Goal
Cold milk is widely known to be good at cutting spice due to the binding properties of the casein protein to capsaicin. Our goal is to design a modified bovine casein protein with enhanced capsaicin-binding affinity using computational protein design tools. Express in E. coli, purify, and compare binding behavior to wild-type casein tusing biophysical and functional assays.
Design & Modeling Tools
We’ll use the full modern stack of structure- and ligand-aware design tools to maximize binding affinity:
- AlphaFold3 to fold casein and capsaicin
- Input casein (protein) and capsaicin (ligand) structures to LigandMPNN, which will try to generate sequences for the protein
- use Rosetta to fold
- Filter by:
- RMSD of LigandMPNN structure from original casein fold to ensure faithfulness
- LigandMPNN expects a completed, docked protein-ligand complex.
- Autodock Vina expects PDBQT, it includes conversion files
- Rosetta (tmol implementation) to compute protein stability and filter
- Log-likelihood from ESM
- Boltz-1 (basically AF3) model, input sequences
- AutoDock Vina, input shapes
- Compute binding poses and binding affinity; RMSD new binding pose from original binding pose
- what is “FabFlex”
Try to order as many fragments / clonal genes as possible within budget. Casein fragment is 600bp and we expect our novel fragments to be roughly the same length.
Expression & Purification Strategy
- Vector: pET-28a(+) map, buy here on NovoPro
- T7 promoter for strong inducible expression (a promoter that we turn on).
- N-terminal 6×His-tag for easy purification
- Use Ndel on 5’ for ATG and XhoI on 3’ for His-tag (look at the map)
Alternatively we can directly order a clonal gene from Twist.
Transform with normal ice / heat shock setup, then let the cells rest and reproduce for one day. Then we activate T7 to start production.
- Induction (standard IPTG):
- IPTG binds the lac repressor → derepresses lacUV5 → makes T7 RNA polymerase → drives transcription of gene under the T7 promoter in pET-28a(+)
- 0.5 mM IPTG at 20°C overnight.
- Purification (standard nickel resin, buy here from ThermoFisher**)**:
- Lyse your E. coli cells in buffer with low imidazole (e.g. 20 mM)
- Add lysate to Ni-NTA resin in gravity column — the His-tagged casein sticks to the nickel
- Wash with more low imidazole buffer
- Elute your protein with high imidazole (e.g. 250 mM) — casein comes off
- Dialysis with 10 kDa dialysis tube into a buffer for assays
Assays to Evaluate Binding
- 1. Isothermal Titration Calorimetry (ITC)
- Gold-standard method to quantify binding constant (Kd) and thermodynamics.
- WT casein Kd to capsaicin ~5 µM [Ma et al., 2013]; improved designs aim for sub-µM.
- Measures heat change during capsaicin titration into protein solution.
- 2. Hydrophobic Dye Binding (ANS or Nile Red)
- Fluorescence increases upon dye binding to hydrophobic pockets.
- Mutant should give stronger signal than WT, indicating better capsaicin accommodation