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Disease Mechanism Explorer
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Explain the most plausible mechanistic routes linking TGF-β1 to fibrosis progression, highlight the most relevant cell states, and suggest biomarkers and next experiments.
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I've assembled a mechanistic model linking TGF-β1 to fibrosis progression by integrating evidence across 345 sources spanning literature, genetics, omics, single-cell data, pathway databases, and internal experiments.

Top-ranked mechanism: The canonical TGF-β1/SMAD3 pathway drives myofibroblast activation through CTGF/CCN2, leading to excessive collagen deposition (confidence: 92%). This is supported by 47 evidence sources including GWAS data and internal knockdown experiments.

Key cell states identified:

  1. Activated myofibroblasts (ACTA2+/COL1A1+) — highest relevance (95%)
  2. Pro-fibrotic macrophages (SPP1+/TREM2+) — high relevance (82%)
  3. Transitional epithelial cells (KRT17+/VIM+) — moderate relevance (68%)

Biomarker hypotheses: Galectin-3 (serum) ranks highest for pathway modulation monitoring, with an FDA-cleared assay available.

Priority experiment: SMAD3 phospho-proteomics in patient-derived fibroblasts would provide the highest uncertainty reduction (85%).

Navigate the mechanism graph to explore individual nodes, toggle evidence layers, or drill into any hypothesis.

Suggested queries
TGF-β1SMAD3SMAD7CTGF/CCN2COL1A1α-SMA/ACTA2Wnt/β-cateninHedgehogEMT ProgramFibrosis ProgressionChronic InflammationActivated MyofibroblastPro-fibrotic MacrophageGalectin-3PirfenidoneIL-13PDGFMMP-9
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pathway
phenotype
cell state
biomarker
intervention
Edge Types
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Inhibition
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Mechanism Graph

TGF-β1 → Fibrosis Progression

Mechanism Hypotheses
Ranked Mechanism Hypotheses

Canonical TGF-β1 signaling through SMAD3 phosphorylation drives CTGF expression and myofibroblast differentiation, leading to excessive collagen deposition and progressive fibrosis.

Key Nodes
TGF-β1SMAD3CTGF/CCN2α-SMA/ACTA2COL1A1Activated Myofibroblast
Supporting (3)
TGF-β1/SMAD3 axis in organ fibrosis
Nature Reviews Molecular Cell Biology (2024)
SMAD3 variants associated with fibrosis susceptibility
GWAS Catalog / UK Biobank (2023)
SMAD3 knockdown reduces collagen in IPF fibroblasts
Internal Study BIO-2024-0147 (2024)
Conflicting (1)
Non-canonical TGF-β signaling in late-stage fibrosis
Journal of Clinical Investigation (2023)
Salt connected
Layers:LitGenOmicsscRNAPathInt(6/6)
18 nodes
345 evidence sources
Disease Mechanism Explorer v0.1.0