Shuangjun Lin

This paper introduces VenusRXN, a deep learning framework for reaction-conditioned enzyme discovery, achieving high accuracy in identifying enzymes for novel reactions.

ProStab predicts protein stability changes upon mutations using a deep learning framework combining sequence and structure information, showing strong performance and experimental validation.

This study reveals the molecular mechanism of SARP transcriptional activation using cryo-EM, showing how SAS interacts with DNA and RNAP to facilitate antibiotic biosynthesis.