Uncovering Key Features for Predicting Comorbid Chronic Eosinophilic Pneumonia in Chronic Rhinosinusitis via Machine Learning
DT and SHAP selected the same three top features of CRS with CEP. When patients with CRS satisfy the DT algorithm, they may have ECRS with CEP. Therefore, otolaryngologists should perform sinonasal biopsies and chest imaging.
Authors
- Hiroatsu Hatsukawa (ORCID: https://orcid.org/0009-0006-5187-1465)
- Tomoyuki Hirai
- Satoru Terada (ORCID: https://orcid.org/0000-0003-1748-5502)
- Zhiqian Jiang (ORCID: https://orcid.org/0000-0002-8036-9937)
- Hirotaka Matsumoto (ORCID: https://orcid.org/0000-0003-4538-6456)
- Hiroshi Mamitsuka (ORCID: https://orcid.org/0000-0002-6607-5617)
- Canh Hao Nguyen (ORCID: https://orcid.org/0000-0002-0274-5693)
- Emiko Saito
- Masaaki Ishikawa (ORCID: https://orcid.org/0000-0002-3638-5366)
- Kouya Okazaki
- Kazuo Endo
Institutions
- Kyoto University (JP)
- Hyogo Prefectural Amagasaki General Medical Center (JP)
- Kyoto University Institute for Chemical Research
Publication Details
- Journal
- International Forum of Allergy & Rhinology
- Published
- 2025-05-30
- DOI
- https://doi.org/10.1002/alr.23613
- Citations
- 2
- Primary Topic
- Sinusitis and nasal conditions
- Type
- article
- Field-Weighted Citation Impact
- 3.70
Funders
- Takeda Science Foundation