Ranomics
Antibody molecule in ribbon representation with CDR loops highlighted, the surface regions where developability liabilities concentrate
Free guide

Developability Assessment for De Novo Designed Binders

Generative design made binder sequences cheap to produce, but developability assessment for de novo designed binders did not keep up, so a design can reach DNA synthesis without a liability screen having been run at all. This guide is the screen.

Eight sequence-level liability classes, and why generative design produces each one
Where a sequence scan runs out, and what spatial aggregation propensity adds
A triage workflow for fix, discard, or carry with a watch, run before you order DNA
How to use published developability thresholds without applying them to molecules they were never derived from
Open-source tooling with the licence each project actually carries, including two to avoid commercially

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What's inside

Written for the bench, not for a regulatory filing

A different bar than a clinical antibody

Which developability properties actually matter at design stage, and which belong to a formulation question you are not asking yet.

The liabilities that kill designs

Glycosylation sequons, unpaired cysteines, aggregation-prone stretches, charge and pI extremes, humanness, polyreactivity, deamidation and oxidation. For each: what it is, why designs get it, the sequence signal, and what to do.

Where sequence alone runs out

Exposure, structural context and interface proximity are what turn a sequence pattern into a finding. What spatial aggregation propensity and surface patch analysis add, and what they cost.

A triage workflow before synthesis

A pass over a design set that ends in three buckets: fix and re-run, discard, or carry with a watch and a matching assay.

Using published thresholds honestly

Published cutoffs are population statistics about clinical-stage antibodies. Four ways that inference breaks on a designed binder, and how to use the numbers anyway.

Open-source tooling and licences

A table of the tools worth running, each with the licence its own repository reports, and two projects that are not licensed for commercial use.

Want the screen run for you?

We run de novo binder campaigns, and developability checks are part of how we decide what gets synthesised. Tell us about your target and we will tell you which program fits.

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