The Gelatin-Coated Nanostructured Lipid Carrier (NLC) Containing Salvia officinalis Extract: Optimization by Combined D-Optimal Design and Its Application to Improve the Quality Parameters of Beef Burger
Abstract
:1. Introduction
2. Materials and Methods
2.1. Materials
2.2. Sage Extract Preparation
2.3. Preparation of SE-Loaded Gelatin-Coated NLC
2.4. NLC Analysis
2.4.1. Particle Size, Polydispersity Index, and Zeta Potential
2.4.2. Transmission Electron Microscopy
2.4.3. Encapsulation Efficiency (EE), and Stability (ES)
2.4.4. Fourier Transform-Infrared Spectroscopy (FTIR)
2.4.5. Thermal Analysis
2.4.6. X-ray Diffraction (XRD) Measurement
2.4.7. Antioxidant Activity
2.4.8. Microbiological Analysis
Bacterial Suspensions Preparation
Minimum Inhibitory Concentration (MIC) and Minimum Bactericidal Concentration (MBC)
2.5. Preparation of Beef Burgers
2.6. NLC-Enriched Beef Burger Analysis
2.6.1. pH Measurements
2.6.2. Lipid Oxidation
2.6.3. Microbial Analysis
2.6.4. Sensory Characteristics
2.7. Experimental Design and Optimization
3. Result and Discussions
3.1. Combined D-Optimal Optimization
3.2. Morphological Studies with TEM
3.3. FTIR Analysis
3.4. Thermal Analysis by DSC
3.5. XRD Analysis
3.6. Antioxidant Activity
3.7. MIC, and MBC Analysis
3.8. NLC-Enriched Beef Burger Analysis
3.8.1. Chemical Analysis of Beef Burger
3.8.2. Microbial Analysis of Beef Burger
3.8.3. Sensory Evaluation of Beef Burger
4. Conclusions
Author Contributions
Funding
Data Availability Statement
Conflicts of Interest
References
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Samples | Salt (%) | Spice (%) | Water (%) | Free SE (g/100 g) | SE-Loaded NLC (g/100 g) | NLC without SE (g/100 g) | Ascorbic Acid (mg/kg) | Sorbate (mg/kg) |
---|---|---|---|---|---|---|---|---|
1 | 1.5 | 2 | 1.5 | 0.2 | - | - | - | - |
2 | 1.5 | 2 | 1.5 | - | 0.2 | - | - | - |
3 | 1.5 | 2 | 1.5 | - | - | 0.3 | - | - |
4 (positive control) | 1.5 | 2 | 1.5 | - | - | - | 300 | 200, 1500 |
5 (control) | 1.5 | 2 | 1.5 | - | - | - | - | - |
Run No. | Solid Lipid (w/w %) (X1) | Liquid Lipid (w/w %) (X2) | Gelatin Concentration (g/100 g Suspension) (X3) | Particle Size (nm) | PDI | ZP (mV) | EE (%) |
---|---|---|---|---|---|---|---|
1 | 60 | 40 | 0.10 | 100.4 | 0.36 | −18.4 | 80 |
2 | 90 | 10 | 0.80 | 273.3 | 0.49 | 3.5 | 56 |
3 | 60 | 40 | 0.80 | 275.5 | 0.59 | 5.42 | 55 |
4 | 82.5 | 17.5 | 0.28 | 169.23 | 0.41 | −13.2 | 65 |
5 | 67.5 | 32.5 | 0.28 | 132.7 | 0.41 | −11.98 | 74 |
6 | 60 | 40 | 0.80 | 287.5 | 0.60 | 5.4 | 56 |
7 | 75 | 25 | 0.45 | 231 | 0.42 | −5.91 | 63 |
8 | 75 | 25 | 0.80 | 284.6 | 0.48 | 3.48 | 60 |
9 | 90 | 10 | 0.80 | 272.9 | 0.42 | 3.1 | 56 |
10 | 90 | 10 | 0.1 | 112.52 | 0.37 | −17.6 | 46 |
11 | 67.5 | 32.5 | 0.63 | 269.2 | 0.5 | 0.54 | 61 |
12 | 90 | 10 | 0.45 | 236 | 0.39 | −6.8 | 69 |
13 | 75 | 25 | 0.1 | 100.2 | 0.32 | −17 | 73 |
14 | 60 | 40 | 0.45 | 234.3 | 0.44 | −5.51 | 75 |
Source | Particle Size | PDI | ZP | EE | ||||
---|---|---|---|---|---|---|---|---|
F-Value | p-Value | F-Value | p-Value | F-Value | p-Value | F-Value | p-Value | |
X3 | 345.73 | <0.0001 *** | - | - | - | - | - | - |
X23 | 17.22 | 0.0016 ** | - | - | - | - | - | - |
X1X2 | - | - | - | - | - | - | 54.73 | 0.0007 *** |
X1X3 | - | - | 8.59 | 0.0150 * | 711.75 | <0.0001 *** | 68.24 | 0.0004 *** |
X2X3 | - | - | 70.91 | <0.0001 *** | 918.16 | <0.0001 *** | 423.42 | <0.0001 *** |
X1X2X3 | - | - | - | - | - | - | 18.27 | 0.0079 ** |
X1X23 | - | - | - | - | - | - | 249.58 | <0.0001 *** |
X2X23 | - | - | - | - | - | - | 30.12 | 0.0027 ** |
X1X2X23 | - | - | - | - | - | - | 118.12 | 0.0001 *** |
Model | 173.02 | <0.0001 *** | 37.44 | <0.0001 *** | 679.00 | <0.0001 ** | 147.83 | <0.0001 *** |
Linear mixture | - | - | 19.68 | 0.0013 ** | 15.14 | 0.0030 ** | 196.23 | <0.0001 *** |
LOF | 6.42 | 0.14 | 0.46 | 0.82 | 15.86 | 0.06 | 5.97 | 0.15 |
Source | Suggested Models | Sequential p-Value | Partial Sum of Squares | Lack of Fit (LOF) | Model Summary Statistics (MSS) | |||||
---|---|---|---|---|---|---|---|---|---|---|
Mix Order | Process Order | Mix | Process | Sum of Squares | Mean Square | R2 | Adj-R2 | Pred-R2 | ||
Particle Size | Mean | Quadratic | - | 0.0016 ** | 67,857.38 | 33,928.69 | 0.14 | 0.97 | 0.96 | 0.95 |
PDI | Linear | Linear | 0.0009 *** | <0.0001 *** | 0.079 | 0.026 | 0.82 | 0.92 | 0.89 | 0.81 |
ZP | Linear | Linear | 0.0153 * | <0.0001 *** | 1052.88 | 350.96 | 0.06 | 0.99 | 0.99 | 0.99 |
EE | Quadratic | Quadratic | 0.0005 *** | <0.0001 *** | 1176.45 | 147.06 | 0.15 | 0.99 | 0.99 | 0.83 |
Bacteria | MIC (mg/mL) | |||
---|---|---|---|---|
Free Extract | Free REO | Optimum NLC | Optimum NLC without Extract | |
S. aureus | 0.2 ± 0.00 | 0.2 ± 0.00 | 0.2 ± 0.00 | 0.3 ± 0.00 |
E. coli | 0.2 ± 0.00 | 0.3 ± 0.00 | 0.1 ± 0.00 | 0.3 ± 0.00 |
P. aeruginosa | 0.2 ± 0.00 | 0.2 ± 0.00 | 0.1 ± 0.00 | 0.2 ± 0.00 |
MBC (mg/mL) | ||||
S. aureus | 0.3 ± 0.00 | 0.3 ± 0.00 | 0.1 ± 0.00 | 0.3 ± 0.00 |
E. coli | 0.3 ± 0.00 | 0.4 ± 0.00 | 0.1 ± 0.00 | 0.3 ± 0.00 |
P. aeruginosa | 0.2 ± 0.00 | 0.3 ± 0.00 | 0.2 ± 0.00 | 0.2 ± 0.00 |
Microbial Count (log CFU/g) | Group | Storage Day | ||
---|---|---|---|---|
0 | 3 | 7 | ||
Aerobic mesophilic bacteria | FE | 4.29 ± 0.03 a | 4.69 ± 0.02 a | 5.06 ± 0.06 d |
NLC | 4.29 ± 0.03 a | 4.40 ± 0.03 a | 4.48 ± 0.03 b | |
NLC-E | 4.28 ± 0.03 a | 4.47 ± 0.02 a | 4.69 ± 0.005 c | |
CP | 4.26 ± 0.08 a | 4.07 ± 0.18 a | 3.89 ± 0.007 a | |
CN | 4.29 ± 0.04 a | 6.86 ± 0.05 b | 8.05 ± 0.04 e | |
Staphylococcus aureus | FE | 0.93 ± 0.02 a | 2.30 ± 0.02 d | 2.57 ± 0.06 d |
NLC | 0.91 ± 0.02 a | 2.03 ± 0.03 b | 2.08 ± 0.02 b | |
NLC-E | 0.92 ± 0.02 a | 2.17 ± 0.02 c | 2.32 ± 0.02 c | |
CP | 0.9 ± 0.005 a | 0.98 ± 0.03 a | 0.96 ± 0.03 a | |
CN | 0.92 ± 0.02 a | 3.07 ± 0.01 e | 3.34 ± 0.01 e | |
Coliforms | FE | 2.17 ± 0.04 a | 2.58 ± 0.02 c | 3.47 ± 0.02 c |
NLC | 2.16 ± 0.04 a | 2.47 ± 0.03 b | 3.34 ± 0.04 b | |
NLC-E | 2.15 ± 0.02 a | 2.60 ± 0.004 c | 3.48 ± 0.02 c | |
CP | 2.15 ± 0.04 a | 2.10 ± 0.03 a | 2.07 ± 0.04 a | |
CN | 2.16 ± 0.02 a | 3.47 ± 0.03 d | 3.76 ± 0.005 d | |
Yeasts and molds | FE | 2.29 ± 0.08 a | 2.69 ± 0.01 d | 3.03 ± 0.02 d |
NLC | 2.32 ± 0.03 a | 2.38 ± 0.03 b | 2.72 ± 0.02 b | |
NLC-E | 2.33 ± 0.04 a | 2.50 ± 0.04 c | 2.78 ± 0.01b c | |
CP | 2.31 ± 0.04 a | 2.18 ± 0.02 a | 2.09 ± 0.03 a | |
CN | 2.32 ± 0.05 a | 3.08 ± 0.04 e | 3.48 ± 0.04 e | |
Psychotropic bacteria | FE | 2.29 ± 0.04 a | 2.54 ± 0.02 d | 2.63 ± 0.02 d |
NLC | 2.22 ± 0.04 a | 2.39 ± 0.01 b | 2.47 ± 0.01 b | |
NLC-E | 2.30 ± 0.05 a | 2.47 ± 0.01 c | 2.6 ± 0.01 c | |
CP | 2.29 ± 0.05 a | 2.22 ± 0.02 a | 2.17 ± 0.04 a | |
CN | 2.25 ± 0.05 a | 3.30 ± 0.03 e | 3.58 ± 0.02 e | |
E. coli | FE | 1.81 ± 0.017 a | 1.93 ± 0.11 b | 2.15 ± 0.07 c |
NLC | 1.8 ± 0.005 a | 1.79 ± 0.13 b | 1.92 ± 0.04 b | |
NLC-E | 1.8 ± 0.007 a | 2.00 ± 0.11 b | 2.22 ± 0.08 c | |
CP | 1.8 ± 0.005 a | 1.54 ± 0.15 a | 1.44 ± 0.09 a | |
CN | 1.81 ± 0.005 a | 2.41 ± 0.08 c | 2.78 ± 0.21 d |
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Share and Cite
Malekmohammadi, M.; Ghanbarzadeh, B.; Hanifian, S.; Samadi Kafil, H.; Gharekhani, M.; Falcone, P.M. The Gelatin-Coated Nanostructured Lipid Carrier (NLC) Containing Salvia officinalis Extract: Optimization by Combined D-Optimal Design and Its Application to Improve the Quality Parameters of Beef Burger. Foods 2023, 12, 3737. https://doi.org/10.3390/foods12203737
Malekmohammadi M, Ghanbarzadeh B, Hanifian S, Samadi Kafil H, Gharekhani M, Falcone PM. The Gelatin-Coated Nanostructured Lipid Carrier (NLC) Containing Salvia officinalis Extract: Optimization by Combined D-Optimal Design and Its Application to Improve the Quality Parameters of Beef Burger. Foods. 2023; 12(20):3737. https://doi.org/10.3390/foods12203737
Chicago/Turabian StyleMalekmohammadi, Maedeh, Babak Ghanbarzadeh, Shahram Hanifian, Hossein Samadi Kafil, Mehdi Gharekhani, and Pasquale M. Falcone. 2023. "The Gelatin-Coated Nanostructured Lipid Carrier (NLC) Containing Salvia officinalis Extract: Optimization by Combined D-Optimal Design and Its Application to Improve the Quality Parameters of Beef Burger" Foods 12, no. 20: 3737. https://doi.org/10.3390/foods12203737