| Literature DB >> 24708894 |
Kok Whye Cheong1, Chin Ping Tan2, Hamed Mirhosseini2, Wai Yee Joanne-Kam3, Nazimah Sheikh Abdul Hamid4, Azizah Osman5, Mahiran Basri6.
Abstract
BACKGROUND: Perceptions of food products start when flavor compounds are released from foods, transported and appropriate senses in the oral and nose are triggered. However, the long-term stability of flavor compounds in food product has been a major concern in the food industry due to the complex interactions between key food ingredients (e.g., polysaccharides and proteins). Hence, this study was conducted to formulate emulsion-based beverage using natural food emulsifiers and to understand the interactions between emulsion compositions and flavor compounds.Entities:
Keywords: Mixture design; Modified starch; Polysaccharide-protein interactions; Soursop beverage emulsion; Whey protein isolate
Year: 2014 PMID: 24708894 PMCID: PMC3997474 DOI: 10.1186/1752-153X-8-23
Source DB: PubMed Journal: Chem Cent J ISSN: 1752-153X Impact factor: 4.215
Four components constrained mixture design
| 1 | 5.00 | 2.00 | 15.00 | 74.40 |
| 2 | 10.25 | 1.50 | 7.50 | 77.15 |
| 3 | 10.25 | 0.50 | 7.50 | 78.15 |
| 4 | 5.00 | 2.00 | 15.00 | 74.40 |
| 5 | 5.00 | 2.00 | 5.00 | 84.40 |
| 6 | 5.00 | 0.00 | 5.00 | 86.40 |
| 7 | 10.25 | 0.50 | 12.50 | 73.15 |
| 8 | 5.00 | 0.00 | 5.00 | 86.40 |
| 9 | 12.00 | 2.00 | 5.00 | 77.40 |
| 10 | 12.00 | 2.00 | 15.00 | 67.40 |
| 11 | 6.75 | 1.50 | 7.50 | 80.65 |
| 12 | 6.75 | 1.50 | 7.50 | 80.65 |
| 13 | 10.25 | 0.50 | 12.50 | 73.15 |
| 14 | 10.25 | 0.50 | 7.50 | 78.15 |
| 15 | 12.00 | 0.00 | 5.00 | 79.40 |
| 16 | 6.75 | 0.50 | 12.50 | 76.65 |
| 17 | 12.00 | 2.00 | 15.00 | 67.40 |
| 18 | 5.00 | 2.00 | 5.00 | 84.40 |
| 19 | 5.00 | 0.00 | 15.00 | 76.40 |
| 20* | 8.50 | 1.00 | 10.00 | 76.90 |
| 21 | 6.75 | 0.50 | 7.50 | 81.65 |
| 22 | 12.00 | 0.00 | 5.00 | 79.40 |
| 23 | 6.75 | 0.50 | 12.50 | 76.65 |
| 24 | 10.25 | 1.50 | 12.50 | 72.15 |
| 25 | 10.25 | 1.50 | 7.50 | 77.15 |
| 26 | 6.75 | 1.50 | 12.50 | 75.65 |
| 27 | 12.00 | 2.00 | 5.00 | 77.40 |
| 28 | 10.25 | 1.50 | 12.50 | 72.15 |
| 29 | 6.75 | 1.50 | 12.50 | 75.65 |
| 30 | 12.00 | 0.00 | 15.00 | 69.40 |
| 31 | 5.00 | 0.00 | 15.00 | 76.40 |
| 32 | 6.75 | 0.50 | 7.50 | 81.65 |
| 33* | 8.50 | 1.00 | 10.00 | 76.90 |
| 34 | 12.00 | 0.00 | 15.00 | 69.40 |
*center point.
Regression coefficients, , adjusted and probability values for the final reduced models
| 684 | -308 | -14971943 | -23 | -22139939 | -4518678 | -832147 | -123565007 | -2306039 | -2652877 | -21532 | -20272 | -132872 | |
| -94586 | -7369 | -1456816 | 21661 | -1171614 | -471769 | -100453 | -10924092 | -253322 | -303103 | -4913 | -1731 | -17110 | |
| 5605 | 570 | 5306117 | 340 | 3901129 | 1577380 | 317050 | 39123203 | 802492 | 922911 | 870 | 705 | 44197 | |
| 341 | 54 | -48735 | 4 | -106497 | -15210 | -2572 | -447916 | -7805 | -9112 | -176 | -177 | -503 | |
| -407882 | -47168 | -2173868 | -4088 | -319723 | -646450 | -136281 | -14506798 | -324820 | -397701 | -20804 | -18969 | -21533 | |
| 3098 | - | -534996 | - | -942085 | -153867 | -27538 | -4596158 | -79378 | -79924 | 1105 | 835 | -2589 | |
| - | - | 134465 | - | 259193 | 40684 | 7092 | 1181480 | 20827 | 23575 | 282 | 264 | 1163 | |
| 228757 | 29506 | 2148382 | 1273 | 1437389 | 636873 | 128996 | 15712955 | 325659 | 373674 | 10777 | 10984 | 17876 | |
| - | - | - | -241 | - | - | - | - | - | - | - | - | - | |
| - | - | - | -4 | - | - | - | - | - | - | - | - | - | |
| 2288 | 238 | - | 32 | - | - | - | - | - | - | 133 | 123 | - | |
| 5274 | 610 | - | 49 | - | - | - | - | - | - | 271 | 245 | - | |
| -49 | - | - | - | - | - | - | - | - | - | -14 | -10 | - | |
| -3074 | -398 | - | -21 | - | - | - | - | - | - | -146 | -151 | - | |
| - | - | - | - | - | - | - | - | - | 38 | - | - | 7 | |
| - | - | -312 | - | -360 | -100 | -21 | -2508 | -54 | -60 | - | - | -3 | |
| - | - | 1308 | - | 1124 | 388 | 77 | 9837 | 198 | 225 | - | - | 11 | |
| - | - | -14831 | - | -9959 | -4401 | -890 | -108565 | -2248 | -2560 | - | - | -120 | |
| - | - | 5845 | - | 3551 | 1795 | 342 | 42061 | 871 | 731 | - | - | - | |
| - | - | 17980 | - | 6977 | 5413 | 1128 | 125490 | 2757 | 3306 | - | - | 174 | |
| - | - | -577 | - | - | -174 | -38 | -3757 | -88 | -109 | - | - | -6 | |
| Model | Special cubic | Special cubic | Special quartic | Special cubic | Special quartic | Special quartic | Special quartic | Special quartic | Special quartic | Special quartic | Special cubic | Special cubic | Special quartic |
| 0.981 | 0.898 | 0.957 | 0.943 | 0.982 | 0.990 | 0.831 | 0.952 | 0.978 | 0.937 | 0.978 | 0.940 | 0.866 | |
| 0.970 | 0.860 | 0.924 | 0.915 | 0.970 | 0.982 | 0.709 | 0.916 | 0.960 | 0.885 | 0.964 | 0.906 | 0.769 | |
| Regression ( | 0.000a | 0.000a | 0.000a | 0.000a | 0.000a | 0.000a | 0.000a | 0.000a | 0.000a | 0.000a | 0.000a | 0.000a | 0.000a |
bi represents the estimated regression coefficients for the main linear effects. bij, bijk and bijkl represents the estimated regression coefficient for the interaction effects, respectively.
1: Modified starch; 2: WPI; 3: Soursop oil; 4: Deionized water.
aSignificant (p < 0.05).
The significance probability ( -value, -value) of regression coefficients in the final reduced models
| Methyl butanoate | 0.000* | 0.018* | - | 0.000* | - | - | 0.000* | 0.000* | 0.023* | 0.000* | - | - | - | - | - | - | - | |
| 37.700 | 6.76 | | 62.410 | | | 22.000 | 37.700 | 6.150 | 62.568 | | | | | | | | ||
| Ethyl butanoate | 0.001* | - | - | 0.000* | - | - | 0.003* | 0.001* | - | 0.000* | - | - | - | - | - | - | - | |
| 14.364 | | | 17.808 | | | 11.628 | 14.364 | | 17.978 | | | | | | | | ||
| Methyl 2-butenoate | 0.006* | 0.013* | 0.016* | 0.007* | - | - | - | - | - | - | - | 0.018* | 0.008* | 0.007* | 0.005* | 0.007* | 0.006* | |
| 10.049 | 7.784 | 7.182 | 9.364 | | | | | | | | 6.684 | 9.120 | 9.364 | 10.240 | 9.425 | 9.672 | ||
| 1-Butanol | 0.002* | - | - | 0.024* | 0.038* | 0.013* | 0.000* | 0.002* | - | 0.009* | - | - | - | - | - | - | - | |
| 12.816 | | | 5.904 | 4.884 | 7.453 | 17.978 | 12.390 | | 8.410 | | | | | | | | ||
| Methyl hexanoate | 0.000* | 0.000* | 0.000* | 0.000* | - | - | - | - | - | - | - | 0.000* | 0.000* | 0.000* | 0.000* | 0.000* | - | |
| 53.582 | 76.738 | 81.000 | 74.650 | | | | | | | | 74.132 | 77.969 | 74.477 | 75.516 | 75.690 | | ||
| ( | 0.000* | 0.000* | 0.000* | 0.000* | - | - | - | - | - | - | - | 0.000* | 0.000* | 0.000* | 0.000* | 0.000* | 0.000* | |
| 24.900 | 23.717 | 25.100 | 25.000 | | | | | | | | 23.136 | 25.301 | 25.100 | 29.268 | 24.900 | 24.010 | ||
| Ethyl hexanoate | 0.000* | 0.003* | 0.003* | 0.001* | - | - | - | - | - | - | - | 0.001* | 0.001* | 0.001* | 0.001* | 0.001* | 0.000* | |
| 18.063 | 11.560 | 11.560 | 16.484 | | | | | | | | 15.288 | 15.840 | 16.403 | 17.057 | 17.472 | 18.490 | ||
| Methyl 2-hexenoate | 0.000* | 0.000* | 0.000* | 0.000* | - | - | - | - | - | - | - | 0.000* | 0.000* | 0.000* | 0.000* | 0.000* | 0.000* | |
| 31.472 | 39.816 | 39.816 | 35.046 | | | | | | | | 32.036 | 36.361 | 35.165 | 37.454 | 32.490 | 28.837 | ||
| ( | 0.000* | 0.000* | 0.000* | 0.000* | - | - | - | - | - | - | - | 0.000* | 0.000* | 0.000* | 0.000* | 0.000* | 0.000* | |
| 28.196 | 26.214 | 27.040 | 28.837 | | | | | | | | 29.268 | 28.730 | 28.944 | 30.470 | 28.730 | 27.668 | ||
| Linalool | 0.000* | 0.000* | 0.000* | 0.000* | - | - | - | - | - | - | 0.007* | 0.000* | 0.000* | 0.000* | 0.000* | 0.000* | 0.000* | |
| 39.063 | 25.604 | 36.603 | 39.564 | | | | | | | 9.548 | 37.088 | 39.438 | 39.188 | 21.160 | 39.816 | 37.210 | ||
| Butanoic acid | 0.000* | 0.000* | 0.000* | 0.000* | - | - | 0.000* | 0.000* | 0.000* | 0.000* | - | - | - | - | - | - | - | |
| 33.293 | 68.063 | 42.120 | 43.824 | | | 26.420 | 33.989 | 72.590 | 44.890 | | | | | | | | ||
| Hexanoic acid | 0.016* | 0.005* | 0.006* | 0.002* | - | - | 0.031* | 0.016* | 0.008* | 0.002* | - | - | - | - | - | - | - | |
| 6.970 | 9.797 | 9.797 | 12.390 | | | 5.429 | 7.023 | 8.762 | 13.032 | | | | | | | | ||
| Methyl ( | 0.001* | 0.000* | 0.000* | 0.000* | - | - | - | - | - | - | 0.000* | 0.000* | 0.000* | 0.000* | - | 0.000* | 0.001* | |
| 16.403 | 24.206 | 49.703 | 26.010 | 23.136 | 29.594 | 31.923 | 26.112 | 19.184 | 14.213 | |||||||||
1: Modified starch; 2: WPI; 3: Soursop oil; 4: Deionized water.
*Significant at p < 0.05.
Figure 1Mixture contour plots of three soursop flavor compounds. Diamond-shaped subregion is the constrained experimental region.
Figure 2Mixture contour plots of three soursop flavor compounds. Diamond-shaped subregion is the constrained experimental region.
Figure 3Mixture contour plots of three soursop flavor compounds. Diamond-shaped subregion is the constrained experimental region.
Figure 4Mixture contour plots of four soursop flavor compounds. Diamond-shaped subregion is the constrained experimental region.