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Biomarkers of chronic kidney disease in the urine of diabetic/hypertensive patients by means of Raman spectroscopy

机译:拉曼光谱法在糖尿病/高血压患者尿液中慢性肾脏疾病的生物标志物

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Diabetes mellitus (DM) and arterial hypertension (AH) are common diseases that, if untreated, predispose the patient to renal failure. This study aimed to evaluate possible biomarkers in the urine of patients with DM and AH capable to predict the chronic renal disease, by means of Raman spectroscopy. Urines were obtained from patients with DM and AH, and separated into four groups: no symptoms of diseases related to DM and AH (G1), with low clinical complications (G2), with severe clinical complications (G3), and with chronic kidney disease (G4) arised from DM and AH. It has been used a dispersive Raman spectrometer (830nm, 250mW, 20s accumulation). In the spectra of urine it was identified Raman peaks at 680cm~(-1) (creatinine), 1004cm~(-1) (urea) and 1128cm~(-1) (glucose). The results revealed that G2, G3 and G4 presented the creatinine peak with lower intensity than G1 (p < 0.05). It was observed that G2, G3 and G4 showed lower intensity of the urea peak compared to G1 (p < 0.05) and G4 showed lower intensity compared to G2 and G3 (p < 0.05). Despite not significant, the glucose peak showed lower intensity in G1 when compared to the other groups. A model for classification of groups according to clinical criteria, using Sparse Multinomial Logistic Regression, taking as inputs the intensities of creatine, urea and glucose peaks allowed correct classification of 88.9% for G1, 36.8% for G2, 43.8% for G3 and 84.2% for G4. These results demonstrated the possibility of obtaining diagnostic information for complications of kidney disease associated to DM and AH, particularly the renal failure.
机译:糖尿病(DM)和动脉高血压(AH)是常见疾病,如果不及时治疗,则容易使患者患有肾衰竭。这项研究旨在通过拉曼光谱法评估能够预测慢性肾脏疾病的DM和AH患者尿液中可能的生物标记物。从患有DM和AH的患者中获取尿液,并将其分为四组:无与DM和AH相关的疾病症状(G1),具有低临床并发症(G2),具有严重临床并发症(G3)和慢性肾脏病(G4)来自DM和AH。它已被用于色散拉曼光谱仪(830nm,250mW,累积时间为20s)。在尿液光谱中,鉴定出拉曼峰在680cm〜(-1)(肌酸酐),1004cm〜(-1)(尿素)和1128cm〜(-1)(葡萄糖)。结果显示,G2,G3和G4呈现的肌酐峰强度低于G1(p <0.05)。观察到,与G1相比,G2,G3和G4显示出较低的尿素峰强度(p <0.05),与G2和G3相比,G4显示出较低的尿素峰强度(p <0.05)。尽管不显着,但与其他组相比,G1中的葡萄糖峰强度较低。使用稀疏多项式Lo​​gistic回归根据临床标准对组进行分类的模型,以肌酸,尿素和葡萄糖峰的强度作为输入,G1的正确分类为88.9%,G2的正确分类为36.8%,G3的正确率为43.8%,G3的正确分类为84.2%对于G4。这些结果证明获得关于与DM和AH有关的肾脏疾病并发症,特别是肾衰竭的诊断信息的可能性。

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