Mechanism-Driven Screening of Membrane-Targeting and Pore-Forming Antimicrobial Peptides.

ABSTRACT: The rise of antibiotic resistance has created an urgent need for the discovery of new antimicrobial peptides (AMPs), prompting various screening strategies. However, the mechanisms of action of AMPs are often overlooked during screening and optimization. Here, a mechanism-driven screening approach is introduced using machine learning-based computational models to identify peptide sequences that target bacterial membranes and form pores. From the metaproteomes of poison frogs, African clawed frogs, and human skin, seven peptides are identified and validated, each exhibiting antimicrobial activity with minimal hemolysis and cytotoxicity. These peptides demonstrated membrane disruption in liposome leakage assays, with three showing broad-spectrum activity against Gram-positive and Gram-negati

SUBMITTER: Li J 

PROVIDER: S-EPMC12904036 | biostudies-literature | 2026 Feb

REPOSITORIES: biostudies-literature