Software

Multimodal Medical Imaging Analysis by AI

• PathoSig   Histopathology images-based deep learning prediction of prognosis and therapeutic response in small cell lung cancer.
• DeepDrAMD   Deep learning model on color fundus photographs for early detection AMD performance, classifying dryAMD and wetAMD and distinguish wetAMD type1 or type2 notification.
• DeepDrRVO   Deep learning model on color fundus photographs for early recognition and differential diagnosis of retinal vascular occlusion.

Computational Biology and Precision Medicine Model

• CCML   A two-step consensus clustering inputing multiple predictive labels with different sample coverages (missing labels)
• MLMRP   All code for a multi-lncRNA diagnostic signature (MLMRPscore) for ESCC.
• CCI   CCI using machine learning method as a personalized prognosticator of immune subtyping which could accurately predict the survival and therapeutic response of SCLC patients in multicenter bulk transcriptomic data cohorts and immunohistochemistry cohorts.
• MODeepHRD   Multi-Omics integrative Deep-learning framework for HRD-positive phenotype detection. The MODeepHRD utilized a convolutional attention autoencoder that can leverage omics-specific and cross-omics complementary knowledge learning.
• iUMRG   Multi-layered network-guided propagation modeling for the inference of susceptibility genes in uveal melanoma.