Node-centric expression models
We used a graph neural network to extract statistical dependencies in gene expression profiles of neighboring cells in spatial omics and applied this representation to study cell-cell communication.
Fischer, D.S., Schaar, A.C. & Theis, F.J. Modeling intercellular communication in tissues using spatial graphs of cells. Nat Biotechnol 41, 332–336 (2023).