| Literature DB >> 33931665 |
M Hernández-Carrión1, M Moyano-Molano1, L Ricaurte1, A Clavijo-Romero1, M X Quintanilla-Carvajal2.
Abstract
Refractance window (RW) drying is considered an emerging technique in the food field due to its scalability, energy efficiency, cost and end-product quality. It can be used for obtaining flakes from high-oleic palm oil (HOPO) nanoemulsions containing a high concentration of temperature-sensitive active compounds. This work was thus aimed at studying the effect of temperature, thickness of the film drying, nanoemulsion process conditions, and emulsion formulation on the flakes' physical properties and microstructure. The results showed that HOPO flakes had good physical characteristics: 1.4% to 5.6% moisture content and 0.26 to 0.58 aw. Regarding microstructure, lower fractal dimension (FDt) was obtained when RW drying temperature increased, which is related to more regular surfaces. The results indicated that flakes with optimal physical properties can be obtained by RW drying of HOPO nanoemulsions.Entities:
Year: 2021 PMID: 33931665 PMCID: PMC8087804 DOI: 10.1038/s41598-021-88381-7
Source DB: PubMed Journal: Sci Rep ISSN: 2045-2322 Impact factor: 4.379
Box Behnken experimental design methodology for preparation of emulsions and adjusted variables to the model: moisture, water activity (aw), Contact angle (CA), Hue (hab°) and change of color (ΔE*) for flakes of HOPO nanoemulsions.
| Run | Factor 1 | Factor 2 | Factor 3 | Factor 4 | Moisture (%) | aw | CA (°) | hab (°) | ΔE* |
|---|---|---|---|---|---|---|---|---|---|
| A: temperature (°C) | B: thickness (mm) | C: pressure (psi) | D: formulation | ||||||
| 1 | 80 | 1.5 | 20,000 | A | 2.03 | 0.3440 | 26.78 | 76.06 | 8.53 |
| 2 | 70 | 1.5 | 10,000 | A | 1.70 | 0.3711 | 24.94 | 76.72 | 8.60 |
| 3 | 80 | 2 | 10,000 | A | 2.24 | 0.3435 | 32.00 | 76.15 | 6.71 |
| 4 | 80 | 1.5 | 0 | B | 1.80 | 0.3486 | 26.18 | 73.77 | 11.34 |
| 5 | 60 | 2 | 10,000 | A | 3.18 | 0.4151 | 21.75 | 76.18 | 7.77 |
| 6 | 70 | 1.5 | 10,000 | B | 1.40 | 0.3786 | 22.20 | 75.43 | 10.36 |
| 7 | 70 | 1.5 | 10,000 | B | 1.80 | 0.3457 | 20.26 | 76.47 | 13.29 |
| 8 | 70 | 2 | 20,000 | A | 2.77 | 0.3314 | 20.70 | 77.05 | 7.73 |
| 9 | 60 | 1.5 | 20,000 | A | 4.56 | 0.3396 | 29.10 | 77.61 | 8.05 |
| 10 | 60 | 2 | 10,000 | B | 3.44 | 0.4557 | 19.15 | 76.60 | 7.80 |
| 11 | 70 | 1 | 0 | A | 3.42 | 0.3013 | 22.99 | 76.52 | 8.87 |
| 12 | 60 | 1 | 10,000 | B | 3.46 | 0.3519 | 23.24 | 77.46 | 10.34 |
| 13 | 80 | 1.5 | 20,000 | B | 1.79 | 0.3177 | 29.42 | 77.65 | 6.49 |
| 14 | 70 | 1.5 | 10,000 | B | 2.85 | 0.3052 | 23.69 | 75.76 | 10.98 |
| 15 | 60 | 1 | 10,000 | A | 4.84 | 0.5806 | 25.57 | 77.70 | 8.71 |
| 16 | 70 | 1.5 | 10,000 | B | 4.07 | 0.3255 | 26.65 | 76.96 | 12.62 |
| 17 | 70 | 1.5 | 10,000 | A | 3.46 | 0.3188 | 24.25 | 78.61 | 3.81 |
| 18 | 80 | 1 | 10,000 | B | 3.68 | 0.3628 | 29.95 | 76.64 | 6.04 |
| 19 | 70 | 2 | 20,000 | B | 3.79 | 0.3579 | 22.92 | 74.75 | 8.76 |
| 20 | 60 | 1.5 | 20,000 | B | 5.65 | 0.4452 | 20.45 | 75.67 | 8.16 |
| 21 | 70 | 2 | 0 | A | 2.16 | 0.3449 | 21.01 | 73.87 | 9.20 |
| 22 | 70 | 2 | 0 | B | 2.79 | 0.3641 | 20.61 | 73.81 | 9.94 |
| 23 | 60 | 1.5 | 0 | A | 4.49 | 0.4138 | 22.06 | 73.24 | 10.48 |
| 24 | 80 | 1.5 | 0 | A | 2.48 | 0.2872 | 29.73 | 74.27 | 10.38 |
| 25 | 70 | 1 | 20,000 | A | 2.42 | 0.2816 | 20.69 | 78.17 | 11.05 |
| 26 | 70 | 1.5 | 10,000 | A | 2.76 | 0.3310 | 22.73 | 75.79 | 8.24 |
| 27 | 70 | 1.5 | 10,000 | A | 3.57 | 0.2680 | 17.27 | 78.80 | 8.81 |
| 28 | 60 | 1.5 | 0 | B | 3.49 | 0.4590 | 18.88 | 76.73 | 8.50 |
| 29 | 70 | 1 | 0 | B | 2.87 | 0.3183 | 21.18 | 76.01 | 8.38 |
| 30 | 80 | 2 | 10,000 | B | 2.18 | 0.3070 | 30.57 | 76.39 | 10.20 |
| 31 | 70 | 1 | 20,000 | B | 3.33 | 0.3675 | 15.72 | 77.04 | 6.03 |
| 32 | 70 | 1.5 | 10,000 | B | 2.91 | 0.3642 | 19.42 | 76.77 | 7.66 |
| 33 | 70 | 1.5 | 10,000 | A | 4.58 | 0.3539 | 21.04 | 77.91 | 11.45 |
| 34 | 80 | 1 | 10,000 | A | 2.71 | 0.3323 | 26.25 | 78.67 | 11.91 |
Box Behnken optimal experimental design methodology for preparation of emulsions and adjusted variables to the model: FDt, Contrast, Correlation, IDM, and Entropy for flakes of HOPO nanoemulsions.
Figure1Graphical description of the process to obtain HOPO nanoemulsions and flakes.
ANOVA for the adjusted variables to the Box-Behnken design: moisture, aw, CA, hab, ΔE*, FDt, contrast, correlation, IDM and entropy for flakes of HOPO nanoemulsions.
| Moisture (%) | aw | CA (°) | hab (°) | ∆E* | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| SS | df | p-value | SS | df | SS | df | SS | df | p-value | SS | df | p-value | |||
| Model | 21.691 | 19 | 0.014 | 0.0602 | 19 | 0.0283 | 44.506 | 19 | 0.0287 | 582.031 | 19 | 0.0047 | 361.620 | 13 | 0.8568 |
| A | 12.616 | 1 | < 0.001 | 0.0264 | 1 | 0.0003 | 16.091 | 1 | 0.0007 | 0.1585 | 1 | 0.6504 | 0.2055 | 1 | 0.8408 |
| B | 1.096 | 1 | 0.099 | 0.0001 | 1 | 0.7707 | 0.0057 | 1 | 0.7991 | 112.341 | 1 | 0.0016 | 0.6546 | 1 | 0.7203 |
| C | 0.500 | 1 | 0.253 | 0.0001 | 1 | 0.7721 | 0.0034 | 1 | 0.8431 | 155.746 | 1 | 0.0004 | 94.393 | 1 | 0.1831 |
| D | 1.190 | 1 | 0.087 | 0.0005 | 1 | 0.5353 | 0.0049 | 1 | 0.8141 | 41.644 | 1 | 0.0325 | 12.809 | 1 | 0.6170 |
| AB | 0.010 | 1 | 0.872 | 9.59. × 10–7 | 1 | 0.9773 | 0.2546 | 1 | 0.1049 | 0.0181 | 1 | 0.8778 | 0.7426 | 1 | 0.7030 |
| AC | 0.907 | 1 | 0.130 | 0.0011 | 1 | 0.3391 | 0.0892 | 1 | 0.3221 | 0.6954 | 1 | 0.3486 | 19.124 | 1 | 0.5418 |
| AD | 0.064 | 1 | 0.676 | 0.0001 | 1 | 0.7448 | 0.2214 | 1 | 0.1282 | 0.3666 | 1 | 0.4929 | 0.6601 | 1 | 0.7192 |
| BC | 0.578 | 1 | 0.221 | 0.0002 | 1 | 0.6778 | 0.1505 | 1 | 0.2038 | 0.2613 | 1 | 0.5617 | 0.7783 | 1 | 0.6963 |
| BD | 0.223 | 1 | 0.439 | 0.0005 | 1 | 0.5182 | 0.0122 | 1 | 0.7100 | 0.3028 | 1 | 0.5325 | 141.568 | 1 | 0.1068 |
| CD | 1.197 | 1 | 0.086 | 0.0001 | 1 | 0.7738 | 0.0001 | 1 | 0.9696 | 23.871 | 1 | 0.0940 | 16.635 | 1 | 0.5691 |
| A2 | 1.172 | 1 | 0.089 | 0.0116 | 1 | 0.0066 | 15.175 | 1 | 0.0008 | 0.1066 | 1 | 0.7099 | 0.8942 | 1 | 0.6758 |
| B2 | 0.009 | 1 | 0.874 | 0.0005 | 1 | 0.5044 | 0.0170 | 1 | 0.6610 | 0.2300 | 1 | 0.5859 | 27.530 | 1 | 0.4651 |
| C2 | 0.086 | 1 | 0.628 | 0.0009 | 1 | 0.3915 | 0.1142 | 1 | 0.2649 | 117.771 | 1 | 0.0013 | 0.5959 | 1 | 0.7326 |
| ABD | 0.896 | 1 | 0.133 | 0.0083 | 1 | 0.0175 | 0.0226 | 1 | 0.6137 | 0.3240 | 1 | 0.5187 | – | – | |
| ACD | 0.346 | 1 | 0.338 | 0.0020 | 1 | 0.2031 | 0.1528 | 1 | 0.2006 | 70.846 | 1 | 0.0079 | – | – | |
| BCD | 0.147 | 1 | 0.529 | 0.0004 | 1 | 0.5822 | 0.0566 | 1 | 0.4274 | 0.3270 | 1 | 0.5169 | – | – | |
| A2B | – | – | – | – | – | – | – | – | – | 34.180 | 1 | 0.0495 | – | – | |
| A2D | 0.003 | 1 | 0.931 | 0.0010 | 1 | 0.3568 | 0.0479 | 1 | 0.4645 | 34.180 | 1 | 0.0495 | – | – | |
| B2D | 0.953 | 1 | 0.122 | 0.0016 | 1 | 0.2587 | 0.0021 | 1 | 0.8784 | 0.3133 | 1 | 0.5256 | – | – | |
| C2D | 0.570 | 1 | 0.223 | 0.0045 | 1 | 0.0672 | 0.1028 | 1 | 0.2892 | 0.9610 | 1 | 0.2734 | – | – | |
| Lack of fit | 3.522 | 6 | 0.058 | 0.0085 | 6 | 0.2828 | 0.3734 | 6 | 0.7162 | 20.427 | 6 | 495.597 | 12 | 0.7475 | |
| Pure error | 1.396 | 8 | 0.0075 | 8 | 0.8123 | 8 | 83.086 | 8 | 496.984 | 8 | |||||
| R2 | 0.815 | 0.7902 | 0.7896 | 0.8490 | 0.2670 | ||||||||||
Lightness (L*), color coordinate a*, color coordinate b*, and hue (hab), for fresh nanoemulsions of HOPO.
| Pressure (psi) | L* | a* | b* | hab (°) | ||||
|---|---|---|---|---|---|---|---|---|
| A | B | A | B | A | B | A | B | |
| 0 | 63.4 (0.4) | 64.1 (0.6) | 15.1 (< 0.01) | 14.6 (0.2) | 80.3 (1.4) | 81.0 (2.3) | 79.3 (0.2) | 79.8 (0.2) |
| 10,000 | 68.5 (0.6) | 68.7 (0.1) | 11.3 (0.2) | 11.8 (0.2) | 73.8 (1.9) | 74.1 (1.5) | 81.3 (0.4) | 80.9 (< 0.01) |
| 20,000 | 66.3 (1.3) | 66.7 (1.0) | 13.5 (2.1) | 12.4 (0.4) | 80.9 (3.6) | 75.6 (3.0) | 80.5 (1.0) | 80.7 (0.6) |
The values in parenthesis are the standard deviations.
Figure 2Scanning electron microscopy micrographs for flakes of HOPO nanoemulsions elaborated using formulation A. Magnification: 4000x. The labelling of the imagen (letters A to M) was the order in which SEM images were took. Processed with ImageJ 1.34 software (https://imagej.nih.gov/ij/notes.html).
Figure 3Scanning electron microscopy micrographs for flakes of HOPO nanoemulsions elaborated using formulation B. Magnification: 4000x. The labelling of the imagen (letters A to M) was the order in which SEM images were took. Processed with ImageJ 1.34 software (https://imagej.nih.gov/ij/notes.html).
Experimental optimum conditions obtained by the Box-Behnken optimization design for moisture and aw: experimental values vs values of prediction equations.
| Temperature (°C) | Thickness (mm) | Pressure (psi) | Formulation | Moisture (%) | aw | |||
|---|---|---|---|---|---|---|---|---|
| Experimental | Model | Experimental | Model | |||||
| OptA | 72.00 | 1.44 | 20,000 | A | 2.85 | 2.69 | 0.2937 | 0.2847 |
| OptB | 80.00 | 2.00 | 16,237 | B | 2.08 | 2.02 | 0.2766 | 0.2916 |
Figure 4Isoplots for adjusted variables the Box-Behnken optimal design: (A) Moisture content for Formulation A, (B) Moisture content for Formulation B, (C) water activity for Formulation A, and (D) water activity for formulation B. Obtained from: Design Expert Software Version 10.1.0 (Stat-Ease Inc., MN, USA, https://www.statease.com/software/design-expert/ ).