Transformation from hematoxylin-and-eosin staining to Ki-67 immunohistochemistry digital staining images using deep learning: experimental validation on the labeling index.
Cunyuan JiKengo OshimaTakumi UrataFumikazu KimuraKeiko IshiiTakeshi UeharaKenji SuzukiSaori TakeyamaMasahiro YamaguchiPublished in: Journal of medical imaging (Bellingham, Wash.) (2024)
Our study revealed that molecule-level insights could be obtained from H&E images using deep learning. Furthermore, the improvement brought via OD inference indicated a possible method for creating more generalizable models for digital staining via per-stain analysis.