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NOT YET RECRUITING
NCT07325513
NA

Machine Learning in Guiding rTMS Treatment for GWI-Related Headaches and Body Pain

Sponsor: Veterans Medical Research Foundation

View on ClinicalTrials.gov

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

DEVICE

Active Repetitive Transcranial Magnetic Stimulation

rTMS will be administered to the LDLPFC with an active coil.

DEVICE

Active Repetitive Transcranial Magnetic Stimulation

rTMS will be administered to the LDLPFC with an active coil.

DEVICE

Active Repetitive Transcranial Magnetic Stimulation

rTMS will be administered to the LDLPFC and LMC with an active coil.

DEVICE

Active Repetitive Transcranial Magnetic Stimulation

rTMS will be administered to the LDLPFC and LMC with an active coil.