Artificial Intelligence in Aortic Regurgitation
Artificial Intelligence in Aortic Regurgitation: A Multicenter Randomised Controlled Trial
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: Xueting Wang
- Phone Number: (852) 3505 3840
- Email: xueting@cuhk.edu.hk
Study Locations
-
-
New Territories
-
Hong Kong, New Territories, Hong Kong, Sha Tin
- Recruiting
- Division of Cardiology, Department of Medicine and Therapeutics Faculty of Medicine, The Chinese University of Hong Kong
-
Contact:
- Xueting PW Wang, Professor
- Phone Number: (852) 3505 3840
- Email: xueting@cuhk.edu.hk
-
-
Participation Criteria
Eligibility Criteria
Eligibility Criteria
Ages Eligible for Study
- Adult
- Older Adult
Accepts Healthy Volunteers
Description
Inclusion Criteria:
- Confirmed AR diagnosis via TTE and Doppler imaging per guidelines.
- Age ≥ 18 years.
- Adequate acoustic window for AR quantification.
Exclusion Criteria:
- Prior cardiac transplant or implanted cardiac devices.
- Poor image quality.
- Pregnancy or lactation.
Study Plan
How is the study designed?
Design Details
- Primary Purpose: Diagnostic
- Allocation: Randomized
- Interventional Model: Parallel Assignment
- Masking: Double
Number of Arms
Arms and Interventions
Participant Group / ArmParticipant Group / Arm |
Intervention / TreatmentIntervention / Treatment |
|---|---|
|
Active Comparator: AI-Assisted Group
AR severity will be assessed using an AI tool that evaluates grading and key echocardiographic parameters (e.g., EROA, VC, PISA, jet width, and RegVol), along with the time required for assessments.
|
Participants in this group will undergo aortic regurgitation assessment using an advanced artificial intelligence tool.
|
|
Other: Manual Measurement Group
AR severity will be assessed manually by trained sonographers following standard protocols.
Cardiologists (ASE level III or equivalent), blinded to patient history and group assignment, will review both AI-generated and manual outputs to make final diagnoses and treatment decisions based solely on the initial assessments.
|
Participants in this group will receive a traditional diagnostic assessment for aortic regurgitation, performed by trained sonographers following standard protocols.
|
What is the study measuring?
Primary Outcome Measures
Primary Outcome Measures
Outcome Measure |
Measure Description |
Time Frame |
|---|---|---|
|
Study Outcomes
Time Frame: This will be recorded from baseline to study completion (20 months)
|
To compare the accuracy of the AI group and the manual group in distinguishing severe from non-severe AR, using expert cardiologists' (ASE level III or equivalent) assessments as the reference standard.
|
This will be recorded from baseline to study completion (20 months)
|
Secondary Outcome Measures
Secondary Outcome Measures
Outcome Measure |
Measure Description |
Time Frame |
|---|---|---|
|
Comparing Accuracy in Differentiating AR Severity Levels
Time Frame: This will be recorded from baseline to study completion (20 months)
|
To compare the accuracy of the AI group and the manual group in differentiating trace, mild, moderate, and severe aortic regurgitation, using cardiologists' assessments as the reference standard.
|
This will be recorded from baseline to study completion (20 months)
|
|
Assessing deviations in Effective Regurgitant Orifice Area (EROA)
Time Frame: This will be recorded from baseline to study completion (20 months)
|
The Effective Regurgitant Orifice Area (EROA) assesses the size of a valve opening that leads to backward blood flow in the heart.
It is an important metric for evaluating valvular regurgitation and will be measured during echocardiography.
|
This will be recorded from baseline to study completion (20 months)
|
|
Assessing deviations in Vena Contracta (VC)
Time Frame: This will be recorded from baseline to study completion (20 months)
|
The Vena Contracta (VC) is an important measurement in echocardiography used to evaluate how severe mitral regurgitation is and will be measured during echocardiography.
|
This will be recorded from baseline to study completion (20 months)
|
|
Assessing deviations in Proximal Isovelocity Surface Area (PISA)
Time Frame: This will be recorded from baseline to study completion (20 months)
|
Proximal Isovelocity Surface Area (PISA) is a method used in echocardiography to evaluate mitral regurgitation and will be measured during echocardiography.
|
This will be recorded from baseline to study completion (20 months)
|
|
Assessing deviations in jet width
Time Frame: This will be recorded from baseline to study completion (20 months)
|
The jet width is a critical measurement used to assess the severity of aortic regurgitation and will be measured during echocardiography.
|
This will be recorded from baseline to study completion (20 months)
|
|
Assessing deviations in Regurgitant Volume (RegVol)
Time Frame: This will be recorded from baseline to study completion (20 months)
|
Regurgitant Volume assesses how much blood leaks back into the left atrium during mitral regurgitation and will be measured using Doppler echocardiography.
|
This will be recorded from baseline to study completion (20 months)
|
|
Comparing Assessment Completion Time
Time Frame: The time taken for each method to reach a diagnosis will be recorded from baseline to study completion (20 months)
|
To compare the time taken by the AI group, the manual group, and the cardiologists to complete their assessments.
|
The time taken for each method to reach a diagnosis will be recorded from baseline to study completion (20 months)
|
|
Tracking 1-Year Outcomes
Time Frame: Participants will be followed up at 6 and 12 months to monitor outcomes, including 1-year all-cause mortality and HFH.
|
To track 1-year all-cause mortality and heart failure hospitalizations (HFH), comparing outcomes for patients with severe aortic regurgitation identified by the AI and manual groups, separately.
|
Participants will be followed up at 6 and 12 months to monitor outcomes, including 1-year all-cause mortality and HFH.
|
Collaborators and Investigators
Sponsor
Sponsor
Collaborators
Collaborators
Investigators
Investigators
- Principal Investigator: Alex PW Lee, Professor, Chinese University of Hong Kong
Study record dates
Study Major Dates
Study Start (Actual)
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
Keywords
Additional Relevant MeSH Terms
Other Study ID Numbers
Other Study ID Numbers
- 2024.689-T
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
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