De Novo Design of Odorant Binding Proteins for Breast Cancer Detection
Published:
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.
