Optimization of Green Pressurized Liquid Extraction of Phenolic Compounds with Inhibitory Capacity Reactive Oxygen Species from Crescentia alata Using a Box-Behnken Design
Abstract
1. Introduction
2. Materials and Methods
2.1. Reagents
2.2. Sample Preparation
2.3. Pressurized Liquid Extraction
2.4. Box–Behnken Design
- Y: represents the predicted response (TPC, TFC, and percentage of ROS inhibition).
- B0: is the constant value (the Y value when all independent variables are zero).
- X1, X2, X3: are the independent variables coded for Pressure (X1), Temperature (X2) and Time (X3), respectively.
- B1, B2, B3: are the linear coefficients (indicating the individual contribution of each independent variable on the response Y).
- B11, B22, B33: are the quadratic coefficients (indicating the effect of the squared terms of the independent variables on the response).
- B12, B13, B23: are the interaction coefficients (representing the interactions between the independent variables).
2.5. Total Phenolic Content
2.6. Total Flavonoid Content
2.7. Cellular Antioxidant Activity
2.7.1. Human Samples
2.7.2. Isolation of PBMCs
2.7.3. Inhibition of Reactive Oxygen Species
- MFIVeh = Mean fluorescence intensity of vehicle-treated PBMCs (DMSO 0.1%)
- MFITX = Mean fluorescence intensity of extract or quercetin-treated PBMCs
2.8. Statistical Analysis
3. Results and Discussion
3.1. Response Surface Methodology with Box–Behnken Design
3.2. Multiple Quadratic Model and Influence of Extraction Parameters
- X1: Pressure
- X2: Temperature
- X3: Time
3.3. Optimization and Model Validation
4. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
Abbreviations
| ABTS | 2,2′-azino-bis(3-ethylbenzothiazoline-6-sulfonic acid) |
| DPPH | 1,1-diphenyl-2-picrylhydrazyl |
| DW | Dry weight |
| FRAP | Ferric reducing antioxidant power |
| GAE | Gallic acid equivalents |
| PBMCs | Peripheral blood mononuclear cells |
| pH | Potential of hydrogen |
| PLE | Pressurized liquid extraction |
| QE | Quercetin equivalents |
| RSM-BBD | Response Surface Methodology Box–Behnken |
| DFCH | 2′,7′-dichlorodihydrofluorescein |
| DFCH-DA | 2′,7′-dichlorodihydrofluorescein diacetate |
| DFC | 2′,7′-dichlorofluorescein |
| DMSO | Dimethyl sulfoxide |
| D-PBS | Dulbecco’s Phosphate-Buffered Saline |
| EDTA | Ethylenediaminetetraacetic acid |
| MFI | Mean fluorescence intensity |
| RPMI | Medio Roswell Park Memorial Institute |
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| Experiment | X1 Pressure (bar) | X2 Temperature (°C) | X3 Time (min) |
|---|---|---|---|
| 1 | 30 (0) | 25 (−1) | 10 (−1) |
| 2 | 10 (−1) | 25 (−1) | 20 (0) |
| 3 | 10 (−1) | 50 (+1) | 20 (0) |
| 4 | 30 (0) | 50 (+1) | 10 (−1) |
| 5 | 50 (+1) | 50 (+1) | 20 (0) |
| 6 | 10 (−1) | 37.5 (0) | 10 (−1) |
| 7 | 30 (0) | 50 (+1) | 30 (+1) |
| 8 | 50 (+1) | 37.5 (0) | 10 (−1) |
| 9 | 50 (+1) | 25 (−1) | 20 (0) |
| 10 | 10 (−1) | 37.5 (0) | 30 (+1) |
| 11 | 50 (+1) | 37.5 (0) | 30 (+1) |
| 12 | 30 (0) | 25 (−1) | 30 (+1) |
| 13 * | 30 (0) | 37.5 (0) | 20 (0) |
| 14 * | 30 (0) | 37.5 (0) | 20 (0) |
| 15 * | 30 (0) | 37.5 (0) | 20 (0) |
| Experiment | TPC (mg GAE/g DW) | TFC (mg QE/g DW) | ROS Inhibition (%) |
|---|---|---|---|
| 1 | 26.96 | 19.68 | 13.29 |
| 2 | 24.41 | 16.47 | 28.03 |
| 3 | 25.40 | 17.12 | 47.06 |
| 4 | 26.90 | 18.98 | 40.14 |
| 5 | 27.18 | 17.43 | 50.17 |
| 6 | 27.06 | 18.09 | 34.08 |
| 7 | 27.18 | 17.12 | 26.12 |
| 8 | 24.75 | 18.53 | 34.43 |
| 9 | 22.53 | 18.72 | 14.15 |
| 10 | 24.14 | 14.72 | 48.27 |
| 11 | 25.45 | 19.71 | 37.37 |
| 12 | 23.30 | 18.25 | 29.41 |
| 13 * | 27.24 | 18.82 | 57.44 |
| 14 * | 27.66 | 18.61 | 60.21 |
| 15 * | 27.24 | 19.06 | 52.60 |
| Analysis of Variance | |||
|---|---|---|---|
| Source | TPC | TFC | ROS Inhibition |
| (p-Value) | |||
| Model | 0.001 | 0.014 | 0.009 |
| Linear | 0.001 | 0.008 | 0.007 |
| Pressure | 0.381 | 0.004 | 0.032 |
| Temperature | 0.000 | 0.164 | 0.004 |
| Time | 0.004 | 0.019 | 0.037 |
| Square | 0.002 | 0.041 | 0.005 |
| Pressure2 | 0.001 | 0.009 | 0.010 |
| Temperature2 | 0.008 | 0.311 | 0.002 |
| Time2 | 0.104 | 0.788 | 0.059 |
| 2-Factor Interaction | 0.003 | 0.029 | 0.642 |
| Pressure ∗ Temperature | 0.006 | 0.092 | 0.545 |
| Pressure ∗ Time | 0.006 | 0.009 | 0.349 |
| Temperature ∗ Time | 0.004 | 0.928 | 0.600 |
| Lack of Fit | 0.211 | 0.099 | 0.285 |
| Adjustment Statistics | |||
| Pure Error RSD (%) | 0.886 | 1.18 | 6.79 |
| R2 (Coef. of Determination) | 0.9792 | 0.9405 | 0.9497 |
| adj-R2 | 0.9418 | 0.8335 | 0.8593 |
| Responses (Y) | Objetive | Pressure (X1) | Temperature (X2) | Time (X3) | Predicted Response | Experimental |
|---|---|---|---|---|---|---|
| TPC (mg GAE/g DW) ± SEM | Maximize | 29.56 bar | 41.11 °C | 16.82 min | 27.74 | 28.27 ± 0.80 |
| TFC (mg QE/g DW) ± SEM | Maximize | 18.92 | 19.08 ± 0.61 | |||
| % ROS Inhibition ± SEM | Maximize | 56.04 | 72.05 ± 2.43 |
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López-Díaz, P.E.; Torres-Aguilar, H.; Solano, R.; Lagunez-Rivera, L. Optimization of Green Pressurized Liquid Extraction of Phenolic Compounds with Inhibitory Capacity Reactive Oxygen Species from Crescentia alata Using a Box-Behnken Design. Separations 2025, 12, 331. https://doi.org/10.3390/separations12120331
López-Díaz PE, Torres-Aguilar H, Solano R, Lagunez-Rivera L. Optimization of Green Pressurized Liquid Extraction of Phenolic Compounds with Inhibitory Capacity Reactive Oxygen Species from Crescentia alata Using a Box-Behnken Design. Separations. 2025; 12(12):331. https://doi.org/10.3390/separations12120331
Chicago/Turabian StyleLópez-Díaz, Paola Ester, Honorio Torres-Aguilar, Rodolfo Solano, and Luicita Lagunez-Rivera. 2025. "Optimization of Green Pressurized Liquid Extraction of Phenolic Compounds with Inhibitory Capacity Reactive Oxygen Species from Crescentia alata Using a Box-Behnken Design" Separations 12, no. 12: 331. https://doi.org/10.3390/separations12120331
APA StyleLópez-Díaz, P. E., Torres-Aguilar, H., Solano, R., & Lagunez-Rivera, L. (2025). Optimization of Green Pressurized Liquid Extraction of Phenolic Compounds with Inhibitory Capacity Reactive Oxygen Species from Crescentia alata Using a Box-Behnken Design. Separations, 12(12), 331. https://doi.org/10.3390/separations12120331

