Treatment Target Discovery

Explore treatment-associated differentially expressed genes and cell subtype changes in response to immunotherapy and targeted therapy

Treatment-associated DEGs (Volcano Plot)

Select a treatment group, then click Update Plots. (Volcano plot loads after DEG CSV is found.)

Gene Expression across Cell Subtypes (Violin Plot)

Enter a gene symbol and click Update Plots. (Requires violin_expr.csv for the selected group.)

Treatment, Peritreatment, and Response (3D Visualization)

Enter a gene symbol and click Update Plots. (3D raincloud uses the same expression table.)

Subtype Composition Changes (Final_subpopulation)

Click Update Plots to load stacked composition. (Uses subtype_peri_response_summary.csv.)

Subtype Proportion Changes (Delta: Post − Pre)

Click Update Plots to load the delta heatmap. (Uses subtype_peri_response_delta.csv.)

Subpopulation change (static figures)