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Simultaneous ATR-FTIR Based Determination of Malaria Parasitemia, Glucose and Urea in Whole Blood Dried onto a Glass Slide

机译:基于ATR-FTIR的基于ATR-FTIR的疟疾寄生虫,葡萄糖和尿素的全部血液干燥到玻璃载玻片上

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New diagnostic tools that can detect malaria parasites in conjunction with other diagnostic parameters are urgently required. In this study, Attenuated Total Reflection Fourier transform infrared (ATR-FTIR) spectroscopy in combination with Partial Least Square Discriminant Analysis (PLS-DA) and Partial Least Square Regression (PLS-R) have been applied as a point-of-care test for identifying malaria parasites, blood glucose, and urea levels in whole blood samples from thick blood films on glass slides. The specificity for the PLS-DA was found to be 98% for parasitemia levels >0.5%, but a rather low sensitivity of 70% was achieved because of the small number of negative samples in the model. In PLS-R the Root Mean Square Error of Cross Validation (RMSECV) for parasite concentration (0-5%) was 0.58%. Similarly, for glucose (0-400 mg/dL) and urea (0-250 mg/dL) spiked samples, relative RMSECVs were 16% and 17%, respectively. The method reported here is the first example of multianalyte/disease. diagnosis using ATR-FTIR spectroscopy, which in this case, enabled the simultaneous quantification of glucose and urea analytes along with malaria parasitemia quantification using one spectrum obtained from a single drop of blood on a glass microscope slide.
机译:迫切需要可以使用其他诊断参数检测疟疾寄生虫的新诊断工具。在该研究中,减弱了总反射傅里叶变换红外(ATR-FTIR)光谱与部分最小二乘判别分析(PLS-DA)和部分最小二乘回归(PLS-R)作为护理点测试用于鉴定来自玻璃载玻片上的厚血膜的全血样品中的疟疾寄生虫,血糖和尿素水平。 PLS-DA的特异性被发现为寄生血症水平的98%> 0.5%,但由于该模型中的少量阴性样品,因此实现了70%的相当低的敏感性。在PLS-R中,对寄生虫浓度(0-5%)的交叉验证(RMSECV)的根均方误差为0.58%。类似地,对于葡萄糖(0-400mg / dl)和尿素(0-250mg / dl)尖刺样品,相对RMSECV分别为16%和17%。在此报告的方法是多层胱alte/疾病的第一个例子。使用ATR-FTIR光谱的诊断,在这种情况下,通过使用从玻璃显微镜载玻片上的一滴血液中获得的一种频谱同时使葡萄糖和尿素分析物同时定量葡萄糖和尿素分析物。

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