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NCT07325513 · Veterans Medical Research Foundation

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

(SVM - GWI)

What this study is about

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).

View original scientific description

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.

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.

Primary outcome measures

Pain Intensity - Mechanical Visual Analogue Scale (M-VAS)

Time frame: From baseline to the end of treatment at 16 weeks

A scale that ranges from 0 to 10 ("No pain" to "Worst possible pain").

Headache and Pain Log

Time frame: From enrollment to the end of treatment at 16 weeks

A personal daily log is used to track the subject's headaches, muscle and joint pain throughout the course of the study based on a range of 0 to 10, with higher scores indicating more severe pain.

Mood - Hamilton Rating Scale for Depression (HRSD)

Time frame: From baseline to end of treatment at 16 weeks

This scale is a well-established questionnaire which consists of twenty-one questions and rates the severity of symptoms observed in depression such as low mood, insomnia, agitation, anxiety and weight loss. Only the first 17 items are used for the overall scoring. A score between 14 and 18 represents a moderate form of depression and a score greater than 19 represents severe depression.

Pain Severity - Brief Pain Inventory-Short Form (BPI-sf)

Time frame: Baseline, 1-week, 1-month, 2-months

This is a self-administered questionnaire developed to assess the severity of pain and the impact of pain on daily functions during the 24-hour period prior to evaluation. The BPI-sf consists of five questions. Four items measure pain on 11-point response scales from 0 to 10 ("No Pain" to "Pain as bad as you can imagine"). Another item, containing 7 sub-questions, evaluates the level of pain interference with daily functioning on 11-point response scales from 0 to 10 ("Does not interfere" to "Completely interferes"). Items 3-6 are summed together for a total average pain severity score.

Pain Severity - Brief Pain Inventory-Short Form (BPI-sf)

Time frame: Baseline, 1-week, 1-month, 2-months

This is a self-administered questionnaire developed to assess the severity of pain and the impact of pain on daily functions during the 24-hour period prior to evaluation. The BPI-sf consists of five questions. Four items measure pain on 11-point response scales from 0 to 10 ("No Pain" to "Pain as bad as you can imagine"). Another item, containing 7 sub-questions, evaluates the level of pain interference with daily functioning on 11-point response scales from 0 to 10 ("Does not interfere" to "Completely interferes"). Items 9A-9G are summed together for a total pain interference score.

Pain Quality and Intensity - Short Form McGill Pain Questionnaire (SF-MPQ)

Time frame: Baseline, 1-week, 1-month, 2-months

This is a self-report questionnaire that allows individuals to describe the quality and intensity of pain they are experiencing. This will be used to assess the sensory and affective aspects of muscle pain. The SF-MPQ consists of fifteen questions; items 1-11 are measured on a 4-point response scale ranging from 0 to 3 ("None" to "Severe"). Items 12-15 include a visual analogue scale (VAS) from "No pain" to "Worst possible pain" and Present Pain Intensity (PPI) ranging from 0 to 5 ("No pain" to "Excruciating") ranking overall pain intensity for a total average muscle pain score. This is calculated via the average VAS scores (0-100) with 0 indicating no pain and 100 equivalent to the worst pain possible.

Pain Quality and Intensity - Short Form McGill Pain Questionnaire (SF-MPQ)

Time frame: Baseline, 1-week, 1-month, 2-months

This is a self-report questionnaire that allows individuals to describe the quality and intensity of pain they are experiencing. This will be used to assess the sensory and affective aspects of joint pain. The SF-MPQ consists of fifteen questions; items 1-11 are measured on a 4-point response scale ranging from 0 to 3 ("None" to "Severe"). Items 12-15 include a visual analogue scale (VAS) from "No pain" to "Worst possible pain" and Present Pain Intensity (PPI) ranging from 0 to 5 ("No pain" to "Excruciating") ranking overall pain intensity for a total average joint pain score. This is calculated via the average VAS scores (0-100) with 0 indicating no pain and 100 equivalent to the worst pain possible.

Functionality - Revised Fibromyalgia Impact Questionnaire

Time frame: Baseline, 1-week, 1-month, 2-months

A questionnaire to evaluate the function, overall impact and symptoms of Fibromyalgia. The 3 categories are calculated by the sum of the scores to produce a total score. Each item ranges from 0-10 and the total score is 0-100 with high scores indicating more severe impact.

Pain Intensity - New Clinical Fibromyalgia Diagnostic Criteria - Part 1

Time frame: Baseline, 1-week, 1-month, 2-months

Patients will be asked to rate the average (over the past week) intensity of muscle pain up to 12 locations of the body. This is calculated by the Widespread Pain Index (WPI) total score ranging from 0 to 19 and a marker visual analogue scale (MVAS) ranging from 0 to 100.

Pain Severity - Headache Impact Test (HIT-6)

Time frame: Baseline, 1-week, 1-month, 2-months

This test measures how impact headaches affect the individual's ability to function in different domains. This six question test evaluates the severity of headache pain from "Never" to "Always" with a total range between 36-78, higher scores indicating greater impact on functionality.

Pain Severity - Neurobehavioral Symptoms Inventory (NSI)

Time frame: Baseline, 1-week, 1-month, 2-months

This twenty-two self-report questionnaire on the severity of each symptom is measured using a 5-point response scale ranging from 0 to 4 ("None - Rarely if ever present; not a problem at all" to "Very Severe - Almost always present and I have been unable to perform at work, school or home due to this problem; I probably cannot function without help"). It asks the subjects to indicate the extent to which each symptom has disturbed them. The total score ranges from 0 to 88 with a higher score indicating very severe symptom disruption.

Sleep Quality - Pittsburgh Sleep Quality Index (PSQI)

Time frame: Baseline, 1-week, 1-month, 2-months

This index has nineteen individual items which are used to generate 7 composite scores on: subjective sleep quality, sleep latency, sleep duration, habitual sleep efficiency, sleep disturbances, use of sleeping medication, and daytime dysfunction. The 7 components measure sleep habits and sum together to measure global sleep quality with a high score of 0-21 with a higher score indicating worse sleep quality.

Sleep Severity - Insomnia Severity Index

Time frame: Baseline, 1-week, 1-month, 2-months

This index consists of seven questions that depict the severity of sleep difficulties within the past 2 weeks on a 5-point response scale that rates satisfaction, noticeability, distress, and interference with daily functioning. A score between 15 and 21 suggests moderately severe clinical insomnia. A score of 22 or greater represents severe clinical insomnia.

Quality of Life - Veteran RAND 36-item Health Survey (VR-36+PCS and MCS)

Time frame: Baseline, 1-week, 1-month, 2-months

A patient-reported survey of patient health. It is a measure of health status and quality of life in regards to eight main areas: vitality, physical functioning, bodily pain, health perceptions, physical, emotional, and social role functioning and mental health.

Multidimensional Fatigue Inventory

Time frame: Baseline, 1-week, 1-month, 2-months

A twenty item self-report instrument with 4 categories total designed to measure fatigue level (24-96) with a higher score indicating more severe fatigue.

Chronic Fatigue Severity Scale

Time frame: Baseline, 1-week, 1-month, 2-months

A Likert scale consisting of nine items that assess fatigue severity and functionality. The sum of all questions provides total fatigue level 8-63 with a higher score being more severe. A score over 36 indicates patient may be suffering from fatigue.

Who can participate

This study lists these criteria on ClinicalTrials.gov. A study coordinator reviews eligibility during screening — this page does not determine whether you qualify.

Inclusion criteria

  • Male or female
  • Veteran or active military personnel
  • Between the ages of 18 and 65 years old
  • Served in the Persian Gulf region for at least 30 consecutive days between August 1, 1990, and July 31, 1991
  • Meets the CDC Criteria for GWVI (GWI), with symptoms starting during or after the 1990-1991 Persian Gulf deployment. Symptoms must be present for at least 6 months prior to enrollment in the study. Symptoms must be present in at least 2 of the 3 categories of fatigue, musculoskeletal, and mood cognitive.
  • Meets the Kansas Criteria for GWVI (GWI), with symptoms starting during or after the 1990-1991 Persian Gulf deployment. Symptoms must be present for at least 6 months prior to enrollment in the study. Qualifying symptoms must be at least moderate in severity and/or multiple symptoms must be present within at least 3 of 6 categories consisting of fatigue/sleep, neurological/cognitive/mood, pain, respiratory, gastroenterological, and dermatological symptomology.
  • Average Overall Daily Muscle Pain Intensity ≥3 on a 0-10 NPRS, present for at least 6 months
  • Average Overall Daily Extremities Joint Pain Intensity ≥3 on a 0-10 NPRS, present for at least 6 months
  • Average Headache Exacerbation Intensity ≥3 on a 0-10 NPRS, with headaches occurring for at least 6 months
  • Headache Exacerbation/attack ≥ 1 time per week with the average intensity ≥3 on a 0-10 NPS, lasting \> 1 hour in the past three months
  • International Headache Society Criteria for Migraine Headache without aura

Exclusion criteria

  • Children under the age of 18
  • Pregnant women
  • Individuals with cognitive/decisional impairment
  • Non-English speaking individuals
  • Prisoners of War
  • Incarcerated individuals
  • VA employees - including VA paid, IPA, or WOC
  • Students of the institution or of the investigator
  • Patients with cancer
  • History of pacemaker implant
  • Presence of ferromagnetic material (e.g., bullet fragment, shrapnel, device implant) in the brain or body that will prohibit the patients from having a brain MRI
  • History of dementia, major psychiatric diseases, or life-threatening diseases
  • Presence of any other chronic neuropathic pain states such as Complex Regional Pain Syndrome or Painful Peripheral Neuropathy
  • Known diagnosis of moderate to severe osteoarthritis and/or rheumatologic joint pain prior to the GWI deployment
  • Low back pain with mechanical origins such as lumbar radiculopathy or radiculitis or lumbar facet arthropathy
  • Concurrent conditions, like lupus, that can produce symptoms compatible with GWVI
  • History of seizure
  • Pending litigation
  • History of Traumatic Brain Injury-related headaches
  • Chronic Tension or Cluster Headache. However, subjects with occasional tension headaches (less than once every three months and lasting no more than 24 hours) will not be excluded from the study.
  • Ongoing Cognitive Rehabilitation or Treatment of PTSD
  • Recent exacerbation of anxiety disorder symptoms, active substance dependence, and/or current psychotic symptoms
  • Ongoing suicidal/homicidal ideation or recent (in the past 6 months) suicidal attempts
  • Patients who receive any narcotic-based analgesic, topical analgesics over the affected site, steroid and local anesthetic injection, anticonvulsants, and antipsychotic medications less than 7 days prior to the pretreatment assessment
  • Patients who do not agree to avoid use of non-pharmacologic treatments, including but not limited to, transcutaneous electrical nerve stimulation unit (TENS), acupuncture, acupressure, and therapeutic massage during the entire study.
  • Patients who do not agree to use additional acetaminophen (up to a maximum total of 3g per day) as the only rescue medication
  • Patients who have received rTMS within the past 6 months

Where

  • San Diego, California

Collaborators

San Diego Veterans Healthcare System, Congressionally Directed Medical Research Programs

Related conditions & keywords

Gulf War IllnessHeadacheMuscle and Joint PainRepetitive Transcranial Magnetic Stimulation (rTMS)Support Vector Machine (SVM)Machine Learning

Frequently asked questions

What is a clinical trial?

A clinical trial is a research study that tests new medical treatments, drugs, devices, or procedures to determine their safety and effectiveness. Trials are carefully designed and monitored to protect participants while advancing medical knowledge.

Is it safe to participate?

Clinical trials follow strict safety guidelines and ethical standards. Trials must be reviewed and approved, and participants are closely monitored by medical professionals throughout the study. You can withdraw at any time if you choose.

Will I be compensated?

Many clinical trials offer compensation for your time, travel expenses, and inconvenience. The specific compensation varies by study and will be discussed during the screening process. All study-related medical care is typically provided at no cost to participants.

Will I receive a placebo instead of treatment?

When effective treatment exists, participants typically receive either the standard treatment plus the study intervention, or the standard treatment plus placebo. You would not be denied effective care. Placebos are primarily used when no proven treatment is available, or in addition to standard care. Your trial consent form will clearly explain what treatments you may receive.

Can I leave a trial if I change my mind?

Absolutely. Participation in clinical trials is completely voluntary. You have the right to withdraw from the study at any time, for any reason, without penalty or loss of benefits to which you are otherwise entitled.

How long does a clinical trial last?

Trial duration varies widely depending on the study design and purpose. Some trials last just a few weeks, while others may continue for months or years. The study coordinator will provide specific timeline information during your screening call.

Data: ClinicalTrials.gov · synced Apr 13, 2026 · Source of record for eligibility and locations

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1 of 140 participants interested
1% interest

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What participation can include

  • Study-related care provided by the research team
  • Close monitoring by medical professionals
  • Possible compensation for time and travel*
  • The option to withdraw at any time
  • Contributing to medical research that may help future patients

*Compensation varies by study. Confirm details with coordinator.

Typical next steps

  1. 1.Submit this form
  2. 2.Phone screening
  3. 3.In-person assessment if eligible
  4. 4.Begin participation

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Gulf War Illness Treatment Options in San Diego, California

If you're searching for Gulf War Illness treatment in San Diego, participating in a clinical research study may provide access to innovative approaches under expert medical supervision. This study is actively recruiting participants in San Diego and surrounding areas.

Clinical trials offer participants the opportunity to receive cutting-edge treatments while contributing to medical research that may help future patients with Gulf War Illness. All study-related care is provided at no cost to participants.

Local Sites
1 locations in California
Now Enrolling
Up to 140 participants
Quick Start
Screening available now

Why Consider a Clinical Trial for Gulf War Illness?

Potential Benefits

  • Access to new treatment approaches before public availability
  • Close monitoring by experienced medical professionals
  • Study-related care provided at no cost
  • Contribute to medical research for Gulf War Illness

What to Expect

  • Initial screening to determine eligibility
  • Regular check-ups and monitoring visits
  • Possible compensation for time and travel
  • You can withdraw at any time

Frequently Asked Questions About This Gulf War Illness Study

Important Clinical Trial Information

This information is provided for educational purposes and does not constitute medical advice. Clinical trial participation involves potential risks and benefits. Eligibility requirements apply and will be assessed during the screening process.

Study identifier: NCT07325513. For complete study details, visit ClinicalTrials.gov. Always consult with your healthcare provider before making decisions about your medical care or participating in clinical research.