Toward multimodal MRI biomarkers of PTSD: functional and structural connectivity signatures in WTC responders
Invernizzi, A.; Folloni, D.; Rechtman, E.; Santiago-Michels, S.; Lucchini, R. G.; Luft, B. J.; Clouston, S.; Tang, C. Y.; Horton, M.
Show abstract
Background: Post-traumatic stress disorder (PTSD) remains highly prevalent affecting ~23% of World Trade Center (WTC) responders more than two decades after 9/11. While MRI studies have identified neural differences associated with PTSD, these findings have not translated into improved treatment. We introduce a novel multimodal MRI approach, DAta-driven Network Connectivity Estimate (DANCE), integrating structural and functional magnetic resonance imaging (MRI) to better capture PTSD mechanisms and inform biomarkers. Methods: In 96 WTC responders , including 45 with current WTC-related PTSD and 51 without PTSD. We applied graph theory to resting-state functional MRI to identify functional hubs via eigenvector centrality and identified divergence between groups using partial least squares discriminant analysis (PLS-DA). From diffusion MRI, we reconstructed five anatomical tracts (i.e., streamlines) in the temporal lobes. Using DANCE, we quantified the differential distribution of streamlines of the reconstructed tracts connecting the functional hubs. We then tested whether WTC exposure duration moderated associations between PTSD and DANCE indices. Results: Responders with PTSD showed altered centrality in nine functional hubs (AUC=0.75 (0.651-0.847)) including bilateral anterior inferior temporal gyrus, right superior parietal lobule, right anterior parahippocampal gyrus, right anterior/posterior superior temporal gyrus (STG), right caudate nucleus, left amygdala and brainstem. Connectivity differences emerged in four tracts: hippocampus, parahippocampus, inferior and superior temporal gyri (STG). DANCE differed in the inferior fronto-occipital fasciculus (IFOF), medial (IFLmed) and lateral (IFLlat) components of the inferior longitudinal fasciculus and in the middle longitudinal fascicle (MdLF). WTC exposure duration significantly moderated the association between PTSD and DANCE values in the IFLmed, right posterior STG (p= 0.035). Conclusion: Our novel DANCE approach revealed converging functional and anatomical connectivity alterations uniquely associated with PTSD in WTC responders and offers compelling evidence for distinct neurobiological signatures of the disorder. These findings significantly advance our understanding of PTSD pathophysiology and highlight potential biomarkers for diagnosis and targeted intervention.
Matching journals
The top 1 journal accounts for 50% of the predicted probability mass.
Similar papers in this journal
- Potential Neurocognitive Biomarkers for Post Traumatic Stress Disorder (PTSD) Severity in Recent Trauma Survivors 97%
- Stress-induced change in salience network coupling prospectively predicts trauma-related symptoms 96%
- Whole-brain Mechanism of Neurofeedback Therapy: Predictive Modeling of Neurofeedback Outcomes on Repetitive Negative Thinking in Depression 95%
Similar papers in this journal
- Resting State connectivity patterns associated with trait anxiety in adolescence 95%
- The neurocognitive gains of diagnostic reasoning training using simulated interactive veterinary cases. 94%
- Individual differences in social reward and threat expectancies linked to grey matter volumes in key regions of the social brain 94%
Similar papers in this journal
- Functional Connectivity of the Cerebellar Vermis in Bipolar Disorder and Associations with Mood 94%
- Evidence for altered neural activity patterns after MDMA-assisted therapy in adults with chronic and severe post-traumatic stress disorder: a pilot study 92%
- Towards Biophysical Markers of Depression Vulnerability 92%
Similar papers in this journal
- A generalizable functional connectivity signature characterizes brain dysfunction and links to rTMS treatment response in cocaine use disorder 94%
- Genetic overlap between multivariate measures of human functional brain connectivity and psychiatric disorders 94%
- Stomach-brain coupling indexes a dimensional signature of mental health. 93%
Similar papers in this journal
- Clinical Response to Neurofeedback in Major Depression Relates to Subtypes of Whole-Brain Activation Patterns During Training 95%
- The Effects of Adverse Life Events on Brain Development in the ABCD Study®: A Propensity-weighted Analysis 95%
- Spatiotemporal dynamics of hippocampal-cortical networks underlying the unique phenomenological properties of trauma-related intrusive memories 94%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.