| Literature DB >> 36013988 |
Matthew Chick1, Antonio Lourenco2, Alice Maserati1, Ryan C Fink3,4, Francisco Diez-Gonzalez5.
Abstract
Several reports have indicated that the thermal tolerance of Salmonella at low-water activity increases significantly, but information on the impact of diverse food matrices is still scarce. The goal of this research was to determine the kinetic parameters (decimal reduction time, D; time required for the first decimal reduction, δ) of thermal resistance of Salmonella in a previously cooked low water activity food. Commercial toasted oats cereal (TOC) was used as the food model, with or without sucrose (25%) addition. TOC samples were inoculated with 108 CFU/mL of a single strain of one of three Salmonella serovars (Agona, Tennessee, Typhimurium). TOC samples were ground and equilibrated to aw values of 0.11, 0.33 and 0.53, respectively. Ground TOC was heated at temperatures between 65 °C and 105 °C and viable counts were determined over time (depending on the temperature for up to 6 h). Death kinetic parameters were determined using linear and Weibull regression models. More than 70% of Weibull's adjusted regression coefficients (Radj2) and only 38% of the linear model's Radj2 had values greater than 0.8. For all serovars, both D and δ values increased consistently at a 0.11 aw compared to 0.33 and 0.53. At 0.33 aw, the δ values for Typhimurium, Tennessee and Agona were 0.55, 1.01 and 2.87, respectively, at 85 °C, but these values increased to 65, 105 and 64 min, respectively, at 0.11 aw. At 100 °C, δ values were 0.9, 5.5 and 2.3 min, respectively, at 0.11 aw. The addition of sucrose resulted in a consistent reduction of eight out of nine δ values determined at 0.11 aw at 85, 95 and 100 °C, but this trend was not consistent at 0.33 and 0.53 aw. The Z values (increase of temperature required to decrease δ-value one log) were determined with modified δ values for a fixed β (a fitting parameter that describes the shape of the curve), and ranged between 8.9 °C and 13.4 °C; they were not influenced by aw, strain or sugar content. These findings indicated that in TOC, high thermal tolerance was consistent among serovars and thermal tolerance was inversely dependent on aw.Entities:
Keywords: Salmonella; cereal; inactivation; low-water activity; thermal resistance
Year: 2022 PMID: 36013988 PMCID: PMC9416204 DOI: 10.3390/microorganisms10081570
Source DB: PubMed Journal: Microorganisms ISSN: 2076-2607
Figure 1Thermal inactivation rates of Salmonella enterica serovars Typhimurium, Tennessee and Agona in toasted oat cereal (TOC affected by water activity (aw) and temperature). The Weibull model fitting is represented in blue and the linear model fitting is represented in red. STy, STe and SAg are abbreviations for serovars Typhimurium, Tennessee and Agona, respectively.
Evaluation of the goodness-of-fit of the linear and Weibull models used to describe the inactivation of three Salmonella enterica serovars by means of the root mean square error (RMSE) and the corrected Akaike information criterion (AICc) calculated for each water activity and temperature in toasted oats cereal (TOC).
| aw | Temp | Serovar Typhimurium | Serovar Tennessee | Serovar Agona | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Linear Model | Weibull Model | Linear Model | Weibull Model | Linear Model | Weibull Model | ||||||||
| RMSE | AICc | RMSE | AICc | RMSE | AICc | RMSE | AICc | RMSE | AICc | RMSE | AICc | ||
|
|
| 0.44 | −95.7 | 0.39 | −110.1 | 0.39 | −82.8 | 0.38 | −83.9 | 0.58 | −43.3 | 0.54 | −48.6 |
|
| 0.59 | −54.4 | 0.50 | −69.8 | 0.66 | −37.0 | 0.53 | −56.2 | 0.58 | −42.9 | 0.57 | −43.4 | |
|
| 0.70 | −16.3 | 0.42 | −44.3 | 0.64 | −46.7 | 0.60 | −51.9 | 0.48 | −62.0 | 0.37 | −81.8 | |
|
| 0.79 | −9.5 | 0.46 | −37.1 | 0.81 | −17.8 | 0.65 | −37.9 | 0.67 | −29.8 | 0.67 | −28.9 | |
|
|
| 0.52 | −70.1 | 0.51 | −71.7 | 0.35 | −46.9 | 0.29 | −54.6 | 0.60 | −44.7 | 0.52 | −57.3 |
|
| 0.54 | −69.5 | 0.42 | −97.2 | 0.80 | −10.2 | 0.71 | −16.1 | 0.57 | −54.5 | 0.46 | −75.7 | |
|
| 0.80 | −26.1 | 0.62 | −58.9 | 0.96 | 0.1 | 0.75 | −19.0 | 0.68 | −25.6 | 0.58 | −37.2 | |
|
| 0.57 | −33.7 | 0.24 | −90.5 | 1.19 | 9.6 | 0.79 | −1.5 | 0.54 | −40.2 | 0.44 | −52.0 | |
|
|
| 0.16 | −98.1 | 0.17 | −95.7 | 0.81 | −5.0 | 0.81 | −3.3 | 0.64 | −47.7 | 0.63 | −47.5 |
|
| 0.41 | −63.6 | 0.37 | −70.0 | 0.90 | −2.5 | 0.89 | −1.7 | 0.37 | −50.8 | 0.35 | −51.1 | |
|
| 0.61 | −36.6 | 0.45 | −59.0 | 0.65 | −54.3 | 0.51 | −86.3 | 0.27 | −102.8 | 0.22 | −120.1 | |
|
| 0.67 | −28.3 | 0.64 | −30.6 | 1.02 | 4.5 | 0.99 | 4.4 | 1.12 | 10.9 | 0.93 | −0.1 | |
Figure 2Thermal inactivation rates of Salmonella enterica serovars Typhimurium, Tennessee and Agona in toasted oats cereal (TOC) affected by water activity (aw) and temperature in the presence of 25% sucrose. Weibull model fitting is represented in blue and linear model fitting is represented in red. STy, STe and SAg are abbreviations for serovars Typhimurium, Tennessee and Agona, respectively.
Evaluation of the goodness-of-fit of the linear and Weibull models used to describe the inactivation of three Salmonella enterica serovars by means of the root mean square error (RMSE) and the corrected Akaike information criterion (AICc) calculated for each water activity and temperature in toasted oats cereal (TOC) containing 25% sucrose.
| aw | Temp | Serovar Typhimurium | Serovar Tennessee | Serovar Agona | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Linear Model | Weibull Model | Linear Model | Weibull Model | Linear Model | Weibull Model | ||||||||
| RMSE | AICc | RMSE | AICc | RMSE | AICc | RMSE | AICc | RMSE | AICc | RMSE | AICc | ||
|
|
| 0.32 | −82.31 | 0.25 | −100.86 | 0.39 | −39.25 | 0.25 | −57.87 | 0.30 | −91.98 | 0.17 | −138.29 |
|
| 0.35 | −72.63 | 0.23 | −100.32 | 0.42 | −58.72 | 0.35 | −70.67 | 0.36 | −77.42 | 0.17 | −132.02 | |
|
| 0.47 | −53.59 | 0.25 | −99.56 | 0.44 | −42.37 | 0.29 | −63.98 | 0.32 | −91.47 | 0.18 | −139.94 | |
|
| 0.34 | −72.42 | 0.19 | −110.09 | 0.42 | −41.93 | 0.29 | −59.88 | 0.36 | −80.06 | 0.23 | −115.03 | |
|
|
| 0.38 | −73.39 | 0.24 | −109.65 | 0.36 | −76.28 | 0.29 | −90.89 | 0.29 | −97.08 | 0.17 | −135.70 |
|
| 0.47 | −52.16 | 0.31 | −81.03 | 0.39 | −64.60 | 0.32 | −77.80 | 0.41 | −69.18 | 0.27 | −102.86 | |
|
| 0.44 | −65.40 | 0.25 | −112.97 | 0.52 | −46.29 | 0.40 | −64.06 | 0.36 | −81.47 | 0.26 | −108.48 | |
|
| 0.50 | −53.01 | 0.24 | −113.14 | 0.47 | −78.79 | 0.30 | −127.15 | 0.34 | −87.33 | 0.16 | −148.92 | |
|
|
| 0.39 | −49.57 | 0.31 | −60.46 | 0.36 | −80.58 | 0.30 | −93.22 | 0.45 | −58.76 | 0.38 | −70.88 |
|
| 0.54 | −64.66 | 0.31 | −123.68 | 0.42 | −64.66 | 0.28 | −94.47 | 0.42 | −45.41 | 0.15 | −101.31 | |
|
| 0.61 | −36.6 | 0.45 | −59.0 | 0.44 | −51.40 | 0.29 | −77.54 | 0.55 | −30.26 | 0.44 | −40.94 | |
|
| 0.67 | −28.3 | 0.64 | −30.6 | 0.48 | −55.46 | 0.23 | −114.29 | 0.55 | −30.42 | 0.43 | −41.72 | |
Pearson (ρ) coefficients of the correlation between temperatures, aw and sucrose content, with the inactivation parameters δ and β of toasted oats cereal (TOC) with and without sucrose.
| TOC | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| aw | ρ | Lower 95% CI | Upper 95% CI | ρ | Lower 95% CI | Upper 95% CI | ρ | Lower 95% CI | Upper 95% CI | |
| Control | 0.11 | 0.667 | −0.819 | 0.992 | 0.825 | −0.657 | 0.996 | −0.546 | −0.988 | 0.873 |
| 0.33 | 0.984 | 0.431 | 1.000 | 0.963 | 0.022 | 0.999 | −0.955 | −0.999 | 0.080 | |
| 0.53 | 0.900 | −0.451 | 0.998 | 0.441 | −0.903 | 0.985 | 0.684 | −0.809 | 0.993 | |
| 25% Sucrose | 0.11 | 0.691 | −0.804 | 0.993 | 0.354 | −0.920 | 0.9812 | 0.853 | −0.600 | 0.997 |
| 0.33 | 0.809 | −0.683 | 0.996 | 0.634 | −0.837 | 0.9911 | 0.168 | −0.946 | 0.972 | |
| 0.53 | 0.866 | −0.560 | 0.997 | 0.784 | −0.718 | 0.9952 | 0.411 | −0.909 | 0.984 | |
Change in temperature needed to obtain a 90% reduction in δ-values (Z-value, °C) for the first log reduction of Salmonella in toasted oats cereal (TOC), as affected by water activity (aw) and sucrose addition.
| aw | Toasted Oats Cereal | Toasted Oats Cereal with 25% Sucrose | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| STy | STe | SAg | STy | STe | SAg | |||||||
| Z |
| Z |
| Z |
| Z |
| Z |
| Z |
| |
|
| 12.04 | 0.99 | 8.86 | 0.98 | 11.89 | 0.72 | 12.29 | 0.99 | 11.85 | 0.98 | 10.45 | 0.99 |
|
| 12.10 | 0.99 | 10.84 | 0.97 | 9.41 | 0.91 | 13.45 | 0.97 | 12.40 | 0.98 | 9.89 | 0.99 |
|
| 11.31 | 0.80 | 9.23 | 0.98 | 11.47 | 0.96 | 13.09 | 0.97 | 9.69 | 0.99 | 9.47 | 1.00 |
STy, STe and SAg are the abbreviations for serovars Typhimurium, Tennessee and Agona.