| Literature DB >> 34084080 |
Amanda M G MacLean1, Yasmini P A Silva2, Guangling Jiao1, Marianne S Brooks1.
Abstract
RESEARCHEntities:
Keywords: Box-Behnken design; anthocyanins; deep eutectic solvent; green extraction; haskap
Year: 2021 PMID: 34084080 PMCID: PMC8157094 DOI: 10.17113/ftb.59.01.21.6869
Source DB: PubMed Journal: Food Technol Biotechnol ISSN: 1330-9862 Impact factor: 3.918
Box-Benhken experimental design with the levels for each investigated factor and resultant total anthocyanin content (TAC)
| Run number | Temperature/°C (X1) | ( | |||
|---|---|---|---|---|---|
| 1 | 25 | 10 | 60 | 35 | 19.04 |
| 2 | 75 | 10 | 60 | 35 | 16.99 |
| 3 | 25 | 60 | 60 | 35 | 17.42 |
| 4 | 75 | 60 | 60 | 35 | * |
| 5 | 50 | 35 | 30 | 10 | 5.02 |
| 6 | 50 | 35 | 90 | 10 | 9.25 |
| 7 | 50 | 35 | 30 | 60 | 15.66 |
| 8 | 50 | 35 | 90 | 60 | 19.62 |
| 9 | 25 | 35 | 60 | 10 | 7.75 |
| 10 | 75 | 35 | 60 | 10 | 10.98 |
| 11 | 25 | 35 | 60 | 60 | 12.07 |
| 12 | 75 | 35 | 60 | 60 | 15.25 |
| 13 | 50 | 10 | 30 | 35 | 12.83 |
| 14 | 50 | 60 | 30 | 35 | 14.77 |
| 15 | 50 | 10 | 90 | 35 | 18.24 |
| 16 | 50 | 60 | 90 | 35 | 16.79 |
| 17 | 25 | 35 | 30 | 35 | 7.99 |
| 18 | 75 | 35 | 30 | 35 | 11.38 |
| 19 | 25 | 35 | 90 | 35 | 9.79 |
| 20 | 75 | 35 | 90 | 35 | 16.20 |
| 21 | 50 | 10 | 60 | 10 | 10.21 |
| 22 | 50 | 60 | 60 | 10 | 8.99 |
| 23 | 50 | 10 | 60 | 60 | 14.64 |
| 24 | 50 | 60 | 60 | 60 | 16.69 |
| 25 | 50 | 35 | 60 | 35 | 16.39 |
| 26 | 50 | 35 | 60 | 35 | 15.23 |
| 27 | 50 | 35 | 60 | 35 | 18.46 |
| 28 | 50 | 35 | 60 | 35 | 16.61 |
| 29 | 50 | 35 | 60 | 35 | 16.17 |
| 30 | 50 | 35 | 60 | 35 | 16.05 |
| Optimized condition | 75 | 10 | 90 | 50.4 | 19.8** |
Run number is not indicative of experimental run order. *Data omitted; **Predicted yield: w(TAC as C3GL)=21.2 mg/g dm
ANOVA results of significant factors in quadratic model
| Source | Df | Adj SS | Adj MS | F-value | p-value |
|---|---|---|---|---|---|
| Model | 7 | 328.000 | 46.857 | 18.07 | 0.0001 |
| Linear | 4 | 218.185 | 54.546 | 21.04 | <0.0001 |
| Temperature/°C (X1) | 1 | 11.740 | 11.740 | 4.53 | 0.047 |
| 1 | 1.631 | 1.631 | 0.63 | 0.437 | |
| 1 | 53.616 | 53.616 | 20.68 | <0.0001 | |
| ( | 1 | 145.078 | 145.078 | 55.96 | <0.0001 |
| Quadratic | 2 | 86.503 | 43.251 | 16.68 | <0.0001 |
| X12 | 1 | 27.051 | 27.051 | 10.43 | 0.004 |
| X42 | 1 | 48.513 | 48.513 | 18.71 | <0.0001 |
| Two-way interaction | 1 | 20.278 | 20.278 | 7.82 | 0.012 |
| X1·X2 | 1 | 20.278 | 20.278 | 7.82 | 0.012 |
| Error | 19 | 49.256 | 2.592 | ||
| Lack-of-fit | 14 | 43.460 | 3.104 | 2.68 | 0.141 |
| Pure error | 5 | 5.796 | 1.159 | ||
| Total | 26 | 377.255 |
R2=86.94%, R2(adj)=82.13%, R2(pred)=69.34%; *In the final model, while time as a single factor is not significant (p>0.05), it is significant in the 2-way interaction and is therefore included
Fig. 1Surface plots of total anthocyanin content (TAC) extraction: a) φ(water)/% × (V(solvent)/m(sample))/(mL/g), b) t/min × (V(solvent)/m(sample))/(mL/g), c) t/min × (φ(water)/%, d) temperature/°C × (V(solvent)/m(sample))/(mL/g), e) temperature/°C × (φ(water)/%, and f) temperature/°C × t/min
Fig. 2Anthocyanin profile from HPLC-DAD analysis: A=anthocyanin standards (a= cyanidin-3,5-di-glucoside (C3,5GL), b=cyanidin-3-galactoside (C3GA), c=cyanidin-3-glucoside (C3GL), d=cyanidin-3-rutinoside (C3RT), e=pelargonidin-3-glucoside (PL3GL), f=peonidin-3-O-glucoside (P3GL)), B=methanol extract, C=deep eutectic solvent (DES) extract