Cell-resolved prognosis

Single-cell Risk Analysis

Characterize high-risk cellular states, risk-associated molecular programs and gene-level in silico perturbations.

Cellular risk landscape

6,582 cells

High-risk cell composition

Cell-type summary

Differential expression

Single-cell differential expression volcano plot

Functional enrichment

Single-cell GO enrichment bar plot

High-risk communication circle plots

PDF figures

High-risk outgoing communication

High-risk outgoing communication circle plot

High-risk incoming communication

High-risk incoming communication circle plot

Outgoing ligand-receptor dotplot

Outgoing ligand-receptor dotplot

Incoming ligand-receptor dotplot

Incoming ligand-receptor dotplot

Full ligand-receptor interaction table

Selected gene perturbation

Perturbation target ranking

h_to_bNumber or fraction of high-risk cells predicted to transition to background after perturbation.

p_scorePerturbation confidence or significance score.

delta risk scoreDecrease in risk score after perturbation.