ADC & Bioconjugate Design

ADC Linker-Payload Design & Optimization

Computational design of ADC linker-payload combinations. Cleavable vs non-cleavable linker selection, payload hydrophobicity/DAR optimization, bystander effect prediction.

Ref L1Computational ServiceConfidence ReportedScoped After Feasibility Review
HomeServicesADC & Bioconjugate DesignADC Linker-Payload Design & Optimization

Overview

An antibody–drug conjugate is a system, and its therapeutic index is set by how its parts interact rather than by any one of them. We model that system: conjugation site selection and its effect on stability and homogeneity, cleavable versus non-cleavable linker choice against the target biology, payload hydrophobicity and its consequences for aggregation and clearance, drug-to-antibody ratio distribution, and the bystander behaviour that follows from payload permeability. The result is a reasoned design space rather than a single proposed construct.

Conjugation site · linker · payloadCDR loopsFc regionpayloadcleavable linkerdevelopabilityliabilities mapped
Schematic: conjugation site, linker chemistry and payload are modelled as one system, because the therapeutic index comes from how they interact.

Key Advantages

01

Conjugation Sites Assessed Structurally

Candidate sites are evaluated for solvent accessibility, local stability, proximity to the antigen-binding site and effect on Fc function, which site-specific conjugation makes a genuine design decision.

02

Linker Chemistry Matched To Biology

Protease-cleavable, acid-labile, glutathione-sensitive and non-cleavable options are compared against target internalisation, trafficking and the intended bystander behaviour.

03

Hydrophobicity Managed Explicitly

Payload and linker hydrophobicity drive aggregation and accelerate clearance; we predict the effect across DAR values and identify hydrophilic mitigations such as PEG or sulfonate spacers.

04

DAR Distribution Considered

Average DAR hides a distribution, and the high-DAR species disproportionately affect clearance and tolerability. Designs address the distribution rather than the mean alone.

Where This Service Is Used

Selecting linker and payload combinations for a new ADC programme
Choosing and engineering conjugation sites for site-specific conjugation
Diagnosing aggregation, instability or rapid clearance in an existing conjugate
Assessing whether bystander killing is achievable and desirable for a given target
Comparing candidate designs before committing to conjugation chemistry development

Methods and Techniques Applied

Antibody structural modelling with surface accessibility and local stability analysis at candidate sites
Conjugation site assessment including effects on antigen binding, Fc function and thermal stability
Linker and payload property modelling: hydrophobicity, stability, release chemistry and predicted kinetics
Aggregation propensity prediction across the DAR range with hydrophilic mitigation design
Payload permeability modelling to assess bystander potential
Comparative assessment of candidate designs against the target biology and the therapeutic objective

What We Need From You

Antibody sequence and, where available, structure or format details
Target biology: expression level, internalisation rate, trafficking behaviour, tumour heterogeneity
Payload class and mechanism, with any existing conjugate data
Conjugation chemistry available to you and the intended DAR range

What You Receive

Ranked conjugation site recommendations with structural rationale per site
Linker and payload combination assessment against the target biology
Predicted stability, aggregation and hydrophobicity profiles across the DAR range
Bystander effect assessment with the payload properties that drive it
Design comparison table with the trade-offs stated for each candidate construct

What We Compute and Report

Solvent accessibility, local stability and functional proximity for every candidate conjugation site
Predicted aggregation propensity across the drug-to-antibody ratio range
Hydrophobicity metrics for each linker-payload combination assessed
Payload permeability estimate, which governs whether bystander activity is achievable
Comparative ranking of candidate designs with the trade-offs stated explicitly

Interpretation and Limitations

Computational predictions prioritise hypotheses; they do not independently establish binding, biological activity, therapeutic efficacy, safety or clinical validity. Performance depends on input quality, target class, the structural evidence available and the applicability domain of the selected methods. Scores used for ranking are comparative devices and should not be read as measured quantities. All deliverables are for research use only and are not intended for diagnostic or therapeutic use.

Specifications

ItemSpecificationNotes
Designs compared5–30 combinationsAcross sites, linkers and payload classes
Typical turnaround4–8 weeksIncluding structural modelling and simulation
ConjugationStochastic and site-specificCysteine, lysine, glycan and engineered sites
OutputModels, tables, reportWith site-level structural analysis

Service Workflow

Step 01

Scientific Consultation

We discuss the objective, the decision it supports and the data you hold. Nothing is quoted before we understand what the result has to answer.

Step 02

Feasibility Review

We check that the data, target class and available structural evidence can support the proposed approach, and say plainly where they cannot.

Step 03

Technical Proposal

Scope, methods, deliverables, timeline and price are confirmed in writing, together with the limitations we expect to report.

Step 04

Computation and QC

The analysis runs on pinned tool versions in a containerised environment, with quality checkpoints and method comparison where that is informative.

Step 05

Report and Follow-Up

You receive the ranked results, the documented methods, the limitations and a proposed validation plan, plus support in interpreting them.

Is This the Right Service for You?

Choose this service when

Conjugation chemistry must be chosen before development resources are committed
An existing conjugate aggregates, clears too fast or is heterogeneous
Site-specific conjugation is being adopted in place of stochastic chemistry

Consider another service when

The carrier is a peptide rather than an antibody
Peptide-Drug Conjugate Design
The antibody itself still needs engineering
Full-Length IgG Antibody Design

What Goes Wrong, and How We Handle It

The failure modes that produce confident-looking results which do not survive the next experiment. Each one is designed against rather than discovered afterwards.

Accessibility, local stability, proximity to the paratope and effect on Fc function are assessed for every candidate site.

Case Studies

The situation
The conjugate aggregated above DAR 4 and cleared far faster than the naked antibody.
What the work involved
The conjugated model was analysed for surface hydrophobic patches, hydrophobicity was accounted across the DAR distribution, and alternative sites away from the implicated region were compared.
What came back
Two of the stochastically modified lysines sat inside an existing hydrophobic patch. Site-specific alternatives were ranked, with a hydrophilic spacer option quantified for its predicted effect.

Illustrative of the shape this work takes. Details are generalised, no client or target is identified, and scope and outcome vary with the system in question.

Questions We Are Asked Before Scoping

Note: ICDMO delivers computational (in silico) services. Results prioritise hypotheses for testing; they do not by themselves establish binding, biological activity, efficacy or safety. All deliverables are for research use only and are not intended for diagnostic or therapeutic use. Downstream experimental work is scoped separately and executed through qualified partners.

Get in Touch
about ADC Linker-Payload Design & Optimization

Tell us about the target, the data you hold and the decision the result needs to support. A scientist reviews every enquiry and replies within one business day.

Feasibility reviewed before any scope or price is fixed
Methods, parameters, confidence and limitations in every report
Confidentiality agreement available before data is shared

Submitting opens your email client with the enquiry addressed to service@icdmo.com.