Diagnostic and prognostic value of ECG-predicted hypertension-mediated left ventricular hypertrophy using machine learning
ECG-based ML classifiers represent a potentially accessible screening strategy for the early detection of hypertension-mediated LVH phenotypes.
Authors
- Bishwas Chamling (ORCID: https://orcid.org/0000-0003-3101-343X)
- Esmeralda Ruiz Pujadas (ORCID: https://orcid.org/0000-0001-6150-557X)
- Marcello Ricardo Paulista Markus (ORCID: https://orcid.org/0000-0002-6234-4955)
- Patricia B. Munroe (ORCID: https://orcid.org/0000-0002-4176-2947)
- Julia Ramírez (ORCID: https://orcid.org/0000-0003-4130-5866)
- Nay Aung (ORCID: https://orcid.org/0000-0002-7178-2623)
- Marcus Dörr (ORCID: https://orcid.org/0000-0001-7471-475X)
- Stefan van Duijvenboden (ORCID: https://orcid.org/0000-0001-8897-558X)
- Steffen Erhard Petersen (ORCID: https://orcid.org/0000-0003-4622-5160)
- C. Anwar A. Chahal (ORCID: https://orcid.org/0000-0001-7825-8827)
- Karim Lekadir (ORCID: https://orcid.org/0000-0002-9456-1612)
- Hafiz Naderi (ORCID: https://orcid.org/0000-0002-3217-780X)
- Lin Wang (ORCID: https://orcid.org/0000-0001-8095-9518)
Institutions
- Institució Catalana de Recerca i Estudis Avançats (ES)
- St Bartholomew's Hospital (GB)
- Mayo Clinic (US)
- Queen Mary University of London (GB)
- Barts Health NHS Trust (GB)
- Universidad de Zaragoza (ES)
- Universitätsmedizin Greifswald (DE)
- Biomedical Research Networking Center in Bioengineering, Biomaterials and Nanomedicine (ES)
- WellSpan Health (US)
- German Centre for Cardiovascular Research (DE)
- Health Data Research UK (GB)
- William Harvey Research Institute (GB)
- Deutsches Diabetes-Zentrum e.V. (DE)
- German Center for Diabetes Research (DE)
- Heinrich Heine University Düsseldorf (DE)
- Universitat de Barcelona (ES)
Publication Details
- Journal
- Journal of Hypertension
- Published
- 2025-05-23
- DOI
- https://doi.org/10.1097/hjh.0000000000004034
- Citations
- 4
- Primary Topic
- Blood Pressure and Hypertension Studies
- Type
- article
- Field-Weighted Citation Impact
- 5.55
Funders
- Deutsches Zentrum für Herz-Kreislaufforschung
- National Institute for Health and Care Research
- British Heart Foundation
- European Commission
- Bundesministerium für Bildung und Forschung
- Siemens Healthineers
- Medical Research Council
- Agencia Estatal de Investigación