ArticleAnalytical and bioanalytical chemistry2023
Label-free sub-micrometer 3D imaging of ciprofloxacin in native-state biofilms with cryo-time-of-flight secondary ion mass spectrometry.
Article in Analytical and bioanalytical chemistry, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.
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Who cites it
9 citing papers in PubMed.
- Probing the Inner World of Microbial Cities: Electrochemical Sensors for Characterizing Biofilm Chemical Microenvironments.Current opinion in electrochemistry · 2026Article
- Molecular Biointerface Characterization for an Implanted Medical Device Using Cryogenic Orbitrap Secondary Ion Mass Spectrometry (Cryo-OrbiSIMS).ACS applied materials & interfaces · 2026Article
- The influence of sample temperature on water cluster ion formation for ToF-SIMS studies of frozen hydrated samples.Analytical and bioanalytical chemistry · 2026Article
- Microbiome in cancer metastasis: biological insights and emerging spatial omics methods.Frontiers in cellular and infection microbiology · 2025Review
- Spatially resolved metabolomics: From metabolite mapping to function visualising.Clinical and translational medicine · 2024Review
- PCA, PC-CVA, and Random Forest of GCIB-SIMS Data for the Elucidation of Bacterial Envelope Differences in Antibiotic Resistance Research.Analytical chemistry · 2024Article
- Matrix-assisted laser desorption/ionization mass spectrometry imaging for quorum sensing.AMB Express · 2024Review
- Metabolic insights from mass spectrometry imaging of biofilms: A perspective from model microorganisms.Methods (San Diego, Calif.) · 2024Review
- Advancements in ToF-SIMS imaging for life sciences.Frontiers in chemistry · 2023Review
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Authors and funding
5 authors.
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Abstract
High spatial resolution mass spectrometry imaging has been identified as a key technology needed to improve understanding of the chemical components that influence antibiotic resistance within biofilms, which are communities of micro-organisms that grow attached to a surface. Time-of-flight secondary ion mass spectrometry (ToF-SIMS) offers the unique ability for label-free 3D imaging of organic molecules with sub-micrometer spatial resolution and high sensitivity. Several studies of biofilms have been done with the help of ToF-SIMS, but none of those studies have shown 3D imaging of antibiotics in native-state hydrated biofilms with cell-level resolution. Because ToF-SIMS measurements must be performed in a high-vacuum environment, cryogenic preparation and analysis are necessary to preserve the native biofilm structure and antibiotic spatial distribution during ToF-SIMS measurements. In this study, we have investigated the penetration of the antibiotic ciprofloxacin into Bacillus subtilis biofilms using sub-micrometer resolution 3D imaging cryo-ToF-SIMS. B. subtilis biofilms were exposed to physiologically relevant levels of ciprofloxacin. The treated biofilms were then plunge-frozen in liquid propane and analyzed with ToF-SIMS under cryogenic conditions. Multivariate analysis techniques, including multivariate curve resolution (MCR) and inverse maximum signal factor (iMSF) denoising, were used to aid analysis of the data and facilitate high spatial resolution 3D imaging of the biofilm, providing individually resolved cells and spatially resolved ciprofloxacin intensity at "real world" concentrations.
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