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[SSSP home]
| Model |
Morganella
morganii and Morganella
psychrotolerans - growth and histamine formation at different storage
temperatures |
| References |
Emborg, J. & Dalgaard, P. (2008b). Growth, inactivation and histamine
formation of Morganella psychrotolerans and Morganella morganii
– development and evaluation of predictive models. Int. J. Food
Microbiol. 128, 234-243.
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| Primary growth model |
Expanded Logistic model with
delay |
| Secondary growth model |
Square-root growth
rate model |
| Environmental
parameters in model |
Temperature |
| Product validation studies |
M. morganii:
Bluefish, canned tuna,
tuna, mackerel (Emborg & Dalgaard, 2008b) M. psychrotolerans: Fresh garfish,
fresh
tuna, canned tuna and cold-smoked tuna (Emborg & Dalgaard, 2008b) |
| Range of applicability |
Temperature (0 - 37°C) |
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The combined Morganella morganii and Morganella psychrotolerans
growth and histamine formation model included in SSSP has been developed to
predict the effect of a wide range of storage temperatures on histamine
formation in fresh marine finfish products. At high storage temperatures the mesophilic bacterium Morganella morganii grow and produce histamine
rapidly wherease at low storage temperature growth and histamine formation by
the psychrotolerant bacterium Morganella
psychrotolerans is more important. At temperature above ca. 15 °C Morganella morganii
grow faster than Morganella
psychrotolerans (Fig. 1). However, the relative importance for histamine
formation by the two bacteria also depends on their initial concentrations and
this effect can be predicted by SSSP.
Importantly, SSSP predicts the effect of different chilling scenarios. As shown
in Fig. 2, SSSP predicts that 25°C in 17 hours followed by storage at 5°C result
in critical histamine formation after ca. 7 days and due to activity of
Morganella
psychrotolerans. In comparison,
25°C in 22 hours and
then 5°C results in critical histamine formation within less than one day and
due to activity of Morganella morganii.
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Fig. 1. Effect of storage temperature on the
maximum specific growth rate
(µmax,
h-1) of Morganella psychrotolerans
and Morganella morganii.
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Fig. 2.
Predicted effect of two delayed chilling scenarios on growth and
histamine formation. 25°C in 17 hours and then 5°C results in critical
histamine formation after ca. 7 days whereas 25°C in 22 hours and then
5°C
results in
critical histamine formation within less than one day.
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- Secondary growth and histamine formation models:
- Eqn. 1 below shows the secondary growth rate models for Morganella morganii
(Eqn. 1a) and Morganella psychrotolerans (Eqn. 1b). Simulation of these
growth rate models are shown in Fig. 1. The predicted histamine
formation by both bacteria is directly related
to growth so that a constant amount of histamin is produced when the cell
concentration is doubled (Emborg & Dalgaard, 2008b).
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Eqn 1a. Square-root model for the effect of
temperature on growth rate of Morganella morganii

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Eqn. 1b. Square-root model for the effect of temperature on growth
rate of Morganella psychrotolerans
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Eqn.
1. Secondary models for the effect of temperature on growth rates of
Morganella morganii and Morganella psychrotolerans
(Emborg & Dalgaard, 2006b) |
- Evaluation of the Morganella morganii growth and histamine formation
model:
- The Morganella morganii growth and histamine
formation models in SSSP have been evaluated by comparison of observed and
predicted data from challenge tests with inoculated seafoods and broth (See Table below). µmax-values
obtained from the literature were similar for fresh fish and broth and
other sources of variation must be responsible for the relatively high
accuracy factor of 2.44. On average predicted growth rates were 41%
faster than the observed growth rates (Bias factor 1.41). These
'fail-safe' predictions of growth corresponds to the predicted histamine
formation which on average was faster than the obsereved histamine
formation. The histamine formation model is not highly
accurate and in this situation we find it reasonable to use a model that
on average predicts somewhat too short times to formation of critical
concentrations of histamine ('fail-safe' predictions).
| Model |
Data used for evaluation and
validation of the model |
Indices of performance |
| Morganella morganii growth rate model (Emborg
& Dalgaard, 2008b) |
93 growth curves for Morganella
morganii in inoculated fresh fish (n=60) and broth (n=33). Storage conditions included
temperatures in the range 7-37°C(Emborg & Dalgaard, 2008b). |
Bias factor
= 1.41
Accuracy
factor = 2.44 |
| Morganella morganii
histamine formation model (Emborg & Dalgaard,
2008b) |
13 histamine formation curves determined for
Morganella morganii in inoculated
bluefish, canned tuna,
tuna and mackerel stored at temperatures in the range 7-37°C (Emborg & Dalgaard, 2008b). |
% difference between observed and predicted times to
formation of histamine: 100 ppm =
-42
± 39% 500 ppm
= -21
± 40% 2000 ppm
= -42
± 39% |
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