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An AI-ECG Algorithm for Left Ventricular Diastolic Dysfunction

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An AI-ECG Algorithm for Left Ventricular Diastolic Dysfunction   Guest: Jae Oh, M.D.  Host: Anthony H. Kashou, M.D.    Diastolic function assessment is crucial in diagnosing, managing, and predicting outcomes in various cardiac conditions. It provides insight into heart health, particularly in diagnosing heart failure. Shortness of breath, a common patient complaint, often indicates elevated diastolic filling pressure if linked to a cardiac condition. Echocardiography is the primary method for assessing diastolic function, but it is operator-dependent and not always available. In contrast, ECGs are standardized and widely accessible. Although subtle changes in ECGs are not easily detectable by the human eye, artificial intelligence can identify specific conditions reflected in the ECG. By training an AI model with labeled ECGs based on diastolic function determined through echocardiography, researchers achieved high accuracy in detecting diastolic dysfunction. AI-enhanced ECGs can significantly impact the identification of both asymptomatic and symptomatic cardiac conditions, potentially streamlining diagnostic strategies and reducing costs. Future developments may enable patients to monitor their heart health using simple wearable devices, enhancing the management of heart failure and other conditions.   Topics Discussed: Your special clinical academic interest is echocardiography. Why are you interested in ECG AI in diastolic function? What is diastolic function and why is it important to assess diastolic function in clinical practice? Why did you decide to create AI-ECG for diastolic function assessment? What did you find and how do you envision AI ECG for diastolic function be used in clinical practice? Connect with Mayo Clinic's Cardiovascular Continuing Medical Education online at https://cveducation.mayo.edu or on Twitter @MayoClinicCV and @MayoCVservices. LinkedIn: Mayo Clinic Cardiovascular Services Cardiovascular Education App:The Mayo Clinic Cardiovascular CME App is an innovative educational platform that features cardiology-focused continuing medical education wherever and whenever you need it. Use this app to access other free content and browse upcoming courses. Download it for free in Apple or Google stores today! No CME credit offered for this episode. Podcast episode transcript found here.

First published

11/05/2024

Genres

education health fitness medicine science

Duration

15 minutes

Parent Podcast

Mayo Clinic Cardiovascular CME

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Episode Description

An AI-ECG Algorithm for Left Ventricular Diastolic Dysfunction

 

Guest: Jae Oh, M.D. 

Host: Anthony H. Kashou, M.D. 

 

Diastolic function assessment is crucial in diagnosing, managing, and predicting outcomes in various cardiac conditions. It provides insight into heart health, particularly in diagnosing heart failure. Shortness of breath, a common patient complaint, often indicates elevated diastolic filling pressure if linked to a cardiac condition. Echocardiography is the primary method for assessing diastolic function, but it is operator-dependent and not always available. In contrast, ECGs are standardized and widely accessible. Although subtle changes in ECGs are not easily detectable by the human eye, artificial intelligence can identify specific conditions reflected in the ECG. By training an AI model with labeled ECGs based on diastolic function determined through echocardiography, researchers achieved high accuracy in detecting diastolic dysfunction. AI-enhanced ECGs can significantly impact the identification of both asymptomatic and symptomatic cardiac conditions, potentially streamlining diagnostic strategies and reducing costs. Future developments may enable patients to monitor their heart health using simple wearable devices, enhancing the management of heart failure and other conditions.

 

Topics Discussed:

  • Your special clinical academic interest is echocardiography. Why are you interested in ECG AI in diastolic function?
  • What is diastolic function and why is it important to assess diastolic function in clinical practice?
  • Why did you decide to create AI-ECG for diastolic function assessment?
  • What did you find and how do you envision AI ECG for diastolic function be used in clinical practice?

Connect with Mayo Clinic's Cardiovascular Continuing Medical Education online at https://cveducation.mayo.edu or on Twitter @MayoClinicCV and @MayoCVservices.

LinkedIn: Mayo Clinic Cardiovascular Services

Cardiovascular Education App: The Mayo Clinic Cardiovascular CME App is an innovative educational platform that features cardiology-focused continuing medical education wherever and whenever you need it. Use this app to access other free content and browse upcoming courses. Download it for free in Apple or Google stores today!

No CME credit offered for this episode.

Podcast episode transcript found here.

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