| Literature DB >> 30049990 |
Ali Ghasemzadeh1, Ali Baghdadi2, Hawa Z E Jaafar3, Mallappa Kumara Swamy4, Puteri Edaroyati Megat Wahab5.
Abstract
Recently, the quality-by-design concept has been widely implemented in the optimization of pharmaceutical processes to improve batch-to-batch consistency. As flavonoid compounds in pigmented rice bran may provide natural antioxidants, extraction of flavonoid components from red and brown rice bran was optimized using central composite design (CCD) and response surface methodology (RSM). Among the solvents tested, ethanol was most efficient for extracting flavonoids from rice bran. The examined parameters were temperature, solvent percentage, extraction time, and solvent-to-solid ratio. The highest total flavonoid content (TFC) in red rice bran was predicted as 958.14 mg quercetin equivalents (QE)/100 g dry matter (DM) at 58.5 °C, 71.5% (v/v), 36.2 min, and 7.94 mL/g, respectively, whereas the highest TFC in brown rice bran was predicted as 782.52 mg QE/100 g DM at 56.7 °C, 74.4% (v/v), 36.9 min, and 7.18 mL/g, respectively. Verification experiment results under these optimized conditions showed that the TFC values for red and brown rice bran were 962.38 and 788.21 mg QE/100 g DM, respectively. No significant differences were observed between the predicted and experimental TFC values, indicating that the developed models are accurate. Analysis of the extracts showed that apigenin and p-coumaric acid are abundant in red and brown rice bran. Further, red rice bran with its higher flavonoid content exhibited higher nitric oxide and 2,2-diphenyl-1-picrylhydrazyl scavenging activities (EC50 values of 41.3 and 33.6 μg/mL, respectively) than brown rice bran. In this study, an extraction process for flavonoid compounds from red and brown rice bran was successfully optimized. The accuracy of the developed models indicated that the approach is applicable to larger-scale extraction processes.Entities:
Keywords: antioxidant activity; central composite design; flavonoids; response surface methodology; rice bran
Mesh:
Substances:
Year: 2018 PMID: 30049990 PMCID: PMC6222751 DOI: 10.3390/molecules23081863
Source DB: PubMed Journal: Molecules ISSN: 1420-3049 Impact factor: 4.411
Figure 1Effect of ethanol (A) and acetone (B) solvents on the extraction yield of total flavonoid content (TFC) for red and brown rice bran.
Figure 2Effect of different temperatures on the extraction yield of total flavonoid content (TFC) for red and brown rice bran.
Figure 3Effect of different extraction times on the extraction yield of total flavonoid content (TFC) for red and brown rice bran.
Figure 4Effect of different S/S ratio on the extraction yield of total flavonoids content (TFC) for red and brown rice bran.
Analysis of variance for the experimental results of total flavonoid content from red rice bran.
| Parameter | Degree of Freedom | Sum of Squares | Prob > | |
|---|---|---|---|---|
| Model Intercept | 14 | 31,677.40 | 27.10 | 0.0001 |
| Linear | ||||
| X1 | 1 | 21,868.40 | 18.71 | 0.0006 |
| X2 | 1 | 1573.64 | 1.35 | 0.2645 |
| X3 | 1 | 15,254.20 | 13.05 | 0.0026 |
| X4 | 1 | 5896.98 | 5.05 | 0.0482 |
| Quadratic | ||||
|
| 1 | 60,251.40 | 51.55 | 0.0001 |
|
| 1 | 555.73 | 0.48 | 0.5017 |
|
| 1 | 8865.41 | 7.59 | 0.0148 |
|
| 1 | 829.75 | 0.71 | 0.4127 |
| Interaction | ||||
| X1X2 | 1 | 34.81 | 0.03 | 0.8653 |
| X1X3 | 1 | 14,604.70 | 12.5 | 0.003 |
| X1X4 | 1 | 15,500.30 | 13.26 | 0.0024 |
| X2X3 | 1 | 278.89 | 0.24 | 0.6323 |
| X2X4 | 1 | 186.32 | 0.16 | 0.6953 |
| X3X4 | 1 | 5461.21 | 4.67 | 0.0472 |
| Lack of fit | 10 | 1153.44 | 0.96 | 0.5543 |
| Pure error | 5 | 1199.45 | ||
| Residual | 15 | 1168.77 | ||
| 0.926 | ||||
|
| 0.967 | |||
| C.V.% | 4.284 | |||
| Cor. Total | 29 | |||
Analysis of variance for the experimental results of total flavonoid content from brown rice bran.
| Parameter | Degree of Freedom | Sum of Squares | Prob > | |
|---|---|---|---|---|
| Model Intercept | 14 | 31,807.50 | 27.24 | 0.0001 |
| Linear | ||||
| X1 | 1 | 21,362.70 | 18.28 | 0.0006 |
| X2 | 1 | 1592.80 | 1.33 | 0.2641 |
| X3 | 1 | 15,743.53 | 12.60 | 0.0023 |
| X4 | 1 | 5903.30 | 5.16 | 0.0402 |
| Quadratic | ||||
|
| 1 | 61,044.2 | 52.27 | 0.0001 |
|
| 1 | 502.80 | 0.43 | 0.5217 |
|
| 1 | 8768.68 | 7.51 | 0.0152 |
|
| 1 | 884.88 | 0.76 | 0.3977 |
| Interaction | ||||
| X1X2 | 1 | 44.46 | 0.038 | 0.8479 |
| X1X3 | 1 | 15,441.20 | 13.22 | 0.0024 |
| X1X4 | 1 | 15,226.90 | 13.04 | 0.0026 |
| X2X3 | 1 | 212.65 | 0.18 | 0.6756 |
| X2X4 | 1 | 180.97 | 0.15 | 0.6994 |
| X3X4 | 1 | 5798.44 | 4.97 | 0.0416 |
| Lack of fit | 10 | 1145.77 | 0.95 | 0.5626 |
| Pure error | 5 | 1211.76 | ||
| Residual | 15 | 1167.77 | ||
| 0.929 | ||||
|
| 0.973 | |||
| C.V.% | 4.701 | |||
| Cor. Total | 29 | |||
Figure 5(A–F) Response surface plots for the effects of temperature, time, solvent percentage, and S/S ratio on total flavonoids content (TFC) of red rice bran.
Figure 6(A–F) Response surface plots for the effects of temperature, time, solvent percentage, and S/S ratio on total flavonoids content (TFC) of brown rice bran.
Predicted and experimental values of TFC obtained under the optimal extraction conditions.
| Rice Bran | Temperature (°C) | Time (min) | Solvent Percentage (%) | S/S Ratio (mL/g) | Desirability | TFC (mg QE/100 g DM) | |
|---|---|---|---|---|---|---|---|
| Predicted | Experimental | ||||||
| Red | 58.5 | 36.2 | 71.5 | 7.94 | 0.964 | 958.14 | 962.38 |
| Brown | 56.7 | 36.9 | 74.4 | 7.18 | 0.971 | 782.52 | 788.21 |
Identified flavonoid and phenolic acid compounds from an optimized extract of red and brown rice bran with information of retention time, wavelength, and linear regression parameters.
| Flavonoids and Phenolic Acids | Rice Bran | tr (min) | λ (nm) | Calibration Equation * |
| LOD | LOQ | |
|---|---|---|---|---|---|---|---|---|
| Red | Brown | |||||||
| Catechin | 4.26 ± 0.34 a | 2.14 ± 0.16 b | 3.82 ± 0.02 | 280 | (0.138 ± 0.005)x + (−0.086 ± 0.040) | 0.993 | 0.55 | 1.68 |
| Quercetin | 5.16 ± 0.48 a | 1.65 ± 0.10 b | 9.52 ± 0.02 | 360 | (0.085 ± 0.001)x + (−0.112 ± 0.021) | 0.992 | 1.14 | 3.52 |
| Myricetin | 7.55 ± 0.45 a | 4.41 ± 0.24 b | 11.47 ± 0.01 | 360 | (0.060 ± 0.001)x + (−0.086 ± 0.036) | 0.994 | 0.82 | 2.51 |
| Luteolin | 6.47 ± 0.27 a | 1.08 ± 0.10 b | 14.65 ± 0.02 | 360 | (0.147 ± 0.002)x + (−0.101 ± 0.005) | 0.995 | 1.09 | 3.29 |
| Apigenin | 11.63 ± 0.69 a | 7.69 ± 0.51 b | 18.04 ± 0.03 | 360 | (0.029 ± 0.001)x + (−0.041 ± 0.015) | 0.986 | 1.10 | 3.32 |
| Cinnamic acid | 6.03 ± 0.38 a | ND | 10.22 ± 0.02 | 320 | (0.158 ± 0.004)x + (−0.123 ± 0.073) | 0.993 | 0.93 | 2.84 |
| Syringic acid | 6.23 ± 0.37 a | 7.15 ± 0.36 b | 15.60 ± 0.03 | 280 | (0.017 ± 0.001)x + (−0.044 ± 0.005) | 0.990 | 1.18 | 3.62 |
| 8.16 ± 0.49 a | 7.94 ± 0.53 a | 15.83 ± 0.03 | 320 | (0.251 ± 0.005)x + (−0.117 ± 0.004) | 0.995 | 1.16 | 3.54 | |
| Ferulic acid | 5.56 ± 0.26 a | 5.12 ± 0.44 a | 17.04 ± 0.01 | 320 | (0.055 ± 0.004)x + (−0.096 ± 0.028) | 0.991 | 0.91 | 2.75 |
| Protocatechuic acid | 2.04 ± 0.11 a | 1.60 ± 0.12 b | 18.01 ± 0.03 | 320 | (0.068 ± 0.007)x + (−0.054 ± 0.064) | 0.998 | 1.10 | 3.37 |
a, b Data were the mean ± standard deviation of triplicate measurements. Different superscript lower case letters in each row indicated significant difference at p < 0.05 (Duncan’s test). ND: not detected; *: n = 3; tr: retention time; λ: wavelength; LOD: limit of detection; LOQ: limit of quantification.
Figure 7Nitric oxide scavenging activity of optimized extracts of red and brown rice bran.
Figure 8DPPH scavenging activity of optimized extracts of red and brown rice bran.