To develop an explainable deep learning framework for histological segmentation and prognostic modeling of neuroendocrine tumors (NET) liver metastasis, comparing the efficacy of non-linear deep survival analysis against traditional linear Cox regression.
Author profile
Shenlun Chen, PhD
Fudan University Shanghai Cancer Center
Neoadjuvant chemoradiotherapy (nCRT) improves local control in patients with locally advanced rectal cancer (LARC); however, substantial heterogeneity exists in postoperative recurrence risk. This study aimed to evaluate the feasibility of predicting postoper...
Accurate assessment of locally advanced rectal cancer (LARC) following neoadjuvant chemoradiotherapy (nCRT) is critical for treatment stratification. However, manual Tumor Regression Grade (TRG) suffers from inter-observer variability and subjective bias. Thi...
Predicting pathological complete response (pCR) following neoadjuvant immunotherapy (nICT) is critical for personalized management of esophageal cancer. This study develops an interpretable multimodal framework that integrates pre-treatment 3D CT latent featu...