Sodium Alginate/Chitosan/Activated Carbon Composite Hydrogel for Cyanobacterial Inhibition: RSM Optimization and Sustained Release Performance
Abstract
1. Introduction
2. Results and Discussion
2.1. LC-MS Identification of Core Allelochemicals in Citrus reticulata Peel Extract
2.2. Optimization and Interpretation Based on Response Surface Methodology
2.2.1. Experimental Data Basis for Response Surface Optimization
2.2.2. Regression Model Development and ANOVA Significance Analysis
2.2.3. Analysis of Response Surface Interactions
2.2.4. Optimization of Preparation Parameters and Model Validation
2.3. Release Curve of the SA/CS/AC Gel Microspheres Material
2.4. Materials Characterization
2.4.1. SEM Characterization of the SA/CS/AC Gel Microspheres
2.4.2. Functional Groups of SA/CS/AC Gel Microspheres
2.5. Algae Inhibition Experiments of SA/CS/AC Gel Microspheres
3. Conclusions
4. Materials and Methods
4.1. Materials
4.2. Material Synthesis and Optimization
4.2.1. Preparation of Citrus reticulata Peel Extract
4.2.2. LC–MS Characterization of Citrus reticulata Peel Extracts
4.2.3. Synthesis of SA/CS/AC Gel Microspheres
4.2.4. RSM-Based Experimental Optimization via Response Surface Methodology
4.3. Assessment of Total Phenolics in Citrus reticulata Peel Extract
4.4. Material Characterization
4.5. Algal Growth Inhibition Experiment
4.5.1. Cultivation of Microcystis aeruginosa
4.5.2. Algal Growth Inhibition Experiment of SA/CS/AC Gel Microspheres
4.5.3. Algal Growth Inhibition Rate
4.6. Data Analysis
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
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| Serial Number | Retention Time | Molecular Formula | M/Z | Mass Deviation /ppm | Compound Name | Category | Matching Score |
|---|---|---|---|---|---|---|---|
| 1 | 0.645 | C7H12O6 | 191.0560 | −0.33 | D-(-)-Quinic acid | Organic acid | 99.86 |
| 2 | 0.732 | C4H6O5 | 133.0142 | −0.56 | Malic acid | Organic acid | 99.9 |
| 3 | 0.849 | C9H13NO2 | 166.0875 | 0.72 | Synephrine | Alkaloid | 99.35 |
| 4 | 1.584 | C7H6O4 | 153.0194 | 0.47 | Protocatechuic acid | Phenolic acid | 99.24 |
| 5 | 1.994 | C7H6O3 | 137.0243 | −0.59 | p-hydroxybenzoic acid | Phenolic acid | 99.76 |
| 6 | 2.244 | C7H6O2 | 121.0295 | −0.17 | Benzoic acid | Phenolic acid | 99.98 |
| 7 | 2.288 | C8H8O4 | 167.0350 | 0.14 | Vanillic acid | Phenolic acid | 98.87 |
| 8 | 2.731 | C8H8O5 | 183.0298 | −0.30 | Methyl gallate | Phenolic acid | 97.08 |
| 9 | 3.823 | C9H8O3 | 163.0400 | −0.26 | p-Coumaric acid | Phenolic acid | 98.01 |
| 10 | 1.332 | C7H10O5 | 173.0455 | −0.22 | Shikimic acid | Organic acid | 98.22 |
| 11 | 4.927 | C27H32O15 | 595.1666 | −0.48 | Neoeriocitrin | Flavonoid | 98.74 |
| 12 | 5.370 | C27H32O14 | 579.1717 | −0.45 | Naringin | Flavonoid | 99.41 |
| 13 | 5.813 | C28H34O15 | 609.1821 | −0.68 | Neohesperidin | Flavonoid | 99.16 |
| 14 | 5.916 | C21H20O11 | 447.0929 | −0.89 | Quercetin 7-rhamnoside | Flavonoid | 97.69 |
| 15 | 6.494 | C16H14O6 | 301.0716 | −0.47 | Hesperetin | Flavonoid | 83.96 |
| 16 | 6.539 | C21H20O12 | 463.0879 | −0.68 | Isoquercitrin | Flavonoid | 95.64 |
| 17 | 6.509 | C27H30O16 | 609.1461 | −0.02 | Kaempferol 3-O-sophoroside | Flavonoid | 99.73 |
| 18 | 2.746 | C10H8O3 | 175.0401 | 0.07 | 7-Methoxycoumarin | Coumarins | 98.18 |
| 19 | 10.067 | C14H28O2 | 227.2018 | 0.43 | Myristic acid | Fatty acid | 99.77 |
| 20 | 10.471 | C18H32O2 | 279.2328 | −0.63 | Linoleic acid | Fatty acid | 97.83 |
| Serial Number | A (%) | B (%) | C (%) | Inhibition Rate (%) |
|---|---|---|---|---|
| 1 | 2 | 0.4 | 0.2 | 66.74 |
| 2 | 2 | 1.3 | 0.2 | 73.95 |
| 3 | 2.5 | 0.4 | 0.3 | 75.21 |
| 4 | 2 | 0.7 | 0.3 | 84.10 |
| 5 | 2.5 | 0.7 | 0.4 | 76.62 |
| 6 | 2.5 | 0.7 | 0.2 | 70.08 |
| 7 | 2 | 0.7 | 0.3 | 85.12 |
| 8 | 2.5 | 1.3 | 0.3 | 80.29 |
| 9 | 2 | 1.3 | 0.4 | 70.35 |
| 10 | 1.5 | 0.7 | 0.2 | 72.86 |
| 11 | 1.5 | 1.3 | 0.3 | 80.43 |
| 12 | 2 | 0.7 | 0.3 | 83.89 |
| 13 | 2 | 0.7 | 0.3 | 86.37 |
| 14 | 1.5 | 0.7 | 0.4 | 72.34 |
| 15 | 2 | 0.7 | 0.3 | 86.55 |
| 16 | 1.5 | 0.4 | 0.3 | 80.76 |
| 17 | 2 | 0.4 | 0.4 | 77.16 |
| Source | Sum of Squares | d/f | Mean Square | F-Value | p-Value | |
|---|---|---|---|---|---|---|
| Model | 602.18 | 9 | 66.91 | 31.16 | <0.0001 | Significant |
| A | 2.19 | 1 | 2.19 | 1.02 | 0.3457 | |
| B | 3.32 | 1 | 3.32 | 1.54 | 0.2540 | |
| C | 20.61 | 1 | 20.61 | 9.60 | 0.0174 | |
| AB | 7.32 | 1 | 7.32 | 3.41 | 0.1074 | |
| AC | 12.46 | 1 | 12.46 | 5.80 | 0.0468 | |
| BC | 49.14 | 1 | 49.14 | 22.88 | 0.0020 | |
| A2 | 27.47 | 1 | 27.47 | 12.79 | 0.0090 | |
| B2 | 50.97 | 1 | 50.97 | 23.74 | 0.0018 | |
| C2 | 394.27 | 1 | 394.27 | 183.61 | <0.0001 | |
| Residual | 15.03 | 7 | 2.15 | |||
| Lack of Fit | 8.91 | 3 | 2.97 | 1.94 | 0.2650 | Not significant |
| Pure Error | 6.12 | 4 | 1.53 | |||
| Cor Total | 617.22 | 16 | ||||
| R2 = 0.9756; Adjusted R2 = 0.9443 | ||||||
| CV = 1.88%; Adeq Precision = 16.8254 | ||||||
| Factor | Code | The Level of Code | ||
|---|---|---|---|---|
| −1 | 0 | 1 | ||
| Sodium alginate concentration (w/v, %) | A | 1.5 | 2 | 2.5 |
| Chitosan concentration (w/v, %) | B | 0.4 | 0.7 | 1 |
| activated carbon concentration (w/v, %) | C | 0.2 | 0.3 | 0.4 |
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Jiang, D.; Wang, Y. Sodium Alginate/Chitosan/Activated Carbon Composite Hydrogel for Cyanobacterial Inhibition: RSM Optimization and Sustained Release Performance. Gels 2026, 12, 496. https://doi.org/10.3390/gels12060496
Jiang D, Wang Y. Sodium Alginate/Chitosan/Activated Carbon Composite Hydrogel for Cyanobacterial Inhibition: RSM Optimization and Sustained Release Performance. Gels. 2026; 12(6):496. https://doi.org/10.3390/gels12060496
Chicago/Turabian StyleJiang, Dongmei, and Yingjun Wang. 2026. "Sodium Alginate/Chitosan/Activated Carbon Composite Hydrogel for Cyanobacterial Inhibition: RSM Optimization and Sustained Release Performance" Gels 12, no. 6: 496. https://doi.org/10.3390/gels12060496
APA StyleJiang, D., & Wang, Y. (2026). Sodium Alginate/Chitosan/Activated Carbon Composite Hydrogel for Cyanobacterial Inhibition: RSM Optimization and Sustained Release Performance. Gels, 12(6), 496. https://doi.org/10.3390/gels12060496
