Joint modeling histology and molecular markers for cancer classification

Xiaofei Wang, Hanyu Liu, Yupei Zhang, Boyang Zhao, Hao Duan, Wanming Hu, Yonggao Mou, Stephen Price, Chao Li

Abstract: Highlights•A multi-scale multi-task model for cancer classification based on WSIs.•A novel framework aligning with the emerging paradigm of molecular pathology.•The first study to classify glioma by histology & molecular markers interaction.•Extensive experiments with state-of-the-art performance on prediction tasks.