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Detection of Vero Cells Infected with Herpes Simplex Types 1 and 2 and Varicella Zoster Viruses Using Raman Spectroscopy and Advanced Statistical Methods

机译:使用拉曼光谱和先进的统计方法检测感染1型和2型单纯疱疹病毒和水痘带状疱疹病毒的Vero细胞

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摘要

Of the eight members of the herpes family of viruses, HSV1, HSV2, and varicella zoster are the most common and are mainly involved in cutaneous disorders. These viruses usually are not life-threatening, but in some cases they might cause serious infections to the eyes and the brain that can lead to blindness and possibly death. An effective drug (acyclovir and its derivatives) is available against these viruses. Therefore, early detection and identification of these viral infections is highly important for an effective treatment. Raman spectroscopy, which has been widely used in the past years in medicine and biology, was used as a powerful spectroscopic tool for the detection and identification of these viral infections in cell culture, due to its sensitivity, rapidity and reliability. Our results showed that it was possible to differentiate, with a 97% identification success rate, the uninfected Vero cells that served as a control, from the Vero cells that were infected with HSV-1, HSV-2, and VZV. For that, linear discriminant analysis (LDA) was performed on the Raman spectra after principal component analysis (PCA) with a leave one out (LOO) approach. Raman spectroscopy in tandem with PCA and LDA enable to differentiate among the different herpes viral infections of Vero cells in time span of few minutes with high accuracy rate. Understanding cell molecular changes due to herpes viral infections using Raman spectroscopy may help in early detection and effective treatment.
机译:在疱疹病毒家族的八个成员中,HSV1,HSV2和水痘带状疱疹最常见,并且主要涉及皮肤疾病。这些病毒通常不会威胁生命,但在某些情况下,它们可能会引起眼睛和大脑严重感染,从而导致失明甚至死亡。有效的药物(阿昔洛韦及其衍生物)可抗这些病毒。因此,对这些病毒感染的早期检测和鉴定对于有效治疗非常重要。由于拉曼光谱法的灵敏性,快速性和可靠性,过去几年在医学和生物学领域得到了广泛的应用,由于其在细胞培养中检测和鉴定这些病毒感染而被用作一种强大的光谱学工具。我们的结果表明,有可能以97%的识别成功率将未感染的Vero细胞作为对照,与感染HSV-1,HSV-2和VZV的Vero细胞区分开。为此,对主成分分析(PCA)之后的拉曼光谱进行线性判别分析(LDA),采用留一法(LOO)方法。拉曼光谱与PCA和LDA串联可在几分钟的时间内以高准确率区分Vero细胞的不同疱疹病毒感染。使用拉曼光谱了解疱疹病毒感染引起的细胞分子变化可能有助于早期发现和有效治疗。

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