Enhancing origin prediction: deep learning model for diagnosing premature ventricular contractions with dual-rhythm analysis focused on cardiac rotation
Our deep learning-based model, incorporating both PVC and SR morphologies, resulted in a higher prediction accuracy for PVC origin, considering SR is particularly important for predicting right-sided origin in patients with counterclockwise rotation.
Authors
- Makoto Nishimori (ORCID: https://orcid.org/0000-0002-1366-9948)
- Yasushi Oginosawa (ORCID: https://orcid.org/0000-0002-0955-7791)
- Carlo de Asmundis (ORCID: https://orcid.org/0000-0001-9351-0760)
- Yasuteru Yamauchi (ORCID: https://orcid.org/0000-0002-4661-2999)
- Kimitake Imamura
- Kazutaka Nakasone (ORCID: https://orcid.org/0000-0002-0262-9932)
- Yuki Nakamura (ORCID: https://orcid.org/0000-0002-2428-770X)
- Luigi Pannone (ORCID: https://orcid.org/0000-0001-9769-1511)
- Mitsuru Takami (ORCID: https://orcid.org/0000-0002-1768-802X)
- Kunihiko Kiuchi (ORCID: https://orcid.org/0000-0002-9305-4854)
- Masakazu Shinohara (ORCID: https://orcid.org/0000-0001-8724-0071)
- Philipp Sommer (ORCID: https://orcid.org/0000-0002-3037-8704)
- Hiroyuki Asada
- Akira Shimane
- Gian‐Battista Chierchia (ORCID: https://orcid.org/0000-0003-2967-1345)
- Kaoru Takami (ORCID: https://orcid.org/0009-0005-9200-9321)
- Andrea Sarkozy (ORCID: https://orcid.org/0000-0001-6327-0487)
- Koji Fukuzawa (ORCID: https://orcid.org/0000-0003-4276-479X)
- Tomomi Akita
- Mustapha El Hamriti (ORCID: https://orcid.org/0009-0001-4107-5178)
- Taku Nishida (ORCID: https://orcid.org/0000-0001-7025-0310)
- Ryudo Fujiwara (ORCID: https://orcid.org/0000-0002-2248-6465)
- Hiroshi Imada (ORCID: https://orcid.org/0000-0002-6884-9962)
- Takayuki Nagai (ORCID: https://orcid.org/0000-0001-5103-978X)
- Akihiro Yoshida (ORCID: https://orcid.org/0000-0003-0977-2632)
- Ken-ichi Hirata
Institutions
- University of Hyogo (JP)
- University of Occupational and Environmental Health Japan (JP)
- University Hospitals of the Ruhr-University of Bochum (DE)
- Hyogo Prefectural Awaji Medical Center (JP)
- Akashi Municipal City Hospital (JP)
- Yodogawa Christian Hospital (JP)
- Tokyo-Kita Medical Center (JP)
- Nara Medical University Hospital (JP)
- Universitair Ziekenhuis Brussel (BE)
- Saiseikai Nakatsu Hospital (JP)
- Yokohama Municipal Minato Red Cross Hospital (JP)
- LWL-Universitätsklinikum Bochum (DE)
- Ehime University (JP)
- Nara Medical University (JP)
- Kobe University (JP)
Publication Details
- Journal
- EP Europace
- Published
- 2024-09-12
- DOI
- https://doi.org/10.1093/europace/euae240
- Citations
- 3
- Primary Topic
- Cardiovascular Function and Risk Factors
- Type
- article
- Field-Weighted Citation Impact
- 1.21
Funders
- Abbott Laboratories
- Pfizer
- Philips
- AtriCure
- Boston Scientific Corporation
- Abbott Japan
- LivaNova
- Boston Scientific Japan
- Medtronic
- Biotronik
- MicroPort
- Medtronic Japan
- Biosense Webster
- Daiichi Sankyo Europe