Fig. 1: An illustration of this study.

a Explore TIME biomarker associated with clinical outcomes. b development and validation of artificial intelligence models; c interpretation and clinical application of PORCELAIN. TIME tumor immune microenvironment, NTR neutrophil-to-T-lymphocyte ratio, IHC immunohistochemical, CECT contrast-enhanced computed tomography, ROI region of interest.