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Open AccessJournal ArticleDOI

Salivary molecular spectroscopy: A sustainable, rapid and non-invasive monitoring tool for diabetes mellitus during insulin treatment

TLDR
Spectral salivary biomarkers discovered using univariate and multivariate analysis may provide a novel robust alternative for diabetes monitoring using a non-invasive and green technology.
Abstract
Monitoring of blood glucose is an invasive, painful and costly practice in diabetes. Consequently, the search for a more cost-effective (reagent-free), non-invasive and specific diabetes monitoring method is of great interest. Attenuated total reflectance Fourier transform infrared (ATR-FTIR) spectroscopy has been used in diagnosis of several diseases, however, applications in the monitoring of diabetic treatment are just beginning to emerge. Here, we used ATR-FTIR spectroscopy to evaluate saliva of non-diabetic (ND), diabetic (D) and insulin-treated diabetic (D+I) rats to identify potential salivary biomarkers related to glucose monitoring. The spectrum of saliva of ND, D and D+I rats displayed several unique vibrational modes and from these, two vibrational modes were pre-validated as potential diagnostic biomarkers by ROC curve analysis with significant correlation with glycemia. Compared to the ND and D+I rats, classification of D rats was achieved with a sensitivity of 100%, and an average specificity of 93.33% and 100% using bands 1452 cm-1 and 836 cm-1, respectively. Moreover, 1452 cm-1 and 836 cm-1 spectral bands proved to be robust spectral biomarkers and highly correlated with glycemia (R2 of 0.801 and 0.788, P < 0.01, respectively). Both PCA-LDA and HCA classifications achieved an accuracy of 95.2%. Spectral salivary biomarkers discovered using univariate and multivariate analysis may provide a novel robust alternative for diabetes monitoring using a non-invasive and green technology.

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A guide to good practice in chemometric methods for vibrational spectroscopy, electrochemistry, and hyphenated mass spectrometry

TL;DR: This review presents the most common chemometric tools utilized in the most recent research articles (2018 to now), which emerge at the interface between several disciplines and instrumental techniques such as vibrational spectroscopy, electrochemistry, and hyphenated mass spectrometry techniques.
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Vibrational Spectroscopy Saliva Profiling as Biometric Tool for Disease Diagnostics: A Systematic Literature.

TL;DR: Interestingly, vibrational spectroscopy appears promising as a rapid, label-free, and non-invasive diagnostic salivary biometric tool that could be adapted to investigate subclinical diseases—even if developmental studies are required.
Journal ArticleDOI

Fourier-transform infrared spectroscopy of biofluids : a practical approach

TL;DR: In this paper, a tutorial for effective biofluid spectroscopy study design, discussing sample and instrument parameters, as well as clinical considerations, is presented, which facilitates other clinical applications to advance to the clinic.
Journal ArticleDOI

Commercial and Scientific Solutions for Blood Glucose Monitoring—A Review

TL;DR: Electrochemical and electromagnetic non-invasive blood glucose monitoring approaches are discussed and show a comparable accuracy in the Clarke error grid to that of the commercial ones, however, they are in different stages of development and need improvement regarding parameter optimization, temperature dependency, or testing with blood under real conditions.
References
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TL;DR: The main goal of this review is to include a fresh consideration of pathways involved in hyperglycemia-induced diabetic complications, and suggest the possibility of regulation of mitochondrial function at a transcriptional level in response to hyper glycemia.
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TL;DR: What ails the β cell and how its function may be restored is reviewed here, with environmental and lifestyle factors, via obesity, accounting for the current dramatic increase in T2DM.
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Translational biomarker discovery in clinical metabolomics: an introductory tutorial

TL;DR: The concept of ROC curves are introduced and their use in single biomarker analysis for clinical chemistry is described and the meaning of area under R OC curves under AUC and partial AUC is explained, as well as the calculation of confidence intervals.
Journal Article

Infrared spectroscopy and microscopy in cancer research and diagnosis.

TL;DR: This review aims at illustrating some principles of Fourier transform (FT) Infrared (IR) vibrational spectroscopy and microscopy (microFT-IR) as a useful method to interrogate molecules in specimen by mid-IR radiation.
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Saliva in the diagnosis of diseases.

TL;DR: This study integrates data reported in the recent literature and discusses the clinical significance and prospects for the application of saliva in the early diagnosis of diseases, translational medicine and precision medicine.
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