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Identification of different bacterial species in biofilms using confocal Raman microscopy

机译:使用共聚焦拉曼显微镜鉴定生物膜中的不同细菌种类

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摘要

Confocal Raman microspectroscopy is used to discriminate between different species of bacteria grown in biofilms. Tests are performed using two bacterial species, Streptococcus sanguinis and Streptococcus mutans, which are major components of oral plaque and of particular interest due to their association with healthy and cariogenic plaque, respectively. Dehydrated biofilms of these species are studied as a simplified model of dental plaque. A prediction model based on principal component analysis and logistic regression is calibrated using pure biofilms of each species and validated on pure biofilms grown months later, achieving 96% accuracy in prospective classification. When biofilms of the two species are partially mixed together, Raman-based identifications are achieved within ∼2 μm of the boundaries between species with 97% accuracy. This combination of spatial resolution and predication accuracy should be suitable for forming images of species distributions within intact two-species biofilms.
机译:共聚焦拉曼光谱用于区分生物膜中生长的细菌的不同种类。使用两种细菌种类(血链球菌和变形链球菌)进行测试,这两种细菌是口腔菌斑的主要成分,由于它们分别与健康菌斑和致龋菌斑相关,因此特别引起人们的兴趣。研究了这些物种的脱水生物膜,作为牙菌斑的简化模型。使用每种物种的纯生物膜对基于主成分分析和逻辑回归的预测模型进行校准,并在数月后生长的纯生物膜上进行验证,从而在预期分类中达到96%的准确性。当两个物种的生物膜部分混合在一起时,基于拉曼的鉴定可以在物种之间边界的约2μm之内以97%的准确度实现。空间分辨率和预测精度的这种结合应该适合于形成完整的两物种生物膜内物种分布的图像。

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