| Literature DB >> 30948743 |
Stephania Aragón-Rojas1, María Ximena Quintanilla-Carvajal2, Humberto Hernández-Sánchez3, Alan Javier Hernández-Álvarez4, Fabian Leonardo Moreno5.
Abstract
The purpose of this work was to model the survival of the microorganism and the kinetics of drying during the encapsulation of Lactobacillus fermentum K73 by Refractance Window drying. A whey culture medium with and without addition of maltodextrin were used as encapsulation matrices. The microorganism with the encapsulation matrices was dried at three water temperatures (333, 343 and 353 K) until reaching balanced moisture. Microorganism survival and thin layer drying kinetics were studied by using mathematical models. Results showed that modified Gompertz model and Midilli model described the survival of the microorganism and the drying kinetics, respectively. The most favorable process conditions found with the mathematical modelling were a drying time of 2460 s, at a temperature of 353 K. At these conditions, a product with 9.1 Log CFU/g and a final humidity of 10% [wet basis] using the culture medium as encapsulation matrix was obtained. The result shows that Refractance Window can be applied to encapsulate the microorganism probiotic with a proper survival of the microorganism.Entities:
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Year: 2019 PMID: 30948743 PMCID: PMC6449500 DOI: 10.1038/s41598-019-42016-0
Source DB: PubMed Journal: Sci Rep ISSN: 2045-2322 Impact factor: 4.379
Figure 1Refractance window drying of Lactobacillus fermentum K73 without carrier material (A,C,E) and with carrier material (B,D,F) at 333.15, 343.15 and 353.15 Kelvin.
Kinetics parameters calculated by Gompertz, Buchanan, and Whiting and Buchanan models for the behavior of Lactobacillus fermentum K73 during Refractance Window drying and regression analysis.
| Model | Temperature | Carrier material | Parameter | SS | RMSE | Bf | Af | R2 | Adj R2 |
|---|---|---|---|---|---|---|---|---|---|
| Gompertz model | 333 K | With | k = 0.000596 | 1.907 | 0.595 | 1.039 | 1.137 | 0.934 | 0.931 |
| L = 4278.217 | |||||||||
| Without | k = 0.00216 | 0.411 | 0.988 | 1.024 | 1.196 | 0.916 | 0.909 | ||
| L = 2964.1 | |||||||||
| 343 K | With | k = 0.00127 | 1.976 | 0.808 | 1.12 | 1.23 | 0.921 | 0.838 | |
| L = 3249.2 | |||||||||
| Without | k = 0.016335 | 10.545 | 0.572 | 0.554 | 1.88 | 0.996 | 0.996 | ||
| L = 2937.045 | |||||||||
| 353 K | With | k = 0.003608 | 15.754 | 3.176 | 0.799 | 2.105 | 0.984 | 0.982 | |
| L = 2710.274 | |||||||||
| Without | k = 0.018283 | 0.024 | 0.769 | 1.006 | 1.056 | 0.966 | 0.957 | ||
| L = 2374.917 | |||||||||
| Buchanan model | 333 K | With | D = 2426.7 | 5.491 | 0.731 | 1.118 | 1.428 | 0.942 | 0.94 |
| k = 0.000949 | |||||||||
| L = 1745.5 | |||||||||
| Without | D = 902 | 0.817 | 1.151 | 1.044 | 1.172 | 0.861 | 0.848 | ||
| k = 0.002553 | |||||||||
| L = 1296.2 | |||||||||
| 343 K | With | D = 1189.5 | 1.036 | 1.136 | 1.137 | 1.248 | 0.904 | 0.898 | |
| k = 0.001936 | |||||||||
| L = 1467.2 | |||||||||
| Without | D = 667 | 2.242 | 1.934 | 0.986 | 1.267 | 0.769 | 0.748 | ||
| k = 0.003452 | |||||||||
| L = 924.8 | |||||||||
| 353 K | With | D = 679.3 | 11.87 | 1.248 | 1.622 | 1.801 | 0.882 | 0.871 | |
| k = 0.00339 | |||||||||
| L = 1050.8 | |||||||||
| Without | D = 535 | 0.782 | 2.398 | 1.014 | 1.179 | 0.721 | 0.695 | ||
| k = 0.004304 | |||||||||
| L = 400.6 | |||||||||
| Whiting and Buchanan Model | 333 K | With | F = 0.681749 | 0.057 | 0.189 | 0.98 | 1.144 | 0.989 | 0.988 |
| b = 0.0590093 | |||||||||
| L = 3151.0998 | |||||||||
| c = 0.000986 | |||||||||
| Without | F = 0.6065192 | 1 | 0.623 | 0.988 | 1.164 | 0.951 | 0.946 | ||
| b = 0.0046736 | |||||||||
| L = 2991.5256 | |||||||||
| c = 0.1928 | |||||||||
| 343 K | With | F = 0.0000 | 4.165 | 0.851 | 0.822 | 1.452 | 0.827 | 0.811 | |
| b = 0.011974 | |||||||||
| L = 2356.3677 | |||||||||
| c = 0.0021641 | |||||||||
| Without | F = 0.9957 | 0 | 0.085 | 1 | 1 | 0.999 | 0.999 | ||
| b = 0.0266 | |||||||||
| L = 2923.0074 | |||||||||
| c = 0.096638 | |||||||||
| 353 K | With | F = 0.0000 | 5.711 | 0.275 | 0.091 | 11.314 | 0.99 | 0.989 | |
| b = 0.0171974 | |||||||||
| L = 2720.4911 | |||||||||
| c = 0.0083191 | |||||||||
| Without | F = 0.9928 | 1032.908 | 0.672 | 0.999 | 1 | 0.976 | 0.971 | ||
| b = 0.0262 | |||||||||
| L = 2280.8472 | |||||||||
| c = 0.0966 |
k = Inactivation rate (s−1), L = Lag phase (s), D = decimal reduction time (s), F = initial proportion in the less resistant fraction, b and c = model parameters, SS = Sum of squares, RSME = Root mean squared error, Bf = Bias factor, Af = Accuracy factor, R2 = R-squared, Adj R2 = Adjusted R-squared.
Figure 2Lactobacillus fermentum K73 kinetics during Refractance Window drying with carrier material (A) and without carrier material (B) at 333.15 °K (■), 343.15 °K (◆) and 353.15 °K (●) using Gompertz Model. Comparison between experimental (symbols) and predicted (lines) values. N = cell density at any time, N0 = initial cell density.
Kinetics parameters and regression analysis results calculated by Gompertz-Arrhenius model, for the behavior of Lactobacillus fermentum K73 during Refractance Window drying process under non-isothermal conditions.
| Carrier material | Temperature Dependent parameters | Model parameters | SS | RMSE | Bf | Af | R2 | Adj R2 | |
|---|---|---|---|---|---|---|---|---|---|
| With | 333 K | k = 0.203 | a = 1553827.348 | 10.21 | 1.127 | 1.095 | 1.319 | 0.850 | 0.848 |
| L = 7612.7 | b = 11346.132 | ||||||||
| 343 K | k = 0.4545 | c = 0.0005 | |||||||
| L = 2821.68 | d = 313 | ||||||||
| 353 K | k = 0.8060 | ||||||||
| L = 1106.34 | |||||||||
| Without | 333 K | k = 0.0003 | a = 47631.089 | 5.787 | 1.303 | 1.137 | 1.266 | 0.914 | 0.912 |
| L = 3979.48 | b = 5295.4891 | ||||||||
| 343 K | k = 0.1856 | c = 0.002 | |||||||
| L = 2504.12 | d = 332.7 | ||||||||
| 353 K | k = 0.711 | ||||||||
| L = 1617.62 | |||||||||
k = Inactivation rate (s−1), L = Lag phase (s), SS = Sum of squares, RSME = Root mean squared error, Bf = Bias factor, Af = Accuracy factor, R2 = R-squared, Adj R2 = Adjusted R-squared.
Figure 3Effect of temperature on the behavior of L. fermentum K73 with (a) and without (b) carrier material, simulation of Gompertz-Arrhenius model (Eq. 7).
Parameters and statistical results of thin-layer mathematical models for the moisture rate of the Refractance Window drying process.
| Model and equation | Temperature | Carrier material | Parameter | SS | RMSE | R2 | Adj R2 |
|---|---|---|---|---|---|---|---|
| Lewis | 333 K | With | 20.485 | 0.811 | 0.682 | 0.670 | |
| MR = exp (− | Without | 25.000 | 0.699 | 0.884 | 0.873 | ||
| 343 K | With | 6.011 | 0.056 | 0.975 | 0.973 | ||
| Without | 48.199 | 0.142 | 0.879 | 0.868 | |||
| 353 K | With | 0.056 | 0.022 | 0.993 | 0.992 | ||
| Without | 53.135 | 0.141 | 0.909 | 0.901 | |||
| Page | 333 K | With | 0.019 | 0.027 | 0.987 | 0.986 | |
| MR = exp (− | n = 0.740 | ||||||
| Without | 23.458 | 0.727 | 0.899 | 0.889 | |||
| n = 1.32 | |||||||
| 343 K | With | 0.169 | 0.018 | 0.992 | 0.992 | ||
| n = 0.7013 | |||||||
| Without | 0.018 | 0.027 | 0.993 | 0.992 | |||
| n = 4.3697 | |||||||
| 353 K | With | 0.106 | 0.018 | 0.993 | 0.993 | ||
| n = 1.0684 | |||||||
| Without | 1.968 | 0.405 | 0.757 | 0.735 | |||
| n = 1.32 | |||||||
| Henderson & Pabis | 333 K | With | a = 0.905 | 6.204 | 0.042 | 0.971 | 0.970 |
| MR = a exp(− | |||||||
| Without | a = 1.2122 | 0.053 | 0.305 | 0.866 | 0.854 | ||
| 343 K | With | a = 0.8958 | 2.915 | 0.041 | 0.966 | 0.964 | |
| Without | a = 1.1973 | 43.453 | 0.110 | 0.867 | 0.854 | ||
| 353 K | With | a = 1.0188 | 0.053 | 0.018 | 0.993 | 0.992 | |
| Without | a = 1.1657 | 4.633 | 0.128 | 0.903 | 0.894 | ||
| Logaritmic | 333 K | With | a = 0.9008 | 9.868 | 0.038 | 0.973 | 0.972 |
| MR = a exp (− | |||||||
| c = 0.0318 | |||||||
| Without | a = 1.8749 | 2.617 | 0.305 | 0.898 | 0.889 | ||
| c = −0.7257 | |||||||
| 343 K | With | a = 0.8659 | 0.391 | 0.029 | 0.982 | 0.981 | |
| c = 0.1004 | |||||||
| Without | a = 1.4758 | 13.000 | 0.099 | 0.886 | 0.875 | ||
| c = −0.321 | |||||||
| 353 K | With | a = 1.0242 | 0.063 | 0.018 | 0.993 | 0.992 | |
| c = −0.0078 | |||||||
| Without | a = 1.2645 | 8.848 | 0.120 | 0.910 | 0.902 | ||
| c = −0.1197 | |||||||
| Two terms exponential | 333 K | With | a = 0.2463 | 3.225 | 0.032 | 0.985 | 0.984 |
| MR = a exp (− | |||||||
| Without | a = 2.4621 | 26.000 | 0.866 | 0.946 | 0.941 | ||
| 343 K | With | a = 0.2481 | 1.615 | 0.029 | 0.987 | 0.986 | |
| Without | a = 2.4602 | 25.012 | 0.074 | 0.940 | 0.935 | ||
| 353 K | With | a = 1.4949 | 0.008 | 0.018 | 0.993 | 0.992 | |
| Without | a = 2.5047 | 1.545 | 0.070 | 0.971 | 0.968 | ||
| Diffusion approximation | 333 K | With | a = −0.0267 | 19.713 | 0.053 | 0.971 | 0.970 |
| MR = a exp(− | |||||||
| b = 3.0378 | |||||||
| Without | a = 1.2767 | 40.000 | 0.866 | 0.889 | 0.879 | ||
| b = 0.9013 | |||||||
| 343 K | With | a = 0.5237 | 0.113 | 0.016 | 0.993 | 0.994 | |
| b = 5.343 | |||||||
| Without | a = 0 | 0.382 | 0.121 | 0.879 | 0.868 | ||
| b = 1.1534 | |||||||
| 353 K | With | a = 0 | 0.009 | 0.019 | 0.993 | 0.992 | |
| b = 1.1859 | |||||||
| Without | a = 0.000 | 0.238 | 0.309 | 0.909 | 0.901 | ||
| b = 1.3215 | |||||||
| Midilli | 333 K | With | a = 0.999 | 0.019 | 0.027 | 0.987 | 0.986 |
| MR = a exp(− | |||||||
| n = 0.741 | |||||||
| b = 0.000 | |||||||
| Without | a = 1.016 | 8.945 | 0.058 | 0.981 | 0.978 | ||
| n = 3.141 | |||||||
| b = 0.0001 | |||||||
| 343 K | With | a = 1.00519 | 0.166 | 0.018 | 0.992 | 0.992 | |
| n = 0.6978 | |||||||
| b = 0 | |||||||
| Without | a = 0.9715 | 0.017 | 0.026 | 0.992 | 0.991 | ||
| n = 4.2102 | |||||||
| b = 4.1595E-14 | |||||||
| 353 K | With | a = 1.0069 | 0.008 | 0.018 | 0.993 | 0.993 | |
| n = 1.0598 | |||||||
| b = 0.000 | |||||||
| Without | a = 0.997 | 0.070 | 0.308 | 0.996 | 0.994 | ||
| n = 3.4433 | |||||||
| b = 0.000107 | |||||||
| Verma | 333 K | With | a = 0.604 | 0.017 | 0.025 | 0.989 | 0.988 |
| MR = a exp (− | |||||||
| Without | a = 4.823 | 1.075 | 0.866 | 0.878 | 0.867 | ||
| 343 K | With | a = 0 | 43.971 | 0.536 | 0.775 | 0.761 | |
| Without | a = 8.0139 | 0.283 | 0.104 | 0.885 | 0.874 | ||
| 353 K | With | a = 1.9784 | 0.008 | 0.018 | 0.993 | 0.992 | |
| Without | a = 14.6764 | 0.859 | 0.309 | 0.911 | 0.903 | ||
SS = Sum of squares, RSME = Root mean squared error, R2 = R-squared, Adj R2 = Adjusted R-squared.
Figure 4Thin layer Refractance Window drying curves of L. fermentum K73 with (A) and without (B) carrier material. Comparison between experimental (symbols) and predicted (lines) values of moisture ratio using the Midilli model for 333.15 K (■), 343.15 K (◆) and 353.15 K (●).