Extraction of Bioactive Compounds from C. vulgaris Biomass Using Deep Eutectic Solvents
Abstract
:1. Introduction
2. Results and Discussion
2.1. Physical Properties of DESs
2.2. Solvent Screening
2.3. Experimental Design Results
2.4. Statistical Analysis of Experimental Design Results
2.5. Study of the Factors’ Combined Effects
2.6. Experimental Validation of the Models
2.7. Optimization of Extraction Process
3. Materials and Methods
3.1. Chemicals
3.2. Microalgae Culture
3.3. Preparation of DESs
3.4. Measurement of DES Physical Properties
3.5. Extraction Process
3.6. Determination of the Extracts’ Total Phenolic and Carotenoid Contents
3.7. Determination of the Extracts’ Antioxidant Activity
3.8. Experimental Design and Statistical Analysis
4. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
Sample Availability
References
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Solvent | Viscosity,
[cP] | Density,
[g cm−3] |
---|---|---|
DES1 | 15.01 ± 0.04 | 1.0120 ± 0.0001 |
DES2 | 53.07 ± 0.22 | 1.1725 ± 0.0001 |
DES3 | 13.49 ± 0.11 | 1.0965 ± 0.0001 |
DES1/w | 3.54 ± 0.01 | 1.0145 ± 0.0001 |
DES2/w | 4.34 ± 0.02 | 1.1179 ± 0.0001 |
DES3/w | 2.78 ± 0.05 | 1.0678 ± 0.0001 |
Solvent | TCC [mg g–1DW] | TPC [mgGAE g–1DW] | IC50 [gDW mL–1sol] |
---|---|---|---|
DES1/w | 3.462 ± 0.121 | 8.553 ± 0.213 | 0.180 ± 0.011 |
DES2/w | 0.218 ± 0.011 | 4.407 ± 0.128 | 0.260 ± 0.014 |
DES3/w | 0.293 ± 0.014 | 4.687 ± 0.131 | 0.360 ± 0.018 |
EtOH/w | 8.436 ± 0.211 | 7.686 ± 0.219 | 0.139 ± 0.010 |
Run | Experimental Design Conditions | Experimental Results | ||||
---|---|---|---|---|---|---|
X1: T [°C] | X2: t [h] | X3: r [gSW g−1DW] | Y1: TCC [mg g–1DW] | Y2: TPC [mgGAE g–1DW] | Y3: IC50 [gDW mL–1sol] | |
1 | 45 | 13.5 | 20:1 | 3.102 | 9.257 | 0.215 |
2 | 45 | 13.5 | 40:1 | 3.517 | 10.787 | 0.207 |
3 | 30 | 3 | 20:1 | 1.868 | 8.696 | 0.255 |
4 | 30 | 24 | 40:1 | 3.257 | 8.897 | 0.332 |
5 | 60 | 24 | 20:1 | 2.872 | 9.438 | 0.181 |
6 | 45 | 13.5 | 30:1 | 3.268 | 8.904 | 0.201 |
7 | 30 | 24 | 20:1 | 2.332 | 9.383 | 0.237 |
8 | 30 | 3 | 40:1 | 2.721 | 7.667 | 0.241 |
9 | 45 | 24 | 30:1 | 3.256 | 8.058 | 0.220 |
10 | 60 | 3 | 20:1 | 3.462 | 8.553 | 0.180 |
11 | 45 | 13.5 | 30:1 | 3.152 | 8.643 | 0.166 |
12 | 45 | 13.5 | 30:1 | 3.415 | 9.074 | 0.164 |
13 | 45 | 3 | 30:1 | 2.693 | 7.468 | 0.189 |
14 | 60 | 24 | 40:1 | 3.137 | 12.586 | 0.170 |
15 | 30 | 13.5 | 30:1 | 2.818 | 8.062 | 0.241 |
16 | 60 | 13.5 | 30:1 | 3.709 | 10.131 | 0.147 |
17 | 45 | 13.5 | 30:1 | 3.277 | 8.894 | 0.164 |
18 | 60 | 3 | 40:1 | 3.571 | 12.768 | 0.118 |
RESPONSE Y1-TCC | |||||
---|---|---|---|---|---|
Source | Sum of Squares | df | Mean Square | F-Value | p-Value |
Prob > F | |||||
Model | 3.45 | 6 | 0.5750 | 31.55 | <0.0001 |
-T | 1.41 | 1 | 1.41 | 77.36 | <0.0001 |
-t | 0.0291 | 1 | 0.0291 | 1.59 | 0.2329 |
-r | 0.6589 | 1 | 0.6589 | 36.15 | <0.0001 |
0.5121 | 1 | 0.5121 | 28.10 | 0.0003 | |
0.2464 | 1 | 0.2464 | 13.52 | 0.0036 | |
0.5932 | 1 | 0.5932 | 32.55 | 0.0001 | |
Residual | 0.2005 | 11 | 0.0182 | ||
Lack of fit | 0.1657 | 8 | 0.0207 | 1.79 | 0.3432 |
Std. Dev. | 0.1350 | R2 | 0.9451 | ||
Mean | 3.08 | Adj R2 | 0.9151 | ||
C.V. % | 4.38 | Pred R2 | 0.8464 | ||
Adeq Precision | 22.0389 | ||||
RESPONSE Y2-TPC | |||||
Source | Sum of Squares | df | Mean Square | F-Value | p-Value |
Prob > F | |||||
Model | 35.39 | 6 | 5.90 | 47.85 | <0.0001 |
-T | 11.61 | 1 | 11.61 | 94.16 | <0.0001 |
-t | 1.03 | 1 | 1.03 | 8.37 | 0.0146 |
-r | 5.45 | 1 | 5.45 | 44.19 | <0.0001 |
9.85 | 1 | 9.85 | 79.87 | <0.0001 | |
1.59 | 1 | 1.59 | 12.90 | 0.0042 | |
7.38 | 1 | 7.38 | 59.85 | <0.0001 | |
Residual | 1.36 | 11 | 0.1233 | ||
Lack of fit | 1.26 | 8 | 0.1577 | 5.00 | 0.1064 |
Std. Dev. | 0.3511 | R2 | 0.9631 | ||
Mean | 9.29 | Adj R2 | 0.9430 | ||
C.V. % | 3.78 | Pred R2 | 0.8731 | ||
Adeq Precision | 23.5207 | ||||
RESPONSE Y3-IC50 | |||||
Source | Sum of Squares | df | Mean Square | F-Value | p-Value |
Prob > F | |||||
Model | 0.0379 | 6 | 0.0063 | 23.39 | <0.0001 |
-T | 0.0260 | 1 | 0.0260 | 96.30 | <0.0001 |
-t | 0.0025 | 1 | 0.0025 | 9.13 | 0.0116 |
-r | 0.0000 | 1 | 0.0000 | 0.0000 | 1.0000 |
0.0030 | 1 | 0.0030 | 10.98 | 0.0069 | |
0.0032 | 1 | 0.0032 | 11.85 | 0.0055 | |
0.0033 | 1 | 0.0033 | 12.08 | 0.0052 | |
Residual | 0.0030 | 11 | 0.0003 | ||
Lack of fit | 0.0020 | 8 | 0.0002 | 0.7473 | 0.6714 |
Std. Dev. | 0.0164 | R2 | 0.9273 | ||
Mean | 0.2016 | Adj R2 | 0.8877 | ||
C.V. % | 8.15 | Pred R2 | 0.8156 | ||
Adeq Precision | 20.676 |
Extraction | Experimental Values | Calculated Values | ||||
---|---|---|---|---|---|---|
TCC [mg g–1DW] | TPC [mgGAE g–1DW] | IC50 [gDW mL–1sol] | TCC [mg g–1DW] | TPC [mgGAE g–1DW] | IC50 [gDW mL–1sol] | |
1 (30 °C, 6 h, 20:1 gSW g−1DW) | 1.927 | 9.103 | 0.238 | 2.069 | 9.075 | 0.249 |
2 (45 °C, 24 h, 20:1 gSW g−1DW) | 2.706 | 8.256 | 0.194 | 2.714 | 9.243 | 0.209 |
Chemical Reagents | Provider | Purity |
---|---|---|
2,2–Diphenyl–1–picrylhydrazyl | Alfa Aesar | 95% |
Folin Ciocalteu’s reagent | Carlo Erba reagents | Special grade |
Methanol | Fisher Scientific | ≥99.8% |
Ethanol | Fisher Scientific | ≥99.8% |
Water | Fisher Scientific | HPLC grade |
Choline chloride | Sigma Aldrich | ≥98% |
1,2 Butanediol | Sigma Aldrich | 98% |
Glycerol | Sigma Aldrich | ≥99.0% |
Ethylene glycol | Sigma Aldrich | 99.8% |
β–carotene | Alfa Aesar | 99% |
Gallic acid | Acros Organics | 98% |
DES | HBA | HBD | HBA:HBD Ratio |
---|---|---|---|
DES1 | choline chloride | 1,2 butanediol | 1:4 |
DES2 | glycerol | 1:2 | |
DES3 | ethylene glycol | 1:2 |
Run | Space Type | Factor 1/Level | Factor 2/Level | Factor 3/Level |
---|---|---|---|---|
X1: T [°C] | X2: t [h] | X3: r [gsol g–1DW] | ||
1 | Axial | 45/0 | 13.5/0 | 20/–1 |
2 | Axial | 45/0 | 13.5/0 | 40/+1 |
3 | Factorial | 30/–1 | 3/–1 | 20/–1 |
4 | Factorial | 30/–1 | 24/+1 | 40/+1 |
5 | Factorial | 60/+1 | 24/+1 | 20/–1 |
6 | Center | 45/0 | 13.5/0 | 30/0 |
7 | Factorial | 30/–1 | 24/+1 | 20/–1 |
8 | Factorial | 30/–1 | 3/–1 | 40/+1 |
9 | Axial | 45/0 | 24/+1 | 30/0 |
10 | Factorial | 60/+1 | 3/–1 | 20/–1 |
11 | Center | 45/0 | 13.5/0 | 30/0 |
12 | Center | 45/0 | 13.5/0 | 30/0 |
13 | Axial | 45/0 | 3/–1 | 30/0 |
14 | Factorial | 60/+1 | 24/+1 | 40/+1 |
15 | Axial | 30/–1 | 13.5/0 | 30/0 |
16 | Axial | 60/+1 | 13.5/0 | 30/0 |
17 | Center | 45/0 | 13.5/0 | 30/0 |
18 | Factorial | 60/+1 | 3/–1 | 40/+1 |
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Dardavila, M.M.; Pappou, S.; Savvidou, M.G.; Louli, V.; Katapodis, P.; Stamatis, H.; Magoulas, K.; Voutsas, E. Extraction of Bioactive Compounds from C. vulgaris Biomass Using Deep Eutectic Solvents. Molecules 2023, 28, 415. https://doi.org/10.3390/molecules28010415
Dardavila MM, Pappou S, Savvidou MG, Louli V, Katapodis P, Stamatis H, Magoulas K, Voutsas E. Extraction of Bioactive Compounds from C. vulgaris Biomass Using Deep Eutectic Solvents. Molecules. 2023; 28(1):415. https://doi.org/10.3390/molecules28010415
Chicago/Turabian StyleDardavila, Maria Myrto, Sofia Pappou, Maria G. Savvidou, Vasiliki Louli, Petros Katapodis, Haralambos Stamatis, Kostis Magoulas, and Epaminondas Voutsas. 2023. "Extraction of Bioactive Compounds from C. vulgaris Biomass Using Deep Eutectic Solvents" Molecules 28, no. 1: 415. https://doi.org/10.3390/molecules28010415