Detection of EEG-Based Biomarkers of Chronic Low Back Pain
Characterization of Longitudinal EEG Biomarkers in Chronic Low Back Pain
2 other identifiers
interventional
130
1 country
1
Brief Summary
Chronic low back pain (CLBP) is a pervasive disorder affecting up to one-fifth of adults globally and is the single greatest cause of disability worldwide. Despite the high prevalence and detrimental impact of CLBP, its treatments and mechanisms remain largely unclear. Biomarkers that predict symptom progression in CLBP support precision-based treatments and ultimately aid in reducing suffering. Longitudinal brain-based resting-state neuroimaging of patients with CLBP has revealed neural networks that predict pain chronification and its symptom progression. Although early findings suggest that measurements of brain networks can lead to the development of prognostic biomarkers, the predictive ability of these models is strongest for short-term follow-up. Measurements of different neural systems may provide additional benefits with better predictive power. Emotional and cognitive dysfunction is common in CLBP, occurring at the behavioral and cerebral level, presenting a unique opportunity to detect prognostic brain-based biomarkers. Likewise, improvements in electroencephalogram (EEG) neuroimaging strategies have led to increased spatial resolution, enabling researchers to overcome the limitations of classically used neuroimaging modalities (e.g., magnetic resonance imaging \[MRI\] and functional MRI), such as high cost and limited accessibility. Using longitudinal EEG, this patient-oriented research project will provide a comprehensive neural picture of emotional, cognitive, and resting-state networks in patients with CLBP, which will aid in predicting symptom progression in CLBP. Through this award, the investigators will use modern EEG source analysis strategies to track biomarkers at baseline and 1- and 2-month follow-ups and their covariance with markers for pain and emotional and cognitive dysfunction. A 5-month follow up will also be used to only assess patient reported outcomes. In Aim 1, the investigators will identify and characterize differences in resting-state, emotional, and cognitive networks between patients with CLPB and age/sex-matched controls. In Aim 2, the investigators will identify within-subject changes across time and their relationship with clinical symptoms. In Aim 3, as an exploratory aim, the investigators will apply machine- and deep-learning strategies to detect a comprehensive signature of CLBP using EEG features from resting-state, emotional, and cognitive networks.
Trial Health
Trial Health Score
Automated assessment based on enrollment pace, timeline, and geographic reach
participants targeted
Target at P50-P75 for not_applicable
Started Dec 2023
Longer than P75 for not_applicable
1 active site
Health score is calculated from publicly available data and should be used for screening purposes only.
Trial Relationships
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Study Timeline
Key milestones and dates
First Submitted
Initial submission to the registry
August 24, 2023
CompletedFirst Posted
Study publicly available on registry
September 6, 2023
CompletedStudy Start
First participant enrolled
December 15, 2023
CompletedPrimary Completion
Last participant's last visit for primary outcome
January 1, 2027
ExpectedStudy Completion
Last participant's last visit for all outcomes
August 1, 2028
January 22, 2026
January 1, 2026
3 years
August 24, 2023
January 20, 2026
Conditions
Outcome Measures
Primary Outcomes (4)
Pain Intensity changes from baseline as assessed by the PROMIS current, 7 day maximal and 7 day average
Within subjects change in pain intensity from baseline to each follow up point. Pain intensity measures are 0-10 range with larger numbers indicating more pain
Baseline, 1-month, 2-month and 5-month follow-ups
EEG resting state functional connectivity changes from baseline
Within subjects change in resting state functional connectivity from baseline to each follow up point.
Baseline, 1-month and 2-month follow-ups
EEG late positive potential changes from baseline
Within subjects change in late positive potential from baseline to each follow up point.
Baseline, 1-month and 2-month follow-ups
EEG error related negativity changes from baseline
Within subjects change in error related negativity from baseline to each follow up point.
Baseline, 1-month and 2-month follow-ups
Secondary Outcomes (1)
Neuropsychological changes from baseline as assessed by the NIH toolbox
Baseline, 1-month and 2-month follow-ups
Study Arms (1)
Single Arm
EXPERIMENTALAll participants will complete all interventions
Interventions
During this intervention, participants will be asked to not think about anything in particular while EEG is recorded. Resting state will be conducted with either the participants having their eyes open, or eyes closed.
During this intervention, participants will view emotionally charged pictures for a short period of time. Afterwards, participants will be asked to rate their emotional reactions to the pictures. EEG will be recorded during this intervention.
During this intervention, participants will be asked to respond quickly to a visual stimulus with a button press. At times, participants will be asked to inhibit their responses. EEG will be recorded during this intervention.
Eligibility Criteria
You may qualify if:
- Current diagnosis of Chronic Low Back Pain
You may not qualify if:
- Current diagnosis of cancer
- Severe psychiatric conditions
- Pending personal litigation relating to an injury or receiving workers' compensation benefits
- Being a non-English speaker.
Contact the study team to confirm eligibility.
Sponsors & Collaborators
Study Sites (1)
Stanford's Systems and Neuroscience Pain Lab
Palo Alto, California, 94304, United States
Central Study Contacts
Study Design
- Study Type
- interventional
- Phase
- not applicable
- Allocation
- NA
- Masking
- NONE
- Purpose
- OTHER
- Intervention Model
- SINGLE GROUP
- Sponsor Type
- OTHER
- Responsible Party
- PRINCIPAL INVESTIGATOR
- PI Title
- Pain Psychologist
Study Record Dates
First Submitted
August 24, 2023
First Posted
September 6, 2023
Study Start
December 15, 2023
Primary Completion (Estimated)
January 1, 2027
Study Completion (Estimated)
August 1, 2028
Last Updated
January 22, 2026
Record last verified: 2026-01
Data Sharing
- IPD Sharing
- Will share
The investigators will support requests for data sharing in a timely manner. Prior to sharing data, the data will be redacted of all personal identifiers to prevent subject identification.