Case Study
AI Design Support for Targeted Protein Degradation

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AI Design Support for Targeted Protein Degradation - CD ComputaBio
End-to-end TPD design support

AI Design Support for Targeted Protein Degradation

Degrader design is a coupled, multi-stage problem—target, ligase, geometry, linker, and prioritization all interact. This service brings those stages into one computational workflow, so every design decision is made with the full picture in view.

Target analysisE3 ligase selectionTernary modelingPrioritization
Service coverage

From Target Selection to a Prioritized Degrader Shortlist

01

Target analysis

Assess degradation suitability, accessible lysines, and structural coverage for the protein of interest.

02

E3 ligase selection

Compare recruiters across expression, neo-substrate risk, and ternary feasibility.

03

Ternary modeling

Model the target–PROTAC–E3 complex and rank productive geometries.

04

Linker & stability

Design linkers and stress-test binding stability with molecular dynamics.

05

Prioritization

Score and tier candidates across structure, potency, selectivity, and feasibility.

A modular service—use the whole pipeline or one stage

Each stage is available as a standalone engagement, and modules can be assembled into a full program. Internal links below route to the dedicated service pages for each capability.

How teams use it

Where Computational Support Can Move Your Program Forward

New program

Starting from a validated target

You have a target but no degrader chemistry. We assess degradation suitability, shortlist ligases, and propose a first linker and recruiter design.

  • Target degradation-suitability analysis
  • E3 ligase shortlist
  • First-generation design proposal
  • Validation plan
Active program

Optimizing an existing degrader series

You have degraders with SAR data. We model ternary geometry, test linker stability, and prioritize the series to focus synthesis.

  • Ternary-complex modeling
  • MD stability analysis
  • Linker optimization guidance
  • Prioritized shortlist
Mechanism question

Diagnosing a degradation failure

A degrader binds but does not degrade. We diagnose whether the bottleneck is ternary formation, lysine accessibility, or a downstream step.

  • Ternary feasibility check
  • Lysine accessibility mapping
  • Hook-effect assessment
  • Corrective design recommendations
Design cycle

What Happens During a Degrader Design Project

The design cycle moves from scope to prioritized candidate, with explicit checkpoints so modeling and wet-lab data inform each other.

Request a Project Scope
  1. Scope and align on the decision

    Define the degradation goal, the stage of the program, and the specific decision each deliverable must support.

    Goal settingDecision mappingMilestones
  2. Gather target and degrader inputs

    Collect structures, sequences, ligand chemistry, and any degradation, selectivity, or binding data available.

    Structure auditData inventoryGap analysis
  3. Run the modeling stages

    Execute the selected modules—ligase selection, ternary modeling, linker design, or stability analysis—in sequence or parallel.

    Ligase selectionTernary modelingMD stability
  4. Integrate and prioritize

    Combine module outputs into a ranked candidate shortlist with per-criterion scoring and uncertainty flags.

    IntegrationPrioritizationUncertainty notes
  5. Deliver and iterate

    Provide the design package and validation plan, then fold new experimental results into a refined next round.

    Design memoAssay planIteration loop
Integrated view

Make Better Design Decisions with Connected Evidence

A ligase chosen in isolation can fail at the linker stage; a linker optimized in isolation can break ternary geometry. Our integrated workflow carries structural and energetic evidence forward so downstream decisions stay consistent.

TraceabilityEvery recommendation linked to a model
ConsistencyOne evidence base across stages
ModularityStart at any stage of the pipeline
IterationFold wet-lab data back in
Fit-to-program output

Choose the Support That Fits Your Program Stage

Engagements are sized to the decision. A focused module can be scoped in days; a full pipeline with MD and prioritization runs across several weeks with milestones.

1Single-module analysis (days–weeks)
2Focused multi-module scope (weeks)
3Full pipeline with MD and prioritization (several weeks)
Decision-ready deliverables

What You Receive

Target package

Degradation-suitability report

Lysine accessibility, structural coverage, and degradation feasibility for the target.

Design package

Degrader design proposal

Recommended ligase, linker, and attachment points with ranked ternary geometries.

Stability package

Binding-stability analysis

MD metrics and relative binding-energy ranks across the candidate set.

Action package

Prioritized shortlist & plan

Tiered candidates, uncertainty flags, and a validation experiment roadmap.

Published data

What Successful Degrader Studies Teach Us

Study [1] · Catalytic mechanism

PROTACs act catalytically—design for events, not occupancy

Bondeson DP, Mares A, Smith IE, et al. Nature Chemical Biology. 2015;11(8):611–617.

The authors demonstrated catalytic, event-driven protein knockdown by PROTACs, establishing that substoichiometric degradation—rather than target occupancy—is the design goal that matters for potency.

Service implication: the pipeline optimizes degradation productivity and event-driven turnover, not just binary binding affinity.
Design → event → knockdownOriginal schematic
PROTAC designLink a warhead and recruiter into a bifunctional molecule.
Ternary eventInduce target–E3 proximity and ubiquitination.
Catalytic knockdownAchieve substoichiometric, event-driven degradation.
Catalytic actionEvent-drivenUbiquitinationKnockdown
Study [2] · Cooperativity

Cooperativity connects ternary structure to degradation outcome

Wurz RP, Rui H, Dellamaggiore K, et al. Nature Communications. 2023;14:4177.

The authors linked ternary-complex affinity and cooperativity to degradation potency and rate, showing that structural interface organization—not just affinity—predicts productive degradation.

Service implication: ternary modeling is interpreted through cooperativity and degradation productivity, tying each structural stage to the eventual cellular outcome.
Structure → cooperativity → outcomeOriginal schematic
Ternary modelingModel interface organization and buried surface area.
CooperativityRelate affinity and cooperativity to degradation.
Design guidanceOptimize structure for productive degradation.
Interface areaCooperativityAffinityDegradation rate

References

  1. Bondeson DP, Mares A, Smith IE, Ko E, Campos S, Miah AH, Mulholland KE, Routly N, Buckley DL, Gustafson JL, et al. Catalytic in vivo protein knockdown by small-molecule PROTACs. Nat Chem Biol. 2015;11(8):611–617. https://doi.org/10.1038/nchembio.1858
  2. Wurz RP, Rui H, Dellamaggiore K, et al. Affinity and cooperativity modulate ternary complex formation to drive targeted protein degradation. Nat Commun. 2023;14:4177. https://doi.org/10.1038/s41467-023-39904-5
Project questions

Common Questions About Our Degrader Design Service

The right scope depends on where your program stands—these answers clarify how the service flexes to fit.

It spans target degradation suitability, E3 ligase selection, ternary-complex modeling, linker and attachment-point design, and candidate prioritization, with each stage scoped to your program's needs.

No. You can start from any stage—whether that is target analysis, ligase selection, or candidate prioritization—and assemble only the modules your program requires.

Yes. We support both PROTAC and molecular-glue modalities, adapting the interface-modeling and degradation-suitability analysis to each mechanism of induced proximity.

Every deliverable includes a validation plan. We identify the experiments that would most reduce uncertainty and link each computational prediction to the assay that tests it.

Timelines scale with scope. A focused single-module analysis can be scoped in days, while a full pipeline with MD and prioritization typically runs several weeks. We provide a milestone plan at scoping.

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Ready to Move Your Degrader Program Forward?

Share your target, degrader chemistry, and the stage your program has reached. CD ComputaBio will propose a fit-for-purpose design scope across the modules you need. Related services: PROTAC Design and Development Service, PROTAC Structure Modification, Molecular Dynamics Simulation.

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