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Near-infrared Raman Microspectroscopy Detects High-risk Human Papillomaviruses

机译:近红外拉曼光谱仪可检测高危人类乳头瘤病毒

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BACKGROUND:Detecting human papillomaviruses (HPVs) infection in cervical cells is an exceedingly important part of the clinical management of cervical dysplasia. Current guidelines in women's health outline the need for both the Papanicolaou test as well as high-risk HPV testing. Testing for HPV is expensive, is time-consuming, and requires experienced technicians.METHODS:Two sets of near-infrared Raman microspectroscopy experiments were conducted using a Raman confocal microscope system. First, Raman spectra were acquired from four different cell culture lines, two positive for HPV (HeLa, SiHa), one negative for HPV, but malignant (C33A), and one normal, HPV-negative line (NHEK). The three malignant lines were all derived from cervical cells. Second, Raman spectra were acquired from deidentified patient samples that were previously tested for the presence of high-risk HPV.RESULTS:The spectra from the cell culture lines and the patient samples contained many statistically significant differences. Using sparse multinomial logistic regression to classify the data led to classification accuracies of 89% to 97% for the cell culture samples and 98.5% for the patient samples.CONCLUSIONS:Raman micro-spectroscopy can be used to detect HPV and differentiate among specific HPV strains. This technique may provide health providers with a new method for quickly testing cell samples for the presence of HPV.
机译:背景:检测宫颈细胞中人乳头瘤病毒(HPV)感染是宫颈不典型增生的临床管理中极为重要的部分。当前女性健康指南概述了对Papanicolaou测试以及高风险HPV测试的需求。 HPV的测试昂贵,耗时且需要经验丰富的技术人员。方法:使用拉曼共聚焦显微镜系统进行了两组近红外拉曼显微光谱实验。首先,从四个不同的细胞培养株获得拉曼光谱,其中两个对HPV阳性(HeLa,SiHa),一个对HPV阴性但恶性(C33A),和一个正常HPV阴性株(NHEK)。这三个恶性系均来自宫颈细胞。其次,拉曼光谱是从经过身份鉴定的患者样品中采集的,这些样品先前已经过测试是否存在高风险的HPV。使用稀疏多项式Lo​​gistic回归对数据进行分类,导致细胞培养样品的分类准确性为89%至97%,患者样品的分类准确性为98.5%。结论:拉曼显微光谱可用于检测HPV并区分特定HPV株。该技术可以为健康提供者提供一种新的方法,用于快速测试细胞样本中是否存在HPV。

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