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Harnessing machine learning to predict antibiotic susceptibility in Pseudomonas aeruginosa biofilms.

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Title: Harnessing machine learning to predict antibiotic susceptibility in Pseudomonas aeruginosa biofilms.
Authors: Vergauwe F; Laboratory of Pharmaceutical Microbiology, Ghent University, Ghent, Belgium., De Waele G; Department of Data Analysis and Mathematical Modelling, Ghent University, Ghent, Belgium., Sass A; Laboratory of Pharmaceutical Microbiology, Ghent University, Ghent, Belgium., Highmore C; School of Biological Sciences, Faculty of Environmental and Life Sciences, University of Southampton, Southampton, UK.; National Biofilms Innovation Centre (NBIC) and Institute for Life Sciences, University of Southampton, Southampton, UK.; NIHR Southampton Clinical Research Facility and Biomedical Research Centre, University Hospital Southampton NHS Foundation Trust, Southampton, UK., Hanrahan N; Institute for Life Sciences, University of Southampton, Southampton, UK.; School of Chemistry and Chemical Engineering, Faculty of Engineering and Physical Sciences, University of Southampton, Southampton, UK.; NIHR Southampton Clinical Research Facility and Biomedical Research Centre, University Hospital Southampton NHS Foundation Trust, Southampton, UK., Cook Y; Institute for Life Sciences, University of Southampton, Southampton, UK.; School of Chemistry and Chemical Engineering, Faculty of Engineering and Physical Sciences, University of Southampton, Southampton, UK.; NIHR Southampton Clinical Research Facility and Biomedical Research Centre, University Hospital Southampton NHS Foundation Trust, Southampton, UK., Lichtenberg M; Costerton Biofilm Center, University of Copenhagen, Copenhagen, Denmark., Cnockaert M; Laboratory of Microbiology, Ghent University, Ghent, Belgium., Vandamme P; Laboratory of Microbiology, Ghent University, Ghent, Belgium., Mahajan S; Institute for Life Sciences, University of Southampton, Southampton, UK.; School of Chemistry and Chemical Engineering, Faculty of Engineering and Physical Sciences, University of Southampton, Southampton, UK.; NIHR Southampton Clinical Research Facility and Biomedical Research Centre, University Hospital Southampton NHS Foundation Trust, Southampton, UK., Webb JS; School of Biological Sciences, Faculty of Environmental and Life Sciences, University of Southampton, Southampton, UK.; National Biofilms Innovation Centre (NBIC) and Institute for Life Sciences, University of Southampton, Southampton, UK.; NIHR Southampton Clinical Research Facility and Biomedical Research Centre, University Hospital Southampton NHS Foundation Trust, Southampton, UK., Van Nieuwerburgh F; Laboratory of Pharmaceutical Biotechnology, Ghent University, Ghent, Belgium., Bjarnsholt T; Costerton Biofilm Center, University of Copenhagen, Copenhagen, Denmark.; Department of Clinical Microbiology, Copenhagen University Hospital, Rigshospitalet, Copenhagen, Denmark., Waegeman W; Department of Data Analysis and Mathematical Modelling, Ghent University, Ghent, Belgium., Coenye T; Laboratory of Pharmaceutical Microbiology, Ghent University, Ghent, Belgium. Tom.Coenye@UGent.be.
Source: NPJ biofilms and microbiomes [NPJ Biofilms Microbiomes] 2025 Nov 10; Vol. 11 (1), pp. 205. Date of Electronic Publication: 2025 Nov 10.
Publication Type: Journal Article
Journal Info: Publisher: Nature Publishing Group Country of Publication: United States NLM ID: 101666944 Publication Model: Electronic Cited Medium: Internet ISSN: 2055-5008 (Electronic) Linking ISSN: 20555008 NLM ISO Abbreviation: NPJ Biofilms Microbiomes Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Harnessing machine learning to predict antibiotic susceptibility in Pseudomonas aeruginosa biofilms.
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  Data: <searchLink fieldCode="AU" term="%22Vergauwe+F%22">Vergauwe F</searchLink>; Laboratory of Pharmaceutical Microbiology, Ghent University, Ghent, Belgium.<br /><searchLink fieldCode="AU" term="%22De+Waele+G%22">De Waele G</searchLink>; Department of Data Analysis and Mathematical Modelling, Ghent University, Ghent, Belgium.<br /><searchLink fieldCode="AU" term="%22Sass+A%22">Sass A</searchLink>; Laboratory of Pharmaceutical Microbiology, Ghent University, Ghent, Belgium.<br /><searchLink fieldCode="AU" term="%22Highmore+C%22">Highmore C</searchLink>; School of Biological Sciences, Faculty of Environmental and Life Sciences, University of Southampton, Southampton, UK.; National Biofilms Innovation Centre (NBIC) and Institute for Life Sciences, University of Southampton, Southampton, UK.; NIHR Southampton Clinical Research Facility and Biomedical Research Centre, University Hospital Southampton NHS Foundation Trust, Southampton, UK.<br /><searchLink fieldCode="AU" term="%22Hanrahan+N%22">Hanrahan N</searchLink>; Institute for Life Sciences, University of Southampton, Southampton, UK.; School of Chemistry and Chemical Engineering, Faculty of Engineering and Physical Sciences, University of Southampton, Southampton, UK.; NIHR Southampton Clinical Research Facility and Biomedical Research Centre, University Hospital Southampton NHS Foundation Trust, Southampton, UK.<br /><searchLink fieldCode="AU" term="%22Cook+Y%22">Cook Y</searchLink>; Institute for Life Sciences, University of Southampton, Southampton, UK.; School of Chemistry and Chemical Engineering, Faculty of Engineering and Physical Sciences, University of Southampton, Southampton, UK.; NIHR Southampton Clinical Research Facility and Biomedical Research Centre, University Hospital Southampton NHS Foundation Trust, Southampton, UK.<br /><searchLink fieldCode="AU" term="%22Lichtenberg+M%22">Lichtenberg M</searchLink>; Costerton Biofilm Center, University of Copenhagen, Copenhagen, Denmark.<br /><searchLink fieldCode="AU" term="%22Cnockaert+M%22">Cnockaert M</searchLink>; Laboratory of Microbiology, Ghent University, Ghent, Belgium.<br /><searchLink fieldCode="AU" term="%22Vandamme+P%22">Vandamme P</searchLink>; Laboratory of Microbiology, Ghent University, Ghent, Belgium.<br /><searchLink fieldCode="AU" term="%22Mahajan+S%22">Mahajan S</searchLink>; Institute for Life Sciences, University of Southampton, Southampton, UK.; School of Chemistry and Chemical Engineering, Faculty of Engineering and Physical Sciences, University of Southampton, Southampton, UK.; NIHR Southampton Clinical Research Facility and Biomedical Research Centre, University Hospital Southampton NHS Foundation Trust, Southampton, UK.<br /><searchLink fieldCode="AU" term="%22Webb+JS%22">Webb JS</searchLink>; School of Biological Sciences, Faculty of Environmental and Life Sciences, University of Southampton, Southampton, UK.; National Biofilms Innovation Centre (NBIC) and Institute for Life Sciences, University of Southampton, Southampton, UK.; NIHR Southampton Clinical Research Facility and Biomedical Research Centre, University Hospital Southampton NHS Foundation Trust, Southampton, UK.<br /><searchLink fieldCode="AU" term="%22Van+Nieuwerburgh+F%22">Van Nieuwerburgh F</searchLink>; Laboratory of Pharmaceutical Biotechnology, Ghent University, Ghent, Belgium.<br /><searchLink fieldCode="AU" term="%22Bjarnsholt+T%22">Bjarnsholt T</searchLink>; Costerton Biofilm Center, University of Copenhagen, Copenhagen, Denmark.; Department of Clinical Microbiology, Copenhagen University Hospital, Rigshospitalet, Copenhagen, Denmark.<br /><searchLink fieldCode="AU" term="%22Waegeman+W%22">Waegeman W</searchLink>; Department of Data Analysis and Mathematical Modelling, Ghent University, Ghent, Belgium.<br /><searchLink fieldCode="AU" term="%22Coenye+T%22">Coenye T</searchLink>; Laboratory of Pharmaceutical Microbiology, Ghent University, Ghent, Belgium. Tom.Coenye@UGent.be.
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