| Literature DB >> 26023837 |
María Blanco1, Javier Fraguas2, Carmen G Sotelo3, Ricardo I Pérez-Martín4, José Antonio Vázquez5.
Abstract
This study illustrates the optimisation of the experimental conditions of three sequential steps for chondroitin sulphate (CS) recovery from three cartilaginous materials of Scyliorhinus canicula by-products. Optimum conditions of temperature and pH were first obtained for alcalase proteolysis of head cartilage (58 °C/pH 8.5/0.1% (v/w)/10 h of hydrolysis). Then, similar optimal conditions were observed for skeletons and fin materials. Enzymatic hydrolysates were subsequently treated with a combination of alkaline hydroalcoholic saline solutions in order to improve the protein hydrolysis and the selective precipitation of CS. Ranges of 0.53-0.64 M (NaOH) and 1.14-1.20 volumes (EtOH) were the levels for optimal chemical treatment depending on the cartilage origin. Finally, selective purification and concentration of CS and protein elimination of samples obtained from chemical treatment, was assessed by a combination of ultrafiltration and diafiltration (UF-DF) techniques at 30 kDa.Entities:
Keywords: by-products upgrade; cartilage S. canicula wastes; chondroitin sulphate production; process optimization; response surface methodology
Mesh:
Substances:
Year: 2015 PMID: 26023837 PMCID: PMC4483629 DOI: 10.3390/md13063287
Source DB: PubMed Journal: Mar Drugs ISSN: 1660-3397 Impact factor: 5.118
Figure 1Kinetics of cartilage hydrolysis from Scyliorhinus canicula heads using alcalase in each one of the experimental conditions defined in Table 1. The experimental data (symbols) were fitted to the Weibull Equation (4) (continuous line).
Parametric estimations corresponding to the Weibull Equation (4) applied to the enzymatic hydrolysis kinetics at the experimental conditions studied. Independent variables are expressed in natural values in brackets. Numerical values of the parameters are shown with their confidence intervals. Determination coefficients (R2) and p-values from F-Fisher test are also summarized. Hm is the maximum degree of hydrolysis; β is a parameter related with the maximum slope of cartilage hydrolysis; τ is the time required to achieve the semi-maximum degree of hydrolysis and vm is the maximum hydrolysis rate at the τ-time.
| Experimental Conditions | β | |||||
|---|---|---|---|---|---|---|
| T:−1 (37.3 °C)/pH:−1 (6.9) | 5.05 ± 0.31 | 0.030 ± 0.004 | 51.51 ± 6.00 | 0.89 ± 0.10 | 0.982 | <0.001 |
| T:1 (72.7 °C)/pH:−1 (6.9) | 9.85 ± 0.04 | 0.262 ± 0.007 | 9.82 ± 0.34 | 0.75 ± 0.03 | 0.993 | <0.001 |
| T:−1 (37.3 °C)/pH:1 (11.1) | 14.04 ± 0.46 | 0.067 ± 0.005 | 54.65 ± 3.73 | 0.75 ± 0.03 | 0.996 | <0.001 |
| T:1 (72.7 °C)/pH:1 (11.1) | 5.93 ± 0.21 | 0.045 ± 0.002 | 139.0 ± 3.17 | 3.03 ± 0.19 | 0.991 | <0.001 |
| T:−1.41 (30.0 °C)/pH:0 (9.0) | 12.80 ± 0.33 | 0.079 ± 0.005 | 44.88 ± 2.32 | 0.80 ± 0.03 | 0.994 | <0.001 |
| T:1.41 (80.0 °C)/pH:0 (9.0) | 15.81 ± 2.03 | 0.082 ± 0.071 | 14.11 ± 12.42 | 0.21 ± 0.02 | 0.992 | <0.001 |
| T:0 (55.0 °C)/pH:−1.41 (6.0) | - | - | - | - | - | - |
| T:0 (55.0 °C)/pH:1.41 (12.0) | 4.34 ± 0.15 | 0.059 ± 0.003 | 190.23 ± 1.83 | 7.47 ± 0.44 | 0.993 | <0.001 |
| T:0 (55.0 °C)/pH:0 (9.0) | 18.83 ± 0.14 | 0.225 ± 0.006 | 19.65 ± 0.45 | 0.68 ± 0.02 | 0.997 | <0.001 |
| T:0 (55.0 °C)/pH:0 (9.0) | 23.44 ± 0.28 | 0.162 ± 0.006 | 30.10 ± 0.93 | 0.60 ± 0.01 | 0.999 | <0.001 |
| T:0 (55.0 °C)/pH:0 (9.0) | 19.86 ± 0.16 | 0.179 ± 0.004 | 26.70 ± 0.52 | 0.69 ± 0.01 | 0.998 | <0.001 |
| T:0 (55.0 °C)/pH:0 (9.0) | 22.67 ± 0.20 | 0.209 ± 0.006 | 23.80 ± 0.55 | 0.63 ± 0.01 | 0.998 | <0.001 |
| T:0 (55.0 °C)/pH:0 (9.0) | 21.06 ± 0.18 | 0.206 ± 0.006 | 23.21 ± 0.53 | 0.66 ± 0.02 | 0.998 | <0.001 |
Figure 2Predicted response surfaces by empirical equations summarized in Table 3 corresponding to the combined effect of pH and T on the different dependent variables evaluated for the study of head-cartilages proteolysis by alcalase.
Summary of the independent variables (T, pH) in the response surface design with the corresponding experimental (Ye) and predicted (Yp) results of alcalase head-cartilage hydrolysis, CS production and CS purity regarding total protein (Ip). Natural values of experimental conditions are in brackets.* Determination of CS and Ip was only done at the end of the hydrolysis time (4 h).
| Independent Variables | CS (g/L) * | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| X1: T | X2: pH | ||||||||||
| −1 (37.3) | −1 (6.9) | 5.05 | 5.21 | 0.030 | −0.018 | 51.5 | 41.7 | 7.09 | 6.86 | 85.12 | 84.64 |
| 1 (72.7) | −1 (6.9) | 9.85 | 11.67 | 0.282 | 0.178 | 9.8 | −21.3 | 9.21 | 8.35 | 89.43 | 86.33 |
| −1 (37.3) | 1 (11.1) | 14.04 | 11.67 | 0.067 | 0.119 | 54.7 | 79.1 | 3.85 | 4.74 | 76.48 | 74.85 |
| 1 (72.7) | 1 (11.1) | 5.93 | 5.21 | 0.045 | 0.041 | 139.0 | 142.1 | 3.00 | 3.25 | 77.42 | 73.17 |
| −1.41 (30) | 0 (9.0) | 12.80 | 14.58 | 0.079 | 0.065 | 44.9 | 24.7 | 7.45 | 7.40 | 85.25 | 86.01 |
| 1.41 (80) | 0 (9.0) | 15.81 | 14.58 | 0.082 | 0.148 | 14.1 | 24.7 | 7.38 | 7.40 | 82.02 | 86.01 |
| 0 (55) | −1.41 (6.0) | 0.00 | 2.45 | 0.00 | 0.055 | 0.00 | 24.9 | 6.00 | 6.78 | 80.12 | 81.69 |
| 0 (55) | 1.41 (12.0) | 4.34 | 2.45 | 0.059 | 0.055 | 190.2 | 166.5 | 2.50 | 1.69 | 62.32 | 65.51 |
| 0 (55) | 0 (9.0) | 18.83 | 21.17 | 0.225 | 0.196 | 19.7 | 24.7 | 9.02 | 9.01 | 89.77 | 89.60 |
| 0 (55) | 0 (9.0) | 23.44 | 21.17 | 0.162 | 0.196 | 30.1 | 24.7 | 9.00 | 9.01 | 89.64 | 89.60 |
| 0 (55) | 0 (9.0) | 19.86 | 21.17 | 0.179 | 0.196 | 26.7 | 24.7 | 9.60 | 9.01 | 90.28 | 89.60 |
| 0 (55) | 0 (9.0) | 22.67 | 21.17 | 0.209 | 0.196 | 23.8 | 24.7 | 8.99 | 9.01 | 89.71 | 89.60 |
| 0 (55) | 0 (9.0) | 21.06 | 21.17 | 0.206 | 0.196 | 23.2 | 24.7 | 8.45 | 9.01 | 88.63 | 89.60 |
Second order equations describing the effect of T and pH on alcalase cartilage hydrolysis, CS production and Ip-index (coded values according to criteria defined in Table 1). The coefficient of adjusted determination () and F-values (F1, F2, and F3) is also shown. S: Significant; NS: Non-significant.
| Parameters | CS | ||||
|---|---|---|---|---|---|
| 21.17 | 0.196 | 24.69 | 9.01 | 89.60 | |
| - | 0.029 | - | - | - | |
| - | - | 50.21 | −1.80 | −5.74 | |
| −3.23 | −0.069 | 31.50 | −0.74 | −0.84 | |
| −3.31 | −0.045 | - | −0.81 | −1.80 | |
| −9.42 | −0.071 | 35.73 | −2.40 | −8.05 | |
| 0.929 | 0.752 | 0.874 | 0.927 | 0.882 | |
| 53.62 | 5.33 | 28.86 | 39.01 | 23.40 | |
| 0.39 | 0.67 | 0.41 | 0.52 | 0.54 | |
| 1.17 | 5.09 | 24.76 | 2.71 | 21.11 |
Optima values of the two independent variables (Topt and pHopt) to obtain the maximum responses from the equations defined in Table 3 and for the different dependent variables studied. a In this case, the optima values of T and pH are those that minimize the response of τ.
| CS | |||||
|---|---|---|---|---|---|
| 55.0 | 62.6 | - | 58.3 | 56.5 | |
| pHopt | 9.0 | 8.6 | 9.0 a | 8.14 | 8.23 |
| 21.17 | 0.204 | - | 9.38 | 90.6 |
Figure 3Enzymatic hydrolysis at two pH levels for different cartilages from S. canicula wastes (left). To the right, long hydrolysis at the best pH selected are additionally shown. Experimental data were fitted to the Weibull Equation (4). (A) Fins; (B) Heads and (C) Skeletons.
Parametric estimations corresponding to the Weibull Equation (4) applied to the enzymatic hydrolysis kinetics at the two pH indicated. Numerical values of the parameters are shown with their confidence intervals. In addition, CS concentrations and Ip-index obtained by selective precipitation under standard conditions are also summarized. a In this case, the kinetics were prolonged up to 18 h.
| FINS | β | CS (g/L) | |||||
|---|---|---|---|---|---|---|---|
| pH: 7.3 | 10.73 ± 0.06 | 0.058 ± 0.001 | 31.82 ± 0.56 | 0.50 ± 0.00 | 0.991 | 5.65 | 77.5 |
| pH: 8.5 | 13.59 ± 0.10 | 0.132 ± 0.003 | 22.84 ± 0.45 | 0.64 ± 0.01 | 0.999 | 6.50 | 83.7 |
| a pH: 8.5 | 21.13 ± 0.10 | 0.110 ± 0.002 | 30.82 ± 0.65 | 0.46 ± 0.01 | 0.992 | 6.75 | 88.3 |
| pH: 7.4 | 7.08 ± 0.01 | 0.094 ± 0.001 | 16.53 ± 0.09 | 0.64 ± 0.00 | 0.990 | 7.79 | 79.9 |
| pH: 8.5 | 15.64 ± 0.02 | 0.111 ± 0.001 | 29.26 ± 0.10 | 0.60 ± 0.00 | 0.999 | 9.44 | 86.9 |
| a pH: 8.5 | 17.72 ± 0.07 | 0.080 ± 0.001 | 42.60 ± 0.84 | 0.56 ± 0.01 | 0.992 | 9.68 | 89.6 |
| pH: 6.8 | 6.85 ± 0.02 | 0.037 ± 0.001 | 42.54 ± 0.26 | 0.67 ± 0.00 | 0.997 | 4.79 | 76.7 |
| pH: 8.5 | 11.93 ± 0.29 | 0.222 ± 0.021 | 9.25 ± 0.01 | 0.50 ± 0.04 | 0.969 | 6.07 | 80.4 |
| a pH: 8.5 | 13.49 ± 0.04 | 0.074 ± 0.001 | 31.69 ± 0.84 | 0.50 ± 0.01 | 0.995 | 6.91 | 87.1 |
Summary of the independent variables (NaOH: N, EtOH: E) in the response surface design with the corresponding experimental (Ye) and predicted (Yp) results of selective precipitation of CS from S. canicula wastes. Natural values of experimental conditions are in brackets.
| HEADS | FINS | SKELETONS | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Independent Variables | CS (g/L) | CS (g/L) | CS (g/L) | ||||||||||
| X1: N | X2: E | ||||||||||||
| −1 (0.20) | −1 (0.46) | 0.25 | 0.45 | 4.13 | 6.63 | 0.10 | 0.01 | 20.56 | 18.27 | 0.10 | −0.45 | 22.20 | 15.48 |
| 1 (0.70) | −1 (0.46) | 0.50 | 1.33 | 5.88 | 15.01 | 0.80 | 1.89 | 17.14 | 34.64 | 0.10 | 1.36 | 22.20 | 37.50 |
| −1 (0.20) | 1 (1.24) | 0.70 | 1.75 | 8.24 | 19.74 | 5.74 | 4.75 | 86.05 | 72.17 | 5.26 | 4.00 | 83.63 | 68.67 |
| 1 (0.70) | 1 (1.24) | 7.32 | 9.00 | 87.04 | 105.17 | 5.72 | 5.90 | 86.34 | 92.25 | 5.39 | 5.81 | 85.13 | 90.69 |
| −1.41 (0.10) | 0 (0.85) | 1.03 | 0.53 | 11.54 | 5.87 | 1.61 | 2.40 | 32.09 | 44.31 | 0.10 | 1.38 | 22.20 | 37.49 |
| 1.41 (0.80) | 0 (0.85) | 7.67 | 6.27 | 87.08 | 72.00 | 5.41 | 4.53 | 85.86 | 70.00 | 5.14 | 3.93 | 83.42 | 68.54 |
| 0 (0.45) | −1.41 (0.30) | 0.10 | −0.24 | 2.54 | −1.46 | 0.44 | −0.25 | 22.61 | 12.57 | 0.10 | −0.40 | 22.20 | 16.02 |
| 0 (0.45) | 1.41 (1.40) | 7.62 | 6.08 | 88.09 | 71.34 | 5.32 | 5.92 | 84.78 | 91.18 | 5.30 | 5.88 | 84.43 | 91.02 |
| 0 (0.45) | 0 (0.85) | 7.68 | 7.71 | 87.44 | 86.77 | 5.76 | 5.67 | 85.71 | 85.33 | 5.26 | 5.47 | 84.00 | 84.19 |
| 0 (0.45) | 0 (0.85) | 7.54 | 7.71 | 86.79 | 86.77 | 5.46 | 5.67 | 85.22 | 85.33 | 5.70 | 5.47 | 84.71 | 84.19 |
| 0 (0.45) | 0 (0.85) | 7.70 | 7.71 | 86.43 | 86.77 | 5.74 | 5.67 | 85.91 | 85.33 | 5.45 | 5.47 | 83.59 | 84.19 |
| 0 (0.45) | 0 (0.85) | 7.72 | 7.71 | 86.19 | 86.77 | 5.72 | 5.67 | 85.19 | 85.33 | 5.47 | 5.47 | 84.73 | 84.19 |
| 0 (0.45) | 0 (0.85) | 7.89 | 7.71 | 86.77 | 86.77 | 5.66 | 5.67 | 84.57 | 85.33 | 5.49 | 5.47 | 83.93 | 84.19 |
Second order equations describing the effect of N and E on selective precipitation of CS (coded values according to criteria defined in Table 6). The coefficient of adjusted determination () and F-values (F1 and F2) is also shown. S: Significant.
| HEADS | FINS | SKELETONS | ||||
|---|---|---|---|---|---|---|
| Parameters | CS | CS | CS | |||
| 7.71 | 86.77 | 5.67 | 85.33 | 5.47 | 84.19 | |
| 2.04 | 23.45 | 0.76 | 9.11 | 0.91 | 11.01 | |
| 2.24 | 25.81 | 2.19 | 27.88 | 2.23 | 26.59 | |
| 1.59 | 19.26 | −0.18 | 0.93 | NS | NS | |
| −2.17 | −24.06 | −1.11 | −14.17 | −1.42 | −15.68 | |
| −2.41 | −26.07 | −1.43 | −16.83 | −1.38 | −15.43 | |
| 0.897 | 0.905 | 0.885 | 0.830 | 0.857 | 0.849 | |
| 21.97 | 23.88 | 19.54 | 12.71 | 18.92 | 17.85 | |
| 0.67 | 0.66 | 0.67 | 0.69 | 0.55 | 0.56 | |
Figure 4Predicted response surfaces by empirical equations summarized in Table 7 corresponding to the combined effect of NaOH and EtOH on the selective treatment of CS from hydrolysate cartilages of S. canicula.
Optima values of the two independent variables (NaOHopt and EtOHopt) to obtain the best responses from the equations defined in Table 7 and for the two dependent variables studied (CS concentration and purity).
| HEADS | FINS | SKELETONS | ||||
|---|---|---|---|---|---|---|
| CS | CS | CS | ||||
| NaOHopt (M) | 0.63 | 0.65 | 0.52 | 0.54 | 0.53 | 0.54 |
| EtOHopt (V) | 1.12 | 1.16 | 1.14 | 1.18 | 1.16 | 1.24 |
| 9.24 | 106.4 | 6.59 | 98.6 | 6.52 | 97.6 | |
Figure 5UF-DF process for CS purification from S. canicula cartilages of three origins at 30 kDa. Top: Concentration of retained protein (○) and CS (●) in linear relation with the factor of volumetric concentration (fc) showing experimental data (points) and theoretical profiles corresponding to a completely retained solute (discontinuous line). Bottom: Progress of protein (○) and CS (●) retention with the increase of diavolume from DF process (D). Equation (6) was used to fit the experimental data. Error bars are the confidence intervals (α = 0.05; n = 2).
Parametric estimates from DF purification data (with MWCO of 30 kDa) of CS and proteins fitted to the Equation (6). Determination coefficients (R2) are also shown. NS: Non-significant.
| CS | Proteins | ||
|---|---|---|---|
| 2.52 ± 1.84 | 100.0 ± 22.6 | ||
| 97.4 ± 1.91 | 0.0 | ||
| 0.829 ± 0.189 | 0.134 (NS) | ||
| 0.996 | 0.988 | ||
| 1.01 | 92.6 | ||
| 23.2 (NS) | - | ||
| 76.8 ± 41.8 | - | ||
| 0.985 ± 0.030 | - | ||
| 0.999 | - | ||
| 1.02 | - | ||
| 20 (NS) | 100.0 ± 13.5 | ||
| 80 (NS) | 0.0 | ||
| 0.994 ± 0.119 | 0.561 ± 0.115 | ||
| 0.998 | 0.992 | ||
| 0.36 | 73.2 |