Abstract
The authors have developed a microfluidic platform for improved detection of pathogenic bacteria by using silver nanoparticles and new platforms for chemometric data analysis, viz. a combination of principle component analysis and linear discriminant analysis. The method can distinguish eight key foodborne pathogens (E. coli, S. typhimirium, S. enteritis, Pseudomonas aeruginosa, L. monocytogenes, L. innocua, MRSA 35 and MRSA 86) and, hence, holds good promise for use in the food industry.
Similar content being viewed by others
References
Griffiths M (2005) Understanding pathogen behaviour: virulence, stress response, and resistance. CRC Press, England
Centers for Disease Control and Prevention (2011) Estimates of Foodborne illness in the United States http://www.cdc.gov/Features/dsFoodborneEstimates/. Accessed 26 June 2015
Martins TD, Ribeiro ACC, Dias DL, Cavalcante HPM, de Camargo HS, da Costa Filho PA (2013) New insights on optical biosensors: techniques, construction and application. Intech, Croatia
Hendriksen RS, Vieira AR, Karlsmose S, Lo Fo Wong DM, Jensen AB, Wegener HC, Aarestrup FM (2011) Global monitoring of Salmonella serovar distribution from the World Health Organization global foodborne infections network country data bank: results of quality assured laboratories from 2001 to 2007. Foodborne Pathog Dis 8:887–900. doi:10.1089/fpd.2010.0787
Ibrahim SA, Asakir SF, Idris AA, Martinez-Urtaza J, Elsafi HH (2013) Prevalence of Salmonella species among asymptomatic food handlers in Khartoum State, Sudan. Br J Biomed Sci 70:88–89
Talabi AO, Etonyeaku AC, Sowande OA, Olowookere SA, Adejuyigbe O (2014) Predictors of mortality in children with typhoid ileal perforation in a Nigerian tertiary hospital. Pediatr Surg Int 30:1121–1127. doi:10.1007/s00383-014-3592-9
Noris M, Remuzzi G (2005) Hemolytic uremic syndrome. J Am Soc Nephrol 16:1035–1050. doi:10.1681/ASN.2004100861
Breidenstein EB, de la Fuente-Núñez C, Hancock RE (2011) Pseudomonas aeruginosa: all roads lead to resistance. Trends Microbiol 19:419–426. doi:10.1016/j.tim.2011.04.005
Centers for Disease Control and Prevention (2014) Pseudomonas aeruginosa in Healthcare Settings http://www.cdc.gov/hai/organisms/pseudomonas.html. Accessed 30 Aug 2015
Cartwright EJ, Jackson KA, Johnson SD, Graves LM, Silk BJ, Mahon BE (2013) Listeriosis outbreaks and associated food vehicles, United States, 1998–2008. Emerg Infect Dis 19:1–9. doi:10.3201/eid1901.120393
Wilder JR, Wegener DT, David MZ, Macal C, Daum R, Lauderdale DS (2014) A national survey of skin infections, care behaviors and MRSA nnowledge in the United States. PLoS One 19:e104277. doi:10.1371/journal.pone.0104277
Crago B, Ferrato C, Drews SJ, Svenson LW, Tyrrell G, Louie M (2012) Prevalence of Staphylococcus aureus and methicillin-resistant S. aureus (MRSA) in food samples associated with foodborne illness in Alberta, Canada from 2007 to 2010. Food Microbiol 32(1):202–205. doi:10.1016/j.fm.2012.04.012
Hoffmann S, Batz MB, Morris Jr JG (2012) Annual cost of illness and quality-adjusted life year losses in the United States due to 14 foodborne pathogens. J Food Protect 75:1292–1302. doi:10.4315/0362-028X
Schlosser E (2012) Fast food nation: the dark side of the all-American meal. Mariner Books, New York
Roda A, Mirasoli M, Roda B, Bonvicini F, Colliva C, Reschiglian P (2012) Recent developments in rapid multiplexed bioanalytical methods for foodborne pathogenic bacteria detection. Microchim Acta 178:7–28. doi:10.1007/s00604-012-0824-3
Kelley SO, Mirkin CA, Walt DR, Ismagilov RF, Toner M, Sargent EH (2014) Advancing the speed, sensitivity and accuracy of biomolecular detection using multi-length-scale engineering. Nat Nanotechnol 9:969–980. doi:10.1038/nnano.2014.261
Safavieh M, Ahmed MU, Tolba M, Zourob M (2012) Microfluidic electrochemical assay for rapid detection and quantification of Escherichia coli. Biosens Bioelectron 31:523–528. doi:10.1016/j.bios.2011.11.032
Innis MA, Gelfand DH, Sninsky JJ, White TJ (2012) PCR protocols: a guide to methods and applications. Academic Press, Waltham
Mühldorfer I, Schäfer KP (2001) Emerging bacterial pathogens (Vol. 8). Karger Medical and Scientific Publishers, Basel
Pieczonka NP, Aroca RF (2008) Single molecule analysis by surfaced-enhanced Raman scattering. Chem Soc Rev 37:946–954. doi:10.1039/B709739P
Chen L, Mungroo N, Daikuara L, Neethirajan S (2015) Label-free NIR-SERS discrimination and detection of foodborne bacteria by in situ synthesis of Ag colloids. J Nanobiotechnol 13:1–9. doi:10.1186/s12951-015-0106-4
Zhou H, Yang D, Mircescu NE, Ivleva NP, Schwarzmeier K, Wieser A, Haisch C (2015) Surface-enhanced Raman scattering detection of bacteria on microarrays at single cell levels using silver nanoparticles. Microchim Acta 182:2259–2266. doi:10.1007/s00604-015-1570-0
Juvé V, Cardinal MF, Lombardi A, Crut A, Maioli P, Pérez-Juste J, Vallée F (2013) Size-dependent surface Plasmon resonance broadening in nonspherical nanoparticles: single gold nanorods. Nano Lett 13:2234–2240. doi:10.1021/nl400777y
Hibbing ME, Fuqua C, Parsek MR, Peterson SB (2010) Bacterial competition: surviving and thriving in the microbial jungle. Nat Rev Microbiol 8:15–25. doi:10.1038/nrmicro2259
Sundaram J, Park B, Hinton A, Lawrence KC, Kwon Y (2013) Detection and differentiation of Salmonella serotypes using surface enhanced Raman scattering (SERS) technique. J Food Meas Charact 7:1–12. doi:10.1007/s11694-012-9133-0
Su L, Zhang P, Zheng D, Wang Y, Zhong R (2015) Rapid detection of Escherichia coli and Salmonella typhimurium by surface-enhanced Raman scattering. Optoelectron Lett 11:157–160. doi:10.1007/s11801-015-4216-x
Wang J, Xie X, Feng J, Chen JC, Du X, Luo J, Lu X, Wang S (2015) Rapid detection of Listeria monocytogenes in milk using confocal micro-Raman spectroscopy and chemometric analysis. Int J Food Microbiol 204:66–74. doi:10.1016/j.ijfoodmicro.2015.03.021
Acknowledgments
The authors sincerely thank the Natural Sciences and Engineering Research Council of Canada (4009929), Mitacs Globalink Program, and the Ontario Ministry of Research and Innovation (520512) for funding this study.
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
About this article
Cite this article
Mungroo, N.A., Oliveira, G. & Neethirajan, S. SERS based point-of-care detection of food-borne pathogens. Microchim Acta 183, 697–707 (2016). https://doi.org/10.1007/s00604-015-1698-y
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s00604-015-1698-y