| Literature DB >> 28747831 |
Sahar Kazemalilou1, Ainaz Alizadeh1.
Abstract
Chocolate milk is one of the most commonly used non-fermentative dairy products, which, due to high level of sucrose, could lead to diabetes and tooth decay among children. Therefore, it is important to replace sucrose with other types of sweeteners, especially, natural ones. In this research, response surface methodology (RSM) was used to optimize the ingredients formulation of prebiotic chocolate milk, date syrup as sweetener (4-10%w/w), inulin as prebiotic texturizer (0-0.5%w/w) and carrageenan as thickening agent (0-0.04%w/w) in the formulation of chocolate milk. The fitted models to predict the variables of selected responses such as pH, viscosity, total solid, sedimentation and overall acceptability of chocolate milk showed a high coefficient of determination. The independent effect of carrageenan was the most effective parameter which led to pH and sedimentation decrease but increased viscosity. Moreover, in most treatments, date syrup and inulin variables had significant effects which had a mutual impact. Optimization of the variables, based on the responses surface 3D plots showed that the sample containing 0.48% (w/w) of inulin, 0.04% (w/w) of carrageenan, and 10% of date syrup was selected as the optimum condition.Entities:
Keywords: RSM; carrageenan; chocolate milk; date syrup; inulin
Year: 2017 PMID: 28747831 PMCID: PMC5516072 DOI: 10.5851/kosfa.2017.37.3.449
Source DB: PubMed Journal: Korean J Food Sci Anim Resour ISSN: 1225-8563 Impact factor: 2.622
Design matrix of central composite design
| Date syrup (%, w/w) | Inulin (%, w/w) | Carrageenan (%, w/w) | Sample |
|---|---|---|---|
| 10.00 | 0.5 | 0.04 | 1 |
| 4.00 | 0.5 | 0.04 | 2 |
| 4.00 | 0.5 | 0.00 | 3 |
| 7.00 | 0.25 | 0.02 | 4 |
| 10.00 | 0.00 | 0.04 | 5 |
| 7.00 | 0.25 | 0.04 | 6 |
| 7.00 | 0.5 | 0.02 | 7 |
| 4.00 | 0.00 | 0.04 | 8 |
| 7.00 | 0.25 | 0.00 | 9 |
| 10.00 | 0.00 | 0.00 | 10 |
| 7.00 | 0.25 | 0.02 | 11 |
| 7.00 | 0.00 | 0.02 | 12 |
| 7.00 | 0.25 | 0.02 | 13 |
| 10.00 | 0.25 | 0.02 | 14 |
| 7.00 | 0.25 | 0.02 | 15 |
| 10.00 | 0.5 | 0.00 | 16 |
| 4.00 | 0.25 | 0.02 | 17 |
| 7.00 | 0.25 | 0.02 | 18 |
| 7.00 | 0.25 | 0.02 | 19 |
| 4.00 | 0.00 | 0.00 | 20 |
Analysis of variance (ANOVA) of the response variables
| Source | Sum of squares | Degree of freedom | Mean square | ||
|---|---|---|---|---|---|
| Viscosity | |||||
| Model | 1.137E+006 | 9 | 1.263E+005 | 61.12 | <0.0001 |
| Residual | 20668.81 | 10 | 2066.88 | ||
| Lack of fit | 20668.81 | 5 | 4133.76 | ||
| Pure error | 0.000 | 5 | 0.000 | ||
| Total | 1.158E+006 | 19 | |||
| R2=0.9821 | |||||
| pH | |||||
| Model | 0.21 | 13 | 0.016 | 11.96 | <0.0030 |
| Residual | 8.250E-003 | 6 | 1.375E-003 | ||
| Lack of fit | 8.250E-003 | 1 | 482.55 | 8.250E-003 | |
| Pure error | 0.000 | 5 | 0.000 | ||
| Total | 0.22 | 19 | |||
| R2=0.9628 | |||||
| Sedimentation | |||||
| Model | 0.31 | 13 | 0.024 | 10.31 | 0.0045 |
| Residual | 0.014 | 6 | 2.324E-003 | ||
| Lack of fit | 0.014 | 1 | 0.014 | ||
| Pure error | 0.000 | 5 | 0.000 | ||
| Total | 0.33 | 19 | |||
| R2=0.9571 | |||||
| Total solids | |||||
| Model | 28.42 | 9 | 3.16 | 10.39 | 0.0005 |
| Residual | 3.04 | 10 | 0.30 | ||
| Lack of fit | 3.04 | 5 | 0.61 | ||
| Pure error | 0.000 | 5 | 0.000 | ||
| Total | 31.45 | 19 | |||
| R2=0.9034 | |||||
| Overall acceptability | |||||
| Model | 0.49 | 13 | 0.038 | 7.05 | 0.0124 |
| Residual | 0.032 | 6 | 5.351E-003 | ||
| Lack of fit | 0.032 | 1 | 0.032 | ||
| Pure error | 0.000 | 5 | 0.000 | ||
| Total | 0.52 | 19 | |||
| R2=0.9385 |
Fig. 1.Response surface plot of the effect of inulin (A) and carrageenan (C) on the viscosity of chocolate milk samples.
Fig. 2.Response surface plot of the effect of date syrup (B) and inulin (A) on the pH of chocolate milk samples.
Fig. 3.Response surface plot of inulin (A) and carrageenan (C) (a); date syrup (B) and carrageenan (C) (b) effect on the sedimentation of chocolate milk samples.
Fig. 4.Response surface plot of the effect of carrageenan (C) and date syrup (B) on the total solids of chocolate milk samples.
Fig. 5.Response surface plot of inulin (A) and carrageenan (C) (a); date syrup (B) and carrageenan (C) (b) effect on the overall acceptability of chocolate milk samples.
Validation results for the optimum product
| Terms | Actual optimal sample | Predicted optimal conditions |
|---|---|---|
| Viscosity (cp) | 1235±34a | 1223a |
| pH | 6.91±0.12a | 6.83a |
| Sedimentation (%) | 0.80±0.04a | 0.74a |
| Total solids (%) | 16.87±0.04a | 16.63b |
| Overall acceptability* | 4.15±0.08a | 4.02b |
Data of actual sample are mean±SD (n=3).
*5-point hedonic test using 20 selected assessor (n=20).