Intrusive Traumatic Re-Experiencing Domain: Functional Connectivity Feature Classification by the ENIGMA PTSD
Benjamin Suarez-Jimenez1, Amit Lazarov2,3, Xi Zhu3
1Del Monte Institute for Neuroscience, Department of Neuroscience, University of Rochester School of Medicine and Dentistry, Rochester, New York.
Resting-state functional connectivity (rsFC) can distinguish trauma-exposed individuals from those with PTSD or the Intrusive Traumatic Re-experiencing Domain (ITRED). However, rsFC did not effectively differentiate PTSD from ITRED-only groups.
Area of Science:
- Neuroscience
- Psychiatry
- Computational Psychiatry
Background:
- The Intrusive Traumatic Re-experiencing Domain (ITRED) is a new concept focusing on involuntary re-experiencing symptoms in posttraumatic psychopathology.
- ITRED proposes a novel perspective on posttraumatic stress disorder (PTSD) research, emphasizing intrusive memories, nightmares, and flashbacks.
Purpose of the Study:
- To investigate the neural network connectivity patterns associated with the Intrusive Traumatic Re-experiencing Domain (ITRED).
- To explore the utility of resting-state functional connectivity (rsFC) in classifying individuals with PTSD, ITRED-only, and trauma-exposed-only (TE-only).
Main Methods:
- Utilized resting-state functional connectivity (rsFC) data from 584 participants across 9 sites in the ENIGMA PTSD Consortium.
- Employed a machine learning approach (random forest classification) to differentiate between PTSD, ITRED-only, and TE-only groups based on rsFC signatures.
- Validated classification model performance using cross-validation and an independent test dataset, evaluating the area under the curve (AUC).
Main Results:
- rsFC signatures achieved approximately 60% accuracy in differentiating TE-only participants from both PTSD and ITRED-only groups.
- Classification accuracy was lower (45%) when attempting to differentiate between PTSD and ITRED-only individuals using rsFC.
- Default mode network (DMN) pathways were common features differentiating TE-only participants from PTSD and ITRED-only groups, while frontoparietal network connectivity showed unique differentiating patterns.
Conclusions:
- Neural network connectivity provides a neurobiologically based foundation for classifying posttrauma psychopathology, supporting ITRED as a distinct domain.
- Findings suggest that rsFC can differentiate general trauma exposure from specific posttraumatic symptom clusters, but distinguishing between PTSD and ITRED requires further investigation.
More Related Videos
08:20Simultaneous Application of Transcranial Direct Current Stimulation during Virtual Reality Exposure
Published on: January 18, 2021
09:55Use of a Psychophysiological Script-driven Imagery Experiment to Study Trauma-related Dissociation in Borderline Personality Disorder
Published on: March 8, 2018
Related Concept Videos
Post-traumatic Stress Disorder
Symptoms and Behavioral Manifestations
A spectrum of distressing symptoms characterizes PTSD. Recurrent flashbacks, where individuals involuntarily relive traumatic events,...
Traumatic Memory
Dissociative Disorders
Dissociative Fugue
A hallmark feature of dissociative disorders is the dissociative fugue...
Repressed Memory
Dissociative Identity Disorder
Dissociative Amnesia
