| Literature DB >> 32183432 |
Yannick Nuapia1, Hlanganani Tutu1, Luke Chimuka1, Ewa Cukrowska1.
Abstract
Phytochemicals of Cannabis sativa mainly for the use in the different industries are that of delta-9-tetrahydrocannabinol (THC) and cannabidiol (CBD). Pressurized hot water extraction (PHWE) is seen as an efficient, fast, green extraction technique for the removal of polar and semi-polar compounds from plant materials. The PHWE technique was applied to extract cannabinoid compounds from Cannabis sativa seed. Response surface methodology was used to investigate the influence of extraction time (5-60 min), extraction temperature (50-200 °C) and collector vessel temperature (25-200 °C) on the recovery of delta-9-tetrahydrocannabinol (THC), cannabinol (CBN), cannabidiol (CBD), cannabichromene (CBG) and cannabigerol (CBC) from Cannabis sativa seed by PHWE. The identification and semi quantification of cannabinoid compounds were determined using GCXGC-TOFMS. The results obtained from different extractions show that the amount of THC and CBN was drastically decreasing in the liquid extract when the temperature rose from 140 to 160 °C in the extraction cell and the collector's vessel. The optimal conditions to extract more CBD, CBC, and CBG than THC and CBN were set at 150 °C, 160 °C and 45 min as extraction temperature, the temperature at collector vessel, and the extraction time, respectively. At this condition, the predicted and experimental ratio of THCt (THC + CBN)/CBDt (CBD + CBC+ CBG) was found to be 0.17 and 0.18, respectively. Therefore, PHWE can be seen as an alternative to the classic extraction approach as the efficiency is higher and it is environmentally friendly.Entities:
Keywords: cannabinoid compounds; pressurized hot water extraction; response surface methodology
Mesh:
Substances:
Year: 2020 PMID: 32183432 PMCID: PMC7144126 DOI: 10.3390/molecules25061335
Source DB: PubMed Journal: Molecules ISSN: 1420-3049 Impact factor: 4.411
Figure 1Pressurized hot water extraction setup with showing trap solution and oil heat bath for collector.
Experimental design with the response of independent factors (relative peak area).
| Run Order | Extraction Time (min) | Extraction Temp. (°C) | Collector Temp.(°C) | THC (%) | CBD (%) | CBC (%) | CBG (%) | CBN (%) |
|---|---|---|---|---|---|---|---|---|
| 19 | 15 | 80 | 25 | 0.5700 | 0.2989 | 0.2033 | 0.1345 | 0.1308 |
| 25 | 37.5 | 80 | 25 | 0.7900 | 0.4589 | 0.3121 | 0.2065 | 0.1812 |
| 7 | 60 | 80 | 25 | 0.9584 | 0.8978 | 0.6105 | 0.4040 | 0.2204 |
| 1 | 15 | 80 | 113 | 0.3989 | 0.2890 | 0.1965 | 0.1301 | 0.0917 |
| 4 | 37.5 | 80 | 113 | 0.9088 | 0.4556 | 0.3098 | 0.2050 | 0.2091 |
| 9 | 60 | 80 | 113 | 0.4278 | 0.8926 | 0.6070 | 0.4017 | 0.0984 |
| 21 | 15 | 80 | 200 | 0.2078 | 0.2699 | 0.1835 | 0.1215 | 0.0478 |
| 5 | 37.5 | 80 | 200 | 0.1889 | 0.3174 | 0.2158 | 0.1428 | 0.0435 |
| 18 | 60 | 80 | 200 | 0.1089 | 0.3878 | 0.2637 | 0.1745 | 0.0251 |
| 12 | 15 | 140 | 25 | 3.1504 | 1.4589 | 0.9921 | 0.6565 | 0.7246 |
| 10 | 37.5 | 140 | 25 | 2.8062 | 2.9819 | 2.0277 | 1.3419 | 0.6454 |
| 29 | 60 | 140 | 25 | 1.8639 | 3.7532 | 2.5522 | 1.6889 | 0.4287 |
| 15 | 15 | 140 | 113 | 1.4193 | 6.3856 | 4.3422 | 2.8735 | 0.3264 |
| 16 | 37.5 | 140 | 113 | 1.3032 | 7.0702 | 4.8077 | 3.1816 | 0.2997 |
| 20 | 60 | 140 | 113 | 1.0187 | 9.9046 | 6.7351 | 4.4571 | 0.2343 |
| 6 | 15 | 140 | 200 | 0.9537 | 1.0347 | 0.7036 | 0.4656 | 0.2194 |
| 2 | 37.5 | 140 | 200 | 0.6547 | 1.8502 | 1.2581 | 0.8326 | 0.1506 |
| 30 | 60 | 140 | 200 | 0.5809 | 2.9506 | 2.0064 | 1.3278 | 0.1336 |
| 11 | 37.5 | 140 | 113 | 0.7637 | 6.9309 | 4.9930 | 4.3189 | 0.1757 |
| 27 | 37.5 | 140 | 113 | 0.8428 | 5.6506 | 5.0824 | 3.1928 | 0.1938 |
| 14 | 37.5 | 140 | 113 | 0.6904 | 7.8078 | 5.5893 | 4.7135 | 0.1588 |
| 17 | 15 | 200 | 25 | 0.1444 | 0.1229 | 0.0836 | 0.0553 | 0.0332 |
| 23 | 37.5 | 200 | 25 | 0.1015 | 0.3353 | 0.2280 | 0.1509 | 0.0233 |
| 22 | 60 | 200 | 25 | 0.0927 | 0.4536 | 0.3085 | 0.2041 | 0.0213 |
| 8 | 15 | 200 | 113 | 0.0702 | 0.1099 | 0.0747 | 0.0495 | 0.0162 |
| 26 | 37.5 | 200 | 113 | 0.0497 | 0.1653 | 0.1124 | 0.0744 | 0.0114 |
| 3 | 60 | 200 | 113 | 0.0312 | 0.2221 | 0.1510 | 0.0999 | 0.0072 |
| 13 | 15 | 200 | 200 | 0.0201 | 0.0384 | 0.0261 | 0.0173 | 0.0046 |
| 24 | 37.5 | 200 | 200 | 0.0148 | 0.0407 | 0.0277 | 0.0183 | 0.0034 |
| 28 | 60 | 200 | 200 | 0.0105 | 0.0751 | 0.0511 | 0.0338 | 0.0024 |
Equations of error functions.
| Error | Equation |
|---|---|
| Absolute average deviation |
|
| Root mean square error | RMSE |
| Mean absolute error |
|
| Standard error of prediction (%) | SEP |
| Model predictive error (%) | MPE |
| Chi-square (χ2) |
|
| Correlation R2 |
|
AAD: Absolute average deviation, RMSE: Root mean square error, MAE: Mean absolute error, SEP: Standard error of prediction, MPE: Model predictive error, χ2: Chi-square statistic, R2: Correlation coefficients.
Figure 2Chromatogram (TIC) of cannabis extract at optimum condition.
Figure 3Fragmentation pattern of THC (A) and CBN (B).
Figure 4Fragmentation pattern of CBD (A), CBC (B) and CBG (C).
Figure 5Predicted vs. observed values plot.
Figure 6Coefficient plot.
Figure 7Counter plot.
Figure 8Counter plot: (TS = trap solution ).
Statistical results of response surface methodology model fitting and predictive efficiency analysis.
| Parameter | THC | CBD | CBC | CBG | CBN |
|---|---|---|---|---|---|
| AAD | 0.0067 | 0.0036 | 0.0021 | 0.0018 | 0.0014 |
| RMSE | 0.0400 | 0.0300 | 0.0600 | 0.0800 | 0.0700 |
| MAE | 0.0050 | 0.0020 | 0.0010 | 0.0020 | 0.0010 |
| SEP | 0.0120 | 0.0210 | 0.0140 | 0.0160 | 0.0190 |
| MPE | 0.0290 | 0.0160 | 0.0080 | 0.0090 | 0.0040 |
| χ2 | 0.0005 | 0.0002 | 0.0005 | 0.0003 | 0.0009 |
Predicted and experimental extraction values of each compound under universal conditions.
| Responses | Predicted Values | Experimental Value ( | Repeatability (%RSD) | Reproducibility (%RSD) |
|---|---|---|---|---|
| THC | 2.00 | 2.03 ± 0.20 | 90.23 ± 2.45 | 89.78 ± 2.34 |
| CBD | 5.40 | 5.60 ± 0.35 | 89.45 ± 2.87 | 91.34 ± 1.32 |
| CBC | 4.50 | 5.00 ± 0.60 | 92.45 ± 3.71 | 89.70 ± 5.60 |
| CBG | 3.50 | 4.10 ± 0.80 | 90.56 ± 3.56 | 92.56 ± 2.31 |
| CBN | 2.90 | 0.34 ± 0.09 | 92.61 ± 4.5 | 90.78 ± 2.19 |
| THCt */CBDt * | 0.17 | 0.18 | - | - |
THCt = THC + CBN; CBDt = CBD + CBC+ CBG;Predicted and experimental values are express in relative peak area (%).