| Literature DB >> 33785792 |
E Silva-Avellaneda1, K Bauer-Estrada1, R E Prieto-Correa1, M X Quintanilla-Carvajal2.
Abstract
The use of oleogels is an innovative and economical option for the technological development of some food products, among them ice creams. The aim of this study was to establish the best processing conditions to obtain an emulsion which form oleogels with the lowest ζ-potential and average droplet size (ADS) for use as ice cream base. Using surface response methodology (SRM), the effects of three numerical factors (microfluidization pressure, oil and whey protein concentration, WP) and four categorical factors (oil type, temperature, surfactant, and type of WP) on formation of emulsions were assessed. The response variables were ζ, ADS, polydispersity index (PDI), viscosity (η), hardness, cohesiveness and springiness. Additionally, a numerical optimization was performed. Two ice creams containing milk cream and oleogel, respectively were compared under the optimization conditions. Results suggest oleogels obtained from the microfluidization of whey and high oleic palm oil are viable for the replacement of cream in the production of ice cream.Entities:
Year: 2021 PMID: 33785792 PMCID: PMC8010073 DOI: 10.1038/s41598-021-86233-y
Source DB: PubMed Journal: Sci Rep ISSN: 2045-2322 Impact factor: 4.379
Response optimization surface experimental design methodology for preparation of emulsions and adjusted variables to the model: ζ, ADS, PDI, ƞ for fresh and stored emulsions at 20 °C and 4 °C, and hardness, cohesiveness and springiness of oleogels.
| Run | Numeric factors | Categoric factors | Response variables | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| A: Pressure (MPa) | B: Oil (%) | C: Whey (%) | D: Oil | E: Control T° | F: Lecithin | G: WP | ζ (mV) | ADS (nm) | PDI | ƞFresh (mPa s) | ƞStored 20 °C (mPa s) | ƞStored 4 °C (mPa s) | Hardness (N) | Cohesiveness | Springiness | |
| 1 | 130.0 | 6.0 | 50.0 | HOPO | No | Yes | WP2 | − 22.8 | 377.5 | 0.47 | 315.6 | 573.6 | 721.4 | 147.3 | 1.51 | 0.44 |
| 2 | 65.0 | 6.0 | 33.1 | SO | No | Yes | WP3 | − 28.3 | 298.8 | 0.26 | 24.0 | 665.6 | 80.0 | 32.3 | 1.59 | 0.28 |
| 3 | 130.0 | 6.1 | 44.3 | VCO | No | No | WP2 | − 21.1 | 271.3 | 0.25 | 21.6 | 159.4 | 146.5 | 220.7 | 2.07 | 0.60 |
| 4 | 76.7 | 9.0 | 50.0 | SO | No | Yes | WP1 | − 29.3 | 274.6 | 0.26 | 188.7 | 655.8 | 427.5 | 61.0 | 1.40 | 0.03 |
| 5 | 89.6 | 7.1 | 31.3 | SO | Yes | No | WP3 | − 28.5 | 320.0 | 0.27 | 24.1 | 89.8 | 213.6 | 87.5 | 1.62 | 0.44 |
| 6 | 130.0 | 8.7 | 50.0 | SO | Yes | No | WP1 | − 26.7 | 290.6 | 0.39 | 581.4 | 2489.3 | 1547.4 | 168.7 | 1.43 | 0.44 |
| 7 | 65.0 | 8.5 | 50.0 | VCO | No | No | WP2 | − 17.7 | 237.8 | 0.19 | 47.4 | 318.5 | 210.0 | 242.8 | 1.95 | 0.54 |
| 8 | 120.3 | 6.0 | 30.0 | VCO | Yes | No | WP1 | − 26.7 | 252.8 | 0.23 | 35.8 | 864.1 | 292.2 | 46.8 | 1.90 | 0.12 |
| 9 | 65.0 | 10.0 | 30.0 | HOPO | Yes | No | WP1 | − 29.4 | 552.3 | 0.50 | 57.1 | 1676.8 | 553.6 | 40.7 | 1.52 | 0.01 |
| 10 | 65.0 | 9.9 | 39.2 | SO | Yes | Yes | WP1 | − 29.3 | 500.5 | 0.42 | 96.3 | 812.8 | 471.6 | 47.0 | 1.50 | 0.10 |
| 11 | 94.3 | 9.6 | 36.0 | HOPO | No | Yes | WP3 | − 28.7 | 344.2 | 0.32 | 45.8 | 397.0 | 341.1 | 116.2 | 1.62 | 0.32 |
| 12 | 124.2 | 7.0 | 39.0 | VCO | No | Yes | WP3 | − 26.4 | 217.3 | 0.16 | 53.8 | 358.7 | 97.9 | 75.8 | 1.47 | 0.48 |
| 13 | 130.0 | 6.0 | 30.0 | HOPO | Yes | No | WP3 | − 26.8 | 221.7 | 0.14 | 34.3 | 3416.3 | 345.2 | 63.7 | 1.52 | 0.61 |
| 14 | 104.0 | 6.0 | 30.0 | SO | No | No | WP1 | − 29.5 | 246.0 | 0.22 | 46.0 | 710.7 | 250.7 | 110.9 | 2.05 | 0.21 |
| 15 | 65.0 | 8.8 | 34.9 | HOPO | Yes | Yes | WP2 | − 19.6 | 379.0 | 0.30 | 6.1 | 50.3 | 7.16 | 51.4 | 1.49 | 0.01 |
| 16 | 65.0 | 10.0 | 47.4 | SO | Yes | No | WP3 | − 27.3 | 347.9 | 0.26 | 376.2 | 1334.0 | 1888.3 | 123.3 | 1.54 | 0.80 |
| 17 | 130.0 | 9.7 | 30.0 | SO | No | Yes | WP3 | − 28.3 | 338.9 | 0.32 | 36.7 | 494.1 | 211.2 | 39.4 | 1.43 | 0.06 |
| 18 | 114.9 | 7.1 | 32.1 | SO | Yes | Yes | WP1 | − 28.3 | 395.8 | 0.38 | 30.1 | 845.9 | 417.0 | 34.2 | 1.75 | 0.02 |
| 19 | 125.0 | 7.3 | 30.0 | HOPO | Yes | No | WP2 | − 27.2 | 215.3 | 0.12 | 6.3 | 9.2 | 10.5 | 116.8 | 1.54 | 0.51 |
| 20 | 87.4 | 6.0 | 50.0 | HOPO | No | Yes | WP1 | − 29.6 | 210.6 | 0.19 | 267.5 | 1910.9 | 922.9 | 88.0 | 1.32 | 0.16 |
| 21 | 128.6 | 7.4 | 42.0 | SO | No | Yes | WP2 | − 22.8 | 821.8 | 0.51 | 24.4 | 291.5 | 120.5 | 238.6 | 1.57 | 0.42 |
| 22 | 67.0 | 6.0 | 30.0 | HOPO | No | Yes | WP1 | − 28.7 | 291.7 | 0.23 | 47.1 | 5977.8 | 886.5 | 18.1 | 1.48 | 0.31 |
| 23 | 104.0 | 10.0 | 37.0 | SO | Yes | Yes | WP2 | − 19.8 | 521.0 | 0.48 | 6.7 | 13.1 | 7.90 | 103.5 | 1.66 | 0.04 |
| 24 | 81.9 | 6.0 | 41.0 | VCO | No | Yes | WP2 | − 17.3 | 422.7 | 0.44 | 9.3 | 15.5 | 9.90 | 76.4 | 1.77 | 0.11 |
| 25 | 130.0 | 8.0 | 30.4 | HOPO | No | No | WP1 | − 30.0 | 379.3 | 0.44 | 46.6 | 937.5 | 755.6 | 114.2 | 1.43 | 0.44 |
| 26 | 89.6 | 7.1 | 31.3 | SO | Yes | No | WP3 | − 27.5 | 283.7 | 0.25 | 77.4 | 81.8 | 346.2 | 83.1 | 1.43 | 0.60 |
| 27 | 94.3 | 9.6 | 36.0 | HOPO | No | Yes | WP3 | − 29.2 | 319.7 | 0.26 | 52.0 | 551.8 | 242.6 | 77.9 | 1.63 | 0.19 |
| 28 | 98.2 | 7.2 | 37.5 | HOPO | No | No | WP3 | − 27.9 | 236.1 | 0.15 | 90.0 | 1483.8 | 570.1 | 102.5 | 1.45 | 0.81 |
| 29 | 123.5 | 6.0 | 48.9 | SO | Yes | Yes | WP3 | − 28.5 | 193.2 | 0.12 | 92.4 | 716.4 | 202.9 | 115.0 | 1.40 | 0.76 |
| 30 | 130.0 | 10.0 | 30.0 | VCO | No | Yes | WP2 | − 20.2 | 787.8 | 0.46 | 5.7 | 23.9 | 6.7 | 71.9 | 1.67 | 0.09 |
| 31 | 101.4 | 10.0 | 50.0 | VCO | No | No | WP1 | − 29.3 | 310.2 | 0.36 | 603.0 | 4730.6 | 2401.6 | 51.1 | 1.63 | 0.32 |
| 32 | 83.6 | 9.5 | 31.5 | VCO | No | Yes | WP1 | − 27.7 | 431.0 | 0.46 | 97.9 | 774.2 | 315.9 | 57.1 | 1.52 | 0.11 |
| 33 | 130.0 | 7.7 | 49.3 | VCO | Yes | Yes | WP2 | − 16.4 | 700.3 | 0.52 | 269.7 | 1451.7 | 1852.3 | 225.9 | 1.60 | 0.30 |
| 34 | 71.5 | 7.4 | 50.0 | HOPO | Yes | Yes | WP3 | − 27.5 | 279.1 | 0.29 | 94.5 | 1310.3 | 1171.1 | 116.1 | 1.47 | 0.74 |
| 35 | 124.2 | 7.0 | 39.0 | VCO | No | Yes | WP3 | − 27.2 | 228.5 | 0.16 | 94.5 | 883.2 | 188.1 | 78.1 | 1.48 | 0.42 |
| 36 | 65.0 | 10.0 | 50.0 | HOPO | No | No | WP1 | − 30.5 | 296.6 | 0.22 | 562.3 | 2295.6 | 1622.9 | 57.8 | 2.15 | 0.46 |
| 37 | 65.7 | 7.8 | 47.7 | VCO | Yes | Yes | WP1 | − 28.7 | 535.3 | 0.51 | 221.0 | 571.8 | 527.5 | 56.4 | 1.40 | 0.08 |
| 38 | 94.3 | 10.0 | 50.0 | HOPO | No | No | WP2 | − 22.0 | 228.6 | 0.14 | 108.6 | 323.7 | 187.7 | 280.5 | 1.51 | 0.33 |
| 39 | 72.1 | 9.2 | 36.4 | VCO | Yes | No | WP2 | − 21.8 | 320.1 | 0.24 | 8.1 | 16.5 | 8.84 | 78.3 | 1.58 | 0.18 |
| 40 | 100.8 | 6.3 | 42.6 | HOPO | Yes | No | WP1 | − 28.2 | 203.5 | 0.14 | 184.2 | 912.8 | 669.9 | 88.3 | 1.47 | 0.58 |
| 41 | 114.6 | 7.9 | 40.4 | VCO | No | No | WP1 | − 28.4 | 304.8 | 0.28 | 201.3 | 961.9 | 328.4 | 179.5 | 1.44 | 0.38 |
| 42 | 130.0 | 10.0 | 45.9 | HOPO | Yes | Yes | WP1 | − 28.4 | 299.1 | 0.27 | 167.3 | 705.7 | 362.2 | 75.3 | 1.40 | 0.10 |
| 43 | 100.8 | 6.3 | 42.6 | HOPO | Yes | No | WP1 | − 28.5 | 241.9 | 0.22 | 133.0 | 670.9 | 317.4 | 66.8 | 1.42 | 0.56 |
| 44 | 114.9 | 7.1 | 32.1 | SO | Yes | Yes | WP1 | − 27.8 | 283.3 | 0.24 | 45.3 | 748.6 | 196.4 | 39.9 | 1.82 | 0.04 |
| 45 | 65.0 | 6.8 | 41.9 | VCO | No | No | WP1 | − 29.2 | 282.0 | 0.25 | 188.3 | 1021.7 | 374.6 | 111.9 | 1.41 | 0.49 |
| 46 | 130.0 | 6.0 | 50.0 | VCO | No | Yes | WP1 | − 23.8 | 172.3 | 0.18 | 299.9 | 2452.8 | 1837.5 | 73.9 | 1.51 | 0.03 |
| 47 | 130.0 | 10.0 | 40.0 | SO | No | No | WP1 | − 30.5 | 346.3 | 0.42 | 208.2 | 1021.8 | 542.8 | 122.1 | 1.21 | 0.37 |
| 48 | 65.0 | 6.0 | 34.9 | HOPO | No | No | WP2 | − 24.9 | 236.8 | 0.16 | 6.00 | 6.55 | 6.39 | 60.8 | 1.55 | 0.06 |
| 49 | 130.0 | 10.0 | 50.0 | HOPO | No | No | WP3 | − 27.7 | 226.6 | 0.18 | 410.3 | 3177.7 | 634.2 | 163.6 | 1.73 | 0.57 |
| 50 | 89.7 | 6.7 | 50.0 | SO | No | No | WP3 | − 26.5 | 212.8 | 0.15 | 347.4 | 1479.4 | 2385.5 | 159.3 | 1.79 | 0.69 |
| 51 | 65.0 | 9.2 | 30.7 | SO | No | No | WP2 | − 28.1 | 295.3 | 0.15 | 5.80 | 7.90 | 6.21 | 93.1 | 1.61 | 0.46 |
| 52 | 80.9 | 6.0 | 50.0 | VCO | Yes | No | WP3 | − 27.8 | 225.4 | 0.19 | 110.1 | 2449.6 | 790.7 | 155.0 | 1.54 | 0.60 |
| 53 | 130.0 | 9.8 | 38.0 | VCO | Yes | No | WP3 | − 26.7 | 348.5 | 0.37 | 120.2 | 551.1 | 278.1 | 161.4 | 1.64 | 0.28 |
| 54 | 65.0 | 10.0 | 50.0 | VCO | No | Yes | WP3 | − 28.3 | 288.6 | 0.34 | 152.8 | 1339.0 | 390.0 | 80.7 | 1.45 | 0.71 |
| 55 | 65.0 | 6.0 | 49.0 | SO | Yes | No | WP2 | − 18.8 | 364.8 | 0.35 | 53.9 | 369.5 | 216.9 | 237.6 | 1.91 | 0.53 |
| 56 | 81.3 | 8.6 | 30.0 | VCO | Yes | Yes | WP3 | − 27.7 | 362.1 | 0.34 | 47.7 | 554.6 | 188.1 | 99.7 | 1.88 | 0.26 |
| 57 | 81.3 | 9.6 | 30.0 | VCO | No | No | WP3 | − 25.7 | 393.6 | 0.41 | 157.3 | 2793.9 | 259.6 | 49.4 | 1.55 | 0.31 |
ANOVA for the adjusted variables to response optimization design: ζ, ADS, PDI, and ƞ for fresh emulsions.
| Independent factor | ζ | ADS (nm) | PDI | ηFresh (mPa s) | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| SS | df | SS | df | SS | df | SS | df | |||||
| Model | 734.19 | 46 | 9.9 × 105 | 46 | 0.749 | 46 | 1.2 × 106 | 46 | ||||
| A (Pressure) | 0.01 | 1 | 0.86 | 2.5 × 103 | 1 | 0.42 | 0.003 | 1 | 0.38 | 1.2 × 104 | 1 | |
| B (Oil %) | 2.13 | 1 | 7.9 × 104 | 1 | 0.084 | 1 | 1.0 × 104 | 1 | ||||
| C (Whey %) | 12.95 | 1 | 3.5 × 104 | 1 | 0.01 | 0.021 | 1 | 3.2 × 105 | 1 | |||
| D (Type of oil) | 37.90 | 2 | 2.6 × 104 | 2 | 0.06 | 0.038 | 2 | 2.8 × 102 | 2 | 0.8867 | ||
| E (Control T°) | 4.56 | 1 | 8.9 × 103 | 1 | 0.14 | 0.013 | 1 | 0.06 | 4.3 × 101 | 1 | 0.9849 | |
| F (Lecithin) | 5.07 | 1 | 3.7 × 104 | 1 | 0.026 | 1 | 6.5 × 104 | 1 | ||||
| G (WP) | 411.80 | 2 | 1.4 × 105 | 2 | 0.084 | 2 | 1.5 × 105 | 2 | ||||
| AB | 0.28 | 1 | 0.40 | 8.0 × 103 | 1 | 0.16 | 0.009 | 1 | 0.12 | 1.7 × 104 | 1 | |
| AD | 8.50 | 2 | 8.4 × 103 | 2 | 0.34 | 0.005 | 2 | 0.46 | 9.4 × 102 | 2 | 0.68 | |
| AG | 18.27 | 2 | 6.8 × 104 | 2 | 0.019 | 2 | 0.09 | 2.1 × 103 | 2 | 0.43 | ||
| BC | 0.05 | 1 | 0.72 | 3.0 × 102 | 1 | 0.78 | 0.016 | 1 | 5.1 × 103 | 1 | 0.061 | |
| BD | 1.17 | 2 | 0.25 | 2.7 × 104 | 2 | 0.06 | 0.010 | 2 | 0.24 | 2.1 × 104 | 2 | |
| BE | 2.29 | 1 | 9.4 × 102 | 1 | 0.61 | 0.003 | 1 | 0.37 | 4.1 × 103 | 1 | 0.09 | |
| BF | 0.57 | 1 | 0.24 | 4.6 × 102 | 1 | 0.72 | 0.003 | 1 | 0.32 | 1.9 × 104 | 1 | |
| BG | 5.60 | 2 | 1.9 × 103 | 2 | 0.77 | 0.036 | 2 | 3.3 × 104 | 2 | |||
| CD | 5.01 | 2 | 1.2 × 104 | 2 | 0.24 | 0.003 | 2 | 0.58 | 3.8 × 103 | 2 | 0.242 | |
| CF | 0.71 | 1 | 0.19 | 6.2 × 103 | 1 | 0.21 | 0.009 | 1 | 0.11 | 5.1 × 104 | 1 | |
| CG | 41.03 | 2 | 1.0 × 104 | 2 | 0.27 | 0.039 | 2 | 6.4 × 104 | 2 | |||
| DE | 12.77 | 2 | 1.1 × 104 | 2 | 0.26 | 0.011 | 2 | 0.22 | 1.1 × 104 | 2 | ||
| DF | 4.29 | 2 | 7.1 × 103 | 2 | 0.4 | 0.002 | 2 | 0.69 | 1.5 × 104 | 2 | ||
| DG | 12.74 | 4 | 3.6 × 104 | 4 | 0.10 | 0.018 | 4 | 0.29 | 1.5 × 104 | 4 | 0.06 | |
| EG | 5.32 | 2 | 2.4 × 104 | 2 | 0.075 | 0.001 | 1 | 0.67 | 2.6 × 104 | 2 | ||
| FG | 31.07 | 2 | 9.7 × 104 | 2 | 0.009 | 2 | 5.6 × 104 | 2 | ||||
| C2 | 2.85 | 1 | 1.7 × 103 | 1 | 0.50 | 0.002 | 1 | 0.45 | 4.0 × 104 | 1 | ||
| Residual | 3.63 | 10 | – | 3.5 × 104 | 10 | – | 0.030 | 10 | – | 1.2 × 104 | 10 | – |
| Lack of fit | 2.62 | 5 | 0.16 | 2.7 × 104 | 5 | 0.11 | 0.015 | 5 | 0.49 | 7.8 × 103 | 5 | 0.21 |
| Pure Error | 1.00 | 5 | – | 8.1 × 103 | 5 | – | 0.015 | 5 | – | 3.7 × 103 | 5 | – |
| R2 | 0.99 | – | – | 0.97 | – | – | 0.96 | – | – | 0.99 | – | – |
| Adj R2 | 0.97 | – | – | 0.80 | – | – | 0.78 | – | – | 0.94 | – | – |
Values in bold represent p values lower than 0.05 which have a significant effect
Figure 1Graphs of the models of ζ, ADS and PDI in function of pressure (x axis) and oil concentration (y axis).
Figure 2Oleogels formed with different WP and oils by MF. Rows: 1. WP1, 2. WP2 and 3.WP3, columns: 1. SO, 2. HOPO, 3. VCO. R corresponds to the run (emulsion) of the experimental design.
ANOVA for the adjusted variables to response optimization design η for stored emulsions at 20 °C and 4 °C, and hardness, cohesiveness and springiness of oleogels.
| Independent factor | ηstored 20°C (mPa s) | ηstored 4°C (mPa s) | Hardness (N) | Cohesiveness | Springiness | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| SS | df | SS | df | SS | df | SS | df | SS | df | ||||||
| Model | 7.5 × 107 | 46 | 1.8 × 107 | 46 | 2.0 × 105 | 46 | 1.95 | 46 | 2.937 | 46 | |||||
| A | 8.7 × 104 | 1 | 0.57 | 1.3 × 105 | 1 | 0.37 | 1.4 × 104 | 1 | 0.009 | 1 | 0.42 | 0.012 | 1 | 0.33 | |
| B | 7.2 × 105 | 1 | 0.12 | 1.7 × 104 | 1 | 0.74 | 9.3 × 102 | 1 | 0.33 | 0.09 | 1 | 0.024 | 0.111 | 1 | |
| C | 1.1 × 105 | 1 | 0.52 | 3.5 × 106 | 1 | 4.5 × 104 | 1 | 0.03 | 1 | 0.19 | 0.307 | 1 | |||
| D | 4.2 × 106 | 2 | 7.1 × 104 | 2 | 0.79 | 2.7 × 103 | 2 | 0.27 | 0.10 | 2 | 0.05 | 0.101 | 2 | 0.045 | |
| F | 6.1 × 105 | 1 | 0.15 | 4.0 × 105 | 1 | 0.13 | 2.0 × 104 | 1 | 0.05 | 1 | 0.07 | 0.455 | 1 | ||
| G | 1.1 × 107 | 2 | 2.2 × 106 | 2 | 3.9 × 104 | 2 | 0.13 | 2 | 0.715 | 2 | |||||
| AC | 3.0 × 106 | 1 | 2.4 × 104 | 1 | 0.69 | 1.9 | 1 | 0.97 | 0.06 | 1 | 0.0516 | 0.002 | 1 | 0.73 | |
| BC | 5.0 × 106 | 1 | 5.1 × 103 | 1 | 0.86 | 2.2 × 103 | 1 | 0.15 | 0.007 | 1 | 0.4709 | 0.009 | 1 | 0.40 | |
| BD | 4.2 × 106 | 2 | 9.6 × 105 | 2 | 0.08 | 5.5 × 103 | 2 | 0.09 | 0.19 | 2 | 0.0101 | 0.067 | 2 | 0.10 | |
| BF | 2.8 × 106 | 1 | 3.9 × 105 | 1 | 0.14 | 1.0 × 103 | 1 | 0.31 | 0.01 | 1 | 0.3811 | 0.002 | 1 | 0.68 | |
| BG | 2.3 × 105 | 2 | 0.64 | 4.2 × 105 | 2 | 0.29 | 4.8 × 103 | 2 | 0.12 | 0.20 | 2 | 0.0092 | 0.011 | 2 | 0.64 |
| CD | 3.5 × 106 | 2 | 5.8 × 105 | 2 | 0.19 | 5.7 × 102 | 2 | 0.73 | 0.05 | 2 | 0.1846 | 0.003 | 2 | 0.88 | |
| CF | 2.5 × 106 | 1 | 1.0 × 106 | 1 | 4.8 × 102 | 1 | 0.48 | 0.29 | 1 | 0.0007 | 0.020 | 1 | 0.22 | ||
| CG | 2.4 × 105 | 2 | 0.63 | 8.8 × 104 | 2 | 0.75 | 2.3 × 104 | 2 | 0.02 | 2 | 0.5316 | 0.081 | 2 | 0.07 | |
| DF | 2.2 × 106 | 2 | 4.4 × 105 | 2 | 0.27 | 7.5 × 102 | 2 | 0.67 | 0.002 | 2 | 0.9265 | 0.056 | 2 | 0.14 | |
| DG | 5.5 × 106 | 4 | 9.9 × 105 | 4 | 0.23 | 4.5 × 103 | 4 | 0.36 | 0.21 | 4 | 0.0311 | 0.100 | 4 | 0.15 | |
| EG | 2.0 × 106 | 2 | 0.05 | 4.2 × 105 | 2 | 0.29 | 7.9 × 103 | 2 | 0.0001 | 2 | 0.9942 | 0.020 | 2 | 0.46 | |
| FG | 2.7 × 106 | 2 | 5.2 × 105 | 2 | 0.22 | 2.9 × 103 | 2 | 0.25 | 0.01 | 2 | 0.5807 | 0.034 | 2 | 0.28 | |
| B2 | 2.4 × 106 | 1 | 6.5 × 103 | 1 | 0.83 | 6.5 × 103 | 1 | 0.02 | 1 | 0.1940 | 0.055 | 1 | 0.06 | ||
| C2 | 8.5 × 106 | 1 | 1.2 × 106 | 1 | 9.7 × 102 | 1 | 0.32 | 0.11 | 1 | 0.0149 | 0.053 | 1 | 0.06 | ||
| Residual | 2.5 × 106 | 10 | – | 1.5 × 106 | 10 | – | 9.0 × 103 | 10 | – | 0.13 | 10 | – | 0.118 | 10 | – |
| Lack of fit | 2.3 × 106 | 5 | 1.4 × 106 | 5 | 8.0 × 103 | 5 | 0.11 | 5 | 0.05 | 0.095 | 5 | 0.07 | |||
| Pure Error | 1.8 × 105 | 5 | – | 1.0 × 105 | 5 | – | 9.9 × 102 | 5 | – | 0.02 | 5 | – | 0.023 | 5 | – |
| R2 | 0.97 | – | – | 0.93 | – | – | 0.96 | – | – | 0.94 | – | – | 0.96 | – | – |
| Adj R2 | 0.82 | – | – | 0.58 | – | – | 0.76 | – | – | 0.66 | – | – | 0.78 | – | – |
Values in bold represent p values lower than 0.05 which have a significant effect
Texture profile analysis TPA of the two ice cream formulated with milk cream (traditional) and with the optimized emulsion, respectively.
| Ice cream | Hardness (N) | Cohesiveness | Springiness | Adhesiveness (N × mm) | Chewiness (N) | Gumminess (N) |
|---|---|---|---|---|---|---|
| Traditional | 1010.74a (344.0) | 3.865a (0.6) | 0.456a (0.2) | − 157.225a (28.8) | 1497.7a (847.7) | 3539.75a (931.2) |
| Optimized | 1277.95a (578.9) | 6.515b (0.9) | 0.6925a (0.3) | − 73.54b (13.3) | 3381.83b (939.8) | 6121.73b (1691.3) |
The values in parenthesis are the standard deviations.
abcIn the same column, means without the same letter reveal significant differences (p < 0.05) according to the LSD multiple range test.