Artificial intelligence-assisted evaluation of cardiac function by oncology staff in chemotherapy patients.

Artificial intelligence Cardio-oncology Echocardiography Left ventricular ejection fraction Point of care

Journal

European heart journal. Digital health
ISSN: 2634-3916
Titre abrégé: Eur Heart J Digit Health
Pays: England
ID NLM: 101778323

Informations de publication

Date de publication:
May 2024
Historique:
received: 20 10 2023
revised: 03 02 2024
accepted: 21 02 2024
medline: 22 5 2024
pubmed: 22 5 2024
entrez: 22 5 2024
Statut: epublish

Résumé

Left ventricular ejection fraction (LVEF) calculation by echocardiography is pivotal in evaluating cancer patients' cardiac function. Artificial intelligence (AI) can facilitate the acquisition of optimal images and automated LVEF (autoEF) calculation. We sought to evaluate the feasibility and accuracy of LVEF calculation by oncology staff using an AI-enabled handheld ultrasound device (HUD). We studied 115 patients referred for echocardiographic LVEF estimation. All patients were scanned by a cardiologist using standard echocardiography (SE), and biplane Simpson's LVEF was the reference standard. Hands-on training using the Kosmos HUD was provided to the oncology staff before the study. Each patient was scanned by a cardiologist, a senior oncologist, an oncology resident, and a nurse using the TRIO AI and KOSMOS EF deep learning algorithms to obtain autoEF. The correlation between autoEF and SE-ejection fraction (EF) was excellent for the cardiologist ( Automated LVEF calculation by oncology staff was feasible using AI-enabled HUD in a selected patient population. Detection of LVEF < 50% was possible with good accuracy. These findings show the potential to expedite the clinical workflow of cancer patients and speed up a referral when necessary.

Identifiants

pubmed: 38774364
doi: 10.1093/ehjdh/ztae017
pii: ztae017
pmc: PMC11104473
doi:

Types de publication

Journal Article

Langues

eng

Pagination

278-287

Informations de copyright

© The Author(s) 2024. Published by Oxford University Press on behalf of the European Society of Cardiology.

Déclaration de conflit d'intérêts

Conflict of interest: This study was performed with a loan of handheld ultrasound devices and technical support by Echonous Inc.

Auteurs

Stella-Lida Papadopoulou (SL)

Department of Cardiology, Papageorgiou General Hospital, Ring Road, Nea Efkarpia, Thessaloniki 56403, Greece.

Dimitrios Dionysopoulos (D)

Department of Medical Oncology, Papageorgiou Hospital, Aristotle University of Thessaloniki, School of Health Sciences, Faculty of Medicine, Ring Road, Nea Efkarpia, Thessaloniki 56403, Greece.

Vaia Mentesidou (V)

Department of Medical Oncology, Papageorgiou Hospital, Aristotle University of Thessaloniki, School of Health Sciences, Faculty of Medicine, Ring Road, Nea Efkarpia, Thessaloniki 56403, Greece.

Konstantia Loga (K)

Department of Medical Oncology, Papageorgiou Hospital, Aristotle University of Thessaloniki, School of Health Sciences, Faculty of Medicine, Ring Road, Nea Efkarpia, Thessaloniki 56403, Greece.

Stella Michalopoulou (S)

Department of Medical Oncology, Papageorgiou Hospital, Aristotle University of Thessaloniki, School of Health Sciences, Faculty of Medicine, Ring Road, Nea Efkarpia, Thessaloniki 56403, Greece.

Chrysanthi Koukoutzeli (C)

Department of Medical Oncology, Papageorgiou Hospital, Aristotle University of Thessaloniki, School of Health Sciences, Faculty of Medicine, Ring Road, Nea Efkarpia, Thessaloniki 56403, Greece.

Konstantinos Efthimiadis (K)

Department of Medical Oncology, Papageorgiou Hospital, Aristotle University of Thessaloniki, School of Health Sciences, Faculty of Medicine, Ring Road, Nea Efkarpia, Thessaloniki 56403, Greece.

Vasiliki Kantartzi (V)

Department of Cardiology, Papageorgiou General Hospital, Ring Road, Nea Efkarpia, Thessaloniki 56403, Greece.

Eleni Timotheadou (E)

Department of Medical Oncology, Papageorgiou Hospital, Aristotle University of Thessaloniki, School of Health Sciences, Faculty of Medicine, Ring Road, Nea Efkarpia, Thessaloniki 56403, Greece.

Ioannis Styliadis (I)

Department of Cardiology, Papageorgiou General Hospital, Ring Road, Nea Efkarpia, Thessaloniki 56403, Greece.

Petros Nihoyannopoulos (P)

Imperial College London, NHLI Hammersmith Hospital, Du Cane Road, London W120NN, UK.

Vasileios Sachpekidis (V)

Department of Cardiology, Papageorgiou General Hospital, Ring Road, Nea Efkarpia, Thessaloniki 56403, Greece.

Classifications MeSH