Identifying condition-related cell-cell communication events using supervised tensor analysis

Cell-cell communication (CCC) events coordinate physiological functions in multicellular organisms and are important for exploring biological processes and disease mechanisms. We introduce STACCato, a tensor-based regression model that assesses condition-related CCC events, accounting for confounders. We show that STACCato provides rigorous inference of such events using simulated and real scRNA-seq data.