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)