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Detection of E. coli O157:H7 from Ground Beef Using Fourier Transform Infrared (FT‐IR) Spectroscopy and Chemometrics
Author(s) -
Davis Reeta,
Irudayaraj Joseph,
Reuhs Bradley L.,
Mauer Lisa J.
Publication year - 2010
Publication title -
journal of food science
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 0.772
H-Index - 150
eISSN - 1750-3841
pISSN - 0022-1147
DOI - 10.1111/j.1750-3841.2010.01686.x
Subject(s) - chemometrics , fourier transform infrared spectroscopy , fourier transform , infrared , fourier transform spectroscopy , spectroscopy , infrared spectroscopy , analytical chemistry (journal) , chemistry , mathematics , chromatography , physics , optics , organic chemistry , quantum mechanics , mathematical analysis
FT‐IR spectroscopy methods for detection, differentiation, and quantification of E. coli O157:H7 strains separated from ground beef were developed. Filtration and immunomagnetic separation (IMS) were used to extract live and dead E. coli O157:H7 cells from contaminated ground beef prior to spectral acquisition. Spectra were analyzed using chemometric techniques in OPUS, TQ Analyst, and WinDAS software programs. Standard plate counts were used for development and validation of spectral analyses. The detection limit based on a selectivity value using the OPUS ident test was 10 5 CFU/g for both Filtration‐FT‐IR and IMS‐FT‐IR methods. Experiments using ground beef inoculated with fewer cells (10 1 to 10 2 CFU/g) reached the detection limit at 6 h incubation. Partial least squares (PLS) models with cross validation were used to establish relationships between plate counts and FT‐IR spectra. Better PLS predictions were obtained for quantifying live E. coli O157:H7 strains ( R 2 ≥ 0.9955, RMSEE ≤ 0.17, RPD ≥ 14) and different ratios of live and dead E. coli O157:H7 cells ( R 2 = 0.9945, RMSEE = 2.75, RPD = 13.43) from ground beef using Filtration‐FT‐IR than IMS‐FT‐IR methods. Discriminant analysis and canonical variate analysis (CVA) of the spectra differentiated various strains of E. coli O157:H7 from an apathogenic control strain. CVA also separated spectra of 100% dead cells separated from ground beef from spectra of 0.5% live cells in the presence of 99.5% dead cells of E. coli O157:H7. These combined separation and FT‐IR methods could be useful for rapid detection and differentiation of pathogens in complex foods.