An AI-Designed Antibody-Engineered Probiotic Therapy Targeting Urease to Combat Helicobacter pylori Infection in Mice

<i>Helicobacter pylori</i> (Hp), a Class I carcinogen infecting over 50% of the global population, is increasingly resistant to conventional antibiotics. This study presents an AI-engineered probiotic strategy targeting urease, a key Hp virulence factor. A humanized single-domain antibody (UreBAb), previously identified and selected in our laboratory, was synthesized commercially and modeled using AlphaFold2, with structural validation conducted via SAVES 6.0. Molecular docking (PyMOL/ClusPro2) and binding energy analysis (InterProSurf) identified critical urease-active residues: K40, P41, K43, E82, F84, T86, K104, I107, K108, and R109. Machine learning-guided optimization using mCSA-AB, I-Mutant, and FoldX prioritized four mutational hotspots (K43, E82, I107, R109), leading to the generation of nine antibody variants. Among them, the I107W mutant exhibited the highest activity, achieving 65.6% urease inhibition-a 24.95% improvement over the wild-type antibody (<i>p</i> < 0.001). Engineered <i>Escherichia coli</i> Nissle 1917 (EcN) expressing the I107W antibody significantly reduced gastric HP colonization by 4.42 log10 CFU in the treatment group and 3.30 log10 CFU in the prevention group (<i>p</i> < 0.001 and <i>p</i> < 0.05, respectively), while also suppressing pro-inflammatory cytokine levels. Histopathological (H&E) analysis confirmed that the I107W antibody group showed significantly enhanced mucosal repair compared to wild-type probiotic-treated mice. Notably, 16S rRNA sequencing revealed that intestinal microbiota diversity and the abundance of core microbial species remained stable across different ethnic backgrounds. By integrating AI-guided antibody engineering with targeted probiotic delivery, this platform provides a transformative and microbiota-friendly strategy to combat antibiotic-resistant Hp infections.

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Publication Details

Journal
Microorganisms
Published
2025-09-01
DOI
https://doi.org/10.3390/microorganisms13092043
Citations
2
Primary Topic
Helicobacter pylori-related gastroenterology studies
Type
article
Field-Weighted Citation Impact
4.01

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article

An AI-Designed Antibody-Engineered Probiotic Therapy Targeting Urease to Combat Helicobacter pylori Infection in Mice

Xuegang Luo, Mengyu Hou, Feiliang Zhong, Xintong Liu et al.
2 citations
Microorganisms
Helicobacter pylori-related gastroenterology studies
4.01
article

An AI-Designed Antibody-Engineered Probiotic Therapy Targeting Urease to Combat Helicobacter pylori Infection in Mice

Xuegang Luo, Mengyu Hou, Feiliang Zhong, Xintong Liu, Xuefang Wang, Le Guo
article en
2 citations

Abstract

<i>Helicobacter pylori</i> (Hp), a Class I carcinogen infecting over 50% of the global population, is increasingly resistant to conventional antibiotics. This study presents an AI-engineered probiotic strategy targeting urease, a key Hp virulence factor. A humanized single-domain antibody (UreBAb), previously identified and selected in our laboratory, was synthesized commercially and modeled using AlphaFold2, with structural validation conducted via SAVES 6.0. Molecular docking (PyMOL/ClusPro2) and binding energy analysis (InterProSurf) identified critical urease-active residues: K40, P41, K43, E82, F84, T86, K104, I107, K108, and R109. Machine learning-guided optimization using mCSA-AB, I-Mutant, and FoldX prioritized four mutational hotspots (K43, E82, I107, R109), leading to the generation of nine antibody variants. Among them, the I107W mutant exhibited the highest activity, achieving 65.6% urease inhibition-a 24.95% improvement over the wild-type antibody (<i>p</i> < 0.001). Engineered <i>Escherichia coli</i> Nissle 1917 (EcN) expressing the I107W antibody significantly reduced gastric HP colonization by 4.42 log10 CFU in the treatment group and 3.30 log10 CFU in the prevention group (<i>p</i> < 0.001 and <i>p</i> < 0.05, respectively), while also suppressing pro-inflammatory cytokine levels. Histopathological (H&E) analysis confirmed that the I107W antibody group showed significantly enhanced mucosal repair compared to wild-type probiotic-treated mice. Notably, 16S rRNA sequencing revealed that intestinal microbiota diversity and the abundance of core microbial species remained stable across different ethnic backgrounds. By integrating AI-guided antibody engineering with targeted probiotic delivery, this platform provides a transformative and microbiota-friendly strategy to combat antibiotic-resistant Hp infections.

MicroorganismsVol. 13(9)
Tianjin University of Science and Technology (CN), Ningxia Medical University (CN)
National Key Research and Development Program of China
Openalex Percentile: Top 6%
Helicobacter pylori-related gastroenterology studies
4.01
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