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Protein WISDOM: A Workbench for In silico De novo Design of BioMolecules
Published on: July 25, 2013
AI-Guided Hydrophobic Core Design of Robust Six-Helix Bundle Proteins
Yinying Meng1, Guojin Tang1, Ruishi Wang1
1State Key Laboratory of Coordination Chemistry, Chemistry and Biomedicine Innovation Center (ChemBIC), School of Chemistry and Chemical Engineering, Frontier Interdisciplinary Science Research Center, Nanjing Drum Tower Hospital, Affiliated Hospital of Medical School, Nanjing University, Nanjing 210023, China.
None:
α-Helical domains are widespread and versatile, yet typically fail under low mechanical load because backbone hydrogen bonds unzip sequentially, limiting their use in force-bearing nanomaterials and molecular devices. We present an AI-guided strategy to design six-helix bundle proteins with densely packed hydrophobic cores that co-optimize mechanical and thermal stability. Backbones were generated with RFdiffusion, sequences designed with ProteinMPNN, and structures validated by AlphaFold2/ESMFold; steered and annealing molecular dynamics simulation identified designs with high predicted unfolding forces and heat resilience. Three selected constructs (HP149, HP206, HP347) expressed solubly and folded as predominantly α-helical by circular dichroism. AFM-based single-molecule force spectroscopy revealed unfolding forces approaching 100 pN, much higher than typical α-helical domains (∼20 pN). All three retained substantial helical content to ≥100 °C. Mutating buried hydrophobic residues (V17S, L104R in HP149) reduced unfolding forces, confirming core packing as an important determinant. These results establish hydrophobic-core design as a promising route to robust α-helical scaffolds.
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