Detection by hyperspectral imaging of shiga toxin-producing escherichia coli serogroups O26, O45, O103, O111, O121, and O145 on rainbow agar

Journal of Food Protection

Volumn 76, Issue 7, 2013, Pages 1129-1136

  Windham, William R ^a   Yoon, Seung Chul ^a   Ladely, Scott R ^b   Haley, Jennifer A ^a   Heitschmidt, Jerry W ^a   Lawrence, Kurt C ^a   Park, Bosoon ^a   Narrang, Neelam ^b   Cray, William C ^b  

^a RUSSELL RESEARCH CENTER   (United States)

^b U S DEPARTMENT OF AGRICULTURE   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

EID: 84880316708     PISSN: 0362028X     EISSN: None     Source Type: Journal    
DOI: 10.4315/0362-028X.JFP-12-497     Document Type: Article

References (32)

1. Anderson, J., C. Reynolds, D. Ringelberg, J. Edwards, and K. Foley. 2008. Differentiation of live-viable versus dead bacterial endospores by calibrated hyperspectral reflectance microscopy. J. Microsc. 232: 130-136.
2. Barnes, R. J., M. S. Dhanoa, and S. J. Lister. 1989. Standard normal variate transformation and de-trending of near-infrared diffuse reflectance spectra. Appl. Spectrosc. 43:772-777.
3. Bettelheim, K. 1998. Studies of Escherichia coli cultured on Rainbow Agar O157 with particular reference to enterohaemorrhagic Escherichia coli (EHEC). Microbiol. Immunol. 42:265-269.
4. Bosilevac, J. M., and M. Koohmaraie. 2011. Prevalence and characterization of non-O157 Shiga toxin-producing Escherichia coli isolates from commercial ground beef in the United States. Appl. Environ. Microbiol. 77:2103-2112.
5. Brooks, J. T., D. Bergmire-Sweat, M. Kennedy, K. Hendricks, M. Garcia, L. Marengo, J. Wells, M. Ying, W. Bibb, P. M. Griffin, R. M. Hoekstra, and C. R. Friedman. 2004. Outbreak of Shiga toxin-producing Escherichia coli O111:H8 infections among attendees of a high school cheerleading camp. Clin. Infect. Dis. 38:190-198.
6. Brooks, J. T., E. G. Sowers, J. G. Wells, K. D. Greene, P. M. Griffin, R. M. Hoekstra, and N. A. Strockbine. 2005. Non-O157 Shiga toxin-producing Escherichia coli infections in the United States, 1983-2002. J. Infect. Dis. 192:1422-1429.
7. Burgula, Y., D. Khali, S. Kim, S. Krishnan, M. Cousin, J. Gore, B. Reuhs, and L. Mauer. 2007. Review of mid-infrared fourier transform-infared spectroscopy applications for bacterial detection. J. Rapid Methods Automat. Microbiol. 15:146-175.
8. Centers for Disease Control and Prevention. 2011. Investigation update: outbreak of Shiga toxin-producing E. coli O104 (STEC O104:H4) infections associated with travel to Germany. Available at: http://www.cdc.gov/ecoli/2011/ ecoliO104. Accessed 18 September 2011.
9. Cowe, I. A., and J. W. McNicol. 1985. The use of principal components in the analysis of near-infrared spectra. Appl. Spectrosc. 39:257-266.
10. Dubois, J., E. N. Lewis, F. S. Fry, and E. M. Calvey. 2005. Bacterial identification by near-infrared chemical imaging of food-specific cards. Food Microbiol. 22:577-583.
11. Fratamico, P. M., L. K. Bagi, W. C. Cray, Jr., N. Narang, X. Yan, M. Medina, and Y. Liu. 2011. Detection by multiplex real-time polymerase chain reaction assays and isolation of Shiga toxin-producing Escherichia coli serogroups O26, O45, O103, O111, O121, and O145 in ground beef. Foodborne Pathog. Dis. 8:601-607.
12. Grant, M. A., C. Hedberg, R. Johnson, J. Harris, C. M. Logue, J. Meng, J. N. Sofos, and J. S. Dickson. 2011. Executive summary: the significance of non-O157 Shiga toxin-producing Escherichia coli in food. Food Prot. Trends January:33-45.
13. Johnson, K. E., C. M. Thorpe, and C. L. Sears. 2006. The emerging clinical importance of non-O157 Shiga toxin-producing Escherichia coli. Clin. Infect. Dis. 43:1587-1595.
14. Kalchayanand, N., T. M. Arthur, J. M. Bosilevac, J. W. Schmidt, R. Wang, S. D. Shackelford, and T. L. Wheeler. 2012. Evaluation of commonly used antimicrobial interventions for fresh beef inoculated with Shiga toxin-producing Escherichia coli serotypes O26, O45, O103, O111, O121, O145, and O157:H7. J. Food Prot. 75:1207-1212.
15. Martens, H., and T. Naes. 1989. Multivariate calibration. John Wiley and Sons, Inc., Chichester, UK.
16. McCarthy, T. A., N. L. Barrett, J. L. Hadler, B. Salsbury, R. T. Howard, D. W. Dingman, C. D. Brinkman, W. F. Bibb, and M. L. Cartter. 2001. Hemolytic uremic syndrome and Escherichia coli O121 at a lake in Connecticut, 1999. Pediatrics 108:4 e59
17. Medina, M. B., W. L. Shelver, P. M. Fratamico, L. Fortis, G. Tillman, N. Narang, W. C. Cray, Jr., E. Esteban, and A. DebRoy. 2012. Latex agglutination assays for detection of non-O157 Shiga toxin-producing Escherichia coli serogroups O26, O45, O103, O111, O121, and O145. J. Food Prot. 75:819-826.
18. Norris, K. 2001. Understanding and correcting the factors which affect diffuse transmittance spectra. NIR News 12:6-9.
19. Park, B., S. Lee, S. C. Yoon, J. Sundaram, W. R. Windham, A. Hinton, Jr., and K. C. Lawrence. 2011. AOTF hyperspectral microscopic imaging for foodborne pathogenic bacteria detection. Proc. SPIE 8027.
20. Park, B., J. Sundaram, A. Hinton, Jr., S. C. Yoon, K. Lawrence, and W. Windham. 2012. Detection and characterization of foodborne pathogenic bacteria with hyperspectral microscope imaging. Agric. Eng. Int. Conf. CIGR-AgEng2012 CD-ROM, no. C-0994.
21. Park, B., W. R. Windham, S. R. Ladely, P. Gurram, H. Kwon, S. C. Yoon, K. C. Lawrence, N. Narang, and W. C. Cray. 2012. Classification of Shiga toxin-producing Escherichia coli (STEC) serotypes with hyperspectral microscope imagery. Proc. SPIE 8369.
22. Paton, A. W., R. M. Ratcliff, R. M. Doyle, J. Seymour-Murray, D. Davos, J. A. Lanser, and J. C. Paton. 1996. Molecular microbiological investigation of an outbreak of hemolytic uremic syndrome caused by dry fermented sausage contaminated with Shiga-like toxin-producing Escherichia coli. J. Clin. Microbiol. 34:1622-1627.
23. Savitzky, A., and M. J. E. Golay. 1964. Smoothing and differentiation of data by simplified least squares procedures. Anal. Chem. 36:1627-1639.
24. Siripatrawan, U., Y. Makino, Y. Kawagoe, and S. Oshita. 2011. Rapid detection of Escherichia coli contamination in packaged fresh spinach using hyperspectral imaging. Talanta 85:276-281.
25. U.S. Department of Agriculture. 2011. Proposed rules: Shiga toxin-producing Escherichia coli in certain raw beef products. Docket no. FSIS-2010-0023. Fed. Regist. 76:58157-58165.
26. U.S. Department of Agriculture, Food Safety and Inpection Service. 2010. Detection and isolation of non-O157 Shiga toxin-producing Escherichia coli strains (STEC) from meat products. In Microbiological laboratory guidebook. 2010. Available at: http://www.fsis.usda.gov/PDF/Mlg-5B-00.pdf. http://www.fsis.usda.gov/Science/Microbiological-Lab-Guidebook/index.asp. Accessed 15 August 2011.
27. U.S. Department of Agriculture, Food Safety and Inpection Service. 2012. Detection and isolation of non-O157 Shiga-toxin producing Escherichia coli strains (STEC) from meat products. In Microbiological laboratory guidebook. 2012. Available at: http://www.fsis.usda.gov/PDF/Mlg-5B-02.pdf. http://www.fsis.usda.gov/Science/Microbiological-Lab-Guidebook/index.asp. Accessed 10 September 2012.
28. Werber, D., A. Fruth, A. Liesegang, M. Littmann, U. Buchholz, R. Prager, H. Karch, T. Breuer, H. Tschäpe, and A. Ammon. 2002. A multistate outbreak of Shiga toxin-producing Escherichia coli O26:H11 infections in Germany, detected by molecular subtyping surveillance. J. Infect. Dis. 186:419-422.
29. Windham, W., S. C. Yoon, S. Ladley, G. Heitschmidt, K. Lawrence, B. Park, N. Narang, and C. William. 2012. The effect of regions of interest and spectral preprocessing on the detection of non-O157 Shiga toxin producing Escherichia coli serogroups on agar media by hyperspectral imaging. J. Near Infrared Spectrosc. 20:547-558.
30. Yoon, S. C., K. C. Lawrence, J. E. Line, G. R. Siragusa, P. W. Feldner, B. Park, and W. R. Windham. 2010. Detection of Campylobacter colonies using hyperspectral imaging. Sens. Instrumen. Food Qual. Saf. 4:35-49.
31. Yoon, S. C., K. C. Lawrence, G. R. Siragusa, J. E. Line, B. Park, and P. W. Feldner. 2009. Hyperspectral reflectance imaging for detecting a foodborne pathogen: campylobacter. Trans. ASABE 52:651-662.
32. Yoon, S. C., W. R. Windham, S. Ladely, G. W. Heitschmidt, K. C. Lawrence, B. Park, N. Narang, and W. C. Cray. 2012. Hyperspectral imaging for detection of non-O157 Shiga toxin-producing Escherichia coli (STEC) serogroups on spread plates of mixed cultures. Proc. SPIE 836909.