Zhenyu Ma

Mechanism-Guided Antimicrobial Peptide Design through Membrane-Surface Fingerprinting and Graph Diffusion

Abstract Antimicrobial peptides (AMPs) are promising antibiotic alternatives, but current AI-based discovery often relies on sequence labels and lacks explicit modeling of peptide–membrane interactions. We developed Membrane-MaSIF, an MD-derived membrane surface matching model de...