De Novo Design of Odorant Binding Proteins for Breast Cancer Detection

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Course Project, Supervisor: Prof. Jiayi Dou

Dec. 2024 - Jan. 2025

  • Designed three novel Odorant Binding Proteins (OBPs) to specifically recognize Volatile Organic Compounds (VOCs)—hexanal, octanal, and nonanal—that serve as biomarkers for breast cancer.
  • Executed a complete de novo computational design pipeline, generating protein backbones with RFdiffusionAA and designing amino acid sequences using LigandMPNN.
  • Validated designs using AutoDock, PyRosetta, and ESMFold, demonstrating that the engineered proteins achieved significantly higher binding affinity and stability compared to their natural counterparts.