A deep learning-driven discovery of berberine derivatives as novel antibacterial against multidrug-resistant Helicobacter pylori

Signal Transduction and Targeted Therapy
2024.0

Abstract

Helicobacter pylori (H. pylori) is currently recognized as the primary carcinogenic pathogen associated with gastric tumorigenesis, and its high prevalence and resistance make it difficult to tackle. A graph neural network-based deep learning model, employing different training sets of 13,638 molecules for pre-training and fine-tuning, was aided in predicting and exploring novel molecules against H. pylori. A positively predicted novel berberine derivative 8 with 3,13-disubstituted alkene exhibited a potency against all tested drug-susceptible and resistant H. pylori strains with minimum inhibitory concentrations (MICs) of 0.25-0.5 mug/mL. Pharmacokinetic studies demonstrated an ideal gastric retention of 8, with the stomach concentration significantly higher than its MIC at 24 h post dose. Oral administration of 8 and omeprazole (OPZ) showed a comparable gastric bacterial reduction (2.2-log reduction) to the triple-therapy, namely OPZ + amoxicillin (AMX) + clarithromycin (CLA) without obvious disturbance on the intestinal flora. A combination of OPZ, AMX, CLA, and 8 could further decrease the bacteria load (2.8-log reduction). More importantly, the mono-therapy of 8 exhibited comparable eradication to both triple-therapy (OPZ + AMX + CLA) and quadruple-therapy (OPZ + AMX + CLA + bismuth citrate) groups. SecA and BamD, playing a major role in outer membrane protein (OMP) transport and assembling, were identified and verified as the direct targets of 8 by employing the chemoproteomics technique. In summary, by targeting the relatively conserved OMPs transport and assembling system, 8 has the potential to be developed as a novel anti-H. pylori candidate, especially for the eradication of drug-resistant strains. CI - (c) 2024. The Author(s).

Knowledge Graph

Similar Paper

A deep learning-driven discovery of berberine derivatives as novel antibacterial against multidrug-resistant Helicobacter pylori
Signal Transduction and Targeted Therapy 2024.0
Discovery and evolution of berberine analogues as anti-Helicobacter pylori agents with multi-target mechanisms
Bioorganic Chemistry 2024.0
Isolation, characterization of Berberine from Berberis aristata DC for eradication of resistant Helicobacter pylori
Biocatalysis and Agricultural Biotechnology 2020.0
.GAMMA.-Pyrone Compounds with Selective and Potent Anti-Helicobacter pylori Activity.
The Journal of Antibiotics 2000.0
Synthesis and Structure–Activity Relationship of Palmatine Derivatives as a Novel Class of Antibacterial Agents against Helicobacter pylori
Molecules 2020.0
Studies on anti-Helicobacter pylori agents. Part 3: A novel, efficacious cephem derivative, FR193879
Bioorganic & Medicinal Chemistry Letters 2004.0
Pyloricidins, Novel Anti-Helicobacter pylori Antibiotics Produced by Bacillus sp. I. Taxonomy, Fermentation and Biological Activity.
The Journal of Antibiotics 2001.0
3-(Arylacetylamino)-N-methylbenzamides:  A Novel Class of Selective Anti-Helicobacter pylori Agents
Journal of Medicinal Chemistry 2001.0
Antimicrobial Activity of Curcumin against Helicobacter pylori Isolates from India and during Infections in Mice
Antimicrobial Agents and Chemotherapy 2009.0
Novel Structures Derived from 2-[[(2-Pyridyl)methyl]thio]-1H-benzimidazole as Anti-Helicobacter pylori Agents, Part 2
Journal of Medicinal Chemistry 2002.0