Jacob George

Renoir maps ligand-target activities across spatial topologies and identifies context-specific cell-cell interactions from spatial transcriptomics data.

ProCanFDL uses federated deep learning to subtype cancers using proteomic data while preserving privacy, achieving performance gains over local models.

The paper shows that stronger systemic and liver immune responses improve liver cancer outcomes by reducing tumor burden and correlating with better survival.