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一种基于拉曼光谱的方法,用于检测和鉴别生乳中低滴度的嗜热链球菌和保加利亚乳杆菌噬菌体。

A Raman-spectroscopy-based approach for detection and discrimination of Streptococcus thermophilus and Lactobacillus bulgaricus phages at low titer in raw milk.

作者信息

Tayyarcan Emine Kübra, Acar Soykut Esra, Boyaci Ismail Hakki

机构信息

Food Engineering Department, Hacettepe University, Beytepe, Ankara, Turkey.

Food Research Center, Hacettepe University, Beytepe, Ankara, Turkey.

出版信息

Folia Microbiol (Praha). 2018 Sep;63(5):627-636. doi: 10.1007/s12223-018-0604-5. Epub 2018 Apr 11.

Abstract

In this study, a method combining Raman spectroscopy with chemometric analysis was developed for detection of phage presence in raw milk and discrimination of Streptococcus thermophilus and Lactobacillus bulgaricus phages which are among the main phages causing problems in dairy industry. For this purpose, S. thermophilus and L. bulgaricus phages were added into raw milk separately, and then some pretreatments such as fat separation, removal of casein, and filtration were applied to the raw milk samples. Raman spectra of the samples were collected and then analyzed using principal component analysis in order to discriminate these phages in raw milk. In the next step, dilutions of S. thermophilus phages in pretreated raw milk were prepared, and Raman spectra were collected. These spectra were analyzed by using partial least squares method to quantify phages in low titer. Consequently, it has been demonstrated that S. thermophilus and L. bulgaricus phages, which have titers sufficient to fail the fermentation (~ 10 pfu/mL) and have lower titers (10-10 pfu/mL), could be discriminated from antibiotic and each other. Additionally, low concentrations of S. thermophilus phages (10 pfu/mL) could be detected through Raman spectroscopy with a short analysis time (60 min) and high coefficient of determination (R) values for both calibration (0.985) and validation (0.906) with a root mean square error of calibration of 70.54 and root mean square error of prediction of 165.47. However, a lower success was achieved with L. bulgaricus phages and the obtained coefficient of determination values were not sufficiently high (0.649).

摘要

在本研究中,开发了一种将拉曼光谱与化学计量分析相结合的方法,用于检测原料乳中噬菌体的存在,并区分嗜热链球菌和保加利亚乳杆菌噬菌体,这两种噬菌体是乳制品行业中导致问题的主要噬菌体。为此,将嗜热链球菌和保加利亚乳杆菌噬菌体分别添加到原料乳中,然后对原料乳样品进行一些预处理,如脂肪分离、酪蛋白去除和过滤。收集样品的拉曼光谱,然后使用主成分分析进行分析,以区分原料乳中的这些噬菌体。下一步,制备预处理原料乳中嗜热链球菌噬菌体的稀释液,并收集拉曼光谱。使用偏最小二乘法分析这些光谱,以定量低滴度的噬菌体。结果表明,滴度足以导致发酵失败(~10 pfu/mL)且滴度较低(10 - 10 pfu/mL)的嗜热链球菌和保加利亚乳杆菌噬菌体可以与抗生素区分开来,并且彼此也能区分。此外,通过拉曼光谱可以在短分析时间(60分钟)内检测到低浓度的嗜热链球菌噬菌体(10 pfu/mL),校准的决定系数(R)值较高(0.985),验证的决定系数(R)值也较高(0.906),校准的均方根误差为70.54,预测的均方根误差为165.47。然而,对于保加利亚乳杆菌噬菌体,成功率较低,获得的决定系数值不够高(0.649)。

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