Plate IV.13 · Publications
Designing antimicrobials with programmable mechanism and safety
Preprint in bioRxiv, 1 September 2026.
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.
Cite
@misc{szymczak2026designing,
title = {{Designing antimicrobials with programmable mechanism and safety}},
author = {Szymczak, Paulina and Torres, Marcelo D.T. and Soares, Diogo and Hetzel, Leon and Puczko-Szymański, Bruno and Jegelka, Stefanie and Günnemann, Stephan and Theis, Fabian J. and de la Fuente-Nunez, Cesar and Szczurek, Ewa},
howpublished = {bioRxiv},
publisher = {openRxiv},
year = {2026},
month = sep,
doi = {10.64898/2026.09.01.747572},
url = {https://doi.org/10.64898/2026.09.01.747572},
note = {Preprint}
}