Next Generation ECG: The Impact of Artificial Intelligence and Machine Learning
AbstractPurpose of ReviewDevelopment of artificial intelligence (AI) models, particularly the application of machine learning (ML) and deep learning (DL) architectures to enhance the current diagnostic armoury for the detection of cardiovascular diseases (CVD) has expanded exponentially over the past five years. We review the current AI landscape in CVD and the impact of applying AI models to the electrocardiogram (ECG).Recent FindingsResearchers continue to explore innovative methods utilising ML and DL to automate ECG diagnosis and gain insights into underlying cardiovascular physiology. The results from numerous studies...
Source: Current Cardiovascular Risk Reports - July 22, 2023 Category: Cardiology Source Type: research

Three-Dimensional transesophageal echocardiographic detection of left ventricular outflow tract obstruction by residual native mitral leaflet following mitral valve replacement in a hypertrophic obstructive cardiomyopathy patient
We report a case of HOCM with coronary artery disease where the post-cardiopulmonary bypass three-dimensional TEE played a crucial role in exact identification of the mechanism of fixed left ventricular outflow tract obstruction, when the two-dimensional TEE failed to provide adequate information.PMID:37470540 | DOI:10.4103/aca.aca_180_22 (Source: Annals of Cardiac Anaesthesia)
Source: Annals of Cardiac Anaesthesia - July 20, 2023 Category: Anesthesiology Authors: Nithiyanandhan Palaniswamy Mamatha Munaf Saravana Babu Shrinivas V Gadhinglajkar Source Type: research

Three-Dimensional transesophageal echocardiographic detection of left ventricular outflow tract obstruction by residual native mitral leaflet following mitral valve replacement in a hypertrophic obstructive cardiomyopathy patient
We report a case of HOCM with coronary artery disease where the post-cardiopulmonary bypass three-dimensional TEE played a crucial role in exact identification of the mechanism of fixed left ventricular outflow tract obstruction, when the two-dimensional TEE failed to provide adequate information.PMID:37470540 | DOI:10.4103/aca.aca_180_22 (Source: Annals of Cardiac Anaesthesia)
Source: Annals of Cardiac Anaesthesia - July 20, 2023 Category: Anesthesiology Authors: Nithiyanandhan Palaniswamy Mamatha Munaf Saravana Babu Shrinivas V Gadhinglajkar Source Type: research

Three-Dimensional transesophageal echocardiographic detection of left ventricular outflow tract obstruction by residual native mitral leaflet following mitral valve replacement in a hypertrophic obstructive cardiomyopathy patient
We report a case of HOCM with coronary artery disease where the post-cardiopulmonary bypass three-dimensional TEE played a crucial role in exact identification of the mechanism of fixed left ventricular outflow tract obstruction, when the two-dimensional TEE failed to provide adequate information.PMID:37470540 | DOI:10.4103/aca.aca_180_22 (Source: Annals of Cardiac Anaesthesia)
Source: Annals of Cardiac Anaesthesia - July 20, 2023 Category: Anesthesiology Authors: Nithiyanandhan Palaniswamy Mamatha Munaf Saravana Babu Shrinivas V Gadhinglajkar Source Type: research

Three-Dimensional transesophageal echocardiographic detection of left ventricular outflow tract obstruction by residual native mitral leaflet following mitral valve replacement in a hypertrophic obstructive cardiomyopathy patient
We report a case of HOCM with coronary artery disease where the post-cardiopulmonary bypass three-dimensional TEE played a crucial role in exact identification of the mechanism of fixed left ventricular outflow tract obstruction, when the two-dimensional TEE failed to provide adequate information.PMID:37470540 | DOI:10.4103/aca.aca_180_22 (Source: Annals of Cardiac Anaesthesia)
Source: Annals of Cardiac Anaesthesia - July 20, 2023 Category: Anesthesiology Authors: Nithiyanandhan Palaniswamy Mamatha Munaf Saravana Babu Shrinivas V Gadhinglajkar Source Type: research

Three-Dimensional transesophageal echocardiographic detection of left ventricular outflow tract obstruction by residual native mitral leaflet following mitral valve replacement in a hypertrophic obstructive cardiomyopathy patient
We report a case of HOCM with coronary artery disease where the post-cardiopulmonary bypass three-dimensional TEE played a crucial role in exact identification of the mechanism of fixed left ventricular outflow tract obstruction, when the two-dimensional TEE failed to provide adequate information.PMID:37470540 | DOI:10.4103/aca.aca_180_22 (Source: Annals of Cardiac Anaesthesia)
Source: Annals of Cardiac Anaesthesia - July 20, 2023 Category: Anesthesiology Authors: Nithiyanandhan Palaniswamy Mamatha Munaf Saravana Babu Shrinivas V Gadhinglajkar Source Type: research

Three-Dimensional transesophageal echocardiographic detection of left ventricular outflow tract obstruction by residual native mitral leaflet following mitral valve replacement in a hypertrophic obstructive cardiomyopathy patient
We report a case of HOCM with coronary artery disease where the post-cardiopulmonary bypass three-dimensional TEE played a crucial role in exact identification of the mechanism of fixed left ventricular outflow tract obstruction, when the two-dimensional TEE failed to provide adequate information.PMID:37470540 | DOI:10.4103/aca.aca_180_22 (Source: Annals of Cardiac Anaesthesia)
Source: Annals of Cardiac Anaesthesia - July 20, 2023 Category: Anesthesiology Authors: Nithiyanandhan Palaniswamy Mamatha Munaf Saravana Babu Shrinivas V Gadhinglajkar Source Type: research

Three-Dimensional transesophageal echocardiographic detection of left ventricular outflow tract obstruction by residual native mitral leaflet following mitral valve replacement in a hypertrophic obstructive cardiomyopathy patient
We report a case of HOCM with coronary artery disease where the post-cardiopulmonary bypass three-dimensional TEE played a crucial role in exact identification of the mechanism of fixed left ventricular outflow tract obstruction, when the two-dimensional TEE failed to provide adequate information.PMID:37470540 | DOI:10.4103/aca.aca_180_22 (Source: Annals of Cardiac Anaesthesia)
Source: Annals of Cardiac Anaesthesia - July 20, 2023 Category: Anesthesiology Authors: Nithiyanandhan Palaniswamy Mamatha Munaf Saravana Babu Shrinivas V Gadhinglajkar Source Type: research

Three-Dimensional transesophageal echocardiographic detection of left ventricular outflow tract obstruction by residual native mitral leaflet following mitral valve replacement in a hypertrophic obstructive cardiomyopathy patient
We report a case of HOCM with coronary artery disease where the post-cardiopulmonary bypass three-dimensional TEE played a crucial role in exact identification of the mechanism of fixed left ventricular outflow tract obstruction, when the two-dimensional TEE failed to provide adequate information.PMID:37470540 | DOI:10.4103/aca.aca_180_22 (Source: Annals of Cardiac Anaesthesia)
Source: Annals of Cardiac Anaesthesia - July 20, 2023 Category: Anesthesiology Authors: Nithiyanandhan Palaniswamy Mamatha Munaf Saravana Babu Shrinivas V Gadhinglajkar Source Type: research

Three-Dimensional transesophageal echocardiographic detection of left ventricular outflow tract obstruction by residual native mitral leaflet following mitral valve replacement in a hypertrophic obstructive cardiomyopathy patient
We report a case of HOCM with coronary artery disease where the post-cardiopulmonary bypass three-dimensional TEE played a crucial role in exact identification of the mechanism of fixed left ventricular outflow tract obstruction, when the two-dimensional TEE failed to provide adequate information.PMID:37470540 | DOI:10.4103/aca.aca_180_22 (Source: Annals of Cardiac Anaesthesia)
Source: Annals of Cardiac Anaesthesia - July 20, 2023 Category: Anesthesiology Authors: Nithiyanandhan Palaniswamy Mamatha Munaf Saravana Babu Shrinivas V Gadhinglajkar Source Type: research

Three-Dimensional transesophageal echocardiographic detection of left ventricular outflow tract obstruction by residual native mitral leaflet following mitral valve replacement in a hypertrophic obstructive cardiomyopathy patient
We report a case of HOCM with coronary artery disease where the post-cardiopulmonary bypass three-dimensional TEE played a crucial role in exact identification of the mechanism of fixed left ventricular outflow tract obstruction, when the two-dimensional TEE failed to provide adequate information.PMID:37470540 | DOI:10.4103/aca.aca_180_22 (Source: Annals of Cardiac Anaesthesia)
Source: Annals of Cardiac Anaesthesia - July 20, 2023 Category: Anesthesiology Authors: Nithiyanandhan Palaniswamy Mamatha Munaf Saravana Babu Shrinivas V Gadhinglajkar Source Type: research

Three-Dimensional transesophageal echocardiographic detection of left ventricular outflow tract obstruction by residual native mitral leaflet following mitral valve replacement in a hypertrophic obstructive cardiomyopathy patient
We report a case of HOCM with coronary artery disease where the post-cardiopulmonary bypass three-dimensional TEE played a crucial role in exact identification of the mechanism of fixed left ventricular outflow tract obstruction, when the two-dimensional TEE failed to provide adequate information.PMID:37470540 | DOI:10.4103/aca.aca_180_22 (Source: Annals of Cardiac Anaesthesia)
Source: Annals of Cardiac Anaesthesia - July 20, 2023 Category: Anesthesiology Authors: Nithiyanandhan Palaniswamy Mamatha Munaf Saravana Babu Shrinivas V Gadhinglajkar Source Type: research

Three-Dimensional transesophageal echocardiographic detection of left ventricular outflow tract obstruction by residual native mitral leaflet following mitral valve replacement in a hypertrophic obstructive cardiomyopathy patient
We report a case of HOCM with coronary artery disease where the post-cardiopulmonary bypass three-dimensional TEE played a crucial role in exact identification of the mechanism of fixed left ventricular outflow tract obstruction, when the two-dimensional TEE failed to provide adequate information.PMID:37470540 | DOI:10.4103/aca.aca_180_22 (Source: Annals of Cardiac Anaesthesia)
Source: Annals of Cardiac Anaesthesia - July 20, 2023 Category: Anesthesiology Authors: Nithiyanandhan Palaniswamy Mamatha Munaf Saravana Babu Shrinivas V Gadhinglajkar Source Type: research

Three-Dimensional transesophageal echocardiographic detection of left ventricular outflow tract obstruction by residual native mitral leaflet following mitral valve replacement in a hypertrophic obstructive cardiomyopathy patient
We report a case of HOCM with coronary artery disease where the post-cardiopulmonary bypass three-dimensional TEE played a crucial role in exact identification of the mechanism of fixed left ventricular outflow tract obstruction, when the two-dimensional TEE failed to provide adequate information.PMID:37470540 | DOI:10.4103/aca.aca_180_22 (Source: Annals of Cardiac Anaesthesia)
Source: Annals of Cardiac Anaesthesia - July 20, 2023 Category: Anesthesiology Authors: Nithiyanandhan Palaniswamy Mamatha Munaf Saravana Babu Shrinivas V Gadhinglajkar Source Type: research

Three-Dimensional transesophageal echocardiographic detection of left ventricular outflow tract obstruction by residual native mitral leaflet following mitral valve replacement in a hypertrophic obstructive cardiomyopathy patient
We report a case of HOCM with coronary artery disease where the post-cardiopulmonary bypass three-dimensional TEE played a crucial role in exact identification of the mechanism of fixed left ventricular outflow tract obstruction, when the two-dimensional TEE failed to provide adequate information.PMID:37470540 | DOI:10.4103/aca.aca_180_22 (Source: Annals of Cardiac Anaesthesia)
Source: Annals of Cardiac Anaesthesia - July 20, 2023 Category: Anesthesiology Authors: Nithiyanandhan Palaniswamy Mamatha Munaf Saravana Babu Shrinivas V Gadhinglajkar Source Type: research