科研速览 · Science Skim继续刷下去 · Keep skimming →
◇ bioRxiv2026-09-01· bioinformatics

Designing antimicrobials with programmable mechanism and safety

P. Szymczak, M. D. T. Torres, D. Soares, L. Hetzel, B. Puczko-Szymanski, S. Jegelka, S. Günnemann, F. J. Theis, C. de la Fuente-Nunez, E. Szczurek

原始摘要(英文原文)· Original abstract
Antimicrobial peptides (AMPs) are a promising solution to antimicrobial resistance, yet generative models for their design cannot control the physicochemical properties and motifs that shape activity and selectivity. Here, we present OmegAMP, a conditional diffusion framework controlling net charge, mean hydrophobicity, and sequence length, supporting de novo, analog, and motif-guided design. Across 204 wet-lab characterized peptides, de novo generation yielded antimicrobials with broad activity against multidrug-resistant Gram-negative isolates. Analog generation converted six inactive prototypes into antimicrobials, with the prototype determining each analog's membrane-disruption mode and mammalian-cell safety. Motif-guided analog generation preserved lipopolysaccharide engagement of active prototypes, and a redesigned non-antimicrobial leucine zipper acquired antimicrobial activity while retaining DNA-perturbing character in vitro. In murine skin and thigh infection models, leads reduced bacterial burden, with a motif-guided DNA-perturbing lead matching the fluoroquinolone control systemically. OmegAMP opens a programmable route to new peptide antibiotics whose mechanism and safety follow from the chosen prototype.
读原文 · Read the paper ↗

AI 追问PRO

登录后使用 AI 追问

讨论区

登录后参与讨论

相关论文 · Related

Designing antimicrobials with programmable mechanism and safety — 科研速览 Science Skim