Cellular Networks) followed by protein activity analysis. We successfully identified several MRs including SOX3, TNFAIP3, TRAFD1, POU3F3, STAT2, and PML that govern the expression of a large collection of genes. Transcription factor binding site enrichment analysis verified the binding of these MRs to their predicted targets. Notably, the sub-networks regulated by TNFAIP3, TRAFD1 and PML are involved in innate immune response, suggesting that these MRs may correlate with the innate immune module identified by Breen et al. These findings were replicated in an independent dataset generated on expression microarrays. In conclusion, our analysis corroborated previous findings that innate immunity may be involved in the progression of PTSD, yet also identified candidate MRs driving the disease progression in the innate immunity pathways.
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Parnell N, Rye K, Greenberg N. Health and well-being management in the military: a systematic review of genetic studies. J ROY ARMY MED CORPS 2017; 164:302-308. [PMID: 28939699 DOI: 10.1136/jramc-2017-000765] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2017] [Revised: 07/04/2017] [Accepted: 07/04/2017] [Indexed: 12/23/2022]
Abstract
BACKGROUND Genetic research may have therapeutic value for mental and physical disorders and could have an indicative or preventative capacity. Little is known about the extent, form and utility of military-specific genetic research. METHOD A systematic review was conducted to evaluate existing genetic well-being studies of service personnel. The review specifically aimed to ascertain the current state of knowledge and feasibility of using genetics to aid recruitment and health management within military populations. Databases searched included MEDLINE, Embase, PsycINFO and Web of Science for relevant studies. Papers were rated using a genetics-specific quality assessment framework. RESULTS Ten papers were included within the final review, with seven mental-health-focused and three physical-health-focused genetic studies found within military populations. Eight papers considered candidate genes, one gene expression and one study was an outline of a future study of significant interest. Genetic commonalties were derived to yield shared physiological pathways. The 10 reviewed papers revealed moderate quality based on quality assessment. CONCLUSIONS Current genetic research within military populations is limited. Further studies on genetics, cost effectiveness, ethics and continual monitoring need to be explored before considering any movement toward clinical translation.
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Affiliation(s)
- Nathan Parnell
- King's Centre for Military Health Research, King's College London, London, UK
| | - K Rye
- King's Centre for Military Health Research, King's College London, London, UK
| | - N Greenberg
- Academic Department for Military Mental Health, King's College London, London, UK
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28
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Martin CG, Kim H, Yun S, Livingston W, Fetta J, Mysliwiec V, Baxter T, Gill JM. Circulating miRNA associated with posttraumatic stress disorder in a cohort of military combat veterans. Psychiatry Res 2017; 251:261-265. [PMID: 28222310 PMCID: PMC6065100 DOI: 10.1016/j.psychres.2017.01.081] [Citation(s) in RCA: 29] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/24/2016] [Revised: 12/12/2016] [Accepted: 01/28/2017] [Indexed: 01/03/2023]
Abstract
Posttraumatic stress disorder (PTSD) affects many returning combat veterans, but underlying biological mechanisms remain unclear. In order to compare circulating micro RNA (miRNA) of combat veterans with and without PTSD, peripheral blood from 24 subjects was collected following deployment, and isolated miRNA was sequenced. PTSD was associated with 8 differentially expressed miRNA. Pathway analysis shows that PTSD is related to the axon guidance and Wnt signaling pathways, which work together to support neuronal development through regulation of growth cones. PTSD is associated with miRNAs that regulate biological functions including neuronal activities, suggesting that they play a role in PTSD symptomatology.
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Affiliation(s)
- Christiana G Martin
- National Institutes of Nursing Research, National Institutes of Health, 10 Center Drive, Bethesda, MD 20892, USA.
| | - Hyungsuk Kim
- National Institutes of Nursing Research, National Institutes of Health, 10 Center Drive, Bethesda, MD 20892, USA
| | | | - Whitney Livingston
- National Institutes of Nursing Research, National Institutes of Health, 10 Center Drive, Bethesda, MD 20892, USA
| | - Joseph Fetta
- National Institutes of Nursing Research, National Institutes of Health, 10 Center Drive, Bethesda, MD 20892, USA
| | - Vincent Mysliwiec
- Madigan Army Medical Center, 9040A Fitzsimmons Avenue, Tacoma, WA 98431, USA
| | - Tristin Baxter
- Madigan Army Medical Center, 9040A Fitzsimmons Avenue, Tacoma, WA 98431, USA
| | - Jessica M Gill
- National Institutes of Nursing Research, National Institutes of Health, 10 Center Drive, Bethesda, MD 20892, USA.
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The hippocampal transcriptomic signature of stress resilience in mice with microglial fractalkine receptor (CX3CR1) deficiency. Brain Behav Immun 2017; 61:184-196. [PMID: 27890560 DOI: 10.1016/j.bbi.2016.11.023] [Citation(s) in RCA: 52] [Impact Index Per Article: 7.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/17/2016] [Revised: 11/16/2016] [Accepted: 11/22/2016] [Indexed: 12/12/2022] Open
Abstract
Clinical studies suggest that key genetic factors involved in stress resilience are related to the innate immune system. In the brain, this system includes microglia cells, which play a major role in stress responsiveness. Consistently, mice with deletion of the CX3CR1 gene (CX3CR1-/- mice), which in the brain is expressed exclusively by microglia, exhibit resilience to chronic stress. Here, we compared the emotional, cognitive, neurogenic and microglial responses to chronic unpredictable stress (CUS) between CX3CR1-/- and wild type (WT) mice. This was followed by hippocampal whole transcriptome (RNA-seq) analysis. We found that following CUS exposure, WT mice displayed reduced sucrose preference, impaired novel object recognition memory, and reduced neurogenesis, whereas CX3CR1-/- mice were completely resistant to these effects of CUS. CX3CR1-/- mice were also resilient to the memory-suppressive effect of a short period of unpredictable stress. Microglial somas were larger in CX3CR1-/- than in WT, but in both genotypes CUS induced a similar decline in hippocampal microglial density and processes length. RNA sequencing and pathway analysis revealed basal strain differences, particularly reduced expression of interferon (IFN)-regulated and MHC class I gene transcripts in CX3CR1-/- mice. Furthermore, while CUS exposure similarly altered neuronal gene transcripts (e.g. Arc, Npas4) in both strains, transcripts downstream of hippocampal estrogen receptor signaling (particularly Igf2 and Igfbp2) were altered only in CX3CR1-/- mice. These findings indicate that emotional and cognitive stress resilience involves CX3CR1-dependent basal and stress-induced alterations in hippocampal transcription, implicating inhibition of CX3CR1 signaling as a novel approach for promoting stress resilience.
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31
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Building a genetic risk model for bipolar disorder from genome-wide association data with random forest algorithm. Sci Rep 2017; 7:39943. [PMID: 28045094 PMCID: PMC5206749 DOI: 10.1038/srep39943] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/03/2016] [Accepted: 11/29/2016] [Indexed: 02/06/2023] Open
Abstract
A genetic risk score could be beneficial in assisting clinical diagnosis for complex diseases with high heritability. With large-scale genome-wide association (GWA) data, the current study constructed a genetic risk model with a machine learning approach for bipolar disorder (BPD). The GWA dataset of BPD from the Genetic Association Information Network was used as the training data for model construction, and the Systematic Treatment Enhancement Program (STEP) GWA data were used as the validation dataset. A random forest algorithm was applied for pre-filtered markers, and variable importance indices were assessed. 289 candidate markers were selected by random forest procedures with good discriminability; the area under the receiver operating characteristic curve was 0.944 (0.935–0.953) in the training set and 0.702 (0.681–0.723) in the STEP dataset. Using a score with the cutoff of 184, the sensitivity and specificity for BPD was 0.777 and 0.854, respectively. Pathway analyses revealed important biological pathways for identified genes. In conclusion, the present study identified informative genetic markers to differentiate BPD from healthy controls with acceptable discriminability in the validation dataset. In the future, diagnosis classification can be further improved by assessing more comprehensive clinical risk factors and jointly analysing them with genetic data in large samples.
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Inflammation in Fear- and Anxiety-Based Disorders: PTSD, GAD, and Beyond. Neuropsychopharmacology 2017; 42:254-270. [PMID: 27510423 PMCID: PMC5143487 DOI: 10.1038/npp.2016.146] [Citation(s) in RCA: 422] [Impact Index Per Article: 60.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/02/2016] [Revised: 07/01/2016] [Accepted: 07/12/2016] [Indexed: 02/07/2023]
Abstract
The study of inflammation in fear- and anxiety-based disorders has gained interest as growing literature indicates that pro-inflammatory markers can directly modulate affective behavior. Indeed, heightened concentrations of inflammatory signals, including cytokines and C-reactive protein, have been described in posttraumatic stress disorder (PTSD), generalized anxiety disorder (GAD), panic disorder (PD), and phobias (agoraphobia, social phobia, etc.). However, not all reports indicate a positive association between inflammation and fear- and anxiety-based symptoms, suggesting that other factors are important in future assessments of inflammation's role in the maintenance of these disorders (ie, sex, co-morbid conditions, types of trauma exposure, and behavioral sources of inflammation). The most parsimonious explanation of increased inflammation in PTSD, GAD, PD, and phobias is via the activation of the stress response and central and peripheral immune cells to release cytokines. Dysregulation of the stress axis in the face of increased sympathetic tone and decreased parasympathetic activity characteristic of anxiety disorders could further augment inflammation and contribute to increased symptoms by having direct effects on brain regions critical for the regulation of fear and anxiety (such as the prefrontal cortex, insula, amygdala, and hippocampus). Taken together, the available data suggest that targeting inflammation may serve as a potential therapeutic target for treating these fear- and anxiety-based disorders in the future. However, the field must continue to characterize the specific role pro-inflammatory signaling in the maintenance of these unique psychiatric conditions.
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Lerman I, Davis BA, Bertram TM, Proudfoot J, Hauger RL, Coe CL, Patel PM, Baker DG. Posttraumatic stress disorder influences the nociceptive and intrathecal cytokine response to a painful stimulus in combat veterans. Psychoneuroendocrinology 2016; 73:99-108. [PMID: 27490714 DOI: 10.1016/j.psyneuen.2016.07.202] [Citation(s) in RCA: 25] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/13/2016] [Revised: 07/09/2016] [Accepted: 07/12/2016] [Indexed: 12/30/2022]
Abstract
OBJECTIVE Although posttraumatic stress disorder (PTSD) and chronic pain frequently occur in tandem, the pathophysiological mechanisms mediating this comorbidity are poorly understood. Because excessive inflammation occurs in both conditions, we examined the cerebrospinal fluid (CSF) concentrations of inflammatory response mediators interleukin 1-beta (IL-1β), interleukin 6 (IL-6), interleukin 8 (IL-8), tumor necrosis factor-alpha (TNFα) and interleukin 10 (IL-10) after prolonged suprathreshold pain stimulus in 21 male combat veterans; 10 with PTSD and 11 combat controls (CC). METHODS After completing baseline quantitative sensory testing (QST) and psychological profiling, all patients received an injection of capsaicin into the quadriceps muscle. Spontaneously reported pain was measured for 30min after the capsaicin injection. The evoked pain measure of temporal summation was tested between 70 and 110min post capsaicin injection. Inflammatory (IL-1β, IL-6, IL-8 TNFα) and anti-inflammatory (IL-10) CSF cytokines were measured before (baseline) and after capsaicin injection over a time frame of 110min. RESULTS Following intramuscular capsaicin injection, pro-inflammatory cytokines [TNFα, IL-6, IL-8] significantly increased (percent rise from baseline) in both groups, whereas IL-1β significantly increased in the PTSD group only. The anti-inflammatory cytokine IL-10 showed an immediate (within 10min) increase in the CC group; however, the IL-10 increase in the PTSD group was delayed and not consistently elevated until 70min post injection. CONCLUSION These findings show significant central nervous system (CNS) differences in the inflammatory response to a deep pain stimulus in combat veterans with and without PTSD. They support the concept that abnormally elevated neuroinflammatory response to pain stimuli may be one CNS mechanism accounting for the high co-occurrence of PTSD and pain.
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Affiliation(s)
- Imanuel Lerman
- VA Center of Excellence for Stress and Mental Health, San Diego, CA, United States; University of California San Diego, San Diego, CA, United States; VA San Diego Healthcare System, San Diego, CA, United States; Clinical and Translational Research Institute, San Diego, CA, United States.
| | - Bryan A Davis
- University of California San Diego, San Diego, CA, United States
| | | | - James Proudfoot
- University of California San Diego, San Diego, CA, United States; Clinical and Translational Research Institute, San Diego, CA, United States
| | - Richard L Hauger
- VA Center of Excellence for Stress and Mental Health, San Diego, CA, United States; University of California San Diego, San Diego, CA, United States; VA San Diego Healthcare System, San Diego, CA, United States
| | | | - Piyush M Patel
- University of California San Diego, San Diego, CA, United States; VA San Diego Healthcare System, San Diego, CA, United States
| | - Dewleen G Baker
- VA Center of Excellence for Stress and Mental Health, San Diego, CA, United States; University of California San Diego, San Diego, CA, United States; VA San Diego Healthcare System, San Diego, CA, United States
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Mendoza C, Barreto GE, Ávila-Rodriguez M, Echeverria V. Role of neuroinflammation and sex hormones in war-related PTSD. Mol Cell Endocrinol 2016; 434:266-77. [PMID: 27216917 DOI: 10.1016/j.mce.2016.05.016] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/02/2016] [Revised: 05/16/2016] [Accepted: 05/19/2016] [Indexed: 11/17/2022]
Abstract
The susceptibility to develop posttraumatic stress disorder (PTSD) is greatly influenced by both innate and environmental risk factors. One of these factors is gender, with women showing higher incidence of trauma-related mental health disorders than their male counterparts. The evidence so far links these differences in susceptibility or resilience to trauma to the neuroprotective actions of sex hormones in reducing neuroinflammation after severe stress exposure. In this review, we discuss the impact of war-related trauma on the incidence of PTSD in civilian and military populations as well as differences associated to gender in the incidence and recovery from PTSD. In addition, the mutually influencing role of inflammation, genetic, and sex hormones in modulating the consequences derived from exposure to traumatic events are discussed in light of current evidence.
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Affiliation(s)
- Cristhian Mendoza
- Neurobiology Laboratory, Facultad Ciencias de la Salud, Universidad San Sebastian, Lientur 1457, Concepción, 4080871, Chile
| | - George E Barreto
- Departamento de Nutrición y Bioquímica, Facultad de Ciencias, Pontificia Universidad Javeriana, Bogotá D.C., Colombia; Center for Biomedical Research, Universidad Autónoma de Chile, Carlos Antúnez 1920, Providencia, Santiago, Chile
| | | | - Valentina Echeverria
- Neurobiology Laboratory, Facultad Ciencias de la Salud, Universidad San Sebastian, Lientur 1457, Concepción, 4080871, Chile; Research and Development, Bay Pines VA Healthcare System, Bay Pines, FL, USA.
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Hess JL, Tylee DS, Barve R, de Jong S, Ophoff RA, Kumarasinghe N, Tooney P, Schall U, Gardiner E, Beveridge NJ, Scott RJ, Yasawardene S, Perera A, Mendis J, Carr V, Kelly B, Cairns M, Tsuang MT, Glatt SJ. Transcriptome-wide mega-analyses reveal joint dysregulation of immunologic genes and transcription regulators in brain and blood in schizophrenia. Schizophr Res 2016; 176:114-124. [PMID: 27450777 PMCID: PMC5026943 DOI: 10.1016/j.schres.2016.07.006] [Citation(s) in RCA: 66] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/14/2016] [Revised: 07/07/2016] [Accepted: 07/11/2016] [Indexed: 12/18/2022]
Abstract
The application of microarray technology in schizophrenia research was heralded as paradigm-shifting, as it allowed for high-throughput assessment of cell and tissue function. This technology was widely adopted, initially in studies of postmortem brain tissue, and later in studies of peripheral blood. The collective body of schizophrenia microarray literature contains apparent inconsistencies between studies, with failures to replicate top hits, in part due to small sample sizes, cohort-specific effects, differences in array types, and other confounders. In an attempt to summarize existing studies of schizophrenia cases and non-related comparison subjects, we performed two mega-analyses of a combined set of microarray data from postmortem prefrontal cortices (n=315) and from ex-vivo blood tissues (n=578). We adjusted regression models per gene to remove non-significant covariates, providing best-estimates of transcripts dysregulated in schizophrenia. We also examined dysregulation of functionally related gene sets and gene co-expression modules, and assessed enrichment of cell types and genetic risk factors. The identities of the most significantly dysregulated genes were largely distinct for each tissue, but the findings indicated common emergent biological functions (e.g. immunity) and regulatory factors (e.g., predicted targets of transcription factors and miRNA species across tissues). Our network-based analyses converged upon similar patterns of heightened innate immune gene expression in both brain and blood in schizophrenia. We also constructed generalizable machine-learning classifiers using the blood-based microarray data. Our study provides an informative atlas for future pathophysiologic and biomarker studies of schizophrenia.
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Affiliation(s)
- Jonathan L Hess
- Psychiatric Genetic Epidemiology & Neurobiology Laboratory (PsychGENe Lab), Syracuse, NY, USA; Departments of Psychiatry and Behavioral Sciences & Neuroscience and Physiology, Syracuse, NY, USA; SUNY Upstate Medical University, Syracuse, NY, USA
| | - Daniel S Tylee
- Psychiatric Genetic Epidemiology & Neurobiology Laboratory (PsychGENe Lab), Syracuse, NY, USA; Departments of Psychiatry and Behavioral Sciences & Neuroscience and Physiology, Syracuse, NY, USA; SUNY Upstate Medical University, Syracuse, NY, USA
| | - Rahul Barve
- Psychiatric Genetic Epidemiology & Neurobiology Laboratory (PsychGENe Lab), Syracuse, NY, USA; Departments of Psychiatry and Behavioral Sciences & Neuroscience and Physiology, Syracuse, NY, USA; SUNY Upstate Medical University, Syracuse, NY, USA
| | - Simone de Jong
- Center for Neurobehavioral Genetics, Semel Institute for Neuroscience and Behavior, David Geffen School of Medicine at the University of California Los Angeles, Los Angeles, California, USA; MRC Social, Genetic & Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, King's College London, UK
| | - Roel A Ophoff
- Center for Neurobehavioral Genetics, Semel Institute for Neuroscience and Behavior, David Geffen School of Medicine at the University of California Los Angeles, Los Angeles, California, USA; Department of Psychiatry, Brain Center Rudolf Magnus, University Medical Center Utrecht, Utrecht, The Netherlands
| | - Nishantha Kumarasinghe
- School of Medicine & Public Health, The University of Newcastle, Callaghan, Newcastle, Australia; Department of Anatomy, Faculty of Medical Sciences, University of Sri Jayawardenepura, Nugegoda, Sri Lanka; Schizophrenia Research Institute, Sydney, New South Wales, Australia; Faculty of Medicine, Sir John Kotelawala Defence University, Ratmalana, Sri Lanka
| | - Paul Tooney
- Schizophrenia Research Institute, Sydney, New South Wales, Australia; School of Biomedical Sciences & Pharmacy, Faculty of Health, The University of Newcastle, New South Wales, Australia; Hunter Medical Research Institute, Newcastle, Australia; Centre for Translational Neuroscience & Mental Health, University of Newcastle, Callaghan, Newcastle, Australia
| | - Ulrich Schall
- School of Medicine & Public Health, The University of Newcastle, Callaghan, Newcastle, Australia; Schizophrenia Research Institute, Sydney, New South Wales, Australia; Hunter Medical Research Institute, Newcastle, Australia; Centre for Translational Neuroscience & Mental Health, University of Newcastle, Callaghan, Newcastle, Australia
| | - Erin Gardiner
- Schizophrenia Research Institute, Sydney, New South Wales, Australia; School of Biomedical Sciences & Pharmacy, Faculty of Health, The University of Newcastle, New South Wales, Australia; Centre for Translational Neuroscience & Mental Health, University of Newcastle, Callaghan, Newcastle, Australia
| | - Natalie Jane Beveridge
- Schizophrenia Research Institute, Sydney, New South Wales, Australia; School of Biomedical Sciences & Pharmacy, Faculty of Health, The University of Newcastle, New South Wales, Australia; Centre for Translational Neuroscience & Mental Health, University of Newcastle, Callaghan, Newcastle, Australia
| | - Rodney J Scott
- School of Biomedical Sciences & Pharmacy, Faculty of Health, The University of Newcastle, New South Wales, Australia; Hunter Medical Research Institute, Newcastle, Australia
| | - Surangi Yasawardene
- Department of Anatomy, Faculty of Medical Sciences, University of Sri Jayawardenepura, Nugegoda, Sri Lanka
| | - Antionette Perera
- Department of Anatomy, Faculty of Medical Sciences, University of Sri Jayawardenepura, Nugegoda, Sri Lanka
| | - Jayan Mendis
- Department of Anatomy, Faculty of Medical Sciences, University of Sri Jayawardenepura, Nugegoda, Sri Lanka
| | - Vaughan Carr
- Schizophrenia Research Institute, Sydney, New South Wales, Australia; School of Psychiatry, University of New South Wales, Kensington, New South Wales, Australia
| | - Brian Kelly
- School of Medicine & Public Health, The University of Newcastle, Callaghan, Newcastle, Australia; Hunter Medical Research Institute, Newcastle, Australia; Centre for Translational Neuroscience & Mental Health, University of Newcastle, Callaghan, Newcastle, Australia
| | - Murray Cairns
- Schizophrenia Research Institute, Sydney, New South Wales, Australia; School of Biomedical Sciences & Pharmacy, Faculty of Health, The University of Newcastle, New South Wales, Australia; Hunter Medical Research Institute, Newcastle, Australia; Centre for Translational Neuroscience & Mental Health, University of Newcastle, Callaghan, Newcastle, Australia
| | - Ming T Tsuang
- Center for Behavioral Genomics, Department of Psychiatry, Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA, USA; Harvard Institute of Psychiatric Epidemiology and Genetics, Boston, USA
| | - Stephen J Glatt
- Psychiatric Genetic Epidemiology & Neurobiology Laboratory (PsychGENe Lab), Syracuse, NY, USA; Departments of Psychiatry and Behavioral Sciences & Neuroscience and Physiology, Syracuse, NY, USA; SUNY Upstate Medical University, Syracuse, NY, USA.
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Breen MS, Stein DJ, Baldwin DS. Systematic review of blood transcriptome profiling in neuropsychiatric disorders: guidelines for biomarker discovery. Hum Psychopharmacol 2016; 31:373-81. [PMID: 27650405 DOI: 10.1002/hup.2546] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/07/2015] [Revised: 07/08/2016] [Accepted: 07/15/2016] [Indexed: 11/12/2022]
Abstract
INTRODUCTION The utility of blood for genome-wide gene expression profiling and biomarker discovery has received much attention in patients diagnosed with major neuropsychiatric disorders. While numerous studies have been conducted, statistical rigor and clarity in terms of blood-based biomarker discovery, validation, and testing are needed. METHODS We conducted a systematic review of the literature to investigate methodological approaches and to assess the value of blood transcriptome profiling in research on mental disorders. We were particularly interested in statistical considerations related to machine learning, gene network analyses, and convergence across different disorders. RESULTS A total of 108 peripheral blood transcriptome studies across 15 disorders were surveyed: 25 studies used a variety of machine learning techniques to assess putative clinical viability of the candidate biomarkers; 11 leveraged a higher-order systems-level perspective to identify gene module-based biomarkers; and nine performed analyses across two or more neuropsychiatric phenotypes. Notably, ~50% of the surveyed studies included fewer than 50 samples (cases and controls), while ~75% included less than 100. CONCLUSIONS Detailed consideration of statistical analysis in the early stages of experimental planning is critical to ensure blood-based biomarker discovery and validation. Statistical guidelines are presented to enhance implementation and reproducibility of machine learning and gene network analyses across independent studies. Future studies capitalizing on larger sample sizes and emerging next-generation technologies set the stage for moving the field forwards. Copyright © 2016 John Wiley & Sons, Ltd.
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Affiliation(s)
- Michael S Breen
- Clinical and Experimental Sciences, Faculty of Medicine, University of Southampton, Southampton, UK. .,Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
| | - Dan J Stein
- Department of Psychiatry and MRC Unit on Anxiety and Stress Disorders, University of Cape Town, Cape Town, South Africa
| | - David S Baldwin
- Clinical and Experimental Sciences, Faculty of Medicine, University of Southampton, Southampton, UK.,Department of Psychiatry and MRC Unit on Anxiety and Stress Disorders, University of Cape Town, Cape Town, South Africa
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New translational perspectives for blood-based biomarkers of PTSD: From glucocorticoid to immune mediators of stress susceptibility. Exp Neurol 2016; 284:133-140. [PMID: 27481726 DOI: 10.1016/j.expneurol.2016.07.024] [Citation(s) in RCA: 72] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2016] [Revised: 07/27/2016] [Accepted: 07/28/2016] [Indexed: 01/08/2023]
Abstract
Although biological systems have evolved to promote stress-resilience, there is variation in stress-responses. Understanding the biological basis of such individual differences has implications for understanding Posttraumatic Stress Disorder (PTSD) etiology, which is a maladaptive response to trauma occurring only in a subset of vulnerable individuals. PTSD involves failure to reinstate physiological homeostasis after traumatic events and is due to either intrinsic or trauma-related alterations in physiological systems across the body. Master homeostatic regulators that circulate and operate throughout the organism, such as stress hormones (e.g., glucocorticoids) and immune mediators (e.g., cytokines), are at the crossroads of peripheral and central susceptibility pathways and represent promising functional biomarkers of stress-response and target for novel therapeutics.
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Wang Z, Young MRI. PTSD, a Disorder with an Immunological Component. Front Immunol 2016; 7:219. [PMID: 27375619 PMCID: PMC4893499 DOI: 10.3389/fimmu.2016.00219] [Citation(s) in RCA: 39] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2016] [Accepted: 05/23/2016] [Indexed: 12/27/2022] Open
Abstract
Post-traumatic stress disorder (PTSD) has been associated with an inflammatory state. However, few studies have addressed the mechanisms underlying this immune imbalance that favors inflammation or how this imbalance contributes to PTSD. Whether the immune imbalance influences responsiveness or unresponsiveness of patients to PTSD treatments is currently not known. This review brings forward an immune emphasis to a mental health disorder that is unprecedented in its prevalence among combat Veterans of the ongoing conflicts in Iraq and Afghanistan and which also afflicts civilians who have undergone extreme traumatic experiences, such as following natural disasters, serious accidents, or assaults. Included is an overview of the correlative associations in human subjects between PTSD and inflammation and studies in animal models of PTSD, demonstrating causal contributions of inflammation and immune dysregulation to PTSD-like behavior following stress exposure.
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Affiliation(s)
- Zhewu Wang
- Mental Health Service, Ralph H. Johnson VA Medical Center, Charleston, SC, USA; Department of Psychiatry, Medical University of South Carolina, Charleston, SC, USA
| | - M Rita I Young
- Research Service, Ralph H. Johnson VA Medical Center, Charleston, SC, USA; Department of Otolaryngology - Head and Neck Surgery, Medical University of South Carolina, Charleston, SC, USA
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van de Leemput J, Glatt SJ, Tsuang MT. The potential of genetic and gene expression analysis in the diagnosis of neuropsychiatric disorders. Expert Rev Mol Diagn 2016; 16:677-95. [DOI: 10.1586/14737159.2016.1171714] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
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Merchant-Borna K, Lee H, Wang D, Bogner V, van Griensven M, Gill J, Bazarian JJ. Genome-Wide Changes in Peripheral Gene Expression following Sports-Related Concussion. J Neurotrauma 2016; 33:1576-85. [PMID: 27035221 DOI: 10.1089/neu.2015.4191] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2022] Open
Abstract
We conducted a prospective study to identify genome-wide changes in peripheral gene expression before and after sports-related concussion (SRC). A total of 253 collegiate contact athletes underwent collection of peripheral blood mononuclear cells (PBMCs) before the sport season (baseline). Sixteen athletes who subsequently developed an SRC, along with 16 non-concussed teammate controls, underwent repeat collection of PBMCs within 6 h of injury (acutely). Concussed athletes underwent additional sample collection at 7 days post-injury (sub-acutely). Messenger RNA (mRNA) expression at baseline was compared with mRNA expression acutely and sub-acutely post-SRC. To estimate the contribution of physical exertion to gene changes, baseline samples from athletes who subsequently developed an SRC were compared with samples from uninjured teammate controls collected at the acute time-point. Clinical outcome was determined by changes in post-concussive symptoms, postural stability, and cognition from baseline to the sub-acute time-point. SRC athletes had significant changes in mRNA expression at both the acute and sub-acute time-points. There were no significant expression changes among controls. Acute transcriptional changes centered on interleukins 6 and 12, toll-like receptor 4, and NF-κB. Sub-acute gene expression changes centered on NF-κB, follicle stimulating hormone, chorionic gonadotropin, and protein kinase catalytic subunit. All SRC athletes were clinically back to baseline by Day 7. In conclusion, acute post-SRC transcriptional changes reflect regulation of the innate immune response and the transition to adaptive immunity. By 7 days, transcriptional activity is centered on regulating the hypothalamic-pituitary-adrenal axis. Future efforts to compare expressional changes in fully recovered athletes with those who do not recover from SRC could suggest putative targets for therapeutic intervention.
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Affiliation(s)
- Kian Merchant-Borna
- 1 Department of Emergency Medicine, University of Rochester School of Medicine and Dentistry , Rochester, New York
| | - Hyunhwa Lee
- 2 University of Nevada, Las Vegas, School of Nursing , Las Vegas, Nevada
| | - Dan Wang
- 3 National Institute for Nursing Research, National Institutes of Health , Bethesda, Maryland
| | | | - Martijn van Griensven
- 5 Department of Trauma Surgery, Klinikum rechts der Isar, Technical University Munich , Munich, Germany
| | - Jessica Gill
- 3 National Institute for Nursing Research, National Institutes of Health , Bethesda, Maryland
| | - Jeffrey J Bazarian
- 1 Department of Emergency Medicine, University of Rochester School of Medicine and Dentistry , Rochester, New York
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Castro-Vale I, van Rossum EF, Machado JC, Mota-Cardoso R, Carvalho D. Genetics of glucocorticoid regulation and posttraumatic stress disorder—What do we know? Neurosci Biobehav Rev 2016; 63:143-57. [DOI: 10.1016/j.neubiorev.2016.02.005] [Citation(s) in RCA: 51] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2014] [Revised: 11/30/2015] [Accepted: 02/05/2016] [Indexed: 02/05/2023]
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Guardado P, Olivera A, Rusch HL, Roy M, Martin C, Lejbman N, Lee H, Gill JM. Altered gene expression of the innate immune, neuroendocrine, and nuclear factor-kappa B (NF-κB) systems is associated with posttraumatic stress disorder in military personnel. J Anxiety Disord 2016; 38:9-20. [PMID: 26751122 DOI: 10.1016/j.janxdis.2015.12.004] [Citation(s) in RCA: 42] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/12/2015] [Revised: 10/08/2015] [Accepted: 12/08/2015] [Indexed: 12/21/2022]
Abstract
Whole transcriptome analysis provides an unbiased examination of biological activity, and likely, unique insight into the mechanisms underlying posttraumatic stress disorder (PTSD) and comorbid depression and traumatic brain injury. This study compared gene-expression profiles in military personnel with PTSD (n=28) and matched controls without PTSD (n=27) using HG-U133 Plus 2.0 microarrays (Affymetrix), which contain 54,675 probe sets representing more than 38,500 genes. Analysis of expression profiles revealed 203 differentially expressed genes in PTSD, of which 72% were upregulated. Using Partek Genomics Suite 6.6, differentially expressed transcription clusters were filtered based on a selection criterion of ≥1.5 relative fold change at a false discovery rate of ≤5%. Ingenuity Pathway Analysis (Qiagen) of the differentially expressed genes indicated a dysregulation of genes associated with the innate immune, neuroendocrine, and NF-κB systems. These findings provide novel insights that may lead to new pharmaceutical agents for PTSD treatments and help mitigate mental and physical comorbidity risk.
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Affiliation(s)
- Pedro Guardado
- National Institute of Nursing Research, National Institutes of Health, 9000 Rockville Pike, Bethesda, MD 20892, USA
| | - Anlys Olivera
- National Institute of Nursing Research, National Institutes of Health, 9000 Rockville Pike, Bethesda, MD 20892, USA
| | - Heather L Rusch
- National Institute of Nursing Research, National Institutes of Health, 9000 Rockville Pike, Bethesda, MD 20892, USA; Henry M Jackson Foundation for The Advancement of Military Medicine, 6720A Rockledge Drive #100, Bethesda, MD 20817, USA
| | - Michael Roy
- Uniformed Service University of the Health Science, 4301 Jones Bridge Road, Bethesda, MD 20814, USA
| | - Christiana Martin
- National Institute of Nursing Research, National Institutes of Health, 9000 Rockville Pike, Bethesda, MD 20892, USA
| | - Natasha Lejbman
- National Institute of Nursing Research, National Institutes of Health, 9000 Rockville Pike, Bethesda, MD 20892, USA
| | - Hwyunhwa Lee
- University of Nevada, Las Vegas, School of Nursing, 4505 South Maryland Parkway, Las Vegas, NV 89154, USA
| | - Jessica M Gill
- National Institute of Nursing Research, National Institutes of Health, 9000 Rockville Pike, Bethesda, MD 20892, USA.
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Malan-Müller S, Fairbairn L, Daniels WMU, Dashti MJS, Oakeley EJ, Altorfer M, Kidd M, Seedat S, Gamieldien J, Hemmings SMJ. Molecular mechanisms of D-cycloserine in facilitating fear extinction: insights from RNAseq. Metab Brain Dis 2016; 31:135-56. [PMID: 26400817 DOI: 10.1007/s11011-015-9727-4] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/14/2015] [Accepted: 09/02/2015] [Indexed: 01/24/2023]
Abstract
D-cycloserine (DCS) has been shown to be effective in facilitating fear extinction in animal and human studies, however the precise mechanisms whereby the co-administration of DCS and behavioural fear extinction reduce fear are still unclear. This study investigated the molecular mechanisms of intrahippocampally administered D-cycloserine in facilitating fear extinction in a contextual fear conditioning animal model. Male Sprague Dawley rats (n = 120) were grouped into four experimental groups (n = 30) based on fear conditioning and intrahippocampal administration of either DCS or saline. The light/dark avoidance test was used to differentiate maladapted (MA) (anxious) from well-adapted (WA) (not anxious) subgroups. RNA extracted from the left dorsal hippocampus was used for RNA sequencing and gene expression data was compared between six fear-conditioned + saline MA (FEAR + SALINE MA) and six fear-conditioned + DCS WA (FEAR + DCS WA) animals. Of the 424 significantly downregulated and 25 significantly upregulated genes identified in the FEAR + DCS WA group compared to the FEAR + SALINE MA group, 121 downregulated and nine upregulated genes were predicted to be relevant to fear conditioning and anxiety and stress-related disorders. The majority of downregulated genes transcribed immune, proinflammatory and oxidative stress systems molecules. These molecules mediate neuroinflammation and cause neuronal damage. DCS also regulated genes involved in learning and memory processes, and genes associated with anxiety, stress-related disorders and co-occurring diseases (e.g., cardiovascular diseases, digestive system diseases and nervous system diseases). Identifying the molecular underpinnings of DCS-mediated fear extinction brings us closer to understanding the process of fear extinction.
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Affiliation(s)
- Stefanie Malan-Müller
- Department of Psychiatry, Faculty of Medicine and Health Sciences, Stellenbosch University, Cape Town, South Africa.
- SA MRC Centre for TB Research, DST/NRF Centre of Excellence for Biomedical Tuberculosis Research, Division of Molecular Biology and Human Genetics, Faculty of Medicine and Health Sciences, Stellenbosch University, Cape Town, South Africa.
| | - Lorren Fairbairn
- Department of Psychiatry, Faculty of Medicine and Health Sciences, Stellenbosch University, Cape Town, South Africa
| | - Willie M U Daniels
- Department of Human Physiology, University of KwaZulu-Natal, Durban, South Africa
| | | | - Edward J Oakeley
- Novartis Institutes for BioMedical Research, Biomarker Development - Human Genetics and Genomics, Genome Technologies, Basel, Switzerland
| | - Marc Altorfer
- Novartis Institutes for BioMedical Research, Biomarker Development - Human Genetics and Genomics, Genome Technologies, Basel, Switzerland
| | - Martin Kidd
- Centre for Statistical Consultation, Stellenbosch University, Stellenbosch, South Africa
| | - Soraya Seedat
- Department of Psychiatry, Faculty of Medicine and Health Sciences, Stellenbosch University, Cape Town, South Africa
| | - Junaid Gamieldien
- University of the Western Cape, South African National Bioinformatics Institute, Cape Town, South Africa
| | - Sîan Megan Joanna Hemmings
- Department of Psychiatry, Faculty of Medicine and Health Sciences, Stellenbosch University, Cape Town, South Africa
- SA MRC Centre for TB Research, DST/NRF Centre of Excellence for Biomedical Tuberculosis Research, Division of Molecular Biology and Human Genetics, Faculty of Medicine and Health Sciences, Stellenbosch University, Cape Town, South Africa
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Neuro-Epigenetic Indications of Acute Stress Response in Humans: The Case of MicroRNA-29c. PLoS One 2016; 11:e0146236. [PMID: 26730965 PMCID: PMC4711717 DOI: 10.1371/journal.pone.0146236] [Citation(s) in RCA: 26] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2015] [Accepted: 12/15/2015] [Indexed: 12/17/2022] Open
Abstract
Stress research has progressively become more integrative in nature, seeking to unfold crucial relations between the different phenotypic levels of stress manifestations. This study sought to unravel stress-induced variations in expression of human microRNAs sampled in peripheral blood mononuclear cells and further assess their relationship with neuronal and psychological indices. We obtained blood samples from 49 healthy male participants before and three hours after performing a social stress task, while undergoing functional magnetic resonance imaging (fMRI). A seed-based functional connectivity (FC) analysis was conducted for the ventro-medial prefrontal cortex (vmPFC), a key area of stress regulation. Out of hundreds of microRNAs, a specific increase was identified in microRNA-29c (miR-29c) expression, corresponding with both the experience of sustained stress via self-reports, and alterations in vmPFC functional connectivity. Explicitly, miR-29c expression levels corresponded with both increased connectivity of the vmPFC with the anterior insula (aIns), and decreased connectivity of the vmPFC with the left dorso-lateral prefrontal cortex (dlPFC). Our findings further revealed that miR-29c mediates an indirect path linking enhanced vmPFC-aIns connectivity during stress with subsequent experiences of sustained stress. The correlative patterns of miR-29c expression and vmPFC FC, along with the mediating effects on subjective stress sustainment and the presumed localization of miR-29c in astrocytes, together point to an intriguing assumption; miR-29c may serve as a biomarker in the blood for stress-induced functional neural alterations reflecting regulatory processes. Such a multi-level model may hold the key for future personalized intervention in stress psychopathology.
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Breen MS, Maihofer AX, Glatt SJ, Tylee DS, Chandler SD, Tsuang MT, Risbrough VB, Baker DG, O’Connor DT, Nievergelt CM, Woelk CH. Gene networks specific for innate immunity define post-traumatic stress disorder. Mol Psychiatry 2015; 20:1538-45. [PMID: 25754082 PMCID: PMC4565790 DOI: 10.1038/mp.2015.9] [Citation(s) in RCA: 130] [Impact Index Per Article: 14.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/22/2014] [Revised: 11/25/2014] [Accepted: 12/19/2014] [Indexed: 12/17/2022]
Abstract
The molecular factors involved in the development of Post-Traumatic Stress Disorder (PTSD) remain poorly understood. Previous transcriptomic studies investigating the mechanisms of PTSD apply targeted approaches to identify individual genes under a cross-sectional framework lack a holistic view of the behaviours and properties of these genes at the system-level. Here we sought to apply an unsupervised gene-network based approach to a prospective experimental design using whole-transcriptome RNA-Seq gene expression from peripheral blood leukocytes of U.S. Marines (N=188), obtained both pre- and post-deployment to conflict zones. We identified discrete groups of co-regulated genes (i.e., co-expression modules) and tested them for association to PTSD. We identified one module at both pre- and post-deployment containing putative causal signatures for PTSD development displaying an over-expression of genes enriched for functions of innate-immune response and interferon signalling (Type-I and Type-II). Importantly, these results were replicated in a second non-overlapping independent dataset of U.S. Marines (N=96), further outlining the role of innate immune and interferon signalling genes within co-expression modules to explain at least part of the causal pathophysiology for PTSD development. A second module, consequential of trauma exposure, contained PTSD resiliency signatures and an over-expression of genes involved in hemostasis and wound responsiveness suggesting that chronic levels of stress impair proper wound healing during/after exposure to the battlefield while highlighting the role of the hemostatic system as a clinical indicator of chronic-based stress. These findings provide novel insights for early preventative measures and advanced PTSD detection, which may lead to interventions that delay or perhaps abrogate the development of PTSD.
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Affiliation(s)
- Michael S. Breen
- Clinical and Experimental Sciences, Faculty of Medicine,
University of Southampton, UK
| | - Adam X. Maihofer
- Department of Psychiatry, University of California San
Diego, California, USA
| | - Stephen J. Glatt
- Psychiatric Genetic Epidemiology and Neurobiology
Laboratory (PsychGENe Lab), Departments of Psychiatry and Behavioral Sciences and
Neuroscience and Physiology, Medical Genetics Research Center, SUNY Upstate Medical
University, Syracuse, New York, USA
| | - Daniel S. Tylee
- Psychiatric Genetic Epidemiology and Neurobiology
Laboratory (PsychGENe Lab), Departments of Psychiatry and Behavioral Sciences and
Neuroscience and Physiology, Medical Genetics Research Center, SUNY Upstate Medical
University, Syracuse, New York, USA
| | - Sharon D. Chandler
- Department of Psychiatry, University of California San
Diego, California, USA
| | - Ming T. Tsuang
- Department of Psychiatry, University of California San
Diego, California, USA,Veterans Affairs Center of Excellence for Stress and Mental
Health, San Diego, California, USA,Veterans Affairs San Diego Healthcare System, San Diego,
California, USA,Institute of Genomic Medicine, University of California,
San Diego, La Jolla, California USA,Center for Behavioral Genomics, Department of Psychiatry,
University of California San Diego, California, USA
| | - Victoria B. Risbrough
- Department of Psychiatry, University of California San
Diego, California, USA,Veterans Affairs Center of Excellence for Stress and Mental
Health, San Diego, California, USA
| | - Dewleen G. Baker
- Department of Psychiatry, University of California San
Diego, California, USA,Veterans Affairs Center of Excellence for Stress and Mental
Health, San Diego, California, USA
| | - Daniel T. O’Connor
- Institute of Genomic Medicine, University of California,
San Diego, La Jolla, California USA,Departments of Medicine and Pharmacology, University of
California San Diego, California, USA
| | - Caroline M. Nievergelt
- Department of Psychiatry, University of California San
Diego, California, USA,Veterans Affairs Center of Excellence for Stress and Mental
Health, San Diego, California, USA
| | - Christopher H. Woelk
- Clinical and Experimental Sciences, Faculty of Medicine,
University of Southampton, UK
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46
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Shea CJA, Carhuatanta KAK, Wagner J, Bechmann N, Moore R, Herman JP, Jankord R. Variable impact of chronic stress on spatial learning and memory in BXD mice. Physiol Behav 2015; 150:69-77. [PMID: 26079812 DOI: 10.1016/j.physbeh.2015.06.022] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2014] [Revised: 06/04/2015] [Accepted: 06/11/2015] [Indexed: 12/15/2022]
Abstract
The effects of chronic stress on learning are highly variable across individuals. This variability stems from gene-environment interactions. However, the mechanisms by which stress affects genetic predictors of learning are unclear. Thus, we aim to determine whether the genetic pathways that predict spatial memory performance are altered by previous exposure to chronic stress. Sixty-two BXD recombinant inbred strains of mice, as well as parent strains C57BL/6J and DBA/2J, were randomly assigned as behavioral control or to a chronic variable stress paradigm and then underwent behavioral testing to assess spatial memory and learning performance using the Morris water maze. Quantitative trait loci (QTL) mapping was completed for average escape latency times for both control and stress animals. Loci on chromosomes 5 and 10 were found in both control and stress environmental populations; eight additional loci were found to be unique to either the control or stress environment. In sum, results indicate that certain genetic loci predict spatial memory performance regardless of prior stress exposure, while exposure to stress also reveals unique genetic predictors of training during the memory task. Thus, we find that genetic predictors contributing to spatial learning and memory are susceptible to the presence of chronic stress.
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Affiliation(s)
- Chloe J A Shea
- Applied Neuroscience, 711th Human Performance Wing, Air Force Research Laboratory, Wright-Patterson AFB, OH 45433, United States
| | - Kimberly A K Carhuatanta
- Applied Neuroscience, 711th Human Performance Wing, Air Force Research Laboratory, Wright-Patterson AFB, OH 45433, United States; Research Associate Program, National Research Council, National Academies of Science, Washington DC 20001, United States
| | - Jessica Wagner
- Applied Neuroscience, 711th Human Performance Wing, Air Force Research Laboratory, Wright-Patterson AFB, OH 45433, United States
| | - Naomi Bechmann
- Applied Neuroscience, 711th Human Performance Wing, Air Force Research Laboratory, Wright-Patterson AFB, OH 45433, United States; Infoscitex, Inc., Dayton, OH 45435, United States
| | - Raquel Moore
- Applied Neuroscience, 711th Human Performance Wing, Air Force Research Laboratory, Wright-Patterson AFB, OH 45433, United States; Infoscitex, Inc., Dayton, OH 45435, United States
| | - James P Herman
- Department of Psychiatry and Behavioral Neuroscience, University of Cincinnati, Cincinnati, OH 45267, United States
| | - Ryan Jankord
- Applied Neuroscience, 711th Human Performance Wing, Air Force Research Laboratory, Wright-Patterson AFB, OH 45433, United States.
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Williamson JB, Porges EC, Lamb DG, Porges SW. Maladaptive autonomic regulation in PTSD accelerates physiological aging. Front Psychol 2015; 5:1571. [PMID: 25653631 PMCID: PMC4300857 DOI: 10.3389/fpsyg.2014.01571] [Citation(s) in RCA: 50] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2014] [Accepted: 12/18/2014] [Indexed: 12/18/2022] Open
Abstract
A core manifestation of post-traumatic stress disorder (PTSD) is a disconnection between physiological state and psychological or behavioral processes necessary to adequately respond to environmental demands. Patients with PTSD experience abnormal oscillations in autonomic states supporting either fight and flight behaviors or withdrawal, immobilization, and dissociation without an intervening “calm” state that would provide opportunities for positive social interactions. This defensive autonomic disposition is adaptive in dangerous and life threatening situations, but in the context of every-day life may lead to significant psychosocial distress and deteriorating social relationships. The perpetuation of these maladaptive autonomic responses may contribute to the development of comorbid mental health issues such as depression, loneliness, and hostility that further modify the nature of cardiovascular behavior in the context of internal and external stressors. Over time, changes in autonomic, endocrine, and immune function contribute to deteriorating health, which is potently expressed in brain dysfunction and cardiovascular disease. In this theoretical review paper, we present an overview of the literature on the chronic health effects of PTSD. We discuss the brain networks underlying PTSD in the context of autonomic efferent and afferent contributions and how disruption of these networks leads to poor health outcomes. Finally, we discuss treatment approaches based on our theoretical model of PTSD.
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Affiliation(s)
- John B Williamson
- Brain Rehabilitation and Research Center, Malcom Randall Veterans Affairs Medical Center , Gainesville, FL, USA ; Center for Neuropsychological Studies, Department of Neurology, University of Florida College of Medicine , Gainesville, FL, USA
| | - Eric C Porges
- Brain Rehabilitation and Research Center, Malcom Randall Veterans Affairs Medical Center , Gainesville, FL, USA ; Institute on Aging, Department of Aging and Geriatric Research, University of Florida , Gainesville, FL, USA
| | - Damon G Lamb
- Brain Rehabilitation and Research Center, Malcom Randall Veterans Affairs Medical Center , Gainesville, FL, USA ; Center for Neuropsychological Studies, Department of Neurology, University of Florida College of Medicine , Gainesville, FL, USA
| | - Stephen W Porges
- Department of Psychiatry, University of North Carolina at Chapel Hill , Durham, NC, USA
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48
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Nievergelt CM, Maihofer AX, Mustapic M, Yurgil KA, Schork NJ, Miller MW, Logue MW, Geyer MA, Risbrough VB, O'Connor DT, Baker DG. Genomic predictors of combat stress vulnerability and resilience in U.S. Marines: A genome-wide association study across multiple ancestries implicates PRTFDC1 as a potential PTSD gene. Psychoneuroendocrinology 2015; 51:459-71. [PMID: 25456346 DOI: 10.1016/j.psyneuen.2014.10.017] [Citation(s) in RCA: 135] [Impact Index Per Article: 15.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/02/2014] [Revised: 10/10/2014] [Accepted: 10/16/2014] [Indexed: 12/14/2022]
Abstract
BACKGROUND Research on the etiology of post-traumatic stress disorder (PTSD) has rapidly matured, moving from candidate gene studies to interrogation of the entire human genome in genome-wide association studies (GWAS). Here we present the results of a GWAS performed on samples from combat-exposed U.S. Marines and Sailors from the Marine Resiliency Study (MRS) scheduled for deployment to Iraq and/or Afghanistan. The MRS is a large, prospective study with longitudinal follow-up designed to identify risk and resiliency factors for combat-induced stress-related symptoms. Previously implicated PTSD risk loci from the literature and polygenic risk scores across psychiatric disorders were also evaluated in the MRS cohort. METHODS Participants (N=3494) were assessed using the Clinician-Administered PTSD Scale and diagnosed using the DSM-IV diagnostic criterion. Subjects with partial and/or full PTSD diagnosis were called cases, all other subjects were designated controls, and study-wide maximum CAPS scores were used for longitudinal assessments. Genomic DNA was genotyped on the Illumina HumanOmniExpressExome array. Individual genetic ancestry was determined by supervised cluster analysis for subjects of European, African, Hispanic/Native American, and other descent. To test for association of SNPs with PTSD, logistic regressions were performed within each ancestry group and results were combined in meta-analyses. Measures of childhood and adult trauma were included to test for gene-by-environment (GxE) interactions. Polygenic risk scores from the Psychiatric Genomic Consortium were used for major depressive disorder (MDD), bipolar disorder (BPD), and schizophrenia (SCZ). RESULTS The array produced >800K directly genotyped and >21M imputed markers in 3494 unrelated, trauma-exposed males, of which 940 were diagnosed with partial or full PTSD. The GWAS meta-analysis identified the phosphoribosyl transferase domain containing 1 gene (PRTFDC1) as a genome-wide significant PTSD locus (rs6482463; OR=1.47, SE=0.06, p=2.04×10(-9)), with a similar effect across ancestry groups. Association of PRTFDC1 with PTSD in an independent military cohort showed some evidence for replication. Loci with suggestive evidence of association (n=25 genes, p<5×10(-6)) further implicated genes related to immune response and the ubiquitin system, but these findings remain to be replicated in larger GWASs. A replication analysis of 25 putative PTSD genes from the literature found nominally significant SNPs for the majority of these genes, but associations did not remain significant after correction for multiple comparison. A cross-disorder analysis of polygenic risk scores from GWASs of BPD, MDD, and SCZ found that PTSD diagnosis was associated with risk sores of BPD, but not with MDD or SCZ. CONCLUSIONS This first multi-ethnic/racial GWAS of PTSD highlights the potential to increase power through meta-analyses across ancestry groups. We found evidence for PRTFDC1 as a potential novel PTSD gene, a finding that awaits further replication. Our findings indicate that the genetic architecture of PTSD may be determined by many SNPs with small effects, and overlap with other neuropsychiatric disorders, consistent with current findings from large GWAS of other psychiatric disorders.
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Affiliation(s)
- Caroline M Nievergelt
- Department of Psychiatry, School of Medicine, University of California at San Diego, La Jolla, CA 92093, USA; VA Center of Excellence for Stress and Mental Health (CESAMH), VA San Diego Healthcare System, La Jolla, CA 92161, USA.
| | - Adam X Maihofer
- Department of Psychiatry, School of Medicine, University of California at San Diego, La Jolla, CA 92093, USA
| | - Maja Mustapic
- Department of Psychiatry, School of Medicine, University of California at San Diego, La Jolla, CA 92093, USA; Department of Medicine, School of Medicine, University of California at San Diego, La Jolla, CA 92093, USA
| | - Kate A Yurgil
- VA Center of Excellence for Stress and Mental Health (CESAMH), VA San Diego Healthcare System, La Jolla, CA 92161, USA
| | - Nicholas J Schork
- Department of Molecular and Experimental Medicine, J. Craig Venter Institute, La Jolla, CA 92037, USA
| | - Mark W Miller
- National Center for PTSD at VA Boston Healthcare System, Boston, MA, USA; Department of Psychiatry, Boston University School of Medicine, Boston, MA, USA
| | - Mark W Logue
- Biomedical Genetics, Department of Medicine, Boston University School of Medicine, Boston, MA, USA; Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - Mark A Geyer
- Department of Psychiatry, School of Medicine, University of California at San Diego, La Jolla, CA 92093, USA
| | - Victoria B Risbrough
- Department of Psychiatry, School of Medicine, University of California at San Diego, La Jolla, CA 92093, USA; VA Center of Excellence for Stress and Mental Health (CESAMH), VA San Diego Healthcare System, La Jolla, CA 92161, USA
| | - Daniel T O'Connor
- Department of Medicine, School of Medicine, University of California at San Diego, La Jolla, CA 92093, USA
| | - Dewleen G Baker
- VA Center of Excellence for Stress and Mental Health (CESAMH), VA San Diego Healthcare System, La Jolla, CA 92161, USA; Department of Psychiatry, School of Medicine, University of California at San Diego, La Jolla, CA 92093, USA
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49
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Tylee DS, Chandler SD, Nievergelt CM, Liu X, Pazol J, Woelk CH, Lohr JB, Kremen WS, Baker DG, Glatt SJ, Tsuang MT. Blood-based gene-expression biomarkers of post-traumatic stress disorder among deployed marines: A pilot study. Psychoneuroendocrinology 2015; 51:472-94. [PMID: 25311155 PMCID: PMC4199086 DOI: 10.1016/j.psyneuen.2014.09.024] [Citation(s) in RCA: 45] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/14/2014] [Revised: 08/20/2014] [Accepted: 09/22/2014] [Indexed: 01/01/2023]
Abstract
The etiology of post-traumatic stress disorder (PTSD) likely involves the interaction of numerous genes and environmental factors. Similarly, gene-expression levels in peripheral blood are influenced by both genes and environment, and expression levels of many genes show good correspondence between peripheral blood and brain tissues. In that context, this pilot study sought to test the following hypotheses: (1) post-trauma expression levels of a gene subset in peripheral blood would differ between Marines with and without PTSD; (2) a diagnostic biomarker panel of PTSD among high-risk individuals could be developed based on gene-expression in readily assessable peripheral blood cells; and (3) a diagnostic panel based on expression of individual exons would surpass the accuracy of a model based on expression of full-length gene transcripts. Gene-expression levels in peripheral blood samples from 50 U.S. Marines (25 PTSD cases and 25 non-PTSD comparison subjects) were determined by microarray following their return from deployment to war-zones in Iraq or Afghanistan. The original sample was carved into training and test subsets for construction of support vector machine classifiers. The panel of peripheral blood biomarkers achieved 80% prediction accuracy in the test subset based on the expression of just two full-length transcripts (GSTM1 and GSTM2). A biomarker panel based on 20 exons attained an improved 90% accuracy in the test subset. Though further refinement and replication of these biomarker profiles are required, these preliminary results provide proof-of-principle for the diagnostic utility of blood-based mRNA-expression in PTSD among trauma-exposed individuals.
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Affiliation(s)
- Daniel S. Tylee
- Psychiatric Genetic Epidemiology & Neurobiology Laboratory (PsychGENe Lab);Departments of Psychiatry and Behavioral Sciences & Neuroscience and Physiology; Medical Genetics Research Center; SUNY Upstate Medical University; Syracuse, NY; U.S.A
| | - Sharon D. Chandler
- Center for Behavioral Genomics; Department of Psychiatry; University of California, San Diego; La Jolla, CA; U.S.A
| | - Caroline M. Nievergelt
- VA Center of Excellence for Stress and Mental Health; San Diego, CA; U.S.A,Veterans Affairs San Diego Healthcare System; San Diego, CA; U.S.A,Department of Psychiatry; University of California, San Diego; La Jolla, CA; U.S.A
| | - Xiaohua Liu
- Center for Behavioral Genomics; Department of Psychiatry; University of California, San Diego; La Jolla, CA; U.S.A,Department of Psychiatry, Shanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Joel Pazol
- Center for Behavioral Genomics; Department of Psychiatry; University of California, San Diego; La Jolla, CA; U.S.A
| | - Christopher H. Woelk
- Veterans Affairs San Diego Healthcare System; San Diego, CA; U.S.A,Department of Medicine; University of California, San Diego; La Jolla, CA; U.S.A
| | - James B. Lohr
- VA Center of Excellence for Stress and Mental Health; San Diego, CA; U.S.A,Veterans Affairs San Diego Healthcare System; San Diego, CA; U.S.A,Department of Psychiatry; University of California, San Diego; La Jolla, CA; U.S.A
| | - William S. Kremen
- Center for Behavioral Genomics; Department of Psychiatry; University of California, San Diego; La Jolla, CA; U.S.A,VA Center of Excellence for Stress and Mental Health; San Diego, CA; U.S.A,Department of Psychiatry; University of California, San Diego; La Jolla, CA; U.S.A
| | | | - Dewleen G. Baker
- VA Center of Excellence for Stress and Mental Health; San Diego, CA; U.S.A,Veterans Affairs San Diego Healthcare System; San Diego, CA; U.S.A,Department of Psychiatry; University of California, San Diego; La Jolla, CA; U.S.A
| | - Stephen J. Glatt
- Psychiatric Genetic Epidemiology & Neurobiology Laboratory (PsychGENe Lab);Departments of Psychiatry and Behavioral Sciences & Neuroscience and Physiology; Medical Genetics Research Center; SUNY Upstate Medical University; Syracuse, NY; U.S.A,To whom correspondence should be addressed: Stephen J. Glatt, Ph.D., SUNY Upstate Medical University, 750 East Adams Street, Syracuse, NY, 13210, U.S.A. Phone: 1-(315) 464-7742, Fax: 1-(315) 464-7744,
| | - Ming T. Tsuang
- Center for Behavioral Genomics; Department of Psychiatry; University of California, San Diego; La Jolla, CA; U.S.A,VA Center of Excellence for Stress and Mental Health; San Diego, CA; U.S.A,Veterans Affairs San Diego Healthcare System; San Diego, CA; U.S.A,Department of Psychiatry; University of California, San Diego; La Jolla, CA; U.S.A,Institute of Genomic Medicine; University of California, San Diego; La Jolla, CA; U.S.A,Harvard Institute of Psychiatric Epidemiology and Genetics; Department of Epidemiology; Harvard School of Public Health; Boston, MA; U.S.A
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50
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Schmidt U, Willmund GD, Holsboer F, Wotjak CT, Gallinat J, Kowalski JT, Zimmermann P. Searching for non-genetic molecular and imaging PTSD risk and resilience markers: Systematic review of literature and design of the German Armed Forces PTSD biomarker study. Psychoneuroendocrinology 2015; 51:444-58. [PMID: 25236294 DOI: 10.1016/j.psyneuen.2014.08.020] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/21/2014] [Revised: 08/16/2014] [Accepted: 08/17/2014] [Indexed: 12/13/2022]
Abstract
Biomarkers allowing the identification of individuals with an above average vulnerability or resilience for posttraumatic stress disorder (PTSD) would especially serve populations at high risk for trauma exposure like firefighters, police officers and combat soldiers. Aiming to identify the most promising putative PTSD vulnerability markers, we conducted the first systematic review on potential imaging and non-genetic molecular markers for PTSD risk and resilience. Following the PRISMA guidelines, we systematically screened the PubMed database for prospective longitudinal clinical studies and twin studies reporting on pre-trauma and post-trauma PTSD risk and resilience biomarkers. Using 25 different combinations of search terms, we retrieved 8151 articles of which we finally included and evaluated 9 imaging and 27 molecular studies. In addition, we briefly illustrate the design of the ongoing prospective German Armed Forces (Bundeswehr) PTSD biomarker study (Bw-BioPTSD) which not only aims to validate these previous findings but also to identify novel and clinically applicable molecular, psychological and imaging risk, resilience and disease markers for deployment-related psychopathology in a cohort of German soldiers who served in Afghanistan.
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Affiliation(s)
- Ulrike Schmidt
- Max Planck Institute of Psychiatry, Kraepelinstrasse 10, 80804 München, Germany.
| | - Gerd-Dieter Willmund
- German Armed Forces Center of Military Mental Health, Scharnhorststrasse 13, 10115 Berlin, Germany
| | - Florian Holsboer
- Max Planck Institute of Psychiatry, Kraepelinstrasse 10, 80804 München, Germany
| | - Carsten T Wotjak
- Max Planck Institute of Psychiatry, Kraepelinstrasse 10, 80804 München, Germany
| | - Jürgen Gallinat
- Clinic for Psychiatry and Psychotherapy, University of Hamburg, Martinistrasse 52, 20246 Hamburg, Germany
| | - Jens T Kowalski
- German Armed Forces Center of Military Mental Health, Scharnhorststrasse 13, 10115 Berlin, Germany
| | - Peter Zimmermann
- German Armed Forces Center of Military Mental Health, Scharnhorststrasse 13, 10115 Berlin, Germany
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