REQUIMTE, Laboratório de Microbiologia, Departamento de Ciências Biológicas, Faculdade de Farmácia, Universidade do Porto, Rua de Jorge Viterbo Ferreira, 228, 4050-313 Porto, Portugal.
Sci Rep. 2013 Nov 20;3:3278. doi: 10.1038/srep03278.
We aimed to develop a reliable method based on Fourier transform infrared spectroscopy with attenuated total reflectance (FTIR-ATR) to discriminate Escherichia coli clones from B2(n = 9) and D(n = 13) phylogenetic groups. Eighty-eight E. coli isolates belonging to phylogenetic groups B2(n = 39) and D(n = 49), including particularly widespread high risk clones or clonal complexes (HiRCC) ST131, ST69, ST393 and ST405 were studied. Spectra were analysed by unsupervised (hierarchical cluster analysis-HCA) and supervised methods (soft independent modelling of class analogy-SIMCA and partial least square discriminant analysis-PLSDA). B2-ST131 isolates were discriminated from B2 non-ST131 and D phylogroup isolates (ST69, ST393, ST405) by HCA, SIMCA and PLSDA. D-ST69, D-ST393 and D-ST405 isolates were also distinguished from each other and from other STs from phylogroup D by the three methods. We demonstrate that FTIR-ATR coupled with chemometrics is a reliable and alternative method to accurately discriminate particular E. coli clones. Its validation towards an application at a routine basis could revolutionize high-throughput bacterial typing.
我们旨在开发一种基于傅里叶变换衰减全反射红外光谱(FTIR-ATR)的可靠方法,以区分 B2(n=9)和 D(n=13)进化群的大肠杆菌克隆。研究了 88 株属于进化群 B2(n=39)和 D(n=49)的大肠杆菌分离株,包括特别广泛传播的高风险克隆或克隆复合体 (HiRCC) ST131、ST69、ST393 和 ST405。通过无监督(层次聚类分析-HCA)和监督方法(软独立建模分类分析-SIMCA 和偏最小二乘判别分析-PLSDA)分析光谱。通过 HCA、SIMCA 和 PLSDA 将 B2-ST131 分离株与 B2 非-ST131 和 D 进化群分离株(ST69、ST393、ST405)区分开来。D-ST69、D-ST393 和 D-ST405 分离株也通过这三种方法彼此以及与 D 进化群的其他 ST 分离株区分开来。我们证明 FTIR-ATR 与化学计量学相结合是一种可靠且替代的方法,可以准确区分特定的大肠杆菌克隆。它在常规基础上的验证可能会彻底改变高通量细菌分型。