Spatial transcriptomics & Cell-to-cell communication

  • Spatial transcriptomics

  • Probes on slide

  • PDAC

  • CNV inference from scRNAseq to identify tumor cells

  • H&E staining

  • Integration of spatial and scRNAseq with MIA (hypergeometric test)

  • Parameter sweep

  • MIA maps of PDAC

  • Infammatory fibroblast signal in cancer regions

  • Sub-clustering / sub-regioning

  • Stress response predicted to derive from fibroblasts in cancer regions

  • Spots encompass dozens of cells

  • Cell-to-cell communication

  • Types of cell signaling events

  • Downstream consequences of signaling

  • Goal of Cell-to-cell interaction analysis:

    • What cells are interacting?

    • How are they interacting?

    • What are the consequences of the interactions?

  • CCC in kidney development

  • Kumar et al Cell Reports 2018

    • ID interactions that correlate with tumor growth

  • SingleCellSignalR (Cabello-Aguilar et al 2020)