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

Authors :
Caixeta DC
Aguiar EMG
Cardoso-Sousa L
Coelho LMD
Oliveira SW
Espindola FS
Raniero L
Crosara KTB
Baker MJ
Siqueira WL
Sabino-Silva R
Source :
PloS one [PLoS One] 2020 Mar 17; Vol. 15 (3), pp. e0223461. Date of Electronic Publication: 2020 Mar 17 (Print Publication: 2020).
Publication Year :
2020

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.<br />Competing Interests: No competing interests.

Details

Language :
English
ISSN :
1932-6203
Volume :
15
Issue :
3
Database :
MEDLINE
Journal :
PloS one
Publication Type :
Academic Journal
Accession number :
32182246
Full Text :
https://doi.org/10.1371/journal.pone.0223461