Advanced Brain Imaging-TKA (fMRI-TKA) (fMRI-TKA)
Brain Network-based Precision Medicine to Predict Dissatisfaction Following Total Knee Arthroplasty
Knee replacement surgery is a common and effective treatment for pain and mobility loss, yet up to 1 in 5 patients remain dissatisfied after surgery due to ongoing pain or difficulty with daily activities. Currently, clinicians cannot reliably predict which patients will experience these challenges.
This study uses MRI scan of the brain to investigate whether specific patterns of brain activity can predict patient satisfaction after total knee arthroplasty (TKA). By comparing brain networks before surgery and afterward, and linking these changes to patient-reported pain and function, we aim to identify brain-based markers that can help predict outcomes, to improve satisfaction after knee replacement surgery.
Study Overview
Status
Status
Conditions
Conditions
Intervention / Treatment
Intervention / Treatment
Study Type
Study Type
Enrollment (Estimated)
Enrollment
Phase
Phase
- Not Applicable
Contacts and Locations
Study Contact
Study Contact
- Name: Sanjula Costa
- Phone Number: 72640 613-737-8899
- Email: scosta@ohri.ca
Study Locations
-
-
Ontario
-
Ottawa, Ontario, Canada
- Recruiting
- The Ottawa Hospital
-
Principal Investigator:
- Simon Garceau, MD
-
Contact:
- Sanjula Costa
- Phone Number: 72640 613-737-8899
- Email: scosta@ohri.ca
-
-
Participation Criteria
Eligibility Criteria
Eligibility Criteria
Ages Eligible for Study
- Adult
- Older Adult
Accepts Healthy Volunteers
Description
Inclusion Criteria:
- Male and female patients aged 18 years or older
- Primary TKA
- Diagnosis of osteoarthritis, inflammatory arthritis, or osteonecrosis
Exclusion Criteria:
- Inability or refusal to sign informed consent form
- Non-English or French speaking, and no licensed translator, family member or substitute decision maker available
- History of major neurological disorders (e.g traumatic brain injury, epilepsy, multiple sclerosis
- Cognitive impairment or dementia
- Revision and/or Bilateral TKA
- Chronic Opioid use
Study Plan
How is the study designed?
Design Details
- Primary Purpose: Treatment
- Allocation: N/A
- Interventional Model: Single Group Assignment
- Masking: None (Open Label)
Number of Arms
Arms and Interventions
Participant Group / ArmParticipant Group / Arm |
Intervention / TreatmentIntervention / Treatment |
|---|---|
|
Experimental: fMRI Brain Scan
|
A research brain MRI scan will be performed on a 3T scanner.
The MRI session will take approximately 50 minutes of scanning time.
The MRI scan will be repeated again 2 months after surgery.
|
What is the study measuring?
Primary Outcome Measures
Primary Outcome Measures
Outcome Measure |
Measure Description |
Time Frame |
|---|---|---|
|
Preoperative Resting-State fMRI Brain connectivity as a Predictor of Patient operative Satisfaction after Total Knee Arthroplasty measured by Patient-Reported Outcomes Measurement Information System (PROMIS )
Time Frame: Preoperative (Baseline)
|
Using 50 pre-operative brain networks derived from advanced brain imaging will be assessed as predictors of postoperative patient satisfaction. Patient satisfaction measured by PROMIS questionnaire Preoperative resting-state fMRI brain connectivity will be assessed as a predictor of postoperative patient satisfaction measured using PROMIS questionnaires, which assess pain and function. |
Preoperative (Baseline)
|
|
Preoperative Resting-State fMRI Brain connectivity as a Predictor of Patient operative Satisfaction after Total Knee Arthroplasty measured by Oxford Knee Score (OKS)
Time Frame: Time Frame: Preoperative (Baseline)
|
Preoperative resting-state fMRI brain connectivity will be assessed as a predictor of postoperative patient satisfaction measured using the Oxford Knee Score, which assesses knee function and pain.
|
Time Frame: Preoperative (Baseline)
|
Secondary Outcome Measures
Secondary Outcome Measures
Outcome Measure |
Measure Description |
Time Frame |
|---|---|---|
|
Longitudinal Change in Brain Network Connectivity from Preoperative to 12 months after total knee arthroplasty
Time Frame: Pre-operative to 12-months Post-operative
|
50 brain networks derived from advanced brain imaging will be assessed longitudinally to characterize changes in brain networks from baseline to 12 months.
Brain regions will be defined using the Schaefer functional atlas and the Allen Brain Atlas.
Longitudinal changes in connectivity will be assessed using linear mixed-effects models with individual satisfaction change scores as continuous dependent variables.
These models will include fixed effects for time and satisfaction, as well as random effects for subject ID to account for repeated measures.
Changes will be computed by subtracting baseline from 12-month connectivity values, and these difference matrices will serve as the input features for modeling.
The machine learning models for longitudinal change will follow the same 2:1 training/test split, k-fold cross-validation strategy, and performance evaluation.
|
Pre-operative to 12-months Post-operative
|
|
Identification of Key Brain Network Nodes Associated with Postoperative Dissatisfaction after total knee arthroplasty
Time Frame: 12 months postoperative
|
Brain network nodes will be identified from rsfMRI-derived brain networks that are associated with postoperative dissatisfaction.
Network nodes will be analyzed to identify potential neuroimaging biomarkers relevant to postoperative outcomes and future therapeutic targeting.
Nodes will be ranked based on their contribution to predictive models and graph-theoretical importance metrics.
|
12 months postoperative
|
Collaborators and Investigators
Sponsor
Sponsor
Investigators
Investigators
- Principal Investigator: Simon Garceau, The Ottawa Hospital
Study record dates
Study Major Dates
Study Start (Estimated)
Study Start
Primary Completion (Estimated)
Primary Completion
Study Completion (Estimated)
Study Completion
Study Registration Dates
First Submitted
First Submitted
First Submitted That Met QC Criteria
First Submitted That Met QC Criteria
First Posted (Actual)
First Posted
Study Record Updates
Last Update Posted (Actual)
Last Update Posted
Last Update Submitted That Met QC Criteria
Last Update Submitted That Met QC Criteria
Last Verified
Last Verified
More Information
Terms related to this study
Additional Relevant MeSH Terms
Other Study ID Numbers
Other Study ID Numbers
- 20250620-01H
Plan for Individual participant data (IPD)
Plan to Share Individual Participant Data (IPD)?
Drug and device information, study documents
Studies a U.S. FDA-regulated drug product
Studies a U.S. FDA-regulated device product
This information was retrieved directly from the website clinicaltrials.gov without any changes. If you have any requests to change, remove or update your study details, please contact register@clinicaltrials.gov. As soon as a change is implemented on clinicaltrials.gov, this will be updated automatically on our website as well.
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