Multi-task GNN predicting inhibition of 5 major cytochrome P450 enzymes (CYP1A2, CYP2C9, CYP2C19, CYP2D6, CYP3A4) for drug-drug interaction assessment.
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Updated
Aug 19, 2026 - Python
Multi-task GNN predicting inhibition of 5 major cytochrome P450 enzymes (CYP1A2, CYP2C9, CYP2C19, CYP2D6, CYP3A4) for drug-drug interaction assessment.
Research-grade CYP450 direct-inhibition profiler — 16-model XGB/LGBM ensemble with cyberpunk interactive UI for pIC50 prediction, DDI risk, Lipinski, PAINS, bioavailability (OpenADMET challenge)
Strict orchestration and audit shell for cytochrome P450 Amber MD preprocessing. Ten gated stages with JSON manifests cover heme/CYM, ligand RESP/GAFF2, protonation, solvation, ionization, and pre-MD equilibration.
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GNN + DMPNN ensemble with MC Dropout for multi-task molecular toxicity and activity prediction across 9 datasets · Random Forest fingerprint models · FastAPI web UI with 3D viewer
Scripts for the SH-SY5Y pharmacogenome (PacBio HiFi WGS, Kuban et al., The Pharmacogenomics Journal): promoter methylation from 5mC signal, chromosome-level copy number, 1000G ancestry projection and Clair3 caller validation. Raw data SRA SRX34088211; expression datasets GEO GDS1548, GDS2125, GDS3750, GDS5281.
💊 Drug interaction checker CLI + library — curated pairs, CYP450 mechanisms, FDA-boxed-warning rules, triple whammy detection. Brand names welcome. Zero deps.
FirstPass — educational CYP450 desk for ketamine clinics, MAT, and pharmacy students. Two-drug free. Founding $79.
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