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An investigation of the effect of in-vivo interferences on Raman glucose measurements

机译:体内干扰对拉曼葡萄糖测量影响的研究

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Raman spectroscopy is a promising technology for noninvasive blood glucose monitoring because of its good selectivity for the glucose molecule. The low sensitivity of the Raman signal however, makes it difficult to quantify the concentration of glucose directly from the Raman spectra. To solve this, statistical methods such as PCA (principle component analysis) and PLS (partial least square) are traditionally used. These statistical methods general work very well and give highly accurate results, provided there is no interference. In the in-vivo case however, there are many interferences such as the inhomogeneity of tissue, physiological changes, and denaturation of the tissue by the light source. This study investigates the affect of in-vivo interferences on Raman glucose measurements.rnIn this study, a high throughput dispersive Raman system was constructed with an 830nm multimode laser, a multiple conductor optical fiber bundle, and a back-illuminated CCD spectrometer. A simply phantom was devised, which was comprised of a plastic cuvette fitted with a human fingernail window and glucose doped human serum used as the sample. To test the inhomogeneity of tissue samples, different sites of the phantom were exposed to the laser. In the case of denaturation, tests were conducted under two laser power densities: low (3.7mW/mm ) and high density (110mW/mm2). To simulate the physiological change, gelatin phantoms of varied concentration were investigated. The results of the study indicate that the dominant interferers for Raman in-vivo glucose measurements are the inhomogeneity of the tissue and the denaturation by the laser power density. The next phase for this study will be the design of a high SNR Raman system which affords a low power density laser sample illumination as well as larger volumetric illumination to mitigate the effects of tissue inhomogeneity.
机译:拉曼光谱法因其对葡萄糖分子的良好选择性而成为一种用于无创血糖监测的有前途的技术。然而,拉曼信号的低灵敏度使得难以直接从拉曼光谱中定量葡萄糖的浓度。为了解决这个问题,传统上使用诸如PCA(原理成分分析)和PLS(偏最小二乘法)之类的统计方法。只要没有干扰,这些统计方法通常都能很好地工作并给出高度准确的结果。然而,在体内情况下,存在许多干扰,例如组织的不均匀性,生理变化以及光源对组织的变性。这项研究调查了体内干扰对拉曼葡萄糖测量的影响。在这项研究中,使用830nm多模激光器,多导体光纤束和背照式CCD光谱仪构建了高通量分散拉曼系统。设计了一个简单的体模,该体模由装有人指甲窗的塑料比色皿和用作样品的葡萄糖掺杂的人血清组成。为了测试组织样品的不均匀性,将体模的不同部位暴露于激光下。在变性的情况下,在两种激光功率密度下进行测试:低(3.7mW / mm 2)和高密度(110mW / mm 2)。为了模拟生理变化,研究了不同浓度的明胶模型。研究结果表明,拉曼体内葡萄糖测量的主要干扰因素是组织的不均匀性和激光功率密度引起的变性。这项研究的下一个阶段将是设计高SNR拉曼系统,该系统将提供低功率密度的激光样品照明以及更大的体积照明,以减轻组织不均匀性的影响。

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