Real-time fMRI and Neurofeedback of Brain Networks Mediating Trauma Memory Recall in PTSD
NCT ID: NCT02500719
Last Updated: 2021-08-20
Study Results
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View full resultsBasic Information
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COMPLETED
NA
30 participants
INTERVENTIONAL
2015-08-15
2019-04-30
Brief Summary
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Detailed Description
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Here, the investigator proposes to utilize a novel computational modeling approach combined with state-of-the-art functional magnetic resonance imaging (fMRI)-based neurofeedback to directly identify and modulate the idiosyncratic neural network encoding the trauma memory. Successful pursuit of these aims would 1) provide scientific support for the hypothesis that a distributed network including the amygdala, hippocampus, medial prefrontal cortex (PFC), lateral PFC, and anterior insula mediates emotional responding upon trauma memory recall, and 2) provide proof-of-concept evidence that neurofeedback modulation of this network can boost existing therapy efficacy.
Conditions
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Study Design
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NON_RANDOMIZED
PARALLEL
OTHER
NONE
Study Groups
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Healthy Participants
A group of healthy participants will be enrolled first in the pilot phase of the study. This phase allows for the refinement (prior to the implementing in our PTSD participant group) the application of our support vector machine based real-time functional magnetic resonance imaging (rt-fMRI) algorithm, which evaluates brain networks thought to mediate emotional arousal and presents them (in real time) to subjects to aide in volitional manipulation of arousal.
Computational Model - Real-time Support Vector Machine
A support vector machine algorithm will be applied in real-time to fMRI data to identify distributed patterns of co-activated brain regions that specifically encode high emotional arousal (i.e,. high SCR) to the stress/trauma memory (note, this is equivalent to predictions of fitted Q-iteration in which the all actions are specified as zero, reward is equal to the support vector machine predicted arousal, and the discount factor of 0). The resulting idiosyncratic brain map would inform the neurofeedback phase in the next stage of fMRI data collection. This approach will first be piloted in the healthy participant group, then implemented in the PTSD participant group.
PTSD Participants
A group of participants with symptoms of PTSD will be enrolled in the implementation phase of the study. This phase allows for the evaluation of rt-fMRI guidance of brain networks thought to mediate emotional arousal, specifically whether participants can learn volitional control of these networks.
Computational Model - Real-time Support Vector Machine
A support vector machine algorithm will be applied in real-time to fMRI data to identify distributed patterns of co-activated brain regions that specifically encode high emotional arousal (i.e,. high SCR) to the stress/trauma memory (note, this is equivalent to predictions of fitted Q-iteration in which the all actions are specified as zero, reward is equal to the support vector machine predicted arousal, and the discount factor of 0). The resulting idiosyncratic brain map would inform the neurofeedback phase in the next stage of fMRI data collection. This approach will first be piloted in the healthy participant group, then implemented in the PTSD participant group.
Interventions
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Computational Model - Real-time Support Vector Machine
A support vector machine algorithm will be applied in real-time to fMRI data to identify distributed patterns of co-activated brain regions that specifically encode high emotional arousal (i.e,. high SCR) to the stress/trauma memory (note, this is equivalent to predictions of fitted Q-iteration in which the all actions are specified as zero, reward is equal to the support vector machine predicted arousal, and the discount factor of 0). The resulting idiosyncratic brain map would inform the neurofeedback phase in the next stage of fMRI data collection. This approach will first be piloted in the healthy participant group, then implemented in the PTSD participant group.
Other Intervention Names
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Eligibility Criteria
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Inclusion Criteria
* Aged 21-50
* Medically healthy
Exclusion Criteria
* Major medical disorders (e.g., HIV, cancer)
* Magnetic metallic implants (such as screws, pins, shrapnel remnants, aneurysm clips, artificial heart valves, inner ear (cochlear) implants, artificial joints, and vascular stents)
* Electronic or magnetic implants, such as pacemakers
* Permanent makeup or tattoos with metallic dyes
* Currently pregnant
* A self-reported history of loss of consciousness (greater than 10 minutes)
* Physical disabilities that prohibit task performance (such as blindness or deafness)
* Psychotic disorders (e.g., schizophrenia)
* Any other condition that the investigator believes might put the participant at risk
21 Years
50 Years
FEMALE
Yes
Sponsors
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University of Arkansas
OTHER
Responsible Party
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Principal Investigators
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Keith Bush, PhD.
Role: PRINCIPAL_INVESTIGATOR
University of Arkansas
Locations
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University of Arkansas for Medical Sciences
Little Rock, Arkansas, United States
Countries
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Provided Documents
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Document Type: Study Protocol and Statistical Analysis Plan
Other Identifiers
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203600
Identifier Type: -
Identifier Source: org_study_id
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