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Polymerized Short Sequences as a Template for Protein Folding and Evolution.

Tianyi Jin1,2, Jacob I Sass1, Wenhao Gao1

  • 1Department of Chemical Engineering, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139, United States.

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|March 25, 2026
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Summary

This study designed novel repeat proteins using evolutionary methods and AlphaFold 2, achieving high foldability and stability. These findings show the potential for new peptide-based pharmaceuticals and functional materials.

Keywords:
AlphaFoldAβMolecular dynamicsPeptide linkerProtein designProtein evolutionRepeat protein

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Area of Science:

  • Biochemistry
  • Structural Biology
  • Computational Biology

Background:

  • Repeat proteins are highly versatile and modular, making them key targets for de novo protein design.
  • Understanding the evolutionary potential of repeat proteins is crucial for advancing protein engineering.

Purpose of the Study:

  • To explore and discover novel repeat proteins using evolutionary approaches.
  • To investigate the foldability, stability, and mutational tolerance of computationally designed repeat protein structures.

Main Methods:

  • Utilized AlphaFold 2 for initial sequence design, integrating amyloid β42 with a hexapeptide linker.
  • Employed segmental mutations and genetic algorithms for structure evolution.
  • Conducted molecular dynamics simulations to assess in silico stability and medial strand compatibility.

Main Results:

  • Achieved high foldability (>12%) in initial de novo protein designs.
  • Demonstrated good in silico stability for the majority of evolved structures.
  • Identified a trade-off between foldability, structural variation, and sequence similarity upon mutation.

Conclusions:

  • The study highlights the significant evolvability and versatility of repeat proteins.
  • The findings suggest potential applications in developing peptide-based pharmaceuticals and functional materials.