| Literature DB >> 35159625 |
Jovana Kojić1, Miona Belović1, Jelena Krulj1, Lato Pezo2, Nemanja Teslić1, Predrag Kojić3, Lidija Peić Tukuljac1, Vanja Šeregelj3, Nebojša Ilić1.
Abstract
The influence of different extrusion parameters, including screw speed (250-750 rpm), feed rate (15-25 kg/h) and feed moisture content (15-25%), on the textural and color properties of spelt wholegrain snack products produced on a co-rotating twin-screw extruder with added betaine was investigated. In order to determine the relative influence of input variables in the artificial neural network (ANN) model, Yoon's interpretation method was used, and it was concluded that feed moisture content has the greatest influence on L* values, while screw speed has the greatest influence on a* and b* values. The softest samples were obtained at the lowest moisture content. Sensory analysis was carried out on selected samples, and it showed that betaine addition did not intensify the bitter taste. The sample with the largest expansion exhibited the lowest hardness and chewiness before and after immersion in milk, and this sample is the most suitable for enrichment with betaine.Entities:
Keywords: betaine; extrusion; functional foods; snack
Year: 2022 PMID: 35159625 PMCID: PMC8834531 DOI: 10.3390/foods11030475
Source DB: PubMed Journal: Foods ISSN: 2304-8158
Experimental EI, BD and hardness values of snack according to the adopted central composite rotatable design (CCRD) experimental plan.
| Variables | Product Response | |||||
|---|---|---|---|---|---|---|
| CCRD Runs | M (%) | FR (kg/h) | SS (o/min) | EI | BD (g/L) | Hardness (N) |
| 1 | 20 | 20 | 500 | 1.82 ± 0.18 a | 328.7 ± 34.5 ab | 302.4 ± 21.3 bcd |
| 2 | 20 | 20 | 250 | 1.54 ± 0.16 a | 478.0 ± 51.2 c | 372.2 ± 14.9 e |
| 3 | 17 | 17 | 350 | 1.60 ± 0.17 a | 367.0 ± 34.5 b | 268.1 ± 16.1 ab |
| 4 | 20 | 20 | 750 | 1.93 ± 0.18 a | 244.4 ± 24.6 a | 262.7 ± 20.5 ab |
| 5 | 20 | 20 | 500 | 1.81 ± 0.20 a | 333.1 ± 30.4 ab | 302.4 ± 12.8 bcd |
| 6 | 23 | 17 | 350 | 1.69 ± 0.18 a | 359.1 ± 37.2 b | 351.4 ± 22.0 de |
| 7 | 17 | 17 | 650 | 1.90 ± 0.18 a | 367.2 ± 38.7 b | 300.6 ± 16.8 bcd |
| 8 | 25 | 20 | 500 | 1.72 ± 0.16 a | 380.0 ± 40.0 bc | 366.9 ± 34.6 e |
| 9 | 20 | 25 | 500 | 1.78 ± 0.19 a | 359.1 ± 34.8 b | 342.0 ± 21.3 cde |
| 10 | 23 | 17 | 650 | 1.88 ± 0.19 a | 299.9 ± 28.4 ab | 276.7 ± 14.8 b |
| 11 | 20 | 15 | 500 | 1.83 ± 0.17 a | 321.8 ± 31.0 ab | 282.8 ± 10.4 bc |
| 12 | 23 | 23 | 650 | 1.86 ± 0.19 a | 298.7 ± 27.3 ab | 343.9 ± 15.9 de |
| 13 | 20 | 20 | 500 | 1.81 ± 0.20 a | 341.6 ± 34.9 ab | 302.4 ± 27.7 bcd |
| 14 | 15 | 20 | 500 | 1.92 ± 0.20 a | 324.7 ± 29.5 ab | 261.8 ± 26.8 ab |
| 15 | 17 | 23 | 650 | 1.89 ± 0.19 a | 249.8 ± 27.1 a | 214.3 ± 20.2 a |
| 16 | 23 | 23 | 350 | 1.62 ± 0.16 a | 385.7 ± 35.6 bc | 377.0 ± 36.6 e |
| 17 | 17 | 23 | 350 | 1.82 ± 0.19 a | 380.0 ± 41.1 bc | 357.1 ± 25.4 de |
M (%)—feed moisture, FR (kg/h)—feed rate, SS (rpm)—screw speed, CCRD—central composite rotatable design. Means in the same column with different superscript are statistically different (p ≤ 0.05); EI—expansion index, BD—bulk density.
Figure 1Influence of process parameters moisture (M), feed rate (FR) and screw speed (SS) on hardness.
Analysis of variance for second-order polynomial for hardness calculation.
| Terms | df | Hardness |
|---|---|---|
| M | 1 | 113.128 * |
| M2 | 1 | 1.194 |
| FR | 1 | 28.863 |
| FR2 | 1 | 0.729 |
| SS | 1 | 122.982 + |
| SS2 | 1 | 2.158 |
| M × FR | 1 | 10.557 |
| M × SS | 1 | 0.009 |
| SS × SS | 1 | 23.222 |
| Error | 7 | 64.989 |
| r2 | 0.823 |
df—degrees of freedom; + statistically significant at p < 0.01 level, * statistically significant at p < 0.05 level.
Figure 2The relative importance of extrusion parameters on hardness using Yoon’s interpretation method.
Experimental color values of snack according to the adopted CCRD experimental plan.
| Variable | Product Response | ||||||
|---|---|---|---|---|---|---|---|
| CCRD Runs | M (%) | FR (kg/h) | SS (o/min) | L* | a* | b* | ΔE |
| 1 | 20 | 20 | 500 | 69.00 ± 5.65 a | 4.18 ± 0.25 bc | 16.89 ± 1.35 a | 13.68 ± 1.45 abcd |
| 2 | 20 | 20 | 250 | 66.07 ± 5.20 a | 4.01 ± 0.23 bc | 15.74 ± 1.30 a | 15.98 ± 1.46 cd |
| 3 | 17 | 17 | 350 | 67.80 ± 4.08 a | 4.97 ± 0.30 d | 17.00 ± 1.52 a | 14.98 ± 1.53 bcd |
| 4 | 20 | 20 | 750 | 69.10 ± 4.57 a | 3.20 ± 0.19 a | 16.94 ± 1.27 a | 13.42 ± 1.27 abc |
| 5 | 20 | 20 | 500 | 69.00 ± 5.70 a | 4.25 ± 0.26 bcd | 16.50 ± 1.02 a | 13.55 ± 1.40 abcd |
| 6 | 23 | 17 | 350 | 69.12 ± 4.46 a | 4.25 ± 0.35 bcd | 16.41 ± 1.32 a | 13.41 ± 1.28 abc |
| 7 | 17 | 17 | 650 | 68.79 ± 3.97 a | 4.30 ± 0.25 bcd | 15.76 ± 0.83 a | 13.50 ± 1.28 abcd |
| 8 | 25 | 20 | 500 | 73.50 ± 4.75 a | 4.66 ± 0.36 cd | 17.14 ± 1.31 a | 10.15 ± 1.10 a |
| 9 | 20 | 25 | 500 | 68.38 ± 5.91 a | 3.91 ± 0.22 ab | 16.74 ± 1.34 a | 14.12 ± 1.28 bcd |
| 10 | 23 | 17 | 650 | 69.44 ± 3.65 a | 3.88 ± 0.30 ab | 17.25 ± 1.04 a | 13.37 ± 1.39 abc |
| 11 | 20 | 15 | 500 | 68.28 ± 3.81 a | 3.80 ± 0.27 ab | 17.07 ± 1.04 a | 14.31 ± 1.44 bcd |
| 12 | 23 | 23 | 650 | 68.75 ± 5.91 a | 4.22 ± 0.35 bc | 16.53 ± 0.87 a | 13.78 ± 1.29 bcd |
| 13 | 20 | 20 | 500 | 69.00 ± 3.89 a | 4.35 ± 0.26 bcd | 16.98 ± 1.46 a | 13.75 ± 1.50 bcd |
| 14 | 15 | 20 | 500 | 65.04 ± 5.79 a | 4.26 ± 0.21 bcd | 15.93 ± 0.98 a | 17.06 ± 1.62 d |
| 15 | 17 | 23 | 650 | 70.38 ± 6.01 a | 3.86 ± 0.27 ab | 16.31 ± 1.23 a | 12.15 ± 1.29 ab |
| 16 | 23 | 23 | 350 | 69.41 ± 5.47 a | 4.23 ± 0.27 bc | 15.71 ± 0.99 a | 12.90 ± 1.31 abc |
| 17 | 17 | 23 | 350 | 68.86 ± 5.36 a | 4.34 ± 0.26 bcd | 15.73 ± 1.09 a | 13.44 ± 1.37 abc |
M (%)—feed moisture, FR (kg/h)—feed rate, SS (rpm)—screw speed, CCRD—central composite rotatable design. Means in the same column with different superscript are statistically different (p ≤ 0.05).
Figure 3Influence of process parameters moisture (M), feed rate (FR) and screw speed (SS) on L*, a* and b*.
Figure 4The relative importance of the extrusion parameters on the color parameters (a) L*—lightness; (b) a*—red/green color; (c) b*—yellow/blue color, using Yoon’s interpretation method.
Analysis of variance for second-order polynomial for color parameter calculation.
| Terms | df | L* | a* | b* |
|---|---|---|---|---|
| M | 1 | 16.576 ** | 0.004 | 0.717 ** |
| M2 | 1 | 0.769 | 0.225 | 0.239 |
| FR | 1 | 0.431 | 0.024 | 0.534 |
| FR2 | 1 | 0.060 | 0.062 | 0.002 |
| SS | 1 | 3.846 | 0.612 * | 0.664 ** |
| SS2 | 1 | 1.291 | 0.300 ** | 0.521 |
| M × FR | 1 | 1.163 | 0.242 | 0.061 |
| M × SS | 1 | 1.015 | 0.074 | 0.673 ** |
| FR × SS | 1 | 0.025 | 0.038 | 0.405 |
| Error | 7 | 22.756 | 0.546 | 1.174 |
| r2 | 0.533 | 0.766 | 0.760 |
df—degrees of freedom; * statistically significant at p < 0.05 level; ** statistically significant at p < 0.10 level; L*—lightness; a*—red/green color; b*—yellow/blue color.
Figure 5Linear combinations of variables identified via PCA analysis and the position of samples in the factor space (Bi-plot).