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Identifying Individual Cell Types in Heterogeneous Cultures Using Secondary Ion Mass Spectrometry Imaging with C<sub>60</sub> Etching and Multivariate Analysis
42
Citations
39
References
2011
Year
Tissue EngineeringTissue Engineering ApproachesEngineeringMicroscopyBiological Mass SpectrometryBiofabricationCell CultureIndividual Cell TypesBiomedical EngineeringRegenerative MedicineTissue ImagingBioanalysisMatrix BiologyPrincipal Component AnalysisMolecular ImagingBiomaterialsBiomedical AnalysisFunctional Tissue EngineeringComputational Mass SpectrometryCell BiologyUnseeded Scaffold BiomaterialsMicroscope Image ProcessingMass SpectrometryBiomedical ImagingMicrobiologyTissue CultureMedicineMultivariate AnalysisCell Detection
Tissue engineering approaches fabricate and subsequently implant cell-seeded and unseeded scaffold biomaterials. Once in the body, these biomaterials are repopulated with somatic cells of various phenotypes whose identification upon explantation can be expensive and time-consuming. We show that imaging time-of-flight secondary ion mass spectrometry (TOF-SIMS) can be used to distinguish mammalian cell types in heterogeneous cultures. Primary rat esophageal epithelial cells (REEC) were cultured with NIH 3T3 mouse fibroblasts on tissue culture polystyrene and freeze-dried before TOF-SIMS imaging. Results show that a short etching sequence with C(60)(+) ions can be used to clean the sample surface and improve the TOF-SIMS image quality. Principal component analysis (PCA) and partial least-squares discriminant analysis (PLS-DA) were used to identify peaks whose contributions to the total variance in the multivariate model were due to either the two cell types or the substrate. Using PLS-DA, unknown regions of cellularity that were otherwise unidentifiable by SIMS could be classified. From the loadings in the PLS-DA model, peaks were selected that were indicative of the two cell types and TOF-SIMS images were created and overlaid that showed the ability of this method to distinguish features visually.
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