Week 5 HW: Protein Design. Part 2
Part A
Some background:
- Mutations in SOD1 cause familial Amyotrophic Lateral Sclerosis (ALS)
- ALS is a heterogeneous, severe neurodegenerative disorder, the hallmark of which is an adult-onset loss of upper and lower motor neurons.
- It leads to a progressive paresis and atrophy of skeletal muscles, resulting in quadriplegia and fatal respiratory failure.
- The mutation subtly destabilizes the N-terminus, perturbs folding energetics, and promotes toxic aggregation.
Task: Design short peptides that bind mutant SOD1 & then decide which ones are worth advancing toward therapy.
UniProt retrieved AA sequence:
sp|P00441|SODC_HUMAN Superoxide dismutase [Cu-Zn] OS=Homo sapiens OX=9606 GN=SOD1 PE=1 SV=2 MATKAVCVLKGDGPVQGIINFEQKESNGPVKVWGSIKGLTEGLHGFHVHEFGDNTAGCTS AGPHFNPLSRKHGGPKDEERHVGDLGNVTADKDGVADVSIEDSVISLSGDHCIIGRTLVV HEKADDLGKGGNEESTKTGNAGSRLACGVIGIAQ
AA with A4V mutation:
MATKVVCVLKGDGPVQGIINFEQKESNGPVKVWGSIKGLTEGLHGFHVHEFGDNTAGCTS AGPHFNPLSRKHGGPKDEERHVGDLGNVTADKDGVADVSIEDSVISLSGDHCIIGRTLVV HEKADDLGKGGNEESTKTGNAGSRLACGVIGIAQ
Using the colab book, 4 peptides (12 AA in length) were predicted:
| Index | Binder | Perplexity |
|---|---|---|
| 0 | KHYPVAAVELKK | 13.056877 |
| 1 | KLYYPTALEWKK | 20.008396 |
| 2 | WLYPATVLALGK | 11.976275 |
| 3 | WRYGVVVAAHKK | 9.597134 |
| control | FLYRWLPSRRGG |
Based on the results, the best candidate for the future drug therapy would be: WRYGVVVAAHKK with a score of 8.06, indicating that the model has high confidence in its binding potential relative to the benchmark.