An ensemble learning model for detection of pulmonary hypertension using electrocardiogram, chest X-ray, and brain natriuretic peptide
Our ensemble learning model improved doctors' accuracy in detecting PH from ECG, CXR, and BNP examinations. This suggests that earlier and more accurate PH diagnosis is possible, potentially improving patient prognosis.
Authors
- Norihiko Takeda (ORCID: https://orcid.org/0000-0003-1023-6116)
- Katsuhito Fujiu (ORCID: https://orcid.org/0000-0002-1889-9291)
- Hiroyuki Watanabe (ORCID: https://orcid.org/0000-0001-8690-2416)
- Hideo Fujita (ORCID: https://orcid.org/0000-0002-4901-3502)
- Shun Minatsuki (ORCID: https://orcid.org/0000-0002-9543-5503)
- Junichi Ishida (ORCID: https://orcid.org/0000-0001-9703-9419)
- Hiroshi Akazawa (ORCID: https://orcid.org/0000-0002-3574-9607)
- Masao Takahashi (ORCID: https://orcid.org/0000-0002-3799-2256)
- Nahoko Kato (ORCID: https://orcid.org/0000-0003-0892-4366)
- Mamoru Nanasato (ORCID: https://orcid.org/0000-0003-3190-1621)
- Shinnosuke Sawano
- Hiroki Shinohara (ORCID: https://orcid.org/0000-0002-5903-8244)
- Naoto Setoguchi (ORCID: https://orcid.org/0000-0001-9203-4758)
- Shunichi Kushida
- Satoshi Kodera (ORCID: https://orcid.org/0000-0003-2908-6875)
- Hiroyuki Morita (ORCID: https://orcid.org/0000-0001-9963-0587)
- Koki Nakanishi (ORCID: https://orcid.org/0000-0002-5787-8004)
- Risa Kishikawa (ORCID: https://orcid.org/0000-0003-2835-8373)
- Hisataka Maki
- Jiro Ando (ORCID: https://orcid.org/0009-0000-8009-1763)
- Kengo Tanabe (ORCID: https://orcid.org/0000-0003-1312-5489)
- Masataka Satô
- Naoko Sawada
Institutions
- Jichi Medical University (JP)
- NTT Medical Center (JP)
- University of Tokyo Hospital (JP)
- Sakakibara Hospital (JP)
- Mitsui Memorial Hospital (JP)
- Juntendo University Urayasu Hospital (JP)
- Asahi General Hospital (JP)
- JR Tokyo General Hospital (JP)
- Jichi Medical University Saitama Medical Center (JP)
- The University of Tokyo (JP)
Publication Details
- Journal
- European Heart Journal - Digital Health
- Published
- 2024-12-18
- DOI
- https://doi.org/10.1093/ehjdh/ztae097
- Citations
- 3
- Primary Topic
- Pulmonary Hypertension Research and Treatments
- Type
- article
- Field-Weighted Citation Impact
- 1.26
Funders
- Japan Agency for Medical Research and Development
- University of Tokyo