skills/binding-characterization/SKILL.md
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.
npx skillsauth add adaptyvbio/protein-design-skills binding-characterizationInstall this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
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| Factor | Choose SPR | Choose BLI | |--------|------------|------------| | Sensitivity | Small molecules, fragments (<500 Da) | Large complexes, antibodies | | Throughput | Low-medium (serial) | High (96-well parallel) | | Sample purity | Required (clogs fluidics) | Tolerates crude lysates | | Kinetic resolution | Higher (better for fast kinetics) | Lower | | Mass transport | More sensitive (may distort kon) | Less sensitive | | Maintenance | High (fluidics system) | Low (dip-and-read) | | Sample consumption | Higher (continuous flow) | Lower | | Cost per experiment | Lower chip cost, higher run cost | Higher tip cost, lower run cost |
| Cause | Mechanism | Solution | |-------|-----------|----------| | Hydrophobic CDRs | Adsorb to SPR gold/dextran surface | Add 0.05% Tween-20, use CM7 chip with longer dextran | | Aggregation | Mass transport artifacts in SPR fluidics | Filter sample (0.22μm), reduce ligand density | | High instability | Degrades during continuous flow | Shorter cycle time, add stabilizers (trehalose 5%) | | Charge mismatch | Nonspecific binding to charged dextran | Adjust buffer pH ±1 from pI, add BSA 1mg/mL | | Slow dissociation | Long regeneration needed (damages ligand) | Use BLI (disposable tips) |
| Cause | Mechanism | Solution | |-------|-----------|----------| | Small analyte | BLI less sensitive for <10 kDa | Use SPR with appropriate chip | | Weak affinity (KD >10μM) | Fast dissociation in BLI dip | Increase analyte concentration | | Low expression | Not enough signal | Increase biosensor loading |
Mass transport limitation occurs when analyte cannot diffuse to the surface fast enough to maintain equilibrium. This distorts kinetic parameters.
| Strategy | SPR | BLI | |----------|-----|-----| | Reduce ligand density | <200 RU for high-affinity | <0.5 nm shift loading | | Increase flow rate | 50-100 μL/min | Increase shake speed (1000 rpm) | | Use oriented immobilization | His-tag capture | Biotinylated ligand | | Include in fitting | Mass transport model (kt) | Usually less critical |
| Additive | Concentration | Mechanism | Best For | |----------|---------------|-----------|----------| | BSA | 0.5-1 mg/mL | Blocks hydrophobic sites | General use | | Tween-20 | 0.02-0.05% | Prevents surface adsorption | Hydrophobic analytes | | Trehalose | 1-5% | Stabilizes + blocks | Unstable proteins | | Sucrose | 5% | BLI-specific blocker | BLI tips | | Carboxymethyl dextran | 1 mg/mL | Competitive blocking | SPR with charged proteins | | NaCl | 150-500 mM | Reduces ionic interactions | Charged proteins |
Always include:
| 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 |
Symptoms: Two-rate association or dissociation Causes:
Solutions:
Symptoms: Signal increases during dissociation phase Causes:
Solutions:
Symptoms: Signal decreases at high analyte concentrations Causes:
Solutions:
testing
Access UniProt for protein sequence and annotation retrieval. Use this skill when: (1) Looking up protein sequences by accession, (2) Finding functional annotations, (3) Getting domain boundaries, (4) Finding homologs and variants, (5) Cross-referencing to PDB structures. For structure retrieval, use pdb. For sequence design, use proteinmpnn.
development
Solubility-optimized protein sequence design using SolubleMPNN. Use this skill when: (1) Designing for E. coli expression, (2) Optimizing solubility of designed proteins, (3) Reducing aggregation propensity, (4) Need high-yield expression, (5) Avoiding inclusion body formation. For standard design, use proteinmpnn. For ligand-aware design, use ligandmpnn.
tools
First-time setup for protein design tools. Use this skill when: (1) User is new and hasn't run any tools yet, (2) Commands fail with "file not found" or "modal: command not found", (3) Modal authentication errors occur, (4) User asks how to get started or set up the environment, (5) biomodals directory is missing or tools aren't working.
development
Generate protein backbones using RFdiffusion, a diffusion-based generative model for de novo protein structure generation. Use this skill when: (1) Designing binder scaffolds for a target protein, (2) Generating novel protein backbones from scratch, (3) Scaffolding functional motifs into new proteins, (4) Specifying hotspot residues for interface design, (5) Creating symmetric oligomers. For sequence design after backbone generation, use proteinmpnn. For structure validation, use alphafold or chai. For QC thresholds, use protein-qc.