Platform · Hit Ranking

Transfection efficiency vs. cytotoxicity — ranked

Our composite scoring function weights predicted hepatocyte transfection efficiency, endosomal escape rate, and cytotoxicity margin to produce a bench-ready top-10 candidate list.

Composite Score

One score, three physics inputs

The Hit Ranking score (HRS) combines three orthogonal predictions into a single interpretable metric. Weights are tunable per program based on your route of administration and safety profile.

Transfection Efficiency 50%
Safety Margin (CC50/EC50) 30%
Endosomal Escape Rate 20%
Top-10 HRS Ranked Candidates
Rank ID TE score CC50/EC50 ESR HRS
#1FE-00420.9118.40.820.893
#2FE-01170.8816.90.800.871
#3FE-00580.8621.20.750.854
#4FE-02030.8414.70.780.832
#5FE-03010.8219.10.710.814

HRS = 0.50×TE + 0.30×Safety + 0.20×ESR. Top-3 recommended for bench synthesis.

Deliverables

What you get from Hit Ranking

Ranked candidate list

Top-10 formulations sorted by HRS with parameter breakdown for each score component. JSON + PDF report formats.

Efficiency/toxicity plot

Interactive scatter visualization of all 10,000 candidates with top-10 highlighted. Export as SVG or PNG.

Synthesis protocol sheet

For each top candidate: molar ratio, ethanol injection parameters, microfluidic channel geometry recommendations.

Get your bench-ready top-10 list

We run the screen, rank the hits, and hand you candidates ready for synthesis — no formulation expertise required on your side.