Molecular-informed image classification for predicting drug sensitivity in cancer therapy
Extensive experimental evaluations demonstrate that our method significantly outperforms techniques in classifying molecular patterns correlated with drug sensitivity, offering a reliable and interpretable foundation for advancing personalized cancer therapy strategies. This approach seamlessly integrates cutting-edge adaptive imaging models with the emerging needs of molecular-insight-driven therapeutic optimization, bridging critical gaps in current cancer informatics research.
Authors
- Chunmei Qu (ORCID: https://orcid.org/0000-0003-4625-5175)
Institutions
- Anhui Academy of Agricultural Sciences (CN)
Publication Details
- Journal
- Frontiers in Oncology
- Published
- 2026-01-12
- DOI
- https://doi.org/10.3389/fonc.2025.1643504
- Primary Topic
- Computational Drug Discovery Methods
- Type
- article
- Field-Weighted Citation Impact
- 0.00