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Correlating the amount of urea, creatinine, and glucose in urine from patients with diabetes mellitus and hypertension with the risk of developing renal lesions by means of Raman spectroscopy and principal component analysis.
- Source :
-
Journal of biomedical optics [J Biomed Opt] 2013 Aug; Vol. 18 (8), pp. 87004. - Publication Year :
- 2013
-
Abstract
- Patients with diabetes mellitus and hypertension (HT) diseases are predisposed to kidney diseases. The objective of this study was to identify potential biomarkers in the urine of diabetic and hypertensive patients through Raman spectroscopy in order to predict the evolution to complications and kidney failure. Urine samples were collected from control subjects (CTR) and patients with diabetes and HT with no complications (lower risk, LR), high degree of complications (higher risk, HR), and doing blood dialysis (DI). Urine samples were stored frozen (-20°C) before spectral analysis. Raman spectra were obtained using a dispersive spectrometer (830-nm, 300-mW power, and 20-s accumulation). Spectra were then submitted to principal component analysis (PCA) followed by discriminant analysis. The first PCA loading vectors revealed spectral features of urea, creatinine, and glucose. It has been found that the amounts of urea and creatinine decreased as disease evoluted from CTR to LR/HR and DI (PC1, p<0.05), and the amount of glucose increased in the urine of LR/HR compared to CTR (PC3, p<0.05). The discriminating model showed better overall classification rate of 70%. These results could lead to diagnostic information of possible complications and a better disease prognosis.
- Subjects :
- Biomarkers urine
Brazil epidemiology
Causality
Comorbidity
Diabetic Nephropathies diagnosis
Diabetic Nephropathies epidemiology
Diagnosis, Computer-Assisted methods
Diagnosis, Computer-Assisted statistics & numerical data
Female
Glycosuria diagnosis
Glycosuria epidemiology
Humans
Hypertension epidemiology
Kidney Failure, Chronic diagnosis
Kidney Failure, Chronic epidemiology
Male
Middle Aged
Principal Component Analysis
Prognosis
Reproducibility of Results
Risk Factors
Sensitivity and Specificity
Statistics as Topic
Creatinine urine
Diabetic Nephropathies urine
Glycosuria urine
Hypertension urine
Kidney Failure, Chronic urine
Spectrum Analysis, Raman methods
Urea urine
Subjects
Details
- Language :
- English
- ISSN :
- 1560-2281
- Volume :
- 18
- Issue :
- 8
- Database :
- MEDLINE
- Journal :
- Journal of biomedical optics
- Publication Type :
- Academic Journal
- Accession number :
- 23929457
- Full Text :
- https://doi.org/10.1117/1.JBO.18.8.087004