98%
921
2 minutes
20
Traumatic events lead to distressing memories, but such memories are made all the worse when they intrude to mind unbidden and recurrently. Intrusive memories and flashbacks after trauma are prominent in several mental disorders, including post-traumatic stress disorder and can persist for years. Critically, the reduction of intrusive memories provides a treatment target. While cognitive and descriptive models for psychological trauma exist, these lack formal quantitative structure and robust empirical validation. Here, using techniques from stochastic process theory, we develop a mechanistically driven, quantitative framework to extend understanding of the temporal dynamic processes of trauma memory. Our approach is to develop a probabilistic description of memory mechanisms to link to the broader goals of trauma treatment. We show how the marginal gains of treatments for intrusive memories can be enhanced as key properties (intervention strength and reminder strength) of the intervention and memory consolidation (probability memories are labile) vary. Parametrizing the framework with empirical data highlights that while emerging interventions to reduce occurrence of intrusive memories can be effective, counterintuitively, multiple reactivation cues may help reduce intrusive memories more than would stronger cues. More broadly, the approach provides a quantitative framework for associating neural mechanisms of memory with broader cognitive processes.
Download full-text PDF |
Source |
---|---|
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC10244962 | PMC |
http://dx.doi.org/10.1098/rsif.2023.0108 | DOI Listing |
Alzheimers Dement
September 2025
Laboratory of Alzheimer's Neuroimaging and Epidemiology, IRCCS Istituto Centro San Giovanni di Dio Fatebenefratelli, Brescia, Italy.
Introduction: Receiving an Alzheimer's disease (AD) diagnosis can be a distressing experience, for both the individual with the condition and the family. This cross-sectional study explored whether the disclosure of AD diagnosis generated post-traumatic stress symptoms (PTSSs) in caregivers and how this affected their psychological well-being.
Methods: Seventy-nine caregivers completed the Impact of Event Scale to assess any PTSSs related to the memory of AD disclosure and clinical scales to assess current psychological distress.
J Trauma Acute Care Surg
September 2025
From the Department of Surgery (C.S.), New York-Presbyterian/Weill-Cornell Medical Center, New York; and Department of Surgery (C.C., J.R., K.M., N.M., R.J.R., R.L., J.B.), Jamaica Hospital Medical Center, Queens, New York.
Background: The American College of Surgeons Committee on Trauma requires that trauma centers have a structured approach to identifying patients at risk for mental health conditions. However, the college does not recommend any specific screening protocol. The Posttraumatic Stress Disorder Checklist for DSM-5 (PCL-5) is a validated, 20-question screening instrument used at many trauma centers.
View Article and Find Full Text PDFSynapse
September 2025
School of First Clinical, Ningxia Medical University, Yinchuan, Ningxia, China.
Obsessive-compulsive disorder (OCD) is a chronic and debilitating psychiatric condition characterized by persistent, intrusive thoughts (obsessions) and repetitive ritualistic behaviors (compulsions). Accumulating evidence suggests that individuals with OCD demonstrate marked cognitive impairments, especially in executive function domains, including cognitive flexibility and working memory. Although existing therapeutic approaches (e.
View Article and Find Full Text PDFGen Psychiatr
August 2025
Shanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai, China.
Post-traumatic stress disorder (PTSD) is a severe neuropsychiatric disorder characterised by re-experiencing, avoidance and hyperarousal. Memory abnormalities manifested as intrusive thoughts and prolonged distressful emotions are postulated as key roles in PTSD development and persistence. Over the past decades, convergent results from human and animal studies have systematically investigated contributions of the amygdala, hippocampus and medial prefrontal cortex (mPFC) in fear memory processes, including fear acquisition, storage, reconsolidation and extinction.
View Article and Find Full Text PDFSensors (Basel)
August 2025
School of Innovation, Design and Engineering, Mälardalen University, 722 20 Västerås, Sweden.
In cyber-physical systems governed by nonlinear partial differential equations (PDEs), real-time control is often limited by sparse sensor data and high-dimensional system dynamics. Deep reinforcement learning (DRL) has shown promise for controlling such systems, but training DRL agents directly on full-order simulations is computationally intensive. This paper presents a sensor-driven, non-intrusive reduced-order modeling (NIROM) framework called FAE-CAE-LSTM, which combines convolutional and fully connected autoencoders with a long short-term memory (LSTM) network.
View Article and Find Full Text PDF