| Literature DB >> 30018501 |
Dicky Tri Utama1, Haeseong Jeong1, Juntae Kim1, Sung Ki Lee1.
Abstract
The formulation of an oil/water (o/w) emulsion made up of a mixture of perilla oil and canola oil (30/70 w/w) was optimized using a response surface methodology to find a replacement for animal fat in an emulsion-type meat product. A 12 run Plackett-Burman design (PBD) was applied to screen the effect of potential ingredients in the (o/w) emulsion, including polyglycerol polyricinoleate (PGPR), fish gelatin, soy protein isolate (SPI), sodium caseinate, carrageenan (CR), inulin (IN) and sodium tripolyphosphate. The PBD showed that SPI, CR and IN showed promise but required further optimization, and other ingredients did not affect the technological properties of the (o/w) emulsion. The PBD also showed that PGPR played a critical role in inhibiting an emulsion break. The level of PGPR was then fixed at 3.2% (w/w total emulsion) for an optimization study. A central composite design (CCD) was applied to optimize the addition levels of SPI, CR or IN in an (o/w) emulsion and to observe their effects on emulsion stability, cooking loss and the textural properties of a cooked meat emulsion. Significant interactions between SPI and CR increased the cooking loss in the meat emulsion. In contrast, IN showed interactions with SPI leading to a reduction in cooking loss. Thus, CR was also removed from the formulation. After optimization, the level of SPI (4.48% w/w) and IN (14% w/w) was validated, leading to a perilla-canola oil (o/w) emulsion with the ability to replace animal fat in an emulsion-type meat products.Entities:
Keywords: canola oil; meat emulsion; oil/water emulsion; perilla oil; response surface
Year: 2018 PMID: 30018501 PMCID: PMC6048378 DOI: 10.5851/kosfa.2018.38.3.580
Source DB: PubMed Journal: Korean J Food Sci Anim Resour ISSN: 1225-8563 Impact factor: 2.622
Plackett-Burman design for the identification of significant variables on the formulation of a perilla-canola oil (o/w) emulsion and responses
| Run | Variables[ | Responses | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| PGPR (%) | FG (%) | SPI (%) | SC (%) | CR (%) | IN (%) | STPP (%) | pH | L* | a* | b* | G’ (Pa) | G” (Pa) | CI% | |
| 1 | 1 (3.2) | –1 (0) | 1(5) | –1 (0) | –1 (0) | –1 (0) | 1(1) | 8.75 | 84.1 | –1.17 | 19.5 | 0.92 | 3.76 | 3.33 |
| 2 | 1 (3.2) | 1(1) | –1(2) | 1(1) | –1 (0) | –1 (0) | –1 (0) | 7.56 | 73.9 | –2.82 | 22.6 | 0.07 | 0.31 | 0.00 |
| 3 | –1 (0) | 1(1) | 1(5) | –1 (0) | 1(1) | –1 (0) | –1 (0) | 7.64 | 64.2 | –1.25 | 21.7 | 33.2 | 172.8 | 50.0 |
| 4 | 1 (3.2) | –1 (0) | 1(5) | 1(1) | –1 (0) | 1(3) | –1 (0) | 7.85 | 77.8 | –1.06 | 18.9 | 0.94 | 5.06 | 3.33 |
| 5 | 1 (3.2) | 1(1) | –1(2) | 1(1) | 1(1) | –1 (0) | 1(1) | 8.62 | 76.2 | –2.31 | 24.5 | 0.81 | 4.24 | 0.00 |
| 6 | 1 (3.2) | 1(1) | 1(5) | –1 (0) | 1(1) | 1(3) | –1 (0) | 7.31 | 58.0 | –1.43 | 21.0 | 119.6 | 414.7 | 0.00 |
| 7 | –1 (0) | 1(1) | 1(5) | 1(1) | –1 (0) | 1(3) | 1(1) | 7.77 | 48.3 | –2.01 | 17.4 | 102.6 | 159.6 | 50.0 |
| 8 | –1 (0) | –1 (0) | 1(5) | 1(1) | 1(1) | –1 (0) | 1(1) | 8.39 | 67.3 | –1.00 | 23.8 | 389.5 | 867.5 | 50.0 |
| 9 | –1 (0) | –1 (0) | –1(2) | 1(1) | 1(1) | 1(3) | –1 (0) | 7.70 | 70.3 | –1.56 | 22.1 | 9.03 | 41.4 | 50.0 |
| 10 | 1 (3.2) | –1 (0) | –1(2) | –1 (0) | 1(1) | 1(3) | 1(1) | 7.89 | 81.7 | –1.62 | 21.4 | 0.77 | 3.95 | 3.33 |
| 11 | –1 (0) | 1(1) | –1(2) | –1 (0) | –1 (0) | 1(3) | 1(1) | 8.92 | 58.0 | –2.00 | 19.7 | 0.18 | 0.73 | 8.33 |
| 12 | –1 (0) | –1 (0) | –1(2) | –1 (0) | –1 (0) | –1 (0) | –1 (0) | 8.17 | 76.8 | –2.64 | 21.2 | 0.01 | 0.01 | 8.33 |
| 13–15[ | 0 (1.6) | 0 (0.5) | 0 (3.5) | 0 (0.5) | 0 (0.5) | 0 (1.5) | 0 (0.5) | 8.38±0.20 | 69.9±0.46 | –1.91±0.09 | 22.4±0.25 | 2.42±1.25 | 11.6±1.95 | 8.33±0.00 |
a PGPR, polyglycerol polyricinoleate; FG, fish gelatin; SPI, soy protein isolate; SC, sodium caseinate; CR, carrageenan; IN, inulin; STPP, sodium tripolyphosphate; G’, storage modulus; G”, loss modulus; CI%, creaming index.
b Responses are presented as mean±standard deviation.
Effects of the variables on the responses in a Plackett-Burman design with p-;value in parenthesis
| Variables | pH | L* | a* | b* | G’ (Pa) | G” (Pa) | CI% |
|---|---|---|---|---|---|---|---|
| PGPR | –0.10 (0.67) | 11.2 (<0.01) | 0.01 (0.97) | 0.32 (0.47) | –68.6 (0.25) | –135.0 (0.83) | –0.41 (<0.01) |
| FG | –0.15 (0.52) | –13.2 (<0.01) | –0.46 (0.05) | –0.003 (0.99) | –24.1 (0.67) | –28.2 (0.83) | 0.06 (0.39) |
| SPI | –0.19 (0.43) | –6.22 (0.04) | 0.84 (<0.01) | –1.52 (0.01) | 106.0 (0.09) | 262.1 (0.08) | 0.08 (0.25) |
| SC | –0.13 (0.58) | –1.49 (0.57) | –0.11 (0.58) | 0.79 (0.10) | 58.0 (0.33) | 80.4 (0.55) | 0.07 (0.31) |
| CR | –0.24 (0.32) | –0.20 (0.94) | 0.42 (0.07) | 2.53 (<0.01) | 74.7 (0.22) | 222.5 (0.13) | 0.07 (0.31) |
| IN | –0.28 (0.26) | –8.07 (0.02) | 0.25 (0.23) | –2.13 (<0.01) | –31.9 (0.58) | –70.5 (0.60) | 0.08 (0.25) |
| STPP | 0.68 (0.02) | –0.93 (0.77) | 0.11 (0.58) | –0.23 (0.59) | 55.3 (0.35) | 67.6 (0.61) | 0.08 (0.25) |
PGPR, polyglycerol polyricinoleate; FG, fish gelatin; SPI, soy protein isolate; SC, sodium caseinate; CR, carrageenan; IN, inulin; STPP, sodium tripolyphosphate; G’, storage modulus; G”, loss modulus; CI%, creaming index.
Supplementary 1Perilla-canola oil (o/w) emulsion formulated using Plackett-Burman design (A) and central composite design (B).
Central composite design for the optimization of selected variables on the formulation of a perilla-canola oil (o/w) emulsion, with the responses in the (o/w) emulsion shown
| Run | Variables[ | Responses | |||||||
|---|---|---|---|---|---|---|---|---|---|
| SPI (%) | CR (%) | IN (%) | pH | L* | a* | b* | G’ (Pa) | G” (Pa) | |
| 1 | –1 (1.5) | –1 (0.5) | –1(5) | 7.12 | 91.7 | –1.88 | 9.78 | 1.28 | 1.04 |
| 2 | 1 (4.5) | –1 (0.5) | –1(5) | 7.37 | 87.0 | –2.32 | 11.0 | 0.14 | 0.45 |
| 3 | –1 (1.5) | 1 (1.5) | –1(5) | 7.13 | 90.6 | –2.15 | 10.5 | 0.93 | 1.59 |
| 4 | 1 (4.5) | 1 (1.5) | –1(5) | 7.26 | 77.9 | –3.12 | 10.9 | 0.27 | 1.61 |
| 5 | –1 (1.5) | –1 (0.5) | 1(11) | 6.73 | 89.5 | –2.48 | 12.9 | 2.50 | 8.04 |
| 6 | 1 (4.5) | –1 (0.5) | 1(11) | 7.04 | 84.8 | –2.31 | 13.9 | 5.27 | 21.6 |
| 7 | –1 (1.5) | 1 (1.5) | 1(11) | 6.70 | 89.1 | –2.77 | 13.9 | 0.35 | 1.03 |
| 8 | 1 (4.5) | 1 (1.5) | 1(11) | 6.89 | 86.7 | –1.44 | 15.8 | 5.90 | 21.9 |
| 9 | –1.68 (0) | 0(1) | 0(8) | 6.39 | 90.2 | –2.33 | 11.1 | 0.06 | 0.53 |
| 10 | 1.68(6) | 0(1) | 0(8) | 7.39 | 83.9 | –2.00 | 12.9 | 3.80 | 22.3 |
| 11 | 0(3) | –1.68 (0) | 0(8) | 7.42 | 92.8 | –1.44 | 13.0 | 14.7 | 38.9 |
| 12 | 0(3) | 1.68(2) | 0(8) | 7.52 | 79.8 | –2.09 | 18.9 | 20.3 | 113.9 |
| 13 | 0(3) | 0(1) | –1.68(2) | 7.06 | 93.1 | –1.60 | 11.5 | 0.04 | 0.41 |
| 14 | 0(3) | 0(1) | 1.68(14) | 6.79 | 85.8 | –2.10 | 14.0 | 13.4 | 37.1 |
| 15–20[ | 0(3) | 0(1) | 0(8) | 7.05±0.12 | 85.5±1.57 | –2.45±0.39 | 11.4±0.79 | 1.13±0.67 | 4.25±0.81 |
a SPI, soy protein isolate; CR, carrageenan; IN, inulin; G’, storage modulus; G”, loss modulus.
b Responses are presented as mean±standard deviation.
Central composite design for the optimization of selected variables on the formulation of a perilla-canola oil (o/w) emulsion, with the responses in meat emulsion shown
| Run | Variables[ | Responses | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| SPI (%) | CR (%) | IN (%) | Emulsion stability | Cooking loss (%) | Texture profile | ||||||
| Total fluid loss (mL/g) | Oil release (mL/g) | Hardness (kg) | Cohesiveness | Springiness (cm) | Gumminess (kg · cm) | Chewiness (kg · cm) | |||||
| 1 | –1 (1.5) | –1 (0.5) | –1(5) | 0.04 | 0.01 | 5.85 | 1.46 | 0.64 | 0.97 | 0.66 | 0.45 |
| 2 | 1 (4.5) | –1 (0.5) | –1(5) | 0.03 | 0.01 | 5.27 | 1.53 | 0.67 | 0.97 | 0.69 | 0.45 |
| 3 | –1 (1.5) | 1 (1.5) | –1(5) | 0.03 | 0.01 | 5.61 | 1.68 | 0.76 | 0.98 | 0.77 | 0.46 |
| 4 | 1 (4.5) | 1 (1.5) | –1(5) | 0.03 | 0.01 | 6.66 | 1.72 | 0.80 | 0.99 | 0.81 | 0.47 |
| 5 | –1 (1.5) | –1 (0.5) | 1(11) | 0.04 | 0.02 | 7.52 | 1.55 | 0.71 | 0.96 | 0.74 | 0.48 |
| 6 | 1 (4.5) | –1 (0.5) | 1(11) | 0.02 | 0.01 | 5.52 | 1.90 | 0.88 | 0.98 | 0.91 | 0.48 |
| 7 | –1 (1.5) | 1 (1.5) | 1(11) | 0.03 | 0.01 | 5.60 | 2.28 | 1.06 | 0.98 | 1.09 | 0.48 |
| 8 | 1 (4.5) | 1 (1.5) | 1(11) | 0.01 | 0.005 | 5.38 | 2.55 | 1.02 | 0.96 | 1.06 | 0.47 |
| 9 | –1.68 (0) | 0(1) | 0(8) | 0.06 | 0.03 | 6.45 | 2.04 | 0.92 | 0.96 | 0.96 | 0.47 |
| 10 | 1.68(6) | 0(1) | 0(8) | 0.03 | 0.01 | 5.67 | 2.16 | 0.90 | 0.93 | 0.97 | 0.45 |
| 11 | 0(3) | –1.68 (0) | 0(8) | 0.03 | 0.01 | 6.91 | 1.25 | 0.38 | 0.91 | 0.42 | 0.34 |
| 12 | 0(3) | 1.68(2) | 0(8) | 0.03 | 0.02 | 6.48 | 1.32 | 0.41 | 0.91 | 0.45 | 0.34 |
| 13 | 0(3) | 0(1) | –1.68(2) | 0.05 | 0.02 | 6.56 | 1.89 | 0.80 | 0.97 | 0.83 | 0.44 |
| 14 | 0(3) | 0(1) | 1.68(14) | 0.03 | 0.01 | 5.92 | 2.03 | 0.84 | 0.94 | 0.89 | 0.44 |
| 15–20[ | 0(3) | 0(1) | 0(8) | 0.05±0.00 | 0.02±0.00 | 7.00±0.42 | 1.57±0.01 | 0.66±0.01 | 0.92±0.01 | 0.71±0.01 | 0.45±0.01 |
| Overall mean[ | 0.03±0.01[ | 0.01±0.01[ | 6.16±0.68[ | 1.79±0.37 | 0.76±0.19[ | 0.95±0.03[ | 0.80±0.20[ | 0.44±0.04[ | |||
| Control meat
emulsion[ | 0.08±0.00 | 0.05±0.00 | 8.71±0.31 | 1.77±0.02 | 0.53±0.01 | 0.77±0.02 | 0.68±0.01 | 0.39±0.01 | |||
a SPI, soy protein isolate; CR, carrageenan; IN, inulin.
b Responses are presented as mean±standard deviation.
* The mean value of the response of meat emulsion formulated with (o/w) emulsion was significantly (p<0.05) different with that of control meat emulsion formulated with beef tallow.
Fig. 1Response surface plots for storage modulus (A) of (o/w) emulsion, cooking loss (B) and hardness (C) of meat emulsion formulated with canola-perilla oil (o/w) emulsion as affected by soy protein isolate (SPI) and carrageenan addition level.
Regression coefficients of selected responses representing technological properties of a perilla-canola oil (o/w) emulsion according to central composite design
| Model term | Storage modulus (G’) | Cooking loss | Hardness | |||
|---|---|---|---|---|---|---|
| Coefficient | Coefficient | Coefficient | ||||
| Constant | 1.36 | 0.47 | 6.66 | <0.001 | 1.56 | <0.001 |
| Linear effect | ||||||
| SPI | 0.94 | 0.46 | –0.22 | 0.03 | 0.07 | 0.17 |
| CR | 0.56 | 0.65 | –0.12 | 0.21 | 0.14 | <0.01 |
| IN | 2.49 | 0.07 | –0.03 | 0.72 | 0.16 | <0.01 |
| Quadratic effect | ||||||
| SPI | –1.22 | 0.32 | –0.29 | <0.01 | 0.19 | <0.01 |
| CR | 4.30 | <0.01 | –0.07 | 0.47 | –0.09 | 0.07 |
| IN | 0.48 | 0.69 | –0.23 | 0.03 | 0.15 | <0.01 |
| Interaction effect | ||||||
| SPI.CR | 0.41 | 0.80 | 0.43 | <0.01 | –0.01 | 0.81 |
| SPI.IN | 1.27 | 0.44 | –0.34 | 0.02 | 0.06 | 0.31 |
| CR.IN | –0.16 | 0.92 | –0.40 | <0.01 | 0.12 | 0.07 |
SPI: soy protein isolate; CR: carrageenan; IN: inulin.
Analysis of variance for selected responses representing technological properties of perilla-canola oil (o/w) emulsion according to central composite design
| Source of variation | Degree of freedom | Adjusted sum of squares | Adjusted mean of squares | |||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Storage modulus (G’) | Cooking loss | Hardness | Storage modulus (G’) | Cooking loss | Hardness | Storage modulus (G’) | Cooking loss | Hardness | ||
| Model | 9 | 421.7 | 6.34 | 1.82 | 46.8 | 0.70 | 0.20 | 2.34 (0.10) | 6.42 (<0.01) | 7.19 (<0.01) |
| SPI | 1 | 12.0 | 0.69 | 0.06 | 12.0 | 0.69 | 0.06 | 0.60 (0.46) | 6.26 (0.03) | 2.22 (0.17) |
| CR | 1 | 4.33 | 0.19 | 0.27 | 4.33 | 0.19 | 0.27 | 0.22 (0.65) | 1.78 (0.21) | 9.45 (0.01) |
| IN | 1 | 84.4 | 0.01 | 0.33 | 84.4 | 0.01 | 0.33 | 4.22 (0.07) | 0.13 (0.72) | 11.7 (<0.01) |
| SPI2 | 1 | 21.5 | 1.22 | 0.56 | 21.5 | 1.22 | 0.56 | 1.07 (0.32) | 11.1 (<0.01) | 19.8 (<0.01) |
| CR2 | 1 | 266.4 | 0.06 | 0.12 | 266.4 | 0.06 | 0.12 | 13.3 (<0.01) | 0.57 (0.47) | 4.21 (0.07) |
| IN2 | 1 | 3.33 | 0.74 | 0.31 | 3.33 | 0.74 | 0.31 | 0.17 (0.69) | 6.77 (0.03) | 11.1 (<0.01) |
| SPI.CR | 1 | 1.34 | 1.45 | 0.002 | 1.34 | 1.45 | 0.002 | 0.07 (0.80) | 13.2 (<0.01) | 0.06 (0.81) |
| SPI.IN | 1 | 12.8 | 0.90 | 0.03 | 12.8 | 0.90 | 0.032 | 0.64 (0.44) | 8.25 (0.02) | 1.13 (0.31) |
| CR.IN | 1 | 0.22 | 1.29 | 0.12 | 0.22 | 1.29 | 0.19 | 0.01 (0.92) | 11.7 (<0.01) | 4.19 (0.07) |
| Residual | 10 | 200.27 | 1.10 | 0.28 | 20.02 | 0.11 | 0.03 | |||
| Lack of fit | 5 | 196.5 | 0.72 | 0.28 | 39.93 | 0.14 | 0.06 | 52.5 (<0.001) | 1.91 (0.25) | 586.7 (<0.001) |
| Pure error | 5 | 3.74 | 0.38 | 0.00 | 0.75 | 0.07 | 0.00 | |||
| Total | 19 | 621.9 | 7.43 | 2.10 | ||||||
G’-adjusted r2 (%)=38.83; Cooking loss-adjusted r2 (%)=71.97; Hardness-adjusted r2 (%)=74.58.
SPI, soy protein isolate; CR, carrageenan; IN, inulin.