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Minshall BL, Skipper RA, Riddle CA, Wasylyshyn CF, Claflin DI, Quinn JJ. Sex differences in acute early life stress-enhanced fear learning in adult rats. Dev Psychobiol 2024; 66:e22511. [PMID: 38837722 DOI: 10.1002/dev.22511] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2024] [Revised: 05/08/2024] [Accepted: 05/14/2024] [Indexed: 06/07/2024]
Abstract
Patients diagnosed with posttraumatic stress disorder (PTSD) present with a spectrum of debilitating anxiety symptoms resulting from exposure to trauma. Women are twice as likely to be diagnosed with anxiety and PTSD compared to men; however, the reason for this vulnerability remains unknown. We conducted four experiments where we first demonstrated a female vulnerability to stress-enhanced fear learning (SEFL) with a moderate, acute early life stress (aELS) exposure (4 footshocks in a single session), compared to a more intense aELS exposure (15 footshocks in a single session) where males and females demonstrated comparable SEFL. Next, we demonstrated that this female vulnerability does not result from differences in footshock reactivity or contextual fear conditioning during the aELS exposure. Finally, using gonadectomy or sham surgeries in adult male and female rats, we showed that circulating levels of gonadal steroid hormones at the time of adult fear conditioning do not explain the female vulnerability to SEFL. Additional research is needed to determine whether this vulnerability can be explained by organizational effects of gonadal steroid hormones or differences in sex chromosome gene expression. Doing so is critical for a better understanding of increased female vulnerability to certain psychiatric diseases.
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Affiliation(s)
- Brianna L Minshall
- Department of Psychology and Center for Neuroscience and Behavior, Miami University, Oxford, Ohio, USA
| | - Rachel A Skipper
- Department of Psychology and Center for Neuroscience and Behavior, Miami University, Oxford, Ohio, USA
| | - Collin A Riddle
- Department of Psychology and Center for Neuroscience and Behavior, Miami University, Oxford, Ohio, USA
| | - Catherine F Wasylyshyn
- Department of Psychology and Center for Neuroscience and Behavior, Miami University, Oxford, Ohio, USA
| | - Dragana I Claflin
- Department of Psychology, Wright State University, Dayton, Ohio, USA
| | - Jennifer J Quinn
- Department of Psychology and Center for Neuroscience and Behavior, Miami University, Oxford, Ohio, USA
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2
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Abstract
Posttraumatic stress disorder (PTSD) is a complex mental disorder afflicting approximately 7% of the population. The diverse number of traumatic events and the wide array of symptom combinations leading to PTSD diagnosis contribute substantial heterogeneity to studies of the disorder. Genomic and complimentary-omic investigations have rapidly increased our understanding of the heritable risk for PTSD. In this review, we emphasize the contributions of genome-wide association, epigenome-wide association, transcriptomic, and neuroimaging studies to our understanding of PTSD etiology. We also discuss the shared risk between PTSD and other complex traits derived from studies of causal inference, co-expression, and brain morphological similarities. The investigations completed so far converge on stark contrasts in PTSD risk between sexes, partially attributed to sex-specific prevalence of traumatic experiences with high conditional risk of PTSD. To further understand PTSD biology, future studies should focus on detecting risk for PTSD while accounting for substantial cohort-level heterogeneity (e.g. civilian v. combat-exposed PTSD cases or PTSD risk among cases exposed to specific traumas), expanding ancestral diversity among study cohorts, and remaining cognizant of how these data influence social stigma associated with certain traumatic events among underrepresented minorities and/or high-risk populations.
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Affiliation(s)
- Renato Polimanti
- Department of Psychiatry, Yale University School of Medicine, West Haven, CT, USA
- Veterans Administration Connecticut Healthcare System, West Haven, CT, USA
| | - Frank R Wendt
- Department of Psychiatry, Yale University School of Medicine, West Haven, CT, USA
- Veterans Administration Connecticut Healthcare System, West Haven, CT, USA
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3
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Philippens IHCHM, Draaisma L, Baarends G, Krugers HJ, Vermetten E. Ketamine treatment upon memory retrieval reduces fear memory in marmoset monkeys. Eur Neuropsychopharmacol 2021; 50:1-11. [PMID: 33915317 DOI: 10.1016/j.euroneuro.2021.04.004] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/01/2020] [Revised: 04/01/2021] [Accepted: 04/07/2021] [Indexed: 12/21/2022]
Abstract
Emotionally arousing experiences are retained very well as seen in posttraumatic stress disorder (PTSD). Various lines of evidence indicate that reactivation of these memories renders them labile which offers a potential time-window for intervention. We tested in non-human primates whether ketamine, administered during fear memory reactivation, affected passive (inhibitory) avoidance learning. For the consolidation of contextual emotional memory, the unescapable foot-shock paradigm in a passive avoidance task with two compartments (dark vs illuminated) was used. After entering the dark compartment, marmoset monkeys received four random foot-shocks (1 mA, 4 s) within 15-min. This stressful exposure increased the saliva cortisol and heart rate and impaired REM-sleep (p<0.05). One week later the monkeys were re-exposed to the stressful situation for the reconsolidation of the fearful experience. During the re-exposure the monkeys were treated with ketamine (0.5 mg/kg) or saline. In week 3, the monkeys were placed in the experimental setting to test their memory for the fearful experience. In contrast to the vehicle-treated monkeys, who avoided the dark compartment, the ketamine-treated monkeys entered the dark compartment that was previously associated with the fearful experience (p<0.05). Post-mortem analysis of the hippocampus showed that ketamine-treated animals exhibited less doublecortin positive neurons and BrdU-labeled cells in the dentate gyrus. This study reveals that a single low dose of ketamine, administered upon fear retrieval in monkeys, reduce contextual fear memory and attenuate neurogenesis in the hippocampus. These are important findings for considering ketamine as a potential candidate to target traumatic memories in PTSD.
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Affiliation(s)
- Ingrid H C H M Philippens
- Biomedical Primate Research Centre (BPRC), Animal Science Department, Lange Kleiweg 161, 2288 GJ Rijswijk, the Netherlands.
| | - Laurijn Draaisma
- Biomedical Primate Research Centre (BPRC), Animal Science Department, Lange Kleiweg 161, 2288 GJ Rijswijk, the Netherlands
| | - Guus Baarends
- Biomedical Primate Research Centre (BPRC), Animal Science Department, Lange Kleiweg 161, 2288 GJ Rijswijk, the Netherlands
| | - Harm J Krugers
- Faculty of Science, Swammerdam Institute for Life Sciences, University of Amsterdam, Science Park 904, 1098 XH Amsterdam, the Netherlands
| | - Eric Vermetten
- Department of Psychiatry, Leiden University Medical Center, Leiden, the Netherlands; ARQ National Psychotrauma Center, Diemen, the Netherlands
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4
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What Happened in the Hippocampal Axon in a Rat Model of Posttraumatic Stress Disorder. Cell Mol Neurobiol 2020; 42:723-737. [PMID: 32930942 DOI: 10.1007/s10571-020-00960-w] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/21/2020] [Accepted: 09/03/2020] [Indexed: 01/01/2023]
Abstract
Studies from postmortem and animal models have revealed altered synapse morphology and function in the brain of posttraumatic stress disorder (PTSD). And the effects of PTSD on dendrites and spines have been reported, however, the effection on axon include microtubule (MT) and synaptic vesicles of presynaptic elements remains unknown. Hippocampus is involved in abnormal memory in PTSD. In the present study, we used the single prolonged stress (SPS) model to mimic PTSD. Quantitative real-time polymerase chain reaction (RT-qPCR) and high-throughput sequencing (GSE153081) were utilized to analyze differentially expressed genes (DEGs) in the hippocampus of control and SPS rats. Immunofluorescence and western blotting were performed to examine change in axon-related proteins. Synaptic function was evaluated by measuring miniature excitatory postsynaptic currents (mEPSCs). RNA-sequencing analysis revealed 230 significantly DEGs between the control and SPS groups. Gene Ontology analysis revealed upregulation in axonemal assembly, MT formation, or movement, but downregulation in axon initial segment and synaptic vesicles fusion in the hippocampus of SPS rats. Increased expression in tau, β-tubulin MAP1B, KIF9, CCDC40, DNAH12 and decreased expression in p-tau, stathmin suggested SPS induced axon extension. Increased protein expression in VAMP, STX1A, Munc18-1 and decreased expression in synaptotagmin-1 suggested SPS induced more SNARE complex formation but decreased ability in synaptic vesicle fusion to presynaptic active zone membrane in the hippocampus of SPS rats. Further, low mEPSC frequency in SPS rats indicated dysfunction in presynaptic membrane. These results suggest that axon extension and synaptic vesicles fusion abnormality are involved in dysfunction of PTSD.
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5
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Kim BK, Fonda JR, Hauger RL, Pinna G, Anderson GM, Valovski IT, Rasmusson AM. Composite contributions of cerebrospinal fluid GABAergic neurosteroids, neuropeptide Y and interleukin-6 to PTSD symptom severity in men with PTSD. Neurobiol Stress 2020; 12:100220. [PMID: 32435669 PMCID: PMC7231970 DOI: 10.1016/j.ynstr.2020.100220] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2019] [Revised: 03/31/2020] [Accepted: 04/04/2020] [Indexed: 02/06/2023] Open
Abstract
Given that multiple neurobiological systems, as well as components within these systems are impacted by stress, and may interact in additive, compensatory and synergistic ways to promote or mitigate PTSD risk, severity, and recovery, we thought that it would be important to consider the collective, as well as separate effects of these neurobiological systems on PTSD risk. With this goal in mind, we conducted a proof-of-concept study utilizing cerebrospinal fluid (CSF) collected from unmedicated, tobacco- and illicit substance-free men with PTSD (n = 13) and trauma-exposed healthy controls (TC) (n = 17). Thirteen neurobiological factors thought to contribute to PTSD risk or severity based on previous studies were assayed. As the small but typical sample size of this lumbar puncture study limited the number of factors that could be considered in a hierarchical regression model, we included only those five factors with at least a moderate correlation (Spearman rho > 0.30) with total Clinician-Administered PTSD Scale (CAPS-IV) scores, and that did not violate multicollinearity criteria. Three of the five factors meeting these criteria—CSF allopregnanolone and pregnanolone (Allo + PA: equipotent GABAergic metabolites of progesterone), neuropeptide Y (NPY), and interleukin-6 (IL-6)—were found to account for over 75% of the variance in the CAPS-IV scores (R2 = 0.766, F = 8.75, p = 0.007). CSF Allo + PA levels were negatively associated with PTSD severity (β = −0.523, p = 0.02) and accounted for 47% of the variance in CAPS-IV scores. CSF NPY was positively associated with PTSD severity (β = 0.410, p = 0.04) and accounted for 14.7% of the CAPS-IV variance. There was a trend for a positive association between PTSD severity and CSF IL-6 levels, which accounted for 15.3% of the variance in PTSD severity (β = 0.423, p = 0.05). Z-scores were then computed for each of the three predictive factors and used to depict the varying relative degrees to which each contributed to PTSD severity at the individual PTSD patient level. This first of its kind, proof-of-concept study bears replication in larger samples. However, it highlights the collective effects of dysregulated neurobiological systems on PTSD symptom severity and the heterogeneity of potential biological treatment targets across individual PTSD patients—thus supporting the need for precision medicine approaches to treatment development and prescribing in PTSD.
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Key Words
- 3α-HSD, 3α-hydroxysteroid dehydrogenase
- Allo + PA, sum of allopregnanolone and pregnanolone
- EIA, enzyme immunoassay
- GC-MS, gas chromatography-mass spectrometry
- HPLC, high pressure liquid chromatography
- LP, lumbar puncture
- PE, prolonged exposure therapy
- PFC, prefrontal cortex
- RIA, radioimmunoassay
- TC, trauma-exposed control
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Affiliation(s)
- Byung Kil Kim
- VA Boston Healthcare System, 150 South Huntington Ave., Boston, MA, 02130, USA
| | - Jennifer R Fonda
- VA Boston Healthcare System, 150 South Huntington Ave., Boston, MA, 02130, USA.,Translational Research Center for TBI and Stress Disorders (TRACTS) and Geriatric Research, Education and Clinical Center (GRECC), 150 South Huntington Ave., Boston, MA, 02130, USA.,Boston University School of Medicine, 72 E. Concord Street, Boston, MA, 02118, USA
| | - Richard L Hauger
- Center of Excellence for Stress and Mental Health, VA San Diego Healthcare System, 3350 La Jolla Village Drive, San Diego, CA, 92161, USA.,Center for Behavior Genetics of Aging, Department of Psychiatry, School of Medicine, University of California San Diego, 9500 Gilman Drive, La Jolla, CA, 92093, USA
| | - Graziano Pinna
- The Psychiatric Institute, College of Medicine, University of Illinois at Chicago, 1601 W Taylor St. MC912 Chicago, IL, 60612, USA
| | - George M Anderson
- Child Study Center and Department of Laboratory Medicine, Yale University School of Medicine S. Frontage Rd. New Haven, CT, 06519, USA
| | - Ivan T Valovski
- VA Boston Healthcare System, 150 South Huntington Ave., Boston, MA, 02130, USA.,Harvard Medical School, 25 Shattuck St. Boston, MA, 02115, USA
| | - Ann M Rasmusson
- VA Boston Healthcare System, 150 South Huntington Ave., Boston, MA, 02130, USA.,Boston University School of Medicine, 72 E. Concord Street, Boston, MA, 02118, USA.,VA National Center for PTSD Women's Health Science Division, 150 South Huntington Ave., Boston, MA, 02130, USA
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6
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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: 58] [Impact Index Per Article: 14.5] [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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7
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Mellon SH, Bersani FS, Lindqvist D, Hammamieh R, Donohue D, Dean K, Jett M, Yehuda R, Flory J, Reus VI, Bierer LM, Makotkine I, Abu Amara D, Henn Haase C, Coy M, Doyle FJ, Marmar C, Wolkowitz OM. Metabolomic analysis of male combat veterans with post traumatic stress disorder. PLoS One 2019; 14:e0213839. [PMID: 30883584 PMCID: PMC6422302 DOI: 10.1371/journal.pone.0213839] [Citation(s) in RCA: 50] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/17/2018] [Accepted: 03/02/2019] [Indexed: 12/26/2022] Open
Abstract
Posttraumatic stress disorder (PTSD) is associated with impaired major domains of psychology and behavior. Individuals with PTSD also have increased co-morbidity with several serious medical conditions, including autoimmune diseases, cardiovascular disease, and diabetes, raising the possibility that systemic pathology associated with PTSD might be identified by metabolomic analysis of blood. We sought to identify metabolites that are altered in male combat veterans with PTSD. In this case-control study, we compared metabolomic profiles from age-matched male combat trauma-exposed veterans from the Iraq and Afghanistan conflicts with PTSD (n = 52) and without PTSD (n = 51) (‘Discovery group’). An additional group of 31 PTSD-positive and 31 PTSD-negative male combat-exposed veterans was used for validation of these findings (‘Test group’). Plasma metabolite profiles were measured in all subjects using ultrahigh performance liquid chromatography/tandem mass spectrometry and gas chromatography/mass spectrometry. We identified key differences between PTSD subjects and controls in pathways related to glycolysis and fatty acid uptake and metabolism in the initial ‘Discovery group’, consistent with mitochondrial alterations or dysfunction, which were also confirmed in the ‘Test group’. Other pathways related to urea cycle and amino acid metabolism were different between PTSD subjects and controls in the ‘Discovery’ but not in the smaller ‘Test’ group. These metabolic differences were not explained by comorbid major depression, body mass index, blood glucose, hemoglobin A1c, smoking, or use of analgesics, antidepressants, statins, or anti-inflammatories. These data show replicable, wide-ranging changes in the metabolic profile of combat-exposed males with PTSD, with a suggestion of mitochondrial alterations or dysfunction, that may contribute to the behavioral and somatic phenotypes associated with this disease.
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Affiliation(s)
- Synthia H. Mellon
- Department of Obstetrics, Gynecology & Reproductive Sciences, University of California, San Francisco, CA, United States of America
- * E-mail:
| | - F. Saverio Bersani
- Department of Psychiatry and UCSF Weill Institute for Neurosciences, University of California, San Francisco, CA, United States of America
| | - Daniel Lindqvist
- Department of Psychiatry and UCSF Weill Institute for Neurosciences, University of California, San Francisco, CA, United States of America
| | - Rasha Hammamieh
- Integrative Systems Biology, US Army Medical Research and Materiel Command, USACEHR, Fort Detrick, Frederick, MD, United States of America
| | - Duncan Donohue
- Integrative Systems Biology, US Army Medical Research and Materiel Command, USACEHR, Fort Detrick, Frederick, MD, United States of America
| | - Kelsey Dean
- School of Engineering and Applied Sciences, Harvard University, Cambridge, MA, United States of America
| | - Marti Jett
- Integrative Systems Biology, US Army Medical Research and Materiel Command, USACEHR, Fort Detrick, Frederick, MD, United States of America
| | - Rachel Yehuda
- Department of Psychiatry, James J. Peters VA Medical Center, Bronx, NY and Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, United States of America
| | - Janine Flory
- Department of Psychiatry, James J. Peters VA Medical Center, Bronx, NY and Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, United States of America
| | - Victor I. Reus
- Department of Psychiatry and UCSF Weill Institute for Neurosciences, University of California, San Francisco, CA, United States of America
| | - Linda M. Bierer
- Department of Psychiatry, James J. Peters VA Medical Center, Bronx, NY and Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, United States of America
| | - Iouri Makotkine
- Department of Psychiatry, James J. Peters VA Medical Center, Bronx, NY and Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, United States of America
| | - Duna Abu Amara
- Department of Psychiatry, New York University Langone Medical School, New York, NY, United States of America
| | - Clare Henn Haase
- Department of Psychiatry, New York University Langone Medical School, New York, NY, United States of America
| | - Michelle Coy
- Department of Psychiatry and UCSF Weill Institute for Neurosciences, University of California, San Francisco, CA, United States of America
| | - Francis J. Doyle
- School of Engineering and Applied Sciences, Harvard University, Cambridge, MA, United States of America
| | - Charles Marmar
- Department of Psychiatry, New York University Langone Medical School, New York, NY, United States of America
- Stephen and Alexandra Cohen Veteran Center for Posttraumatic Stress and Traumatic Brain Injury, New York, NY, United States of America
| | - Owen M. Wolkowitz
- Department of Psychiatry and UCSF Weill Institute for Neurosciences, University of California, San Francisco, CA, United States of America
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8
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Mellon SH, Gautam A, Hammamieh R, Jett M, Wolkowitz OM. Metabolism, Metabolomics, and Inflammation in Posttraumatic Stress Disorder. Biol Psychiatry 2018; 83:866-875. [PMID: 29628193 DOI: 10.1016/j.biopsych.2018.02.007] [Citation(s) in RCA: 101] [Impact Index Per Article: 16.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/06/2017] [Revised: 02/08/2018] [Accepted: 02/14/2018] [Indexed: 02/06/2023]
Abstract
Posttraumatic stress disorder (PTSD) is defined by classic psychological manifestations, although among the characteristics are significantly increased rates of serious somatic comorbidities, such as cardiovascular disease, immune dysfunction, and metabolic syndrome. In this review, we assess the evidence for disturbances that may contribute to somatic pathology in inflammation, metabolic syndrome, and circulating metabolites (implicating mitochondrial dysfunction) in individuals with PTSD and in animal models simulating features of PTSD. The clinical and preclinical data highlight probable interrelated features of PTSD pathophysiology, including a proinflammatory milieu, metabolomic changes (implicating mitochondrial and other processes), and metabolic dysregulation. These data suggest that PTSD may be a systemic illness, or that it at least has systemic manifestations, and the behavioral manifestations are those most easily discerned. Whether somatic pathology precedes the development of PTSD (and thus may be a risk factor) or follows the development of PTSD (as a result of either shared pathophysiologies or lifestyle adaptations), comorbid PTSD and somatic illness is a potent combination placing affected individuals at increased physical as well as mental health risk. We conclude with directions for future research and novel treatment approaches based on these abnormalities.
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Affiliation(s)
- Synthia H Mellon
- Department of Obstetrics, Gynecology and Reproductive Sciences, University of California-San Francisco, San Francisco, California
| | - Aarti Gautam
- Integrative Systems Biology, United States Army Medical Research and Material Command, United States Army Center for Environmental Health Research, Fort Detrick, Frederick, Maryland
| | - Rasha Hammamieh
- Integrative Systems Biology, United States Army Medical Research and Material Command, United States Army Center for Environmental Health Research, Fort Detrick, Frederick, Maryland
| | - Marti Jett
- Integrative Systems Biology, United States Army Medical Research and Material Command, United States Army Center for Environmental Health Research, Fort Detrick, Frederick, Maryland.
| | - Owen M Wolkowitz
- Department of Psychiatry, University of California-San Francisco, San Francisco, California
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Yang S, Wynn GH, Ursano RJ. A Clinician's Guide to PTSD Biomarkers and Their Potential Future Use. FOCUS: JOURNAL OF LIFE LONG LEARNING IN PSYCHIATRY 2018; 16:143-152. [PMID: 31975909 DOI: 10.1176/appi.focus.20170045] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
Abstract
No clinically validated biomarkers have yet been found to assist in the diagnosis and treatment of posttraumatic stress disorder (PTSD). Innovation in clinical trial design, however, has led to the study of biomarkers as part of testing new medications and psychotherapies. There may soon be viable biomarkers to assist in diagnosis of PTSD and prediction of illness trajectory, severity, and functional outcomes; subtyping; and treatment selection. Processes for the identification and validation of biomarker findings are complex, involving several stages of clinical testing before use. The authors provide an overview of issues regarding the clinical use of PTSD biomarkers and examine a set of genetic, epigenetic, and other blood-based markers along with physiological markers currently proposed as candidate tests for PTSD. Studies that have identified candidate biomarkers with relevance to treatment selection in PTSD are discussed as a promising area of research that may lead to changes in clinical practice.
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Affiliation(s)
- Suzanne Yang
- The authors are with the Center for the Study of Traumatic Stress, Department of Psychiatry, Uniformed Services University, Bethesda, Maryland. Dr. Yang is also with the Henry M. Jackson Foundation for the Advancement of Military Medicine, Bethesda, Maryland
| | - Gary H Wynn
- The authors are with the Center for the Study of Traumatic Stress, Department of Psychiatry, Uniformed Services University, Bethesda, Maryland. Dr. Yang is also with the Henry M. Jackson Foundation for the Advancement of Military Medicine, Bethesda, Maryland
| | - Robert J Ursano
- The authors are with the Center for the Study of Traumatic Stress, Department of Psychiatry, Uniformed Services University, Bethesda, Maryland. Dr. Yang is also with the Henry M. Jackson Foundation for the Advancement of Military Medicine, Bethesda, Maryland
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10
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Yurkovich JT, Bordbar A, Sigurjónsson ÓE, Palsson BO. Systems biology as an emerging paradigm in transfusion medicine. BMC SYSTEMS BIOLOGY 2018. [PMID: 29514691 PMCID: PMC5842607 DOI: 10.1186/s12918-018-0558-x] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
Abstract
Blood transfusions are an important part of modern medicine, delivering approximately 85 million blood units to patients annually. Recently, the field of transfusion medicine has started to benefit from the “omic” data revolution and corresponding systems biology analytics. The red blood cell is the simplest human cell, making it an accessible starting point for the application of systems biology approaches. In this review, we discuss how the use of systems biology has led to significant contributions in transfusion medicine, including the identification of three distinct metabolic states that define the baseline decay process of red blood cells during storage. We then describe how a series of perturbations to the standard storage conditions characterized the underlying metabolic phenotypes. Finally, we show how the analysis of high-dimensional data led to the identification of predictive biomarkers. The transfusion medicine community is in the early stages of a paradigm shift, moving away from the measurement of a handful of chosen variables to embracing systems biology and a cell-scale point of view.
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Affiliation(s)
- James T Yurkovich
- Department Bioengineering, University of California, San Diego, 9500 Gilman Drive, La Jolla, 92093, USA.,Bioinformatics and Systems Biology Program, University of California, San Diego, 9500 Gilman Drive, La Jolla, 92093, USA
| | - Aarash Bordbar
- Sinopia Biosciences, 600 W Broadway Suite 700, San Diego, 92101, USA
| | - Ólafur E Sigurjónsson
- School of Science and Engineering, Reykjavík University, Hringbraut 101, Reykjavík, 101, Iceland.,The Blood Bank, Landspítali-University Hospital, 9500 Gilman Drive, Reykjavík, 101, Iceland
| | - Bernhard O Palsson
- Department Bioengineering, University of California, San Diego, 9500 Gilman Drive, La Jolla, 92093, USA. .,Bioinformatics and Systems Biology Program, University of California, San Diego, 9500 Gilman Drive, La Jolla, 92093, USA. .,Department of Pediatrics, University of California, San Diego, 9500 Gilman Drive, La Jolla, 92093, USA.
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11
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Genetic variant in CACNA1C is associated with PTSD in traumatized police officers. Eur J Hum Genet 2018; 26:247-257. [PMID: 29362489 PMCID: PMC5838973 DOI: 10.1038/s41431-017-0059-1] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/07/2017] [Revised: 10/06/2017] [Accepted: 10/31/2017] [Indexed: 12/23/2022] Open
Abstract
Posttraumatic stress disorder (PTSD) is a debilitating psychiatric disorder that may develop after a traumatic event. Here we aimed to identify epigenetic and genetic loci associated with PTSD. We included 73 traumatized police officers with extreme phenotypes regarding symptom severity despite similar trauma history: n = 34 had PTSD and n = 39 had minimal PTSD symptoms. Epigenetic and genetic profiles were based on the Illumina HumanMethylation450 BeadChip. We searched for differentially methylated probes (DMPs) and differentially methylated regions (DMRs). For genetic associations we analyzed the CpG-SNPs present on the array. We detected no genome-wide significant DMPs and we did not replicate previously reported DMPs associated with PTSD. However, GSE analysis of the top 100 DMPs showed enrichment of three genes involved in the dopaminergic neurogenesis pathway. Furthermore, we observed a suggestive association of one relatively large DMR between patients and controls, which was located at the PAX8 gene and previously associated with other psychiatric disorders. Finally, we validated five PTSD-associated CpG-SNPs identified with the array using sanger sequencing. We subsequently replicated the association of one common SNP (rs1990322) in the CACNA1C locus with PTSD in an independent cohort of traumatized children. The CACNA1C locus was previously associated with other psychiatric disorders, but not yet with PTSD. Thus, despite the small sample size, inclusion of extreme symptom severity phenotypes in a highly homogenous traumatized cohort enabled detection of epigenetic and genetic loci associated with PTSD. Moreover, here we showed that genetically confounded 450K probes are informative for genetic association analysis.
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12
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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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Whole-genome DNA methylation status associated with clinical PTSD measures of OIF/OEF veterans. Transl Psychiatry 2017; 7:e1169. [PMID: 28696412 PMCID: PMC5538114 DOI: 10.1038/tp.2017.129] [Citation(s) in RCA: 36] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/03/2017] [Accepted: 05/04/2017] [Indexed: 12/25/2022] Open
Abstract
Emerging knowledge suggests that post-traumatic stress disorder (PTSD) pathophysiology is linked to the patients' epigenetic changes, but comprehensive studies examining genome-wide methylation have not been performed. In this study, we examined genome-wide DNA methylation in peripheral whole blood in combat veterans with and without PTSD to ascertain differentially methylated probes. Discovery was initially made in a training sample comprising 48 male Operation Enduring Freedom (OEF)/Operation Iraqi Freedom (OIF) veterans with PTSD and 51 age/ethnicity/gender-matched combat-exposed PTSD-negative controls. Agilent whole-genome array detected ~5600 differentially methylated CpG islands (CpGI) annotated to ~2800 differently methylated genes (DMGs). The majority (84.5%) of these CpGIs were hypermethylated in the PTSD cases. Functional analysis was performed using the DMGs encoding the promoter-bound CpGIs to identify networks related to PTSD. The identified networks were further validated by an independent test set comprising 31 PTSD+/29 PTSD- veterans. Targeted bisulfite sequencing was also used to confirm the methylation status of 20 DMGs shown to be highly perturbed in the training set. To improve the statistical power and mitigate the assay bias and batch effects, a union set combining both training and test set was assayed using a different platform from Illumina. The pathways curated from this analysis confirmed 65% of the pool of pathways mined from training and test sets. The results highlight the importance of assay methodology and use of independent samples for discovery and validation of differentially methylated genes mined from whole blood. Nonetheless, the current study demonstrates that several important epigenetically altered networks may distinguish combat-exposed veterans with and without PTSD.
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Chakraborty N, Meyerhoff J, Jett M, Hammamieh R. Genome to Phenome: A Systems Biology Approach to PTSD Using an Animal Model. Methods Mol Biol 2017; 1598:117-154. [PMID: 28508360 DOI: 10.1007/978-1-4939-6952-4_6] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/07/2023]
Abstract
Post-traumatic stress disorder (PTSD) is a debilitating illness that imposes significant emotional and financial burdens on military families. The understanding of PTSD etiology remains elusive; nonetheless, it is clear that PTSD is manifested by a cluster of symptoms including hyperarousal, reexperiencing of traumatic events, and avoidance of trauma reminders. With these characteristics in mind, several rodent models have been developed eliciting PTSD-like features. Animal models with social dimensions are of particular interest, since the social context plays a major role in the development and manifestation of PTSD.For civilians, a core trauma that elicits PTSD might be characterized by a singular life-threatening event such as a car accident. In contrast, among war veterans, PTSD might be triggered by repeated threats and a cumulative psychological burden that coalesced in the combat zone. In capturing this fundamental difference, the aggressor-exposed social stress (Agg-E SS) model imposes highly threatening conspecific trauma on naïve mice repeatedly and randomly.There is abundant evidence that suggests the potential role of genetic contributions to risk factors for PTSD. Specific observations include putatively heritable attributes of the disorder, the cited cases of atypical brain morphology, and the observed neuroendocrine shifts away from normative. Taken together, these features underscore the importance of multi-omics investigations to develop a comprehensive picture. More daunting will be the task of downstream analysis with integration of these heterogeneous genotypic and phenotypic data types to deliver putative clinical biomarkers. Researchers are advocating for a systems biology approach, which has demonstrated an increasingly robust potential for integrating multidisciplinary data. By applying a systems biology approach here, we have connected the tissue-specific molecular perturbations to the behaviors displayed by mice subjected to Agg-E SS. A molecular pattern that links the atypical fear plasticity to energy deficiency was thereby identified to be causally associated with many behavioral shifts and transformations.PTSD is a multifactorial illness sensitive to environmental influence. Accordingly, it is essential to employ the optimal animal model approximating the environmental condition that elicits PTSD-like symptoms. Integration of an optimal animal model with a systems biology approach can contribute to a more knowledge-driven and efficient next-generation care management system and, potentially, prevention of PTSD.
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Affiliation(s)
- Nabarun Chakraborty
- Integrative Systems Biology, Geneva Foundation, USACEHR, 568 Doughten Drive, Fredrick, MD, 21702-5010, USA
| | - James Meyerhoff
- Integrative Systems Biology, Geneva Foundation, USACEHR, 568 Doughten Drive, Fredrick, MD, 21702-5010, USA
| | - Marti Jett
- Integrative Systems Biology, US Army Center for Environmental Health Research, USACEHR, 568 Doughten Drive, Frederick, MD, 21702-5010, USA
| | - Rasha Hammamieh
- Integrative Systems Biology, US Army Center for Environmental Health Research, USACEHR, 568 Doughten Drive, Frederick, MD, 21702-5010, USA.
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Abstract
Post-traumatic stress disorder (PTSD) occurs in 5-10% of the population and is twice as common in women as in men. Although trauma exposure is the precipitating event for PTSD to develop, biological and psychosocial risk factors are increasingly viewed as predictors of symptom onset, severity and chronicity. PTSD affects multiple biological systems, such as brain circuitry and neurochemistry, and cellular, immune, endocrine and metabolic function. Treatment approaches involve a combination of medications and psychotherapy, with psychotherapy overall showing greatest efficacy. Studies of PTSD pathophysiology initially focused on the psychophysiology and neurobiology of stress responses, and the acquisition and the extinction of fear memories. However, increasing emphasis is being placed on identifying factors that explain individual differences in responses to trauma and promotion of resilience, such as genetic and social factors, brain developmental processes, cumulative biological and psychological effects of early childhood and other stressful lifetime events. The field of PTSD is currently challenged by fluctuations in diagnostic criteria, which have implications for epidemiological, biological, genetic and treatment studies. However, the advent of new biological methodologies offers the possibility of large-scale approaches to heterogeneous and genetically complex brain disorders, and provides optimism that individualized approaches to diagnosis and treatment will be discovered.
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Leviton A, Gressens P, Wolkenhauer O, Dammann O. Systems approach to the study of brain damage in the very preterm newborn. Front Syst Neurosci 2015; 9:58. [PMID: 25926780 PMCID: PMC4396381 DOI: 10.3389/fnsys.2015.00058] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2015] [Accepted: 03/26/2015] [Indexed: 12/11/2022] Open
Abstract
Background: A systems approach to the study of brain damage in very preterm newborns has been lacking. Methods: In this perspective piece, we offer encephalopathy of prematurity as an example of the complexity and interrelatedness of brain-damaging molecular processes that can be initiated inflammatory phenomena. Results: Using three transcription factors, nuclear factor-kappa B (NF-κB), Notch-1, and nuclear factor erythroid 2 related factor 2 (NRF2), we show the inter-connectedness of signaling pathways activated by some antecedents of encephalopathy of prematurity. Conclusions: We hope that as biomarkers of exposures and processes leading to brain damage in the most immature newborns become more readily available, those who apply a systems approach to the study of neuroscience can be persuaded to study the pathogenesis of brain disorders in the very preterm newborn.
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Affiliation(s)
- Alan Leviton
- Neuroepidemiology Unit, Boston Children's Hospital Boston, MA, USA ; Department of Neurology, Harvard Medical School Boston, MA, USA
| | - Pierre Gressens
- Inserm, U1141 Paris, France ; Department of Perinatal Imaging and Health, Department of Division of Imaging Sciences and Biomedical Engineering, King's College London, King's Health Partners, St. Thomas' Hospital London, UK
| | - Olaf Wolkenhauer
- Department of Systems Biology and Bioinformatics, University of Rostock Rostock, Germany ; Stellenbosch Institute for Advanced Study (STIAS) Stellenbosch, South Africa
| | - Olaf Dammann
- Department of Public Health and Community Medicine, Tufts University School of Medicine Boston, MA, USA ; Perinatal Epidemiology Unit, Department of Gynecology and Obstetrics, Hannover Medical School Hannover, Germany
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