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M Alsharqi, W J Woodward, J A Mumith, D C Markham, R Upton, and P Leeson

Echocardiography plays a crucial role in the diagnosis and management of cardiovascular disease. However, interpretation remains largely reliant on the subjective expertise of the operator. As a result inter-operator variability and experience can lead to incorrect diagnoses. Artificial intelligence (AI) technologies provide new possibilities for echocardiography to generate accurate, consistent and automated interpretation of echocardiograms, thus potentially reducing the risk of human error. In this review, we discuss a subfield of AI relevant to image interpretation, called machine learning, and its potential to enhance the diagnostic performance of echocardiography. We discuss recent applications of these methods and future directions for AI-assisted interpretation of echocardiograms. The research suggests it is feasible to apply machine learning models to provide rapid, highly accurate and consistent assessment of echocardiograms, comparable to clinicians. These algorithms are capable of accurately quantifying a wide range of features, such as the severity of valvular heart disease or the ischaemic burden in patients with coronary artery disease. However, the applications and their use are still in their infancy within the field of echocardiography. Research to refine methods and validate their use for automation, quantification and diagnosis are in progress. Widespread adoption of robust AI tools in clinical echocardiography practice should follow and have the potential to deliver significant benefits for patient outcome.

Open access

Vishal Sharma, Martin Stout, Keith Pearce, Allan L Klein, Maryam Alsharqi, Petros Nihoyannopoulos, Jamal Nasir Khan, Timothy Griffiths, Kully Sandhu, Sinead Cabezon, Chun Shing Kwok, Shanat Baig, Tamara Naneishvili, Vetton Chee Kay Lee, Arron Pasricha, Emily Robins, Prathap Kanagala, Tamseel Fatima, Andreea Mihai, Robert Butler, Simon Duckett, Grant Heatlie, Haotian Gu, Phil Chowienczyk, Linda Arnold, Sean Coffey, Margaret Loudon, Jo Wilson, Andrew Kennedy, Saul G Myerson, Bernard Prendergast, Alice M Jackson, Vera Lennie, Peter Lee Luke, Christopher James Eggett, Loakim Spyridopoulos, Timothy Simon Irvine, Nashwah Ismail, Anita Macnab, Caroline Bleakley, Mehdi Eskandari, Omar Aldalati, Almira Whittaker, Marilou Huang, Mark J Monaghan, Thomas J Turner, Conor Steele, Anna Barton, Alan C Cameron, Sonecki Piotr, Phang Gyee Vuei, Christos Voukalis, Hwee Phen Teh, Stavros Apostolakis, Chih Wong, Matthew M Y Lee, Nicolas E R Goodfield, Emma Lane, David Slessor, Richard Crawley, Theodoros Ntoskas, Farhanda Ahmad, Paul Woodmansey, Andrew J Fletcher, Shaun Robinson, Bushra S Rana, Liam Batchelor, Brogan McAdam, Caroline J Coats, Louise C Mayall, Niall G Campbell, and Hannah Garnett