Deep Learning for Cardiac Overload Estimation ― Predicting B-Type Natriuretic Peptide (BNP) Levels From Heart Sounds and Electrocardiogram ―
The eBNP model demonstrated strong potential for non-invasive and rapid HF screening. Its simplicity and objectivity make it ideally suited for point-of-care testing, offering a promising approach for early HF diagnosis and detection monitoring of HF exacerbations. These findings, validated on datasets independent of training, highlight the model's robustness across diverse clinical populations.
Authors
- Eri Kato (ORCID: https://orcid.org/0000-0001-6484-7743)
- Masanobu Ishii (ORCID: https://orcid.org/0000-0003-4137-9136)
- Shunsuke Natori (ORCID: https://orcid.org/0000-0002-9019-8326)
- Masashi Kato (ORCID: https://orcid.org/0000-0002-2921-709X)
- Tomohiro Komatsu (ORCID: https://orcid.org/0000-0002-9759-5121)
- Naritatsu Saito (ORCID: https://orcid.org/0000-0001-9219-5279)
- Kenichi Tsujita (ORCID: https://orcid.org/0000-0002-4314-259X)
- Yasuaki Sagara (ORCID: https://orcid.org/0000-0001-5705-1739)
- Takafumi Yokomatsu (ORCID: https://orcid.org/0000-0002-5700-5422)
- Shumpei Saito
- Youichi Yasui (ORCID: https://orcid.org/0000-0002-9866-503X)
- Takuro Kubozono (ORCID: https://orcid.org/0000-0001-6055-1259)
- Koshiro Ikeda
- Nobuhiko Atsuchi
- Xiaoyang Song
- Shoji Natsugoe (ORCID: https://orcid.org/0000-0002-3171-7149)
- Shota Kawahara (ORCID: https://orcid.org/0000-0002-9610-1628)
- Nami Uchiyama
- Masahiro Yamada (ORCID: https://orcid.org/0000-0002-6316-7866)
- Noriaki Tabata
- Ginga Sato
- Hiroshi Seki (ORCID: https://orcid.org/0000-0002-1769-2627)
- Mitsuru Ohishi
- Shimpei Ogawa
- Yuki Kunikane
Institutions
- Kagoshima University (JP)
- Saiseikai Kumamoto Hospital (JP)
- Obihiro Kyokai Hospital (JP)
- Misasa Onsen Hospital (JP)
- National Sagamihara Hospital (JP)
- Mitsubishi Kyoto Hospital (JP)
- Kyoto University Hospital (JP)
- Tokai Central Hospital (JP)
- Kumamoto University (JP)
Publication Details
- Journal
- Circulation Journal
- Published
- 2025-06-16
- DOI
- https://doi.org/10.1253/circj.cj-25-0098
- Citations
- 8
- Primary Topic
- Phonocardiography and Auscultation Techniques
- Type
- article
- Field-Weighted Citation Impact
- 12.15