Table 1.
CellCall | CellPhoneDB | SingleCellSignalR | CellChat | Nichenet | NATMI | iTALK | RNA-Magnet | SoptSC | ICELLNET | ||
---|---|---|---|---|---|---|---|---|---|---|---|
Data | Data size | 19 144 (L–R–TF) | 1396 | 3251 | 1939 | 12 019 | 2187 | 2649 | 2000 | N | 380 |
Literature supported L–R interactions | 1141 | 398 | 1483 | 891 | 0 | 2187 | 0 | 1618 | N | 379 | |
Intracellular signaling | KEGG | N | KEGG/ Reactome | N | multiple sources | N | N | N | N | N | |
Complex | Y | Y | N | Y | N | N | N | N | N | Y | |
Approach | Scoring based on expression | L/R/TG | L/R | L/R | L/R | L/R/TG | L/R | L/R | L/R | L/R/ Downstream gene | L/R |
Score threshold | TF activities | Permutation test | ad hoc benchmark | Permutation test | N | N | Differentially expressed | N | N | N | |
Pathway activity analysis | Y | N | N | N | N | N | N | N | N | N | |
Visualization | Heatmap | Y | N | N | Y | Y | Y | N | Y | N | Y |
Circos plot | Y | N | Y | Y | N | Y | Y | N | Y | N | |
Bubble plot | Y | Y | N | Y | N | N | N | N | N | Y | |
Sankey plot | Y | N | N | Y | N | N | N | N | N | N | |
Ridge plot | Y | N | N | N | N | N | N | N | N | N | |
TF enrichment plot | Y | N | N | N | N | N | N | N | N | N |