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Machine Learning in Guiding rTMS Treatment for GWI-Related Headaches and Body Pain
Sponsor: Veterans Medical Research Foundation
Summary
The goal of this clinical trial is to create a machine learning algorithm to improve active repetitive transcranial magnetic stimulation (rTMS) treatments for veterans and/or active military personnel by alleviating Gulf War Illness related headaches and body pain (GWI-HAP). This study aims to develop and validate a Support Vector Machine (SVM) model that could replace the trial-and-error process by assessing functional connectivity provided by resting state functional magnetic resonance imaging (rs-fMRI) data to predict the most effective rTMS protocol for each person. All participants will be receiving active rTMS treatment. The main questions it intends to answer are: 1. Does the SVM model predict a more effective treatment response rate for predicted respondents undergoing active rTMS at the left dorsolateral prefrontal cortex (DLPFC) compared to predicted non-respondents? 2. Does the SVM model predict a more effective treatment response rate while undergoing active rTMS at the left dorsolateral prefrontal cortex (DLPFC) and left motor cortex (LMC) in predicted respondents compared to predicted non-respondents? Participants will undergo the following: 1. Receive a total of 13 active rTMS treatment sessions over 3-4 months. 2. Visit the clinic for a total of 15 visits for assessments, check ups, and treatments. 3. Keep a daily log of their headaches, muscle and joint pain throughout the study.
Key Details
Gender
All
Age Range
18 Years - 65 Years
Study Type
INTERVENTIONAL
Enrollment
140
Start Date
2026-01
Completion Date
2029-09
Last Updated
2026-01-14
Healthy Volunteers
No
Interventions
Active Repetitive Transcranial Magnetic Stimulation
rTMS will be administered to the LDLPFC with an active coil.
Active Repetitive Transcranial Magnetic Stimulation
rTMS will be administered to the LDLPFC with an active coil.
Active Repetitive Transcranial Magnetic Stimulation
rTMS will be administered to the LDLPFC and LMC with an active coil.
Active Repetitive Transcranial Magnetic Stimulation
rTMS will be administered to the LDLPFC and LMC with an active coil.