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Raman Spectroscopy for Adipose Tissue Assessment in Rat Models of Obesity and Type 1 Diabetes
- 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.
- Subjects :
- medicine.medical_specialty
Adipokine
Adipose tissue
030209 endocrinology & metabolism
White adipose tissue
Spectrum Analysis, Raman
Chemometrics
03 medical and health sciences
symbols.namesake
0302 clinical medicine
Diabetes mellitus
Internal medicine
medicine
Animals
Obesity
Instrumentation
Spectroscopy
030304 developmental biology
Principal Component Analysis
0303 health sciences
Degree of unsaturation
Chemistry
medicine.disease
Rats
Diabetes Mellitus, Type 1
Endocrinology
Adipose Tissue
symbols
Raman spectroscopy
Subjects
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