CYP Liability Prediction

ToxScreen predicts CYP3A4, CYP2D6, and CYP2C9 inhibition liability from SMILES alone. In-distribution AUROCs: 0.95 (CYP3A4), 0.94 (CYP2D6), 0.94 (CYP2C9). Results in seconds with calibrated probabilities and explicit abstention when your chemistry falls outside the training domain.

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The CYP Problem in Drug Discovery

Cytochrome P450 enzymes (CYP3A4, CYP2D6, CYP2C9) metabolize ~70% of marketed drugs. Inhibition leads to drug-drug interactions (DDIs), dose adjustments, or clinical failure. Regulatory guidance (FDA, EMA) increasingly expects in silico CYP assessment early in discovery.

Calibrated Scores — Not Raw Classifier Output

Raw CYP classifiers return an uncalibrated probability that does not match the true likelihood on novel chemistry. ToxScreen applies isotonic calibration and publishes both the in-distribution and the honest novel-chemistry numbers — CYP novel-chemistry AUROC is ~0.47–0.54 on independent holdout, which we report transparently.

CYP Panel + CTI Score

The three CYP scores feed into the Composite Toxicity Index (weighted 25%/20%/20%) alongside hERG (35%). Results are reported with five risk bands: NEGLIGIBLE (<0.20), LOW (0.20–0.35), ELEVATED (0.35–0.50), HIGH (0.50–0.65), CRITICAL (≥0.65).

API and Batch Mode

Single-compound API or batch CSV upload. Python SDK, CLI, cURL. All results exportable as PDF, Excel, HTML, or JSON. Deterministic — same SMILES, same score, every call.

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No credit card. No time limit. 3 free screenings.

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