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Artificial Intelligence and Posttraumatic Stress Disorder (PTSD) An Overview of Advances in Research and Emerging Clinical Applications
Malgaroli, Matteo; Schultebraucks, Katharina
ISI:000609486400005
ISSN: 1016-9040
CID: 4780742
A Generalized Predictive Algorithm of Posttraumatic Stress Development Following Emergency Department Admission Using Biological Markers Routinely Collected from Electronic Medical Records [Meeting Abstract]
Schultebraucks, Katharina; Shalev, Arieh; Michopoulos, Vasiliki; Stevens, Jennifer; Jovanovic, Tanja; Bonanno, George; Rothbaum, Barbara; Nemeroff, Charles; Ressler, Kerry; Galatzer-Levy, Isaac
ISI:000535308200243
ISSN: 0006-3223
CID: 4560752
Forecasting PTSD Course From Acute Post-Trauma Biomedical Data: A Machine Learning Multicenter Cohort Study [Meeting Abstract]
van Zuiden, Mirjam; Sijbrandij, Marit; Galatzer-Levy, Isaac; Mouthaan, Joanne; Olff, Miranda; Schultebraucks, Katharina
ISI:000535308200244
ISSN: 0006-3223
CID: 4560762
Identifying predictive features of autism spectrum disorders in a clinical sample of adolescents and adults using machine learning
Kuepper, Charlotte; Stroth, Sanna; Wolff, Nicole; Hauck, Florian; Kliewer, Natalia; Schad-Hansjosten, Tanja; Kamp-Becker, Inge; Poustka, Luise; Roessner, Veit; Schultebraucks, Katharina; Roepke, Stefan
ISI:000563452900001
ISSN: 2045-2322
CID: 4754122
Sex Differences in Peri-Traumatic Cortisol and Inflammatory Cytokines Explain Differential Risk for Future PTSD [Meeting Abstract]
Lalonde, Chloe; Beurel, Eleonore; Gould, Felicia; Dhabhar, Firdaus S.; Schultebraucks, Katharina; Galatzer-Levy, Isaac; Rothbaum, Barbara; Ressler, Kerry J.; Nemeroff, Charles; Michopoulos, Vasiliki; Stevens, Jennifer
ISI:000535308201326
ISSN: 0006-3223
CID: 4560972
Emotion dysregulation is associated with increased prospective risk for chronic PTSD development
Pencea, Ioana; Munoz, Adam P; Maples-Keller, Jessica L; Fiorillo, Devika; Schultebraucks, Katharina; Galatzer-Levy, Isaac; Rothbaum, Barbara O; Ressler, Kerry J; Stevens, Jennifer S; Michopoulos, Vasiliki; Powers, Abigail
While emotion dysregulation is associated with many psychological disorders, including posttraumatic stress disorder (PTSD), it remains uncertain whether pre-existing emotion dysregulation increases individual risk for prospectively developing PTSD in the aftermath of trauma exposure. Thus, the objective of the current study was to determine whether emotion dysregulation could prospectively predict the development of chronic PTSD symptoms following a traumatic event above and beyond other known associated factors, including depressive symptoms, baseline PTSD symptoms, total traumas experienced, and exposure to interpersonal trauma. Participants (N = 135) were recruited from the emergency department (ED) at Grady Memorial Hospital in Atlanta and follow-up assessments were conducted at 1-, 3-, 6-, and 12-months following trauma exposure. Latent Growth Mixture Modeling was used to identify PTSD symptom trajectories based on symptoms assessed at 1, 3, 6, and 12 months; three trajectories emerged: "chronic", "recovery", and "resilient". For the present study, probability of chronic PTSD symptoms was used as the outcome variable of interest. Linear regression modeling showed that emotion dysregulation was significantly associated with probability of developing chronic PTSD symptoms (p = 0.001) and accounted for an additional 7% of unique predictive variance when controlling for trauma exposure, baseline PTSD, and depressive symptoms. Our findings suggest that emotion dysregulation can be used as both a predictor of chronic PTSD and as a treatment target. Thus, identifying individuals with high levels of emotion dysregulation at the time of trauma and implementing treatments designed to improve emotion regulation could aid in decreasing the development of chronic PTSD among these at-risk individuals.
PMID: 31865212
ISSN: 1879-1379
CID: 4243962
Heightened biological stress response during exposure to a trauma film predicts an increase in intrusive memories
Schultebraucks, Katharina; Rombold-Bruehl, Felicitas; Wingenfeld, Katja; Hellmann-Regen, Julian; Otte, Christian; Roepke, Stefan
Some people develop symptoms of posttraumatic stress disorder (PTSD) after having experienced a traumatic event, whereas others do not. Intrusive memories are a cardinal symptom of PTSD and a better understanding of encoding and consolidation of intrusive memory may yield important insights on differences in the response to trauma. The primary aim of this study is to investigate whether psychosocial stress induction (Trier Social Stress Test) versus active control (placebo version) leading to respective biological stress responses during the encoding and consolidation of a film-elicited analogue trauma influences the development of intrusive memories over the course of 7 consecutive days. We hypothesized that the activation of the biological stress system increases the number of intrusive memories over the course of 7 days. This single-blind randomized placebo-controlled study examined 122 young healthy women. Biological stress response was measured by salivary cortisol, salivary α-amylase activity, and heart rate variability. Generalized linear mixed models were used to analyze longitudinal effects of activation of biological stress response on self-reported number of intrusive memories. Cross-validated regularized regression (least absolute shrinkage and selection operator) was applied for data-driven feature selection including known biological and psychological predictors. Corroborating our hypothesis, biological stress-responders to the Trier Social Stress Test reported significantly more intrusive memories after trauma film. A priori designed post hoc tests point at significantly more intrusions on Day 1 and 2 in biological stress responders. Least absolute shrinkage and selection operator regression revealed salivary cortisol, salivary α-amylase activity, heart rate variability, subjectively rated distress, fear, and (on trend level) dissociation during the trauma film as relevant predictors of intrusive memories. A heightened biological stress response in young women is associated with more intrusive memories the first days after experiencing a trauma analogue. (PsycINFO Database Record (c) 2019 APA, all rights reserved).
PMID: 31282686
ISSN: 1939-1846
CID: 4136122
Association of Prospective Risk for Chronic PTSD Symptoms With Low TNFα and IFNγ Concentrations in the Immediate Aftermath of Trauma Exposure
Michopoulos, Vasiliki; Beurel, Eleonore; Gould, Felicia; Dhabhar, Firdaus S; Schultebraucks, Katharina; Galatzer-Levy, Isaac; Rothbaum, Barbara O; Ressler, Kerry J; Nemeroff, Charles B
OBJECTIVE/UNASSIGNED:Although several reports have documented heightened systemic inflammation in posttraumatic stress disorder (PTSD), few studies have assessed whether inflammatory markers serve as prospective biomarkers for PTSD risk. The present study aimed to characterize whether peripheral immune factors measured in blood samples collected in an emergency department immediately after trauma exposure would predict later chronic development of PTSD. METHODS/UNASSIGNED:Participants (N=505) were recruited from a hospital emergency department and underwent a 1.5-hour assessment. Blood samples were drawn, on average, about 3 hours after trauma exposure. Follow-up assessments were conducted 1, 3, 6, and 12 months after trauma exposure. Latent growth mixture modeling was used to identify classes of PTSD symptom trajectories. RESULTS/UNASSIGNED:Three distinct classes of PTSD symptom trajectories were identified: chronic (N=28), resilient (N=160), and recovery (N=85). Multivariate analyses of covariance revealed a significant multivariate main effect of PTSD symptom trajectory class membership on proinflammatory cytokines. Univariate analyses showed a significant main effect of trajectory class membership on plasma concentrations of proinflammatory tumor necrosis factor α (TNFα) and interferon-γ (IFNγ). Concentrations of proinflammatory TNFα and IFNγ were significantly lower in individuals in the chronic PTSD class compared with those in the recovery and resilient classes. There were no significant differences in interleukin (IL) 1β and IL-6 concentrations by PTSD symptom trajectory class. Anti-inflammatory and other cytokines, as well as chemokines and growth factor concentrations, were not associated with development of chronic PTSD. CONCLUSIONS/UNASSIGNED:Overall, the study findings suggest that assessing the proinflammatory immune response to trauma exposure immediately after trauma exposure, in the emergency department, may help identify individuals most at risk for developing chronic PTSD in the aftermath of trauma.
PMID: 31352811
ISSN: 1535-7228
CID: 4015152
Machine Learning for Prediction of Posttraumatic Stress and Resilience Following Trauma: An Overview of Basic Concepts and Recent Advances
Schultebraucks, Katharina; Galatzer-Levy, Isaac R
Posttraumatic stress responses are characterized by a heterogeneity in clinical appearance and etiology. This heterogeneity impacts the field's ability to characterize, predict, and remediate maladaptive responses to trauma. Machine learning (ML) approaches are increasingly utilized to overcome this foundational problem in characterization, prediction, and treatment selection across branches of medicine that have struggled with similar clinical realities of heterogeneity in etiology and outcome, such as oncology. In this article, we review and evaluate ML approaches and applications utilized in the areas of posttraumatic stress, stress pathology, and resilience research, and present didactic information and examples to aid researchers interested in the relevance of ML to their own research. The examined studies exemplify the high potential of ML approaches to build accurate predictive and diagnostic models of posttraumatic stress and stress pathology risk based on diverse sources of available information. The use of ML approaches to integrate high-dimensional data demonstrates substantial gains in risk prediction even when the sources of data are the same as those used in traditional predictive models. This area of research will greatly benefit from collaboration and data sharing among researchers of posttraumatic stress disorder, stress pathology, and resilience.
PMID: 30892723
ISSN: 1573-6598
CID: 3735102
Influence of glucocorticoid and mineralocorticoid receptor stimulation on task switching
Deuter, Christian E; Wingenfeld, Katja; Schultebraucks, Katharina; Otte, Christian; Kuehl, Linn K
The influence of stress on executive functions has been demonstrated in numerous studies and is potentially mediated by the stress-induced cortisol release. Yet, the impact of cortisol on cognitive flexibility and task switching in particular remains equivocal. In this study, we investigated the influence of pharmacological glucocorticoid receptor (GR) and mineralocorticoid receptor (MR) stimulation, two corticosteroid receptor types known to be responsible for cortisol effects on the brain. We conducted two experiments, each with 80 healthy participants (40 women and 40 men), and tested the effect of the unspecific MR/GR agonist hydrocortisone (Experiment I) and the more specific MR agonist fludrocortisone (Experiment II) on switch costs and task rule congruency in a bivalent, cued task switching paradigm. The results did not confirm our hypotheses; we found no significant effects of our manipulations on task switching capacity, although general switching and congruency effects were observed. We discuss the absence of MR/GR-mediated effects and propose alternative mechanisms that could explain stress induced effects on task switching.
PMID: 30684522
ISSN: 1095-6867
CID: 3663782