articleAdvanced MaterialsMar 30, 2025Closed access

AI‐Guided Design of Antimicrobial Peptide Hydrogels for Precise Treatment of Drug‐resistant Bacterial Infections

Guangzhou University of Chinese Medicine · Third Affiliated Hospital of Southern Medical University · +7 more institutions

PubMed
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Abstract

Abstract Traditional biomaterial development lacks systematicity and predictability, posing significant challenges in addressing the intricate engineering issues related to infections with drug‐resistant bacteria. The unprecedented ability of artificial intelligence (AI) to manage complex systems offers a novel paradigm for materials development. However, no AI model currently guides the development of antibacterial biomaterials based on an in‐depth understanding of the interplay between biomaterials and bacteria. In this study, an AI‐guided design platform (AMP‐hydrogel‐Designer) is developed to generate antibacterial biomaterials. This platform utilizes generative design and multi‐objective constrained…

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