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Sultana E, Shastry N, Kasarla R, Hardy J, Collado F, Aenlle K, Abreu M, Sisson E, Sullivan K, Klimas N, Craddock TJA. Disentangling the effects of PTSD from Gulf War Illness in male veterans via a systems-wide analysis of immune cell, cytokine, and symptom measures. Mil Med Res 2024; 11:2. [PMID: 38167090 PMCID: PMC10759613 DOI: 10.1186/s40779-023-00505-4] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/04/2023] [Accepted: 12/04/2023] [Indexed: 01/05/2024] Open
Abstract
BACKGROUND One-third of veterans returning from the 1990-1991 Gulf War reported a myriad of symptoms including cognitive dysfunction, skin rashes, musculoskeletal discomfort, and fatigue. This symptom cluster is now referred to as Gulf War Illness (GWI). As the underlying mechanisms of GWI have yet to be fully elucidated, diagnosis and treatment are based on symptomatic presentation. One confounding factor tied to the illness is the high presence of post-traumatic stress disorder (PTSD). Previous research efforts have demonstrated that both GWI and PTSD are associated with immunological dysfunction. As such, this research endeavor aimed to provide insight into the complex relationship between GWI symptoms, cytokine presence, and immune cell populations to pinpoint the impact of PTSD on these measures in GWI. METHODS Symptom measures were gathered through the Multidimensional fatigue inventory (MFI) and 36-item short form health survey (SF-36) scales and biological measures were obtained through cytokine & cytometry analysis. Subgrouping was conducted using Davidson Trauma Scale scores and the Structured Clinical Interview for Diagnostic and statistical manual of mental disorders (DSM)-5, into GWI with high probability of PTSD symptoms (GWIH) and GWI with low probability of PTSD symptoms (GWIL). Data was analyzed using Analysis of variance (ANOVA) statistical analysis along with correlation graph analysis. We mapped correlations between immune cells and cytokine signaling measures, hormones and GWI symptom measures to identify patterns in regulation between the GWIH, GWIL, and healthy control groups. RESULTS GWI with comorbid PTSD symptoms resulted in poorer health outcomes compared with both Healthy control (HC) and the GWIL subgroup. Significant differences were found in basophil levels of GWI compared with HC at peak exercise regardless of PTSD symptom comorbidity (ANOVA F = 4.7, P = 0.01,) indicating its potential usage as a biomarker for general GWI from control. While the unique identification of GWI with PTSD symptoms was less clear, the GWIL subgroup was found to be delineated from both GWIH and HC on measures of IL-15 across an exercise challenge (ANOVA F > 3.75, P < 0.03). Additional differences in natural killer (NK) cell numbers and function highlight IL-15 as a potential biomarker of GWI in the absence of PTSD symptoms. CONCLUSION We conclude that disentangling GWI and PTSD by defining trauma-based subgroups may aid in the identification of unique GWI biosignatures that can help to improve diagnosis and target treatment of GWI more effectively.
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Affiliation(s)
- Esha Sultana
- Institute for Neuro-Immune Medicine, Nova Southeastern University, Ft. Lauderdale-Davie, FL, 33314, USA
- Department of Psychology and Neuroscience, Nova Southeastern University, Ft. Lauderdale-Davie, FL, 33314, USA
| | - Nandan Shastry
- Institute for Neuro-Immune Medicine, Nova Southeastern University, Ft. Lauderdale-Davie, FL, 33314, USA
- Department of Psychology and Neuroscience, Nova Southeastern University, Ft. Lauderdale-Davie, FL, 33314, USA
| | - Rishabh Kasarla
- Institute for Neuro-Immune Medicine, Nova Southeastern University, Ft. Lauderdale-Davie, FL, 33314, USA
- Department of Psychology and Neuroscience, Nova Southeastern University, Ft. Lauderdale-Davie, FL, 33314, USA
| | - Jacob Hardy
- Institute for Neuro-Immune Medicine, Nova Southeastern University, Ft. Lauderdale-Davie, FL, 33314, USA
- Department of Psychology and Neuroscience, Nova Southeastern University, Ft. Lauderdale-Davie, FL, 33314, USA
| | - Fanny Collado
- Department of Clinical Immunology, Nova Southeastern University, Ft. Lauderdale-Davie, FL, 33314, USA
- Miami Veterans Affairs Medical Center, Miami, FL, 33125, USA
| | - Kristina Aenlle
- Institute for Neuro-Immune Medicine, Nova Southeastern University, Ft. Lauderdale-Davie, FL, 33314, USA
- Department of Clinical Immunology, Nova Southeastern University, Ft. Lauderdale-Davie, FL, 33314, USA
- Miami Veterans Affairs Medical Center, Miami, FL, 33125, USA
| | - Maria Abreu
- Institute for Neuro-Immune Medicine, Nova Southeastern University, Ft. Lauderdale-Davie, FL, 33314, USA
- Department of Clinical Immunology, Nova Southeastern University, Ft. Lauderdale-Davie, FL, 33314, USA
- Miami Veterans Affairs Medical Center, Miami, FL, 33125, USA
| | - Emily Sisson
- Department of Environmental Health, Boston University School of Public Health, Boston, MA, 02118, USA
| | - Kimberly Sullivan
- Department of Environmental Health, Boston University School of Public Health, Boston, MA, 02118, USA
| | - Nancy Klimas
- Institute for Neuro-Immune Medicine, Nova Southeastern University, Ft. Lauderdale-Davie, FL, 33314, USA
- Department of Clinical Immunology, Nova Southeastern University, Ft. Lauderdale-Davie, FL, 33314, USA
- Miami Veterans Affairs Medical Center, Miami, FL, 33125, USA
| | - Travis J A Craddock
- Institute for Neuro-Immune Medicine, Nova Southeastern University, Ft. Lauderdale-Davie, FL, 33314, USA.
- Department of Psychology and Neuroscience, Nova Southeastern University, Ft. Lauderdale-Davie, FL, 33314, USA.
- Department of Clinical Immunology, Nova Southeastern University, Ft. Lauderdale-Davie, FL, 33314, USA.
- Department of Computer Science, Nova Southeastern University, Ft. Lauderdale-Davie, FL, 33314, USA.
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Wong C, Patel S, LaPorta A, Towne F, Gubler KD, Bartone P, Ryznar R. Correlation analysis of salivary cytokines and hormones with resiliency. J Trauma Acute Care Surg 2023; 95:664-671. [PMID: 37332103 PMCID: PMC10637304 DOI: 10.1097/ta.0000000000004026] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2023] [Revised: 03/31/2023] [Accepted: 04/11/2023] [Indexed: 06/20/2023]
Abstract
BACKGROUND Frequent exposure to acute stress increases risk of suicide, posttraumatic stress disorder, and other stress-related disorders. Neuroendocrine and immunologic dysregulation associated with stress may underlie predispositions to psychological disorders and inflammatory disease processes in individuals, such as first-responders and other healthcare professionals, who function in high stress situations. The Hardiness Resilience Gauge (HRG) can be used to psychometrically measure resilience, a psychological modifier of the stress response. Using the HRG alongside salivary biomarker profiling, may help to identify low resilience phenotypes and allow mitigation and early therapeutic interventions. There is a paucity of knowledge regarding biomarkers of resilience. This study aims to evaluate the relationship between factors of resilience with salivary biomarker levels and fluctuations during and following acute stress. METHODS Sixty-three first responders underwent a standardized stress-inducing training exercise, providing salivary samples before (prestress), immediately after (post-stress), and 1 hour after the event (recovery). The HRG was administered before (initial) and after (final) the event. Multiplex ELISA panels quantified 42 cytokines and 6 hormones from the samples, which were analyzed for relationships to psychometric factors of resilience measured by the HRG. RESULTS Several biomarkers correlated with psychological resilience following the acute stress event. The HRG scores correlated ( p < 0.05) with a select set of biomarkers with moderate-to-strong correlations (|r| > 0.3). These included EGF, GROα, PDGFAA, TGFα, VEGFA, interleukin (IL)1Ra, TNFα, IL18, cortisol, FGF2, IL13, IL15, and IL6. Interestingly, fluctuations of EGF, GROα, and PDGFAA in post-stress compared with recovery were positively correlated with factors of resilience, which were negatively correlated from the pre-stress to post-stress period. CONCLUSION This exploratory analysis discovered a small subset of salivary biomarkers that are significantly correlated with acute stress and resilience. Further investigation of their specific roles in acute stress and associations with resiliency phenotypes is warranted.
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A scoping review and comparison of approaches for measuring genetic heterogeneity in psychiatric disorders. Psychiatr Genet 2022; 32:1-8. [PMID: 34694248 DOI: 10.1097/ypg.0000000000000304] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/08/2023]
Abstract
An improved understanding of genetic etiological heterogeneity in a psychiatric condition may help us (a) isolate a neurophysiological 'final common pathway' by identifying its upstream genetic origins and (b) facilitate characterization of the condition's phenotypic variation. This review aims to identify existing genetic heterogeneity measurements in the psychiatric literature and provides a conceptual review of their mechanisms, limitations, and assumptions. The Scopus database was searched for studies that quantified genetic heterogeneity or correlation of psychiatric phenotypes with human genetic data. Ninety studies were included. Eighty-seven reports quantified genetic correlation, five applied genomic structural equation modelling, three evaluated departure from the Hardy-Weinberg equilibrium at one or more loci, and two applied a novel approach known as MiXeR. We found no study that rigorously measured genetic etiological heterogeneity across a large number of markers. Developing such approaches may help better characterize the biological diversity of psychopathology.
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Sun J, Wang Y, Folkersen L, Borné Y, Amlien I, Buil A, Orho-Melander M, Børglum AD, Hougaard DM, Melander O, Engström G, Werge T, Lage K. Translating polygenic risk scores for clinical use by estimating the confidence bounds of risk prediction. Nat Commun 2021; 12:5276. [PMID: 34489429 PMCID: PMC8421428 DOI: 10.1038/s41467-021-25014-7] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2020] [Accepted: 07/16/2021] [Indexed: 11/08/2022] Open
Abstract
A promise of genomics in precision medicine is to provide individualized genetic risk predictions. Polygenic risk scores (PRS), computed by aggregating effects from many genomic variants, have been developed as a useful tool in complex disease research. However, the application of PRS as a tool for predicting an individual's disease susceptibility in a clinical setting is challenging because PRS typically provide a relative measure of risk evaluated at the level of a group of people but not at individual level. Here, we introduce a machine-learning technique, Mondrian Cross-Conformal Prediction (MCCP), to estimate the confidence bounds of PRS-to-disease-risk prediction. MCCP can report disease status conditional probability value for each individual and give a prediction at a desired error level. Moreover, with a user-defined prediction error rate, MCCP can estimate the proportion of sample (coverage) with a correct prediction.
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Affiliation(s)
- Jiangming Sun
- Institute of Biological Psychiatry, Mental Health Center Sct. Hans, Mental Health Services Copenhagen, Roskilde, Denmark.
- The Lundbeck Foundation Initiative for Integrative Psychiatric Research (iPSYCH), Copenhagen, Denmark.
- Department of Clinical Sciences, Malmö, Lund University, Malmö, Sweden.
| | - Yunpeng Wang
- Lifespan Changes in Bain and Cognition (LCBC), Department of Psychology, University of Oslo, Oslo, Norway
| | - Lasse Folkersen
- Institute of Biological Psychiatry, Mental Health Center Sct. Hans, Mental Health Services Copenhagen, Roskilde, Denmark
- The Lundbeck Foundation Initiative for Integrative Psychiatric Research (iPSYCH), Copenhagen, Denmark
| | - Yan Borné
- Department of Clinical Sciences, Malmö, Lund University, Malmö, Sweden
| | - Inge Amlien
- Lifespan Changes in Bain and Cognition (LCBC), Department of Psychology, University of Oslo, Oslo, Norway
| | - Alfonso Buil
- Institute of Biological Psychiatry, Mental Health Center Sct. Hans, Mental Health Services Copenhagen, Roskilde, Denmark
- The Lundbeck Foundation Initiative for Integrative Psychiatric Research (iPSYCH), Copenhagen, Denmark
| | | | - Anders D Børglum
- The Lundbeck Foundation Initiative for Integrative Psychiatric Research (iPSYCH), Copenhagen, Denmark
- Department of Biomedicine, Human Genetics and Centre for Integrative Sequencing, Aarhus University, Aarhus, Denmark
| | - David M Hougaard
- The Lundbeck Foundation Initiative for Integrative Psychiatric Research (iPSYCH), Copenhagen, Denmark
- Department for Congenital Disorders, Center for Neonatal Screening, Statens Serum Institut, Copenhagen, Denmark
| | - Olle Melander
- Department of Clinical Sciences, Malmö, Lund University, Malmö, Sweden
| | - Gunnar Engström
- Department of Clinical Sciences, Malmö, Lund University, Malmö, Sweden
| | - Thomas Werge
- Institute of Biological Psychiatry, Mental Health Center Sct. Hans, Mental Health Services Copenhagen, Roskilde, Denmark
- The Lundbeck Foundation Initiative for Integrative Psychiatric Research (iPSYCH), Copenhagen, Denmark
- Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Kasper Lage
- Institute of Biological Psychiatry, Mental Health Center Sct. Hans, Mental Health Services Copenhagen, Roskilde, Denmark.
- Stanley Center at Broad Institute of MIT and Harvard, Cambridge, MA, USA.
- Department of Surgery, Massachusetts General Hospital, Boston, MA, USA.
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Katrinli S, Smith AK. Immune system regulation and role of the human leukocyte antigen in posttraumatic stress disorder. Neurobiol Stress 2021; 15:100366. [PMID: 34355049 PMCID: PMC8322450 DOI: 10.1016/j.ynstr.2021.100366] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2020] [Revised: 05/28/2021] [Accepted: 07/10/2021] [Indexed: 11/01/2022] Open
Abstract
Posttraumatic stress disorder (PTSD) is a debilitating condition that adversely affect mental and physical health. Recent studies have increasingly explored the role of the immune system in risk for PTSD and its related symptoms. Dysregulation of the immune system may lead to central nervous system tissue damage and impair learning and memory processes. Individuals with PTSD often have comorbid inflammatory or auto-immune disorders. Evidence shows associations between PTSD and multiple genes that are involved in immune-related or inflammatory pathways. In this review, we will summarize the evidence of immune dysregulation in PTSD, outlining the contributions of distinct cell types, genes, and biological pathways. We use the Human Leukocyte Antigen (HLA) locus to illustrate the contribution of genetic variation to function in different tissues that contribute to PTSD etiology, severity, and comorbidities.
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Affiliation(s)
- Seyma Katrinli
- Emory University, Department of Gynecology and Obstetrics, Atlanta, GA, USA
| | - Alicia K Smith
- Emory University, Department of Gynecology and Obstetrics, Atlanta, GA, USA.,Emory University School of Medicine, Department of Psychiatry and Behavioral Sciences, Atlanta, GA, USA
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Sheerin CM, Bountress KE, Meyers JL, Saenz de Viteri SS, Shen H, Maihofer AX, Duncan LE, Amstadter AB. Shared molecular genetic risk of alcohol dependence and posttraumatic stress disorder (PTSD). PSYCHOLOGY OF ADDICTIVE BEHAVIORS 2020; 34:613-619. [PMID: 32191043 PMCID: PMC7394716 DOI: 10.1037/adb0000568] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
Alcohol use disorder (AUD) and posttraumatic stress disorder (PTSD) frequently co-occur, highlighting the importance of understanding the etiology of these comorbid conditions. Although AUD and PTSD are moderately heritable with modest overlap in genetic risk as estimated from family studies, there has been a paucity of work using molecular genetic data to estimate shared genetic effects on these conditions. This study used large-scale genomewide molecular data to examine shared genetic risk for AUD, specifically alcohol dependence (AD), and PTSD through cross-trait linkage disequilibrium (LD) score regression (LDSC; also known as LDSR). Summary statistics came from the Psychiatric Genomics Consortium (PGC) PTSD Workgroup Freeze 2 European ancestry (EA) participants (N = 174,659) and AD summary statistics in EA participants (N = 38,686) came from the PGC Substance Use Disorders (SUD) Workgroup. We performed LDSC to estimate genetic correlation between AD and PTSD using HapMap3 variants and LD scores from the 1000 Genomes project. A moderate, significant correlation was observed between AD and PTSD (rg = .35, p = .02), with sex differences identified through stratified analyses. Our results are the first to demonstrate evidence of a shared molecular genetic etiology for AD and PTSD. Further research is needed to better understand possible sex differences in shared heritability and extend these results to additional populations. (PsycInfo Database Record (c) 2020 APA, all rights reserved).
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Affiliation(s)
| | | | | | | | - Hanyang Shen
- Department of Psychiatry and Behavioral Sciences
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Dieter JN, Engel SD. Traumatic Brain Injury and Posttraumatic Stress Disorder: Comorbid Consequences of War. Neurosci Insights 2019; 14:1179069519892933. [PMID: 32363347 PMCID: PMC7176398 DOI: 10.1177/1179069519892933] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2019] [Accepted: 11/11/2019] [Indexed: 12/14/2022] Open
Abstract
Scientific literature is reviewed supporting a “consequence of war syndrome (CWS)” in Operation Enduring Freedom/Operation Iraqi Freedom/Operation New Dawn soldiers. CWS constituents include chronic pain and insomnia, other physical complaints, posttraumatic stress disorder (PTSD), anxiety, depression, and neuropsychological deficits. The foundation of CWS lies with the chronic stressors inherent to deployment and the cascade of biological events mediated and maintained by hypothalamic-pituitary-adrenal (HPA) axis dysregulation. Such dysregulation is modified by the individual’s specific experiences at war, difficulty reintegrating to post-deployment life, and the onset or exacerbation of the chronic and comorbid physical, emotional, and cognitive disorders. The circuit network between the prefrontal cortex (PFC), amygdala, and hippocampus is particularly sensitive to the consequences of war. The review’s specific conclusions are as follows: HPA axis dysregulation contributes to the chronic insomnia and hyperarousal seen in soldiers. There is considerable symptom overlap between PTSD and blast-related head injury, and it is difficult to determine the relative contributions of the two disorders to abnormal imaging studies. In some cases, traumatic brain injury (TBI) may directly precipitate PTSD symptoms. While not intuitive, the relationship between TBI and postconcussion syndrome appears indirect and mediated through PTSD. Blast-related or conventional head injury may have little long-term impact on neuropsychological functioning; contrarily, PTSD particularly accounts for current cognitive deficits. The psychological experience of CWS includes a “war-within” where soldiers continue to battle an internalized enemy. Successful treatment of CWS entails transdisciplinary care that addresses each of the constituent disorders.
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Affiliation(s)
- John Ni Dieter
- Intrepid Spirit Center, Carl R. Darnall Army Medical Center, U.S. Army, Fort Hood, TX, USA
| | - Scot D Engel
- Intrepid Spirit Center, Carl R. Darnall Army Medical Center, U.S. Army, Fort Hood, TX, USA
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