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Image analysis as a mean to model growth of Escherichia coli O157:H7 in gel cassettes

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dc.contributor.author Skandamis, PN en
dc.contributor.author Brocklehurst, TF en
dc.contributor.author Panagou, EZ en
dc.contributor.author Nychas, G-JE en
dc.date.accessioned 2014-06-06T06:47:47Z
dc.date.available 2014-06-06T06:47:47Z
dc.date.issued 2007 en
dc.identifier.issn 13645072 en
dc.identifier.uri http://dx.doi.org/10.1111/j.1365-2672.2007.03358.x en
dc.identifier.uri http://62.217.125.90/xmlui/handle/123456789/3806
dc.subject Escherichia coli O157:H7 en
dc.subject Gel cassette en
dc.subject Image analysis en
dc.subject Predictive microbiology en
dc.subject.other bacterium en
dc.subject.other growth modeling en
dc.subject.other growth rate en
dc.subject.other image analysis en
dc.subject.other microbiology en
dc.subject.other pH en
dc.subject.other temperature effect en
dc.subject.other agar gel diffusion en
dc.subject.other article en
dc.subject.other bacterial count en
dc.subject.other bacterial growth en
dc.subject.other bacterium colony en
dc.subject.other biofilm en
dc.subject.other bright field microscopy en
dc.subject.other controlled study en
dc.subject.other Escherichia coli O157 en
dc.subject.other growth rate en
dc.subject.other image analysis en
dc.subject.other immobilized cell en
dc.subject.other incubation time en
dc.subject.other nonhuman en
dc.subject.other pH measurement en
dc.subject.other plate count en
dc.subject.other prediction en
dc.subject.other quantitative analysis en
dc.subject.other temperature dependence en
dc.subject.other Agar en
dc.subject.other Bacteriological Techniques en
dc.subject.other Culture Media en
dc.subject.other Escherichia coli O157 en
dc.subject.other Hydrogen-Ion Concentration en
dc.subject.other Image Processing, Computer-Assisted en
dc.subject.other Models, Biological en
dc.subject.other Temperature en
dc.subject.other Escherichia coli en
dc.title Image analysis as a mean to model growth of Escherichia coli O157:H7 in gel cassettes en
heal.type journalArticle en
heal.identifier.primary 10.1111/j.1365-2672.2007.03358.x en
heal.publicationDate 2007 en
heal.abstract Aims: The potential of image analysis for rapid and quantitative determination of the effect of environmental parameters such as temperature and pH on the growth of colonies of Escherichia coli O157:H7 derived from immobilized cells in gel cassettes was investigated. Methods and Results: The organism was grown in brain heart infusion agar contained within a cassette formed between sheets of PVC film. The medium was adjusted to pH 5, 6 or 7 and incubated at 10, 20, 30 or 40°C. The primary model of Baranyi was used to fit the growth data obtained by conventional plate counting and changes in colony area (2-dimensional spread of colonies) by light microscopy to derive estimates of maximum specific growth rates (μmax and Area μmax) in both cases. Growth rate values from both measurements were correlated and a secondary quadratic model was developed to predict μmax obtained via image analysis in response to environmental factors (temperature and pH). A progressive decrease of μmax and Area μmax was observed at lower temperatures and pH values. Immobilized cells failed to initiate growth at a pH of 5.0 and 10°C. There was high correlation between μmax values estimated by conventional plate counting and Area μmax values from microscopic observations in gel cassettes, regardless of temperature and pH. The values of μmax derived indirectly from the correlation with Area μmax values fitted well to the secondary model and gave realistic predictions of maximum specific growth rate values estimated by standard plate counting. Conclusions: The μmax of E. coli O157:H7 determined by plate counting was linearly correlated with Area μmax estimated by light microscopy, enabling indirect determination of μmax via the Area μmax. The estimates of μmax via the image analysis technique may be further modelled in response to environmental factors such as temperature and pH to predict the response of the organism in intermediate conditions. Significance and Impact of the Study: Image analysis in combination with gel cassettes could be a potential tool for rapid and convenient data collection and construction of accurate mathematical models as an alternative to conventional plate counting methods. © 2007 The Authors. en
heal.journalName Journal of Applied Microbiology en
dc.identifier.issue 4 en
dc.identifier.volume 103 en
dc.identifier.doi 10.1111/j.1365-2672.2007.03358.x en
dc.identifier.spage 937 en
dc.identifier.epage 947 en


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