Artificial Intelligence Versus Sonographer Echocardiogram Analysis and Reporting in Patients With Heart Failure

ConditionHeart Failure
Trial statusNot yet recruiting
Trial phaseNot applicable
Trial typeInterventional
Biological sexAll
Age18+
SponsorPrince of Wales Hospital, Shatin, Hong Kong

About this trial

This is a non-inferiority, three-year, multicenter, double-blinded randomized controlled study of an AI versus experienced sonographer echocardiogram analysis in HF patients. Consecutive patients presented for echocardiogram examination with new or worsening HF symptom and positive HF blood markers will be recruited. A target of 514 patients will be randomized 1:1 to receive either AI or sonographer echocardiogram analysis. The primary endpoint of diagnostic accuracy is the complete agreement of disease grading with an experienced cardiologist (American Society of Echocardiography level III) using a standardized grading chart. Important secondary endpoints include the time used for echocardiogram report drafting and report endorsement, 6-month heart failure symptom and hospitalization, and the cost-effectiveness of AI to increase echocardiogram service. Clinical, biochemical and echocardiographic predictors of worsening of heart failure and hospitalization will be identified.

Eligibility criteria

This trial does not accept healthy volunteers

Qualifiers

Aged 18 years or above

Has new or worsening of heart failure symptoms

Elevated heart failure blood markers (N-terminal prohormone of brain natriuretic peptide, "NTproBNP") within 3 months from enrolment or by point-of-care blood test, to ensure that the patient's symptoms are cardiac origin

Provision of written informed consent

Disqualifiers

Known severe valvular heart disease

Prior prosthetic valve implantation

Previously known or suspected >=severe tricuspid regurgitation, >=moderate aortic regurgitation, >=moderate mitral stenosis or pericardial disease during detected during image acquisition

Insufficient image quality for proper analysis determined by the scanning sonographer (estimated to be 15% of all echocardiograms screened)

Trial design

Design model

Parallel

Treatments tested in this trial

  • Tailored AI echocardiogram analysis and reporting system

    Diagnostic test

    In the AI analysis and reporting pathway, sonographers only need to acquire the echocardiogram images, then the AI algorithm will complete the analysis and report drafting for final endorsement by experienced cardiologists. To ensure blinding of group assignment to the endorsing experienced cardiologists, measurement format and reporting phrases and interface used by AI and sonographers will be standardized.

Treatment groups

514 Participants
are divided into 2 treatment groups
Group A: Tailored AI echocardiogram analysis and reporting systemExperimental treatment 1 intervention
Group B: Echocardiologist interpretation and analysis of Echo imagesActive comparator 1 intervention

Trial outcomes

Primary outcomes

1

Rate of complete agreement in LVEF assessments

To assess the rate of agreement in LVEF assessments between AI and sonographers with final adjudication by experienced cardiologist

Time frame
6 month
2

Rate of complete agreement in assessments of AS severity

To assess the rate of agreement in severity of AS assessments between AI and sonographers with final adjudication by experienced cardiologist

Time frame
6 month
3

Rate of complete agreement in assessment of MR severity

To assess the rate of agreement in severity of MR assessments between AI and sonographers with final adjudication by experienced cardiologist

Time frame
6 month

Secondary outcomes

1

Time used for image acquisition echocardiogram process

Compare the time used by AI system and sonographers for image acquisition.

Time frame
6 month
2

Time used forreport drafting echocardiogram process

Compare the time used by AI system and sonographers for report drafting.

Time frame
6 month
3

Time used for report endorsement

Compare the time used by AI system and sonographers for report endorsement.

Time frame
6 month
4

Time used for total echocardiogram process

Compare the time used by AI system and sonographers for total echocardiogram process.

Time frame
6 month

Other outcomes

Sponsors and contacts

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