Clinical Key Features Uncovered by Blood Eosinophilia‐Based Machine Learning Classification of Chronic Rhinosinusitis
ML classification of CRS revealed the involvement of basophils in eosinophilia in peripheral blood. Features specific for CRS with an AEC ≥ 1500/µL indicated that otolaryngologists should suspect the potential eosinophilic CRS with unique comorbidities even in the absence of NPs and the unremarkable inflammation on sinonasal CT.
Authors
- Hiroatsu Hatsukawa (ORCID: https://orcid.org/0009-0006-5187-1465)
- Zhiqian Jiang (ORCID: https://orcid.org/0000-0002-8036-9937)
- Hiroshi Mamitsuka (ORCID: https://orcid.org/0000-0002-6607-5617)
- Canh Hao Nguyen (ORCID: https://orcid.org/0000-0002-0274-5693)
- Masaaki Ishikawa (ORCID: https://orcid.org/0000-0002-3638-5366)
Institutions
- Kyoto University (JP)
- Kyoto Bunkyo University (JP)
- Hyogo Prefectural Amagasaki General Medical Center (JP)
Publication Details
- Journal
- International Forum of Allergy & Rhinology
- Published
- 2025-12-04
- DOI
- https://doi.org/10.1002/alr.70077
- Primary Topic
- Sinusitis and nasal conditions
- Type
- article
- Field-Weighted Citation Impact
- 0.00