Ranomics
Y-shaped antibody molecule in ribbon representation with CDR loops highlighted for engineering
Application

Antibody and nanobody engineering

From VHH discovery to humanized leads. Nanobody design, scFv optimization, and full antibody engineering powered by targeted variant libraries and display selection.

Start your antibody project →
Nanobody engineering

VHH nanobody design and optimization

Nanobodies — single-domain antibodies derived from camelid heavy-chain-only antibodies — are among the most tractable protein formats for engineering. At 12-15 kDa, the full sequence can be covered by a single saturation mutagenesis library, enabling complete DMS characterization in one experiment.

Their robust folding, high solubility, and tolerance of CDR loop diversification make nanobodies ideal substrates for both computational design (de novo binder generation via RFdiffusion and Boltzgen) and experimental optimization (targeted variant libraries, combinatorial CDR scanning, and affinity maturation on yeast display).

We work with nanobodies from immunized libraries, synthetic repertoires, and computational design pipelines. Whether you need to discover new VHH binders, mature existing leads, or humanize a camelid-derived nanobody for clinical development, our platforms handle the full workflow.

01

De novo VHH design

RFdiffusion and Boltzgen generate nanobody-format binders targeting specified epitopes. Designs validated by pooled yeast display screening.

02

VHH affinity maturation

DMS or combinatorial scanning of CDR loops plus framework residues. Complete affinity landscape in one experiment, with combinatorial optimization of top hits.

03

VHH humanization

Framework grafting onto human VH3 germlines with DMS-guided back-mutation selection. Identifies the minimal set of camelid residues required to maintain binding.

04

Multi-property optimization

Simultaneous DMS for binding, expression, and thermal stability. Identifies mutations that improve affinity without compromising developability properties.

Antibody formats

Antibody fragment optimization and engineering

scFv engineering

Single-chain variable fragment optimization on yeast display. CDR mutagenesis for affinity improvement, linker optimization for stability, and VH-VL orientation testing. Simultaneous VH and VL scanning captures inter-domain epistatic effects.

Fab fragment optimization

Fab fragments displayed on yeast or mammalian cells. DMS scanning of CDR regions with native heavy-light chain pairing. Preferred when format fidelity to the final therapeutic product is important.

Full IgG engineering

Mammalian display of complete IgG molecules for campaigns where Fc function, glycosylation, or effector function is part of the selection criteria. Lower throughput compensated by direct relevance to the final clinical format.

Humanization

CDR grafting onto human germline frameworks followed by DMS-guided back-mutation selection. Instead of guessing which framework residues are important, DMS maps the contribution of every position and identifies the minimal non-human content needed.

Bispecific design

Engineering of individual arms for bispecific constructs. Each binding domain is optimized independently by DMS, then combined. Format options include tandem scFv, scFv-Fc, and knobs-into-holes architectures.

Developability optimization

Screening for aggregation propensity, polyreactivity, and self-association alongside binding activity. DMS identifies positions where affinity-improving mutations compromise developability, enabling informed trade-off decisions.

Platform selection

Matching antibody format to display platform

The choice of display platform depends on the antibody format, the importance of post-translational modifications, and the required library diversity.

Yeast display

VHH, scFv, and small format antibodies

Highest library diversity (10^7-10^8), fastest cycle times, and robust quantitative FACS sorting. The default platform for nanobody and scFv engineering campaigns. Eukaryotic folding machinery handles most single-domain and single-chain formats well.

Mammalian display

IgG, Fab, and glycosylation-dependent formats

Required for full-length IgG, when Fc glycosylation matters for effector function, or when the target epitope is glycan-dependent. Lower library diversity (10^5-10^6) but hits are directly relevant to the final production format.

Engineering an antibody or nanobody?

Tell us about your lead molecule, the format, and what you need to improve. We will recommend a platform and design an optimization campaign.

Start a project →