Species and strain identification of lactic acid bacteria using FTIR spectroscopy and artificial neural networks

被引:37
作者
Wenning, Mareike [1 ]
Buechl, Nicole R. [1 ]
Scherer, Siegfried [1 ,2 ]
机构
[1] Tech Univ Munich, ZIEL, Abt Mikrobiol, D-85350 Freising Weihenstephan, Germany
[2] Tech Univ Munich, Dept Biosci, Lehrstuhl Mikrobiol Okol, D-85350 Freising Weihenstephan, Germany
关键词
lactic acid bacteria; FTIR spectroscopy; species identification; strain differentiation; probiotic Enterococcus faecium; TRANSFORM INFRARED-SPECTROSCOPY; RAPID IDENTIFICATION; IR SPECTROSCOPY; MULTIPLEX PCR; GENETIC DIVERSITY; GEN; NOV; LISTERIA-MONOCYTOGENES; KEFIR GRAINS; LACTOBACILLI; DIFFERENTIATION;
D O I
10.1002/jbio.201000015
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Lactic acid bacteria (LAB) are a heterogeneous group of micro-organisms with high relevance for fermented food and beverages as well as human and animal health Identification of LAB is complicated by species richness, a high degree of heterogeneity between species and the presence of very closely related species at the same time. In the present study we developed identification systems based on FTIR spectra and artificial neural networks (ANNs) for species identification of 92 LAB species out of nine genera and strain identification of probiotic and environmental Enterococcus faecium strains used as additives for animal feed. The reference databases established in this work permit reliable identification of LAB with accuracies of 93.2% at species and 97.1% at strain level for Ec faecium, demonstrating the excellent suitability of FTIR spectroscopy as a technique applicable for simultaneous species and strain,identification. First derivative spectra of four probiotic Ec. faecium strains. Strains S1 (blue) and S2 (red) can be clearly differentiated according to their FTIR spectra (upper part), strains S4 (blue) and S5 (red) cannot be distinguished [GRAPHICS] (lower part). For each strain ten independent spectra are shown in the spectral region from 1450-700 cm(-1). Derivatives have been vector normalized.
引用
收藏
页码:493 / 505
页数:13
相关论文
共 51 条
  • [1] Amiel C, 2000, LAIT, V80, P445, DOI 10.1051/lait:2000137
  • [2] [Anonymous], 1995, GENERA LACTIC ACID B
  • [3] Analytical applications of Fourier transform-infrared (FT-IR) spectroscopy in microbiology and prion research
    Beekes, Michael
    Lasch, Peter
    Naumann, Dieter
    [J]. VETERINARY MICROBIOLOGY, 2007, 123 (04) : 305 - 319
  • [4] Relationship between O-antigen subtypes, bacterial surface structures and O-antigen gene clusters in Escherichia coli O123 strains carrying genes for Shiga toxins and intimin
    Beutin, Lothar
    Wang, Quan
    Naumann, Dieter
    Han, Weiqing
    Krause, Gladys
    Leomil, Luciana
    Wang, Lei
    Feng, Lu
    [J]. JOURNAL OF MEDICAL MICROBIOLOGY, 2007, 56 (02) : 177 - 184
  • [5] Fourier transform infrared spectroscopy for rapid identification of nonfermenting gram-negative bacteria isolated from sputum samples from cystic fibrosis patients
    Bosch, Alejandra
    Minan, Alejandro
    Vescina, Cecilia
    Degrossi, Jose
    Gatti, Blanca
    Montanaro, Patricia
    Messina, Matias
    Franco, Mirta
    Vay, Carlos
    Schmitt, Juergen
    Naumann, Dieter
    Yantorno, Osvaldo
    [J]. JOURNAL OF CLINICAL MICROBIOLOGY, 2008, 46 (08) : 2535 - 2546
  • [6] Rapid discrimination of lactobacilli isolated from kefir grains by FT-IR spectroscopy
    Bosch, Alejandra
    Golowczyc, Marina A.
    Abraham, Analia G.
    Garrote, Graciela L.
    De Antoni, Graciela L.
    Yantorno, Osvaldo
    [J]. INTERNATIONAL JOURNAL OF FOOD MICROBIOLOGY, 2006, 111 (03) : 280 - 287
  • [7] Use of PCR-based methods and PFGE for typing and monitoring homofermentative lactobacilli during Comte cheese ripening
    Bouton, Y
    Guyot, P
    Beuvier, E
    Tailliez, P
    Grappin, R
    [J]. INTERNATIONAL JOURNAL OF FOOD MICROBIOLOGY, 2002, 76 (1-2) : 27 - 38
  • [8] Biodiversity of the bacterial flora on the surface of a smear cheese
    Brennan, NM
    Ward, AC
    Beresford, TP
    Fox, PF
    Goodfellow, M
    Cogan, TM
    [J]. APPLIED AND ENVIRONMENTAL MICROBIOLOGY, 2002, 68 (02) : 820 - 830
  • [9] BUCHL N, J APPL MICR IN PRESS
  • [10] Reliable identification of closely related Issatchenkia and Pichia species using artificial neural network analysis of Fourier-transform infrared spectra
    Buechl, Nicole R.
    Wenning, Mareike
    Seiler, Herbert
    Mietke-Hofmann, Hennette
    Scherer, Siegfried
    [J]. YEAST, 2008, 25 (11) : 787 - 798