| Literature DB >> 30061548 |
Marco Garcia-Vaquero1, Gaurav Rajauria2, Brijesh Tiwari3, Torres Sweeney4, John O'Doherty5.
Abstract
The objectives of this study were to employ response surface methodology (RSM) to investigate and optimize the effect of ultrasound-assisted extraction (UAE) variables, temperature, time and amplitude on the yields of polysaccharides (fucose and total glucans) and antioxidant activities (ferric reducing antioxidant power (FRAP) and 1,1-diphenyl-2-picryl-hydrazyl radical scavenging activity (DPPH)) from Laminariadigitata, and to explore the suitability of applying the optimum UAE conditions for L.digitata to other brown macroalgae (L.hyperborea and Ascophyllumnodosum). The RSM with three-factor, four-level Box-Behnken Design (BBD) was used to study and optimize the extraction variables. A second order polynomial model fitted well to the experimental data with R² values of 0.79, 0.66, 0.64, 0.73 for fucose, total glucans, FRAP and DPPH, respectively. The UAE parameters studied had a significant influence on the levels of fucose, FRAP and DPPH. The optimised UAE conditions (temperature = 76 °C, time = 10 min and amplitude = 100%) achieved yields of fucose (1060.7 ± 70.6 mg/100 g dried seaweed (ds)), total glucans (968.6 ± 13.3 mg/100 g ds), FRAP (8.7 ± 0.5 µM trolox/mg freeze-dried extract (fde)) and DPPH (11.0 ± 0.2%) in L.digitata. Polysaccharide rich extracts were also attained from L.hyperborea and A. nodosum with variable results when utilizing the optimum UAE conditions for L.digitata.Entities:
Keywords: DPPH; FRAP; fucoidan; innovative technology; laminarin; optimization; seaweed; ultrasound-assisted extraction
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Year: 2018 PMID: 30061548 PMCID: PMC6117709 DOI: 10.3390/md16080257
Source DB: PubMed Journal: Mar Drugs ISSN: 1660-3397 Impact factor: 5.118
Matrix design and experimental responses expressed as mean ± standard deviation of the mean (n = 6).
| Run Order | Extraction Variables | Experimental Responses γ | |||||
|---|---|---|---|---|---|---|---|
| Temperature (°C) | Time (min) | Amplitude (%) | Fucose (mg/100 g ds) | Total Glucans (mg/100 g ds) | FRAP (µM Trolox/mg fde) | DPPH (%) | |
| 1 | 80 | 30 | 70 | 1257.7 ± 9.7 | 866.5 ± 64.0 | 11.9 ± 0.5 | 6.6 ± 1.5 |
| 2 | 60 | 20 | 70 | 1108.3 ± 16.0 | 858.5 ± 60.1 | 14.9 ± 0.9 | 9.8 ± 0.7 |
| 3 | 40 | 10 | 70 | 904.5 ± 13.6 | 864.1 ± 49.9 | 14.6 ± 0.5 | 8.0 ± 1.7 |
| 4 | 60 | 20 | 70 | 908.0 ± 12.6 | 842.9 ± 55.3 | 11.2 ± 0.2 | 10.8 ± 2.8 |
| 5 | 40 | 20 | 40 | 900.6 ± 28.5 | 927.3 ± 57.4 | 15.3 ± 1.1 | 15.1 ± 1.4 |
| 6 | 60 | 20 | 70 | 995.4 ± 23.8 | 887.5 ± 64.5 | 12.3 ± 0.3 | 14.8 ± 1.9 |
| 7 | 40 | 20 | 100 | 1112.9 ± 14.8 | 942.2 ± 53.4 | 14.2 ± 1.0 | 14.0 ± 1.0 |
| 8 | 60 | 10 | 40 | 1033.6 ± 16.5 | 917.6 ± 65.5 | 14.7 ± 0.7 | 14.3 ± 1.4 |
| 9 | 40 | 30 | 70 | 965.1 ± 14.6 | 903.3 ± 52.4 | 13.5 ± 0.7 | 10.9 ± 1.0 |
| 10 | 60 | 10 | 100 | 959.1 ± 35.3 | 1014.4 ± 37.0 | 13.9 ± 0.9 | 12.3 ± 1.3 |
| 11 | 60 | 30 | 100 | 1151.6 ± 13.7 | 928.6 ± 100.8 | 12.1 ± 0.3 | 11.4 ± 0.8 |
| 12 | 60 | 20 | 70 | 998.5 ± 16.4 | 921.0 ± 48.2 | 13.7 ± 0.5 | 10.7 ± 1.9 |
| 13 | 80 | 20 | 40 | 1170.2 ± 21.4 | 882.2 ± 98.2 | 12.3 ± 0.2 | 13.5 ± 1.6 |
| 14 | 80 | 20 | 100 | 1147.3 ± 9.3 | 857.6 ± 74.1 | 9.8 ± 0.4 | 13.0 ± 1.0 |
| 15 | 60 | 20 | 70 | 1021.7 ± 21.1 | 774. 9 ± 71.2 | 14.4 ± 0.8 | 14.8 ± 1.1 |
| 16 | 60 | 30 | 40 | 1010.7 ± 3.2 | 841.2 ± 38.1 | 13.6 ± 0.2 | 14.9 ± 0.8 |
| 17 | 80 | 10 | 70 | 1161.5 ± 19.4 | 881.1 ± 49.4 | 13.8 ± 0.5 | 12.3 ± 1.5 |
The units of the experimental responses are expressed as follows: fucose (mg/100 g dried seaweed), total glucans (mg/100 g dried seaweed), FRAP (µM trolox/mg freeze-dried seaweed extract) and DPPH (% radical scavenging activity).
Analysis of variance describing the effect of the treatment variables on the response variables (fucose, total glucans, FRAP and DPPH) as linear, quadratic and interactive terms.
| Coefficient | Response Variables | |||
|---|---|---|---|---|
| Fucose | Total Glucans | FRAP | DPPH | |
| Linear | 6.01 * | 1.95 | 3.74 a | 0.72 |
| Quadratic | 1.82 | 1.29 | 0.2 | 3.98 a |
| Cross product | 0.89 | 1.39 | 0.13 | 1.66 |
| Lack of fit (p) | 0.61 | 0.39 | 0.73 | 0.89 |
| Total model | 2.91 a | 1.55 | 1.36 | 2.12 |
| RSME | 78.42 | 69.95 | 1.36 | 1.96 |
| CV | 7.39 | 9.11 | 10.21 | 16.11 |
| R2 | 0.79 | 0.67 | 0.64 | 0.73 |
* Significant at p < 0.05. a Tendency towards significance at p < 0.1.
Regression coefficients and ANOVA of regression parameters of the predicted response surface quadratic models.
| Coefficients Ϸ | Response Variables γ | |||
|---|---|---|---|---|
| Fucose | Total Glucans | FRAP | DPPH | |
| β0 | 1276.83 a | 591.22 | 14.28 | 1.13 |
| (570.50) | (506.71) | (9.88) | (14.27) | |
| Linear | ||||
| β1 | −13.11 | 8.06 | 0.08 | 0.49 |
| (13.03) | (11.57) | (0.23) | (0.33) | |
| β2 | −9.19 | −1.98 | −0.14 | 1.38 * |
| (21.53) | (19.12) | (0.71) | (0.54) | |
| β3 | −0.37 | −0.21 | 0.04 | −0.44 a |
| (7.64) | (6.79) | (0.75) | (0.19) | |
| Quadratic | ||||
| β11 | 0.20 a | −0.067 | −0.0006 | −0.002 |
| (0.09) | (0.085) | (0.002) | (0.002) | |
| β22 | 0.024 | 0.5 | 0.004 | −0.02 |
| (0.38) | (0.34) | (0.007) | (0.01) | |
| β33 | 0.042 | 0.04 | −0.0002 | 0.003 * |
| (0.04) | (0.038) | (0.0007) | (0.001) | |
| Cross product | ||||
| β12 | 0.092 | −0.097 | −0.001 | −0.01 a |
| (0.2) | (0.17) | (0.004) | (0.005) | |
| β23 | 0.07 | −0.23 a | −0.0005 | −0.001 |
| (0.13) | (0.12) | (0.002) | (0.003) | |
| β13 | −0.1 | −0.001 | −0.0006 | 0.0002 |
| (0.065) | (0.058) | (0.001) | (0.002) | |
γ The units of the experimental responses are expressed as follows: fucose (mg/100 g dried seaweed), total glucans (mg/100 g dried seaweed), FRAP (µM trolox/mg freeze-dried seaweed extract) and DPPH (% radical scavenging activity). The standard errors of the estimated coefficients are presented in parentheses. Ϸ Estimated coefficients of the model are: β0 (constant coefficient), linear regression coefficients (β1, β2 and β3), quadratic (β11, β22 and β33) and interaction (β12, β23, β13) effects of the model referred to the variables X1 (temperature), X2 (time) and X3 (amplitude). * Significant at p < 0.05. a Tendency towards significance at p < 0.1.
Figure 1Contour plots (2D) and response surface plots (3D) of (I) fucose (mg/100 g dried seaweed (ds)); (II) total glucans (mg/100 g ds); (III) FRAP (µM trolox/mg freeze-dried extract (fde)) and (IV) DPPH (%) extracted from Laminaria digitata as a function of (a) time to temperature (amplitude = 100%) (b) temperature to amplitude (time = 30 min) and (c) amplitude to time (temperature = 80 °C).
Optimum conditions, predicted values and experimental responses of fucose, total glucans and antioxidant activities (FRAP and DPPH) from Laminaria digitata.
| Optimum Conditions | Targeted Compounds-Bioactivities γ | Parameters of Extraction | Predicted Values (95% CI) a | Experimental Response (Mean ± SEM) b | ||
|---|---|---|---|---|---|---|
| Temperature (°C) | Time (min) | Amplitude (%) | ||||
| Condition 1 | Fucose | 80 | 30 | 40 | Fucose (1061.5–1494.4) | Fucose (1147.6 ± 8.4) |
| Condition 2 | Total glucans | 52.5 | 10 | 100 | Total glucans (809.6–1105.5) | Total glucans (1065.6 ± 5.8) |
| Condition 3 | FRAP | 40 | 30 | 40 | FRAP (10.8–18.3) | FRAP (10.3 ± 0.8) |
| Condition 4 | Fucose | 76 | 10 | 100 | Fucose (922.2–1312.5) | Fucose (1060.7 ± 70.6) |
a The predicted values were expressed as 95% confidence intervals. b Experimental responses were expressed as mean ± standard deviation of the mean. Number of readings (n = 6). γ The units of the experimental responses are expressed as follows: fucose (mg/100 g dried seaweed), total glucans (mg/100 g dried seaweed), FRAP (µM trolox/mg freeze-dried seaweed extract) and DPPH (% radical scavenging activity).
Experimental responses obtained using the optimized ultrasound-assisted extraction conditions in brown macroalgae (Laminaria hyperborea and Ascophyllum nodosum). The results are expressed as mean ± standard deviation of the mean (n = 6).
| Optimum Conditions | Targeted Compounds-Bioactivities γ | Brown Macroalgae Species | |
|---|---|---|---|
|
|
| ||
| Condition 1 | Fucose | Fucose (865.6 ± 72.9) | Fucose (2268.9 ± 178.7) |
| Condition 2 | Total glucans | Total glucans (10,818.9 ± 22.4) | Total glucans (1127.6 ± 16.1) |
| Condition 3 | FRAP | FRAP (10.2 ± 0.1) | FRAP (160.4 ± 5.1) |
| Condition 4 | Fucose | Fucose (839.0 ± 53.9) | Fucose (1169.3 ± 150.6) |
γ The units of the experimental responses are expressed as follows: fucose (mg/100 g dried seaweed), total glucans (mg/100 g dried seaweed), FRAP (µM trolox/mg freeze-dried seaweed extract) and DPPH (% radical scavenging activity).
Figure 2Scheme summarizing the pre-treatments of the fresh macroalgae and the ultrasound-assisted extraction (UAE) used to generate seaweed extracts.
Independent variables and coded values used for ultrasound-assisted extraction optimization.
| Independent Variables | Symbols | Coded Levels | ||
|---|---|---|---|---|
| −1 | 0 | +1 | ||
| Temperature (°C) | X1 | 40 | 60 | 80 |
| Time (min) | X2 | 10 | 20 | 30 |
| Amplitude (%) | X3 | 40 | 70 | 100 |