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• W3137971592 endingPage "119731" @default.
• W3137971592 startingPage "119731" @default.
• W3137971592 abstract "Diabetes has become a major public health problem worldwide, and the incidence of diabetes has been increasing progressively. Diabetes is prone to cause various complications, among which diabetic keratopathy (DK) emphasizes the significant impact on the cornea. The current diagnosis of DK lacks biochemical markers that can be used for early and non-invasive screening and detection. In contrast, in this study, Raman spectroscopy, which demonstrates non-destructive, label-free features, especially the unique advantage of providing molecular fingerprint information for target substances, were utilized to interrogate the intrinsic information of the corneal tissues from normal and diabetic mouse models, respectively. Visually, the Raman spectral response derived from the biochemical components and biochemical differences between the two groups were compared. Moreover, multivariate analysis methods such as principal component analysis (PCA) and partial least squares discriminant analysis (PLS-DA) were carried out for advanced statistical analysis. PCA yields a diagnostic results of 57.4% sensitivity, 89.2% specificity, 74.8% accuracy between the diabetic group and control group; Moreover, PLS-DA was employed to enhance the diagnostic ability, showing 76.1% sensitivity, 86.1% specificity, and 87.6% accuracy between the diabetic group and control group. Our proof-of-concept results show the potential of Raman spectroscopy-based techniques to help explore the underlying pathogenesis of DK disease and thus be further expanded for potential applications in the early screening of diabetic diseases." @default.
• W3137971592 created "2021-03-29" @default.
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• W3137971592 date "2021-07-01" @default.
• W3137971592 modified "2023-10-13" @default.
• W3137971592 title "Label-free Raman spectroscopy: A potential tool for early diagnosis of diabetic keratopathy" @default.
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• W3137971592 doi "https://doi.org/10.1016/j.saa.2021.119731" @default.
• W3137971592 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/33819764" @default.
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