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Binding Characterization

skill-adaptyvbio-protein-design-skills-binding-characterization · by adaptyvbio

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Install

$ agentstack add skill-adaptyvbio-protein-design-skills-binding-characterization

✓ scanned · ✓ verified, works with Claude Code, Cursor, and more.

Security review

✓ Passed

No issues found. Passed automated security review. · v0.1.0 How review works →

  • Prompt-injection patterns
  • Secret / credential exfiltration
  • Dangerous shell & filesystem operations
  • Untrusted network calls
  • Known-malicious package signatures

What it can access

  • Network access No
  • Filesystem access No
  • Shell / process execution No
  • Environment & secrets No
  • Dynamic code execution No

From automated source analysis of v0.1.0. “Used” means the capability is present in the source — more access means more to trust, not that it’s unsafe.

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Reliability & compatibility

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Declared compatibility

Claude CodeClaude Desktop

Compatibility is declared by the source manifest. End-to-end runtime verification is coming, see below.

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About

Binding Characterization: SPR and BLI

SPR vs BLI Decision Matrix

| Factor | Choose SPR | Choose BLI | |--------|------------|------------| | Sensitivity | Small molecules, fragments (10μM) | Fast dissociation in BLI dip | Increase analyte concentration | | Low expression** | Not enough signal | Increase biosensor loading |


Mass transport considerations

Mass transport limitation occurs when analyte cannot diffuse to the surface fast enough to maintain equilibrium. This distorts kinetic parameters.

Symptoms

  • Observed kon appears slower than true kon
  • Linear association phase (instead of exponential)
  • kon varies with ligand density
  • Rmax varies with flow rate

When mass transport matters

  • High-affinity interactions (kon >10^6 M^-1s^-1)
  • High ligand density (>500 RU)
  • Slow flow rates (9): Use slightly acidic buffer

Reference subtraction

Always include:

  • Blank reference channel (no ligand)
  • Buffer-only injections
  • Non-specific binding controls

Regeneration conditions

SPR regeneration scouting (try in order)

| Condition | Targets | Caution | |-----------|---------|---------| | 10 mM Glycine pH 2.0-2.5 | Most protein-protein | May denature ligand | | 10 mM Glycine pH 1.5 | Strong interactions | Harsh, limit exposure | | 1-2 M NaCl | Ionic interactions | Mild, try first | | 10 mM NaOH | Very stable ligands | Can hydrolyze proteins | | 10 mM Glycine pH 9-10 | Acid-stable proteins | Can aggregate | | 10 mM EDTA | His-tag, metal-dependent | Strips Ni-NTA | | 4 M MgCl2 | Hydrophobic interactions | Check ligand stability |

Regeneration protocol

  1. Start with mildest condition (high salt)
  2. Test 30s contact time
  3. Verify complete dissociation (return to baseline)
  4. Verify retained ligand activity (repeat binding)
  5. Use shortest effective contact time

BLI tips

  • Tips are often disposable (no regeneration needed)
  • For reuse: Same conditions as SPR, but shorter exposure
  • Anti-His tips: 10 mM Glycine pH 1.5, 30s
  • Streptavidin tips: Generally not regenerable

Common artifacts and solutions

Biphasic binding

Symptoms: Two-rate association or dissociation Causes:

  • Sample heterogeneity (aggregates)
  • Ligand heterogeneity (multiple conformations)
  • Avidity effects (bivalent analyte)

Solutions:

  • Filter/centrifuge sample
  • Use monovalent Fab fragments
  • Reduce ligand density
  • Fit to heterogeneous model

Negative dissociation

Symptoms: Signal increases during dissociation phase Causes:

  • Ligand leaching from surface
  • Analyte aggregation on surface
  • Reference channel drift

Solutions:

  • Use capture antibody instead of direct immobilization
  • Increase buffer stringency
  • Better reference subtraction

Hook effect

Symptoms: Signal decreases at high analyte concentrations Causes:

  • Surface saturation + rebinding suppression
  • Crowding effects

Solutions:

  • Reduce analyte concentration range
  • Reduce ligand density
  • Use smaller analyte fragments

Kinetic data quality checklist

Before analysis

  • [ ] Reference-subtracted properly
  • [ ] Buffer injection shows flat baseline
  • [ ] Rmax consistent across concentrations
  • [ ] No systematic drift during association
  • [ ] Complete regeneration (return to baseline)
  • [ ] Duplicate/triplicate injections consistent

Fitting quality

  • [ ] Residuals randomly distributed (no systematic deviation)
  • [ ] Chi² 10^7 M^-1s^-1), where rates are unreliable
  • koff too fast to sample (> 0.1 s^-1) or too slow to measure in the dissociation window (> theoretical maximum (aggregation or avidity)
  • Large difference between kinetic and equilibrium KD

References

Platform comparisons

SPR protocols

Troubleshooting

Regeneration

Mass transport

Source & license

This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.

Install and usage instructions live in the source repository linked above.

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Versions

  • v0.1.0 Imported from the upstream source.