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Demonstrating the application of Raman spectroscopy together with chemometric technique for screening of asthma disease

机译:演示拉曼光谱结合化学计量学技术在哮喘疾病筛查中的应用

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摘要

Medical biophotonic tools provide new sources of diagnostic information regarding the state of human health that are used in managing patient care. In our current study, Raman spectroscopy, together with the chemometric technique, has successfully been demonstrated for the screening of asthma disease. Raman spectra of sera samples from asthmatic patients as well as healthy (control) volunteers have been recorded at 532 nm excitation. In healthy sera, three highly reproducible Raman peaks assigned to β-carotene have been detected. Their sensitive detection is facilitated due to the resonance Raman effect. In contrast, in asthmatic patients sera, the peaks assigned to β-carotene are either diminished or suppressed accompanied by other new Raman peaks. These new peaks most probably arise due to an elevated level of proteins, which could be used to identify/differentiate between asthma and non-asthma samples. Furthermore, a partial least squares discrimination analysis (PLS-DA) model was developed and applied on the Raman spectra of diseased as well as healthy samples, which successfully classified them. The correlation coefficient (r2) of the model was determined as 0.965. Similarly, the root mean square errors in cross-validation (RMSECV) and in the prediction (RMSECP) are 0.09 and 0.25, respectively. PLS-DA has the potential to be incorporated in a microcontroller’s code attached with a hand-held Raman spectrometer for screening purposes in asthma, which is a disease of great concern for the clinicians, especially in children.
机译:医用生物光子工具提供了用于管理患者护理的有关人类健康状况的诊断信息的新来源。在我们当前的研究中,成功​​地证明了拉曼光谱法和化学计量学技术可用于哮喘疾病的筛查。来自哮喘患者以及健康(对照)志愿者的血清样品的拉曼光谱已在532 nm激发下记录。在健康的血清中,已检测到分配给β-胡萝卜素的三个高度可重复的拉曼峰。由于共振拉曼效应,它们的灵敏检测变得容易。相反,在哮喘患者的血清中,伴随着其他新的拉曼峰的出现,分配给β-胡萝卜素的峰被减弱或抑制。这些新的峰值很可能是由于蛋白质水平升高而引起的,这些蛋白质可用于识别/区分哮喘和非哮喘样本。此外,建立了偏最小二乘判别分析(PLS-DA)模型,并将其应用于患病和健康样品的拉曼光谱,并成功对其进行了分类。模型的相关系数(r2)确定为0.965。同样,交叉验证(RMSECV)和预测(RMSECP)的均方根误差分别为0.09和0.25。 PLS-DA有可能被纳入手持拉曼光谱仪的微控制器代码中,以用于哮喘的筛查,这是临床医生尤其是儿童非常关注的疾病。

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