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Differential Signaling Visual Analytics Dashboard

Interactive visual analytics framework for the exploration of differential cell-cell communication (CCC) and transcription factor (TF) activity inferred from single-cell RNA sequencing (scRNA-seq) data.

The dashboard integrates intercellular communication, intracellular signaling cascades, TF regulation, and functional enrichment analysis into a unified multi-layer network representation supporting the identification of candidate disease drivers, altered signaling loops, and dysregulated regulatory programs.

Live application

Graphical Abstract

Graphical Abstract


Features

  • Multi-layer signaling network visualization
  • Coordinated interactive views
  • Differential CCC exploration
  • TF activity integration
  • Signaling loop identification
  • Functional enrichment analysis

Case Studies

The dashboard currently includes:

  • Amyotrophic Lateral Sclerosis (ALS)
    • familial ALS vs pathologically normal (C9ALS_vs_PN)
    • sporadic ALS vs pathologically normal (SALS_vs_PN)
    • sporadic ALS vs familial ALS (SALS_vs_C9ALS)
  • Fibromuscular Dysplasia (FMD) Ko mouse model vs wildtype (Ko_vs_Wt)

Technology Stack

  • Frontend: Svelte + D3.js
  • Backend: Python + FastAPI
  • Database: PostgreSQL