In Silico Drug Repurposing — Phase I Findings Report
LR-MDS TGF-β Dual-Level Targeting Project
Date: March 2026
Status: Phase I — In Silico Pipeline (Partial
Completion)
1. Executive Summary
This report documents the completed and pending steps of the in
silico drug repurposing pipeline for identifying receptor-level TGF-β
pathway inhibitors in LR-MDS.
Completed (via ChEMBL MCP + ClinicalTrials.gov):
- Seed gene/protein list assembly (30 genes, 4 levels)
- ChEMBL target identification: TGFBR1/ALK5 =
CHEMBL4439 (UniProt: P36897)
- ChEMBL bioactivity screening: 2,484 IC50 records
against ALK5, 50+ with pChEMBL ≥7.0
- Known compound profiling: Vactosertib, Galunisertib, SB-431542,
GW-series compounds
- ADMET/drug-likeness assessment for top candidates
- Clinical trial mapping: 3 trials identified (2 completed in
MDS)
- Mechanism of action verification: 2 curated MoA entries
(galunisertib, vactosertib)
Pending (requires Cytoscape desktop):
- STRING PPI network construction and topological analysis
- NedRex disease module identification and drug prioritization
- CytoHubba hub detection
- Molecular docking (AutoDock Vina / CB-Dock2)
- GEO transcriptomic validation
2. Seed Gene List (Completed)
Total: 30 genes across 4 functional levels
| Receptor |
8 |
TGFBR1 (ALK5), TGFBR2, ACVR1B (ALK4), ACVR2A, ACVR2B, ACVR1, BMPR1A,
BMPR2 |
| Signal |
7 |
SMAD2, SMAD3, SMAD4, SMAD7, SMAD1, SMAD5, SMAD6 |
| Ligand |
6 |
GDF11, GDF8, INHBA, INHBB, TGFB1, TGFB2, TGFB3 |
| Co-regulator |
9 |
SMURF1, SMURF2, ZFYVE9 (SARA), SKI, SKIL, BAMBI, EP300, CREBBP |
HIGH priority seeds (directly from proposal
hypothesis): TGFBR1, ACVR1B, ACVR2B, SMAD2, SMAD3, SMAD7, GDF11, GDF8,
INHBB
Files generated: - seed_gene_list.tsv —
Full annotated seed list with UniProt IDs, Entrez IDs, priorities -
STRING_query_genes.txt — Ready to paste into STRING
Multiple Proteins interface
3. ChEMBL Target Analysis
3.1 Primary Target: TGFBR1 (ALK5)
| ChEMBL ID |
CHEMBL4439 |
| UniProt |
P36897 |
| Gene Symbol |
TGFBR1 |
| Target Type |
SINGLE PROTEIN |
| PDB Structures |
1B6C, 1IAS, 1PY5, 1RW8 (SB-431542 co-crystal),
2WOT, 2WOU, 3GXL, 3HMM, 3KCF, 4X2F, 5E8S/T/U/W/X/Z
(inhibitor series), 5QIK/L/M, 6B8Y, 8YHF, 9B9F, 9F6X, 9FK5 |
| Total IC50 records |
2,484 |
| Records with pChEMBL ≥7.0 |
50+ (sub-100 nM potency) |
| Records with pChEMBL ≥8.0 |
15+ (sub-10 nM potency) |
| Curated drug mechanisms |
2 (galunisertib, vactosertib) |
3.2 Most Potent Compounds Identified
| 1 |
CHEMBL341280 |
Bromo-pyrazole-quinoline |
1.2 |
8.92 |
Functional (NIH 3T3) |
| 2 |
CHEMBL129677 |
Pyrazole-quinoline |
2.9 |
8.54 |
Functional (mink lung) |
| 3 |
CHEMBL185238 |
GW786460X |
4.0 |
8.40 |
Binding (Sf9) |
| 4 |
CHEMBL3260567 |
Vactosertib |
7.0 |
8.15 |
Binding (Sf9 kinase) |
| 5 |
CHEMBL361237 |
GW785804X |
10.0 |
8.00 |
Binding (Sf9) |
| 6 |
CHEMBL365663 |
GW780159X |
10.0 |
8.00 |
Binding + Functional |
| 7 |
CHEMBL183354 |
Pyrazole-naphthyridine |
10.0 |
8.00 |
Binding (Sf9) |
| 8 |
CHEMBL2364611 |
Galunisertib |
56.0 |
7.25 |
Binding |
| 9 |
CHEMBL440084 |
SB-431542 |
94.0 |
7.03 |
Binding |
4. Lead Candidate Profiles
4.1 Vactosertib (TEW-7197) — CHEMBL3260567
| IUPAC stem |
-sertib (serine/threonine kinase inhibitors) |
| MW |
399.43 Da |
| ALogP |
4.24 |
| PSA |
83.79 Ų |
| HBD / HBA |
2 / 6 |
| Ro5 violations |
0 |
| QED |
0.46 |
| Max Phase |
Phase 2 |
| ALK5 IC50 range |
7.0 — 41.0 nM (median ~12 nM) |
| Clinical trial (MDS) |
NCT03074006 — Phase 1 in low/intermediate MDS,
COMPLETED, n=9 |
| Clinical trial (heme) |
NCT05400122 — Phase 1b vactosertib + NK cells in
hematologic malignancies (SUSPENDED) |
| Sponsor |
MedPacto, Inc. |
| SMILES |
Cc1cccc(-c2[nH]c(CNc3ccccc3F)nc2-c2ccc3ncnn3c2)n1 |
Assessment: Top translational candidate. Already
tested in MDS patients (Phase 1 completed). Potent ALK5 inhibitor with
clean Ro5 profile. The completed NCT03074006 trial (IPSS-R very
low/low/intermediate) directly overlaps with our target population.
4.2 Galunisertib (LY2157299) — CHEMBL2364611
| MW |
369.43 Da |
| ALogP |
3.51 |
| PSA |
86.69 Ų |
| HBD / HBA |
1 / 5 |
| Ro5 violations |
0 |
| QED |
0.60 (best among candidates) |
| Max Phase |
Phase 2 |
| ALK5 IC50 |
56 nM (moderate) |
| Clinical trial (MDS) |
NCT02008318 — Phase 2/3 in very
low/low/intermediate MDS, COMPLETED, n=43, Eli Lilly |
| SMILES |
Cc1cccc(-c2nn3c(c2-c2ccnc4ccc(C(N)=O)cc24)CCC3)n1 |
Assessment: The most clinically advanced ALK5
inhibitor in MDS. Phase 2/3 data available (Santini V et al., Clin
Cancer Res 2019). Less potent than vactosertib but highest QED and most
extensive clinical safety data. The published results showed modest
hematologic improvement in a subset of patients, supporting the
biological rationale but also highlighting the need for combination or
biomarker-driven strategies.
4.3 SB-431542 — CHEMBL440084
| MW |
384.40 Da |
| ALogP |
3.63 |
| PSA |
103.12 Ų |
| Ro5 violations |
0 |
| ALK5 IC50 |
94 nM |
| Co-crystal PDB |
1RW8 (reference for docking) |
| Status |
Research-grade only |
Assessment: Widely used reference compound. PDB 1RW8
co-crystal structure serves as the primary docking reference. Should be
included as benchmark in all experimental assays.
5. Clinical Trials Mapping
5.1 Directly Relevant Trials
| NCT03074006 |
Vactosertib |
Phase 1 |
Low/Int MDS |
COMPLETED |
9 |
MedPacto |
| NCT02008318 |
Galunisertib |
Phase 2/3 |
VLow/Low/Int MDS |
COMPLETED |
43 |
Eli Lilly |
| NCT05400122 |
Vactosertib + NK cells |
Phase 1b |
Heme malignancies incl. MDS |
SUSPENDED |
12 |
D. Wald |
5.2 Key Eligibility Overlap with Our Proposal
NCT03074006 inclusion criteria directly match our target: - IPSS-R
Very Low, Low, or Intermediate risk - Hb ≤ 9.0 g/dL OR RBC
transfusion-dependent (≥2 units/month) - Must have failed or not be
candidates for standard treatments - Primary endpoint: Hematologic
improvement (IWG 2006)
This validates our experimental design — we’re modeling exactly this
clinical scenario in vitro.
6. Pending Steps — Instructions for Desktop Execution
6.1 STRING Network (Your Cytoscape)
- Go to https://string-db.org → Multiple Proteins
- Paste contents of
STRING_query_genes.txt (30
genes)
- Organism: Homo sapiens
- Settings: Minimum interaction score = 0.700 (high confidence)
- Active sources: Experiments + Databases + Co-expression (UNCHECK
text mining)
- Export: TSV network file
- Import into Cytoscape: File > Import > Network from File
6.2 Cytoscape Analysis
- Network Analyzer: Tools > Analyze Network →
betweenness, degree, closeness
- clusterMaker2: Apps > clusterMaker2 > MCL
(inflation=2.5) → functional modules
- CytoHubba: Top 10 hub nodes by MCC + DMNC +
Degree
- Visualization: Node size=degree, color=betweenness,
edge width=combined_score
6.3 NeDRexApp
- Install NeDRexApp from Cytoscape App Manager
- Select Disorder: “Myelodysplastic syndrome”
- Override seeds with our gene list if possible
- Run ROBUST (disease module) → then TrustRank (drug ranking)
- Export candidate drug list
6.4 Molecular Docking
Target structure: PDB 1RW8 (ALK5 + SB-431542) — use
this as reference Alternative: PDB 5E8S/5E8T (newer
structures with different inhibitors) Positive
controls: Vactosertib, Galunisertib, SB-431542
Tool: AutoDock Vina or CB-Dock2 (https://cadd.labshare.cn/cb-dock2/) Binding
box: Center on SB-431542 position in 1RW8, grid 25×25×25 Å,
exhaustiveness=32
6.5 GEO Transcriptomic Validation
Relevant datasets to query: - GSE19429 (MDS CD34+ vs healthy, n=183)
- GSE58831 (MDS subtypes) - GSE4619 (MDS bone marrow)
GSEA gene sets: HALLMARK_TGF_BETA_SIGNALING,
KEGG_TGF_BETA_SIGNALING_PATHWAY
7. Preliminary Scoring Matrix
Based on currently available data (ChEMBL + ClinicalTrials.gov):
| Vactosertib |
TBD |
TBD |
REF |
4 (pChEMBL 8.15) |
TBD |
4 (Phase 1 MDS) |
TBD |
≥8 partial |
| Galunisertib |
TBD |
TBD |
TBD |
3 (pChEMBL 7.25) |
TBD |
4 (Phase 2/3 MDS) |
TBD |
≥7 partial |
| SB-431542 |
TBD |
TBD |
REF |
3 (pChEMBL 7.03) |
TBD |
0 (research only) |
TBD |
≥3 partial |
| GW786460X |
TBD |
TBD |
TBD |
4 (pChEMBL 8.40) |
TBD |
0 |
TBD |
≥4 partial |
Note: Network proximity scores (NedRex), DGIdb
matches, docking scores, CMap connectivity, and transcriptomic
validation require desktop Cytoscape and web database queries. These
will fill the remaining matrix cells.
8. Key Finding: Vactosertib Phase 1 MDS Trial
The discovery that vactosertib has already completed a Phase 1 trial
specifically in low/intermediate MDS (NCT03074006, MedPacto) is a
significant finding for our proposal. This means:
- Safety data exists for ALK5 inhibition in MDS
patients at our exact target risk group
- Dose information from the dose-escalation phase can
inform our in vitro concentration ranges
- Biomarker data may be available (secondary
endpoint: pharmacodynamic markers in bone marrow)
- Our dual-targeting hypothesis is the logical next
step — testing vactosertib IN COMBINATION with luspatercept
modeling
- Published results from Santini V et
al. (galunisertib, Clin Cancer Res 2019) and any vactosertib MDS data
provide direct precedent
9. Deliverable Files
| seed_gene_list.tsv |
30 annotated seed genes with IDs |
Master reference |
| STRING_query_genes.txt |
Gene symbols for STRING paste |
STRING database input |
| compound_analysis.tsv |
9 candidate compounds with full profiles |
Scoring matrix input |
| This report (findings_report.md) |
Comprehensive Phase I findings |
Documentation |
Report generated: March 2026 Next steps: Complete
STRING/Cytoscape/NedRex/Docking steps on desktop, then finalize scoring
matrix