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Application of Fourier transform infrared spectroscopy and chemometrics for differentiation of Salmonella enterica serovar Enteritidis phage types

机译:傅里叶变换红外光谱和化学计量学在区分肠炎沙门氏菌肠炎噬菌体中的应用

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摘要

Fourier transform infrared (FT-IR) spectroscopy and chemometric techniques were used to discriminate fiveclosely related Salmonella enterica serotype Enteritidis phage types, phage type 1 (PT1), PT1b, PT4b, PT6, andPT6a. Intact cells and outer membrane protein (OMP) extracts from bacterial cell membranes were subjectedto FT-IR analysis in transmittance mode. Spectra were collected over a wavenumber range from 4,000 to 600cm 1. Partial least-squares discriminant analysis (PLS-DA) was used to develop calibration models based onpreprocessed FT-IR spectra. The analysis based on OMP extracts provided greater separation between theSalmonella Enteritidis PT1-PT1b, PT4b, and PT6-PT6a groups than the intact cell analysis. When these threephage type groups were considered, the method based on OMP extract FT-IR spectra was 100% accurate.Moreover, complementary local models that considered only the PT1-PT1b and PT6-PT6a groups weredeveloped, and the level of discrimination increased. PT1 and PT1b isolates were differentiated successfullywith the local model using the entire OMP extract spectrum (98.3% correct predictions), whereas the accuracyof discrimination between PT6 and PT6a isolates was 86.0%. Isolates belonging to different phage types (PT19,PT20, and PT21) were used with the model to test its robustness. For the first time it was demonstrated thatFT-IR analysis of OMP extracts can be used for construction of robust models that allow fast and accuratediscrimination of different Salmonella Enteritidis phage types.
机译:傅里叶变换红外(FT-IR)光谱和化学计量学技术用于区分五种密切相关的肠炎沙门氏菌血清型肠炎沙门氏菌噬菌体类型,噬菌体1型(PT1),PT1b,PT4b,PT6和PT6a。将完整的细胞和细菌细胞膜的外膜蛋白(OMP)提取物以透射模式进行FT-IR分析。在4,000至600cm 1的波数范围内收集光谱。使用偏最小二乘判别分析(PLS-DA)建立基于预处理FT-IR光谱的校准模型。与完整细胞分析相比,基于OMP提取物的分析提供了肠炎沙门氏菌PT1-PT1b,PT4b和PT6-PT6a组之间更大的分离。当考虑这三个噬菌体类型组时,基于OMP提取FT-IR光谱的方法是100%准确的,而且,开发了仅考虑PT1-PT1b和PT6-PT6a组的互补局部模型,并且判别水平提高了。 PT1和PT1b分离株使用完整的OMP提取谱(正确预测为98.3%)与局部模型成功区分,而PT6和PT6a分离株之间的区分精度为86.0%。该模型使用了属于不同噬菌体类型(PT19,PT20和PT21)的分离株,以测试其稳健性。首次证明OMP提取物的FT-IR分析可用于构建鲁棒的模型,该模型可快速准确地区分不同的肠炎沙门氏菌噬菌体类型。

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