The multi-modal tissue image analysis platform (Lens) provides a suite of software tools for multi-modal tissue imaging data analyses for cancer research, empowered by innovative deep learning based methods. Lens enables comprehensive tissue microenvironment characterization, spatial analysis and multi-modal data supported prediction.