Multi-Response Optimization in the Formulation of a Topical Cream from Natural Ingredients
Abstract
:1. Introduction
2. Materials and Methods
2.1. Materials
2.2. Methods
2.2.1. Preparation of local materials for formulation
- Extraction of sesame and soybeans oil: Sesame and soybean seeds were purchased from a local market of Bini-dang, Ngaoundere. The seeds were sorted to eliminate damaged grains and dirt. Seeds in good condition were washed thoroughly with clean water and sun dried in the open. All apparatus were washed and oven dried, and the soxhlet apparatus was set up in readiness for the experiment. The seeds were grounded mechanically, while soybean seeds were de-husked before grinding. Five hundred grams of each powdered sample was placed in a thimble made from thick filter paper and inserted into the center of the extractor. The soxhlet (1 L capacity) equipped with a condenser was placed onto a flask containing the hexane. The soxhlet was heated to 65 °C and allowed to reflux for about 8 h. It was then removed from the tube, dried in the oven, cooled in the desiccators, and weighed again to determine the amount of oil extracted [17].
- For lecithin: Lecithin was obtained by ethanolic extraction from soy residue after the defatting of soy powder with hexane. The soxhlet was heated to 80 °C and allowed to reflux for about 24 h.
- Obtention of Aloe vera gel protocol described by [18]: Leaves of Aloe vera were cut, washed, and then sliced an inch on both the upper and lower sides. The leaves were further cut and the pulp was removed thereafter. The pulp obtained was further crushed in a mechanical crusher. After the crushing of the pulp it was filtered in order to remove the attached fibres. The obtained sap was stored for future use.
- Additional information: The viscosity of the sesame oil was 54.2 cP. The viscosity of the soybean oil was 39.5 cP. The moisture content of the Aloe vera gel was 92.23%.
2.2.2. Screening of Factors of Each Phase
2.2.3. Experiment for the Optimization of the Base Cream Formulation
2.2.4. Preparation of Emulsion Base
2.2.5. Response Parameters
Creaming Index
Viscosity
Spreadability
Particle Size Determination
2.2.6. Microstructure Observation
2.2.7. Statistical Analysis
3. Results and Discussion
3.1. Screening of Base Cream Materials
3.1.1. Effect of Different Phases on Creaming Index
3.1.2. Effect of Different Phases on Spreadability
3.1.3. Effect of Different Phases on Viscosity
3.2. Correlation between Responses
3.3. Optimization of Base Cream Formulation
3.3.1. Influence of Formulation on Viscosity
3.3.2. Influence of Formulation on Spreadability
3.3.3. Influence of Formulation on Particle Size
3.3.4. Optimization of Base Cream Formulation
3.3.5. Microstructure Observation
4. Conclusions
Acknowledgments
Author Contributions
Conflicts of Interest
References
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Phase (Percentage) | Material | Coded Variable | Level of Variable |
---|---|---|---|
Oil phase (20%) | Soybean oil | X1 | 1 |
Sesame oil | 2 | ||
Liquid paraffin | 3 | ||
Aqueous phase (30%) | Aloe vera gel | X2 | 1 |
Glycerol | 2 | ||
Propylene glycol | 3 | ||
Emulsyfing phase (8%) | Lecithin | X3 | 1 |
Tween | 2 | ||
Lecithin/tween | 3 |
Raw Material | Abbreviation | Lower Limit (%) | Upper Limit (%) |
---|---|---|---|
Selected oil phase | X1 | 20 | 25 |
Selected aqueous phase | X2 | 28 | 32 |
Selected emulsifying phase | X3 | 8 | 10 |
Runs | Oil Phase | Emulsifying | Aqueous Phase | Creaming Index (%) | Spreadability (g·cm/s) | Viscosity (cP) |
---|---|---|---|---|---|---|
1 | 1 | 3 | 1 | 0.0 ± 0.0 | 31.02 ± 1.12 | 360 ± 10 |
2 | 2 | 3 | 1 | 0.0 ± 0.0 | 20.99 ± 1.01 | 340 ± 7 |
3 | 1 | 1 | 1 | 8.33 ± 0.12 | 20.46 ± 1.09 | 320 ± 5 |
4 | 1 | 2 | 1 | 0.0 ± 0.0 | 22.39 ± 1.15 | 328 ± 8 |
5 | 2 | 1 | 1 | 16.66 ± 0.14 | 17.87 ± 1.15 | 415 ± 12 |
6 | 2 | 2 | 1 | 28.33 ± 0.10 | 15.07 ± 0.51 | 425 ± 11 |
7 | 3 | 1 | 1 | 25.00 ± 0.11 | 22.60 ± 1.14 | 229 ± 8 |
8 | 3 | 2 | 1 | 16.67 ± 0.14 | 21.57 ± 1.17 | 275 ± 6 |
9 | 3 | 3 | 1 | 10.00 ± 0.05 | 21.99 ± 0.25 | 290 ± 4 |
10 | 1 | 1 | 2 | 20.00 ± 0.13 | 9.043 ± 0.05 | 370 ± 6 |
11 | 1 | 2 | 2 | 1.66 ± 0.05 | 20.62 ± 1.01 | 367 ± 5 |
12 | 1 | 3 | 2 | 1.66 ± 0.06 | 22.18 ± 1.10 | 315 ± 11 |
13 | 2 | 1 | 2 | 15.67 ± 0.17 | 12.31 ± 0.053 | 480 ± 14 |
14 | 2 | 2 | 2 | 8.33 ± 0.02 | 14.90 ± 0.95 | 410 ± 11 |
15 | 2 | 3 | 2 | 1.66 ± 0.05 | 19.27 ± 1.10 | 419 ± 9 |
16 | 3 | 1 | 2 | 20.00 ± 0.17 | 20.44 ± 1.10 | 420 ± 7 |
17 | 3 | 2 | 2 | 1.66 ± 0.03 | 22.60 ± 1.11 | 412 ± 10 |
18 | 3 | 3 | 2 | 0.0 ± 0.0 | 19.64 ± 1.12 | 390 ± 9 |
19 | 1 | 1 | 3 | 8.33 ± 0.11 | 18.37 ± 1.10 | 415 ± 11 |
20 | 1 | 2 | 3 | 0.83 ± 0.01 | 18.96 ± 1.09 | 419 ± 12 |
21 | 1 | 3 | 3 | 0.0 ± 0.10 | 15.70 ± 0.05 | 417 ± 10 |
22 | 2 | 1 | 3 | 15.00 ± 0.11 | 13.75 ± 0.05 | 412 ± 8 |
23 | 2 | 2 | 3 | 15.00 ± 0.10 | 21.00 ± 1.03 | 421 ± 10 |
24 | 2 | 3 | 3 | 3.33 ± 0.09 | 22.19 ± 1.07 | 450 ± 14 |
25 | 3 | 1 | 3 | 13.33 ± 0.14 | 22.39 ± 1.12 | 409 ± 6 |
26 | 3 | 2 | 3 | 1.60 ± 0.02 | 19.64 ± 1.08 | 419 ± 8 |
27 | 3 | 3 | 3 | 8.33 ± 0.09 | 17.70 ± 1.05 | 290 ± 2 |
Responses | Coefficient Correlation | Goal | |
---|---|---|---|
Height | Viscosity | 0.71 | Moderately strong |
Spreadability | Viscosity | 0.95 | Strong |
Spreadability | Height | 0.66 | Average |
Variables Level | Responses | ||||||||
---|---|---|---|---|---|---|---|---|---|
Viscosity | Spreadability | Particle Size | |||||||
N° | X1 | X2 | X3 | Observed. | Adjusted. | Observed. | Adjusted. | Observed. | Adjusted. |
1 | 24 | 28 | 8 | 734 | 785.4 | 28.9 | 34.5 | 34.6 | 21.8 |
2 | 20 | 32 | 8 | 293 | 276.0 | 154.4 | 140.3 | 22.9 | 25.1 |
3 | 22 | 28 | 10 | 640 | 611.6 | 54.5 | 57.7 | 8.7 | 3.7 |
4 | 20 | 30 | 10 | 100 | 382.8 | 34.9 | 24.9 | 34.6 | 25.0 |
5 | 22.75 | 28.75 | 8.5 | 760 | 747.8 | 46.3 | 34.2 | 104.7 | 106.3 |
6 | 20.75 | 30.75 | 8.5 | 218 | 221.4 | 57 | 65.7 | 138.0 | 140.7 |
7 | 21.75 | 28.75 | 9.5 | 220 | 240.2 | 54.5 | 45.6 | 138.0 | 142.0 |
8 | 20.75 | 29.75 | 9.5 | 83 | 54.1 | 38.9 | 39.9 | 158.4 | 158.7 |
9 | 22 | 30 | 8 | 320 | 332.7 | 46.3 | 48.2 | 60.2 | 64.5 |
10 | 23 | 28 | 9 | 386.7 | 406.3 | 35.4 | 36.8 | 69.1 | 77.0 |
11 | 20 | 31 | 9 | 240.3 | 264.4 | 45 | 51.9 | 69.1 | 77.4 |
12 | 21 | 29 | 10 | 426 | 473.6 | 40.2 | 49.5 | 79.4 | 98.3 |
13 | 21.5 | 29.5 | 9 | 284 | 253.1 | 42.3 | 42.62 | 208.9 | 186.3 |
14 | 20 | 32 | 8 | 266.7 | 785.4 | 132.3 | 34.5 | 30.2 | 21.8 |
15 | 24 | 28 | 8 | 840 | 276.0 | 35.6 | 140.3 | 11.4 | 25.1 |
Parameters | Viscosity | Spreadability | Particle Size | |||
---|---|---|---|---|---|---|
Coefficient | Probability | Coefficient | Probability | Coefficient | Probability | |
X1 | 785.4 | 34.5 | 21.8 | |||
X2 | 276.0 | 140.4 | 25.1 | |||
X3 | 13,733.3 | 155.1 | −626.1 | |||
X1 × X2 | −792.2 | 0.01 | −156.9 | 0.007 | 164.5 | 0.01 |
X1 × X3 | −26,590.8 | 0.0009 | −148.2 | 0.2 | 1201.7 | 0.0009 |
X2 × X3 | −26,487.5 | 0.0009 | −491.1 | 0.002 | 1302.3 | 0.0008 |
X1 × X2 × X3 | 32,404.4 | 0.002 | 576.5 | 0.06 | 2048.3 | 0.002 |
X1 × X2(X1 − X2) | 3013.8 | 0.004 | −287.2 | 0.003 | ||
X1 × X3(X1 − X3) | 14,610.4 | 0.002 | −86.3 | 0.002 | ||
X2 × X3(X2 − X3) | 16,964.6 | 0.001 | −310.2 | 0.0010 | ||
R2 | 98.25 | 95.44 | 96.92 | |||
R2 adj | 95.09 | 92.02 | 91.39 | |||
Lack of fit | 0.24 | 0.68 | 0.23 |
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DJIOBIE TCHIENOU, G.E.; TSATSOP TSAGUE, R.K.; MBAM PEGA, T.F.; BAMA, V.; BAMSECK, A.; DONGMO SOKENG, S.; NGASSOUM, M.B. Multi-Response Optimization in the Formulation of a Topical Cream from Natural Ingredients. Cosmetics 2018, 5, 7. https://doi.org/10.3390/cosmetics5010007
DJIOBIE TCHIENOU GE, TSATSOP TSAGUE RK, MBAM PEGA TF, BAMA V, BAMSECK A, DONGMO SOKENG S, NGASSOUM MB. Multi-Response Optimization in the Formulation of a Topical Cream from Natural Ingredients. Cosmetics. 2018; 5(1):7. https://doi.org/10.3390/cosmetics5010007
Chicago/Turabian StyleDJIOBIE TCHIENOU, Gertrude Eleonore, Roli Karole TSATSOP TSAGUE, Therese Florence MBAM PEGA, Vera BAMA, Albert BAMSECK, Selestin DONGMO SOKENG, and Martin Benoît NGASSOUM. 2018. "Multi-Response Optimization in the Formulation of a Topical Cream from Natural Ingredients" Cosmetics 5, no. 1: 7. https://doi.org/10.3390/cosmetics5010007
APA StyleDJIOBIE TCHIENOU, G. E., TSATSOP TSAGUE, R. K., MBAM PEGA, T. F., BAMA, V., BAMSECK, A., DONGMO SOKENG, S., & NGASSOUM, M. B. (2018). Multi-Response Optimization in the Formulation of a Topical Cream from Natural Ingredients. Cosmetics, 5(1), 7. https://doi.org/10.3390/cosmetics5010007