Back to Search Start Over

Raman Spectroscopy for Adipose Tissue Assessment in Rat Models of Obesity and Type 1 Diabetes

Authors :
Guadalupe Donjuán-Loredo
Roberto Salgado-Delgado
Miguel G. Ramírez-Elías
Fabiola León-Bejarano
Edgar Guevara
Jordi A. Ramírez-Elías
Francisco Javier González
Ricardo Espinosa-Tanguma
Source :
Applied Spectroscopy. 75:1189-1197
Publication Year :
2021
Publisher :
SAGE Publications, 2021.

Abstract

Adipose tissue presents structural and functional changes in obesity and type 1 diabetes mellitus (T1DM). In obesity, the size and number of adipocytes and adipokine secretion increases. In T1DM, a loss of adipose tissue suggests changes in the metabolic activity of this tissue. A significant challenge is to find alternative noninvasive methods to evaluate molecular changes in adipose tissue related to obesity and T1DM. Recently, Raman spectroscopy and chemometrics techniques have emerged as a tool for biological tissue analysis. In this work, we propose the use of Raman spectroscopy to characterize spectral differences in adipose tissue from different rat groups (control, obese, and T1DM). The Raman spectra were analyzed using direct band analysis, ratiometric analysis, and chemometric methods (principal component analysis (PCA) and support vector machines (SVMs)). We found that the Raman spectra of obese rats showed significant spectral differences compared to control and diabetic groups related to fatty acids Raman bands. Also, the obese group has a significant decrease in the degree of unsaturation of lipids. The PCA–SVM models showed classification performance ranging from 71.43% to 71.79% accuracy for brown and white adipose tissue samples, respectively. In conclusion, the results demonstrate that Raman spectroscopy can be used as a nondestructive method to assess adipose tissue according to a metabolic condition.

Details

ISSN :
19433530 and 00037028
Volume :
75
Database :
OpenAIRE
Journal :
Applied Spectroscopy
Accession number :
edsair.doi.dedup.....df2bb0630f56f8d2b5bacaa841a6b69e
Full Text :
https://doi.org/10.1177/0003702821990357