adaptyvbio/protein-design-skills/binding-characterization

Claude Code and agent skill by adaptyvbio/protein-design-skills

Trust tier 2
  • community
Source check pending

Checking that the SKILL.md file is still in the repository.

Guidance for SPR and BLI binding characterization experiments. Use when: (1) Planning binding kinetics experiments, (2) Troubleshooting poor/no binding signal, (3) Interpreting kinetic data artifacts, (4) Choosing between SPR vs BLI platforms.

Install

npx vskill@latest install adaptyvbio/protein-design-skills/binding-characterization

SKILL.md

Binding Characterization: SPR and BLI

SPR vs BLI Decision Matrix

FactorChoose SPRChoose BLI
SensitivitySmall molecules, fragments (<500 Da)Large complexes, antibodies
ThroughputLow-medium (serial)High (96-well parallel)
Sample purityRequired (clogs fluidics)Tolerates crude lysates
Kinetic resolutionHigher (better for fast kinetics)Lower
Mass transportMore sensitive (may distort kon)Less sensitive
MaintenanceHigh (fluidics system)Low (dip-and-read)
Sample consumptionHigher (continuous flow)Lower
Cost per experimentLower chip cost, higher run costHigher tip cost, lower run cost

Key differences

SPR (Surface Plasmon Resonance)
  • Mechanism: Detects refractive index changes at gold surface
  • Surface: Gold chip with dextran matrix (CM5, CM7, etc.)
  • Flow: Continuous microfluidics
  • Best for: Small molecules, high-affinity, precise kon/koff
BLI (Biolayer Interferometry)
  • Mechanism: Measures optical interference pattern shift
  • Surface: Fiber optic biosensor tips (SA, Ni-NTA, AHC)
  • Flow: Dip-and-read (no microfluidics)
  • Best for: High-throughput, crude samples, antibody screening

Troubleshooting: Why BLI works but SPR doesn't

CauseMechanismSolution
Hydrophobic CDRsAdsorb to SPR gold/dextran surfaceAdd 0.05% Tween-20, use CM7 chip with longer dextran
AggregationMass transport artifacts in SPR fluidicsFilter sample (0.22μm), reduce ligand density
High instabilityDegrades during continuous flowShorter cycle time, add stabilizers (trehalose 5%)
Charge mismatchNonspecific binding to charged dextranAdjust buffer pH ±1 from pI, add BSA 1mg/mL
Slow dissociationLong regeneration needed (damages ligand)Use BLI (disposable tips)
Why SPR works but BLI doesn't
CauseMechanismSolution
Small analyteBLI less sensitive for <10 kDaUse SPR with appropriate chip
Weak affinity (KD >10μM)Fast dissociation in BLI dipIncrease analyte concentration
Low expressionNot enough signalIncrease 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 (<30 μL/min in SPR)
  • Large analytes (slow diffusion)
Mitigation strategies
StrategySPRBLI
Reduce ligand density<200 RU for high-affinity<0.5 nm shift loading
Increase flow rate50-100 μL/minIncrease shake speed (1000 rpm)
Use oriented immobilizationHis-tag captureBiotinylated ligand
Include in fittingMass transport model (kt)Usually less critical

Nonspecific binding mitigation

Buffer additives (ranked by effectiveness)
AdditiveConcentrationMechanismBest For
BSA0.5-1 mg/mLBlocks hydrophobic sitesGeneral use
Tween-200.02-0.05%Prevents surface adsorptionHydrophobic analytes
Trehalose1-5%Stabilizes + blocksUnstable proteins
Sucrose5%BLI-specific blockerBLI tips
Carboxymethyl dextran1 mg/mLCompetitive blockingSPR with charged proteins
NaCl150-500 mMReduces ionic interactionsCharged proteins
pH optimization
  • Keep buffer pH at least 1 unit away from analyte pI
  • pI near 7: Use pH 6.0 or 8.0 buffer
  • Acidic proteins (pI <5): Use neutral or basic buffer
  • Basic proteins (pI >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)
ConditionTargetsCaution
10 mM Glycine pH 2.0-2.5Most protein-proteinMay denature ligand
10 mM Glycine pH 1.5Strong interactionsHarsh, limit exposure
1-2 M NaClIonic interactionsMild, try first
10 mM NaOHVery stable ligandsCan hydrolyze proteins
10 mM Glycine pH 9-10Acid-stable proteinsCan aggregate
10 mM EDTAHis-tag, metal-dependentStrips Ni-NTA
4 M MgCl2Hydrophobic interactionsCheck 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% of Rmax (or < 1 RU² for low signals)
  • [ ] kon and koff errors < 20% of values
  • [ ] KD from kinetics matches equilibrium KD (within 3-fold)
  • [ ] Fitted Rmax reasonable (close to theoretical)
Red flags
  • kon approaching the mass transport limit (>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 (< 10^-5 s^-1)
  • Rmax >> theoretical maximum (aggregation or avidity)
  • Large difference between kinetic and equilibrium KD

References

Platform comparisons
SPR protocols
Troubleshooting
Regeneration
Mass transport

Security

  • Security scanPassed, 100 of 100Pattern checks on the skill's files.
  • Model reviewPassed

Quality evaluation

  • Task evaluationNot runNo evaluation yet. Run one in Skill Studio.

Source

Popularity

Repository stars
142
Repository forks
16
7-day trend score
25

Stars and forks are for the whole GitHub repository, not this skill alone. Refreshed 29 Mar 2026, 7 months ago.

Works with

Any agent vskill installs to: 56 targets in all. These 39 have a page on this site.

  • Claude Code
  • Cursor
  • GitHub Copilot
  • Windsurf
  • Codex
  • Gemini CLI
  • Cline
  • Amp
  • Roo Code
  • Goose
  • Continue
  • Kilo Code
  • Junie
  • Trae
  • OpenHands
  • Qwen Code
  • AI Agent
  • Tabnine Chat
  • Sourcegraph Cody
  • Amazon Q
  • Firebase Genkit
  • Sweep
  • Devin
  • Phind
  • Mentat
  • Claude Desktop
  • Aider
  • GPT Pilot
  • Plandex
  • bolt.new
  • v0
  • Replit Agent
  • Anse
  • TypingMind
  • BetterChatGPT
  • LibreChat
  • Warp AI
  • Pieces
  • Fig AI
Embed badge
vskill VERIFIED badge
[![vskill VERIFIED](https://verified-skill.com/api/v1/skills/adaptyvbio/protein-design-skills/binding-characterization/badge)](https://verified-skill.com/skills/adaptyvbio/protein-design-skills/binding-characterization)

Something wrong with this skill or its page? Tell us.