Install
$ agentstack add skill-adaptyvbio-protein-design-skills-binding-characterization ✓ scanned · ✓ verified, works with Claude Code, Cursor, and more.
Security review
✓ PassedNo 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.
Verified badge
Passed review? Show it. Paste this badge into your README, it links to the public security report.
Reliability & compatibility
Declared compatibility
Compatibility is declared by the source manifest. End-to-end runtime verification is coming, see below.
We're building live execution health for every listing: tool-call success rate, median latency, uptime, and last-checked timestamps, measured, not self-reported. It isn't live yet, so we don't show numbers we can't stand behind.
How agent discovery & health will work →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
- Start with mildest condition (high salt)
- Test 30s contact time
- Verify complete dissociation (return to baseline)
- Verify retained ligand activity (repeat binding)
- 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
- 4 Ways to Reduce NSB in SPR - Nicoya
- 3 Ways to Limit Mass Transfer Effects - Nicoya
- Suppressing NSB in BLI - ACS Omega
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.
- Author: adaptyvbio
- Source: adaptyvbio/protein-design-skills
- License: MIT
Install and usage instructions live in the source repository linked above.
Reviews
No reviews yet, be the first.
Write a review
Versions
- v0.1.0 Imported from the upstream source.