Optimizing Accelerated TMS for Chronic Pain With Thompson Sampling
- Conditions
- Chronic Pain
- Registration Number
- NCT07103135
- Lead Sponsor
- University of Minnesota
- Brief Summary
The purpose of this study is to evaluate the safety and efficacy of accelerated intermittent theta burst stimulation (aiTBS) targeting personalized nodes within the somato-cognitive action network (SCAN) and action motor network (AMN) for the treatment of chronic pain. The study will employ Thompson Sampling, a Bayesian reinforcement learning algorithm, to optimize stimulation site selection based on individual response patterns. This approach has the potential to revolutionize pain management by improving treatment accessibility through shortened timelines, addressing individual variations in pain networks through precision targeting, and potentially achieving more robust pain relief through accelerated neuroplasticity.
The specific aims of the study are:
1. To establish the relationship between SCAN and AMN connectivity and cognitive- affective pain symptoms.
2. To evaluate the efficacy of Thompson Sampling-optimized aiTBS across SCAN and AMN on affective and sensorimotor pain dimensions.
3. To identify fMRI connectivity biomarkers predictive of treatment response and remission.
- Detailed Description
Not available
Recruitment & Eligibility
- Status
- NOT_YET_RECRUITING
- Sex
- All
- Target Recruitment
- 30
- Ages 18 years or older
- Ability to provide written informed consent
- Ability to read and to communicate verbally and in writing in English
- Chronic pain persisting for at least 12 months
- Pain refractory to oral pain medication (defined as failing at least two different medication classes)
- Average pain intensity of ≥5 on the Numerical Rating Scale (NRS) over the past two weeks
- Stable pain medication regimen for at least 4 weeks prior to enrollment
- Willing and able to attend all study visits and comply with study procedures
- Current substance use disorder (except for nicotine or cannabis) as determined by DSM-5 criteria
- Active suicidal ideation with intent or plan as determined by the Columbia-Suicide Severity Rating Scale (C-SSRS)
- Lifetime history of bipolar disorder, schizophrenia, or other psychotic disorder as determined by medical history
- Self-reported unstable medical conditions that would pose increased risks for TMS or MRI
- Pregnancy (as determined by urine pregnancy test) or planned pregnancy during the study period
- Contraindications to TMS, including:
- History of seizure or epilepsy
- Metallic implants in the head (excluding dental fillings)
- Cardiac pacemaker or other implanted medical devices
- History of significant head trauma
- History of intracranial surgery
- Medication that significantly lowers seizure threshold that cannot be safely held
- Contraindications to MRI, including:
- Claustrophobia
- Metallic implants or devices
- Inability to lie flat for the duration of the scan
- Current use of high-dose opioids (>90 morphine milligram equivalents daily)
- Participation in another clinical trial of an investigational medication or device within 30 days prior to enrollment
- Any condition that, in the investigator's opinion, would make it unsafe or difficult for the participant to complete the study
Study & Design
- Study Type
- INTERVENTIONAL
- Study Design
- SINGLE_GROUP
- Primary Outcome Measures
Name Time Method Change in pain intensity 3 months measured by the Numerical Rating Scale (NRS) from baseline to after completion of the trial (approximately 3 months). For the NRS, the scores range from 0 to 10, where 0 indicates no pain (better outcome) and 10 is the worst pain that the participant can imagine (worse outcome)
- Secondary Outcome Measures
Name Time Method Change in sleep quality score Week 21 Measured by Garmin
Change in pain intensity Week 27 NRS Scores
Change in sleep time Week 21 Measured by Garmin
Adherence to the protocol and the tolerability of the study visits/procedures Week 27 Adherence to the protocol will be measured as participants completing at least 80% of the study activities. Tolerability: Measured by the average patient rating across study procedures. After completion of the study, we will collect feedback using a 5-point likert scale for measuring tolerability, we expect the average scores to be above 3.
Pain Catastrophizing Scale Score Week 21 The PCS is a 13-item questionnaire with each item scored 0-4, with higher scores indicating a worse outcome (higher tendency to catastrophize)
PROMIS Emotional Distress Score Week 21 15 items asking about anxiety and depression scored 1-5 with higher scores indicating worse outcomes (more severe symptoms of anxiety and depression)
Pain vigilance and awareness questionnaire (PVAQ) Week 21 The PVAQ is a 16-item questionnaire, where each item is scored as a six-point Likert scale that ranges from zero (never) to five (always), resulting in a sum score between zero and 80. Higher scores indicate worse outcomes (greater attention to pain)
Pain interference score on the Brief Pain Inventory (BPI) Week 21 The BPI is 11 items asking about pain sensations and interference with normal activity, all scored 0-10 with higher scores indicating worse outcomes (more pain or more interference due to pain)
Connectivity between SCAN and AMN connectivity on fMRI Day 0 The metric of connectivity will be the seeded correlation between the SCAN and the AMN
Changes in SCAN and AMN connectivity on fMRI Week 21 The metric of connectivity will be the seeded correlation between the SCAN and the AMN