Optimized Extraction of Phenylpropanoids and Flavonoids from Lemon Verbena Leaves by Supercritical Fluid System Using Response Surface Methodology
Abstract
:1. Introduction
2. Materials and Methods
2.1. Reagents
2.2. Plant Material
2.3. Supercritical Extraction Procedures
2.4. Design of Experiments
2.5. Identification of Polar Profile of SFE Lemon Verbena Extracts by HPLC-ESI-TOF-MS
3. Results
3.1. Identification and Quantitation of Phytochemical Profile of Supercritical Extracts of Lemon Verbena by LC/MS
3.2. Effect of Independent Variables on Extraction Yield and Bioactive Compound Recovery
3.3. Evaluation of Model Fitting Parameters
3.3.1. Extraction Yield Optimization
3.3.2. Total Polar Compound Content Optimization
4. Conclusions
Supplementary Materials
Author Contributions
Funding
Acknowledgments
Conflicts of Interest
References
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Symbols | Factors | Coded Levels | ||||
---|---|---|---|---|---|---|
−α | −1 | 0 | +1 | +α | ||
Experimental Levels | ||||||
Z1 | Temperature (°C) | 36 | 40 | 50 | 60 | 64 |
Z2 | Pressure (bar) | 98 | 150 | 275 | 400 | 452 |
Z3 | Co-solvent (% ethanol) | 5 | 7 | 11 | 15 | 17 |
Peak | RT (min) | Proposed Compound | m/z | m/z Exp | Molecular Formula | Error (ppm) | mSigma |
---|---|---|---|---|---|---|---|
Iridoid glycosides | |||||||
2 | 3.0 | Shanzhiside | 391.1224 | 391.1246 | C16H23O11 | 5.6 | 27.2 |
3 | 4.0 | Gardoside | 373.1142 | 373.1140 | C16H21O10 | −0.6 | 57.9 |
7 | 6.0 | Theveside | 389.1097 | 389.1089 | C16H21O11 | −2.0 | 13.3 |
9 | 7.3 | Myxopyroside | 449.1286 | 449.1301 | C18H25O13 | 3.3 | 9.4 |
16 | 16.0 | Lamiidoside | 567.1719 | 567.1687 | C26H31O14 | 5.7 | 11.4 |
21 | 19.6 | Hydroxy-campsiside | 521.1628 | 521.1664 | C25H29O12 | 7.0 | 44.2 |
22 | 19.9 | Lippianoside B | 549.1608 | 549.1614 | C26H29O13 | 1.0 | 16.4 |
23 | 20.5 | Durantoside I | 551.1769 | 551.1770 | C26H31O13 | 1.0 | 4.5 |
34 | 31.2 | Manuleoside H | 569.2287 | 569.2240 | C27H37O13 | 6.1 | 9.9 |
Phenylpropanoids/phenylethanoids | |||||||
4 | 4.2 | Verbasoside | 461.1676 | 461.1664 | C20H29O12 | 3.9 | 7.3 |
17 | 16.5 | Verbascoside | 623.2039 | 623.1981 | C29H35O15 | −1.6 | 2.9 |
18 | 17.7 | Lariciresinol glucopyranoside | 521.2031 | 521.2028 | C26H33O11 | 4.4 | 28.8 |
19 | 18.7 | Isoverbascoside | 623.1984 | 623.1981 | C29H35O15 | −0.5 | 12.2 |
20 | 19.1 | Forsythoside A | 623.1990 | 623.1981 | C29H35O15 | −1.3 | 3.1 |
24 | 21.1 | Leucoseptoside A or isomer | 637.2132 | 637.2138 | C30H37O15 | 1.3 | 5.7 |
27 | 22.6 | Leucoseptoside A or isomer | 637.2138 | 637.2158 | C30H37O15 | −3.2 | 12.8 |
30 | 27.0 | Martynoside or isomer | 651.2327 | 651.2294 | C31H39O15 | 0.6 | 16.1 |
31 | 28.3 | Martynoside or isomer | 651.2327 | 651.2307 | C31H39O15 | −2.0 | 19.3 |
33 | 30.7 | Osmanthisude B | 591.2135 | 591.2083 | C29H35O13 | −8.8 | 17.3 |
Flavonoids | |||||||
35 | 32.0 | Methyl-quercetin | 315.0540 | 315.0510 | C16H11O7 | −4.1 | 11.9 |
37 | 34.6 | Dimethyl-kaempferol | 299.0539 | 299.0561 | C16H11O6 | 7.5 | 3.8 |
38 | 35.1 | Dimethyl-quercetin | 329.0652 | 329.0667 | C17H13O7 | 4.4 | 3.6 |
Oxylipins | |||||||
10 | 8.5 | Tuberonic acid glucoside | 387.1663 | 387.1661 | C18H27O9 | −0.7 | 4.5 |
14 | 12.3 | Tuberonic acid | 225.1143 | 225.1132 | C12H17O4 | 4.7 | 31.8 |
Sugars | |||||||
1 | 2.8 | Disaccharide | 341.1089 | 341.1089 | C12H21O11 | 0.1 | 29.3 |
Other Compounds | |||||||
5 | 5.1 | Dihydroharpagenin or isomer | 203.0916 | 203.0925 | C9H15O5 | 4.2 | 3.8 |
6 | 5.4 | Dihydroharpagenin or isomer | 203.0924 | 203.0925 | C9H15O5 | 0.4 | 15.7 |
11 | 8.7 | Hydroxy-epoxy-ionol glucopyranoside | 387.1943 | 387.1966 | C19H31O8 | 9.4 | 7.3 |
29 | 25.8 | Octen-primeveroside | 421.2051 | 421.2079 | C19H33O10 | 6.6 | 14.2 |
Unknown | |||||||
8 | 6.7 | UK1 | 201.1123 | 201.1132 | C10H17O4 | 4.4 | 10.5 |
12 | 10.7 | UK2 | 435.2181 | 435.2236 | C27H31O5 | −0.9 | 49.8 |
13 | 11.6 | UK2 derivative | 433.2070 | 433.2079 | C27H29O5 | −2.6 | 55.3 |
15 | 14.0 | UK3 | 201.1114 | 201.1132 | C10H17O4 | 5.5 | 18.9 |
25 | 21.8 | UK4 | 417.2105 | 417.2130 | C20H33O9 | 5.6 | 8.4 |
26 | 22.2 | UK5 | 187.0973 | 187.0976 | C9H15O4 | 5.7 | 10.1 |
28 | 23.9 | UK6 | 183.1027 | 183.1034 | C 10H15O3 | −4.1 | 14.6 |
32 | 30.3 | UK7 | 375.2049 | 375.2024 | C18H31O8 | 0.4 | 14.0 |
36 | 33.7 | Uk8 | 327.2202 | 327.2177 | C18H31O5 | 1.1 | 0.3 |
Factors | Total Polar Content | Yield | ||
---|---|---|---|---|
Coefficient | p-Value | Coefficient | p-Value | |
β0 | 174,734.000 | −3.910 | ||
β1 | −4819.360 | 0.523 | −0.050 | *0.023 |
β2 | −141.311 | *0.012 | 0.022 | *0.030 |
β3 | −7406.600 | *0.003 | 0.863 | 0.133 |
β1·β1 | 44.199 | 0.075 | 0.002 | 0.091 |
β2·β2 | −0.033 | 0.772 | −0.000 | 0.067 |
β3·β3 | 301.068 | 0.062 | −0.016 | *0.032 |
β1·β2 | 1.570 | 0.320 | −0.000 | 0.123 |
β1·β3 | 5.891 | 0.895 | −0.006 | *0.045 |
β2·β3 | 12.713 | *0.031 | −0.016 | *0.017 |
Total Polar | Yield | |||||||||
---|---|---|---|---|---|---|---|---|---|---|
Sum of Squares | Degrees of Freedom | Mean Squares | Fisher-Ratio | p-Value | Sum of Squares | Degrees of Freedom | Mean Squares | Fisher Ratio | p-Value | |
Model | 2.393E+09 | 3 | 7.976E+08 | 10.014 | <0.001 * | 1.468 | 3 | 0.489 | 2.187 | 0.135 |
Residual | 1.115E+09 | 14 | 7.965E+07 | 3.133 | 14 | 0.224 | ||||
Lack-of-fit | 3.510E+08 | 5 | 7.020E+07 | 3.220 | 0.182 | 0.426 | 5 | 0.0851 | 2.200 | 0.274 |
Pure error | 6.540E+07 | 3 | 2.180E+07 | 0.116 | 3 | 0.0387 | ||||
Total (corr.) | 3.510E+09 | 17 | 4.601 | 17 | ||||||
R2 | 0.881 | 0.882 | ||||||||
CV | 10.42 | 2.57 |
Experimental Point | Z1 | Z2 | Z3 | Extraction Yield | Total Content * | ||
---|---|---|---|---|---|---|---|
Predicted | Observed | Predicted | Observed | ||||
1 | 60 | 150 | 15 | 3.717 | 3.692 | 29,319 | 28,213 ± 1381 |
2 | 50 | 275 | 11 | 3.612 | 3.582 | 20,766 | 21,521 ± 821 |
3 | 50 | 275 | 17 | 3.251 | 3.207 | 47,414 | 53,152 ± 3111 |
4 | 50 | 98 | 11 | 2.908 | 2.945 | 10,401 | 16,348 ± 1138 |
5 | 40 | 150 | 15 | 3.393 | 3.448 | 27,376 | 19,799 ± 832 |
6 | 40 | 150 | 7 | 2.028 | 2.159 | 16,029 | 21,069 ± 700 |
7 | 60 | 150 | 7 | 3.275 | 3.027 | 17,971 | 11,279 ± 988 |
8 | 60 | 400 | 7 | 4.093 | 3.978 | 19,917 | 30,183 ± 2312 |
9 | 36 | 275 | 11 | 3.607 | 3.343 | 28,232 | 30,830 ± 639 |
10 | 50 | 275 | 11 | 3.612 | 3.521 | 20,766 | 14,125 ± 848 |
11 | 50 | 275 | 5.3 | 2.922 | 3.086 | 13,387 | 9182 ± 352 |
12 | 50 | 275 | 11 | 3.612 | 3.847 | 20,766 | 23,895 ± 1384 |
13 | 40 | 400 | 15 | 3.461 | 3.648 | 54,748 | 56,279 ± 2096 |
14 | 50 | 275 | 11 | 3.612 | 3.377 | 20,766 | 24,085 ± 1572 |
15 | 50 | 452 | 11 | 3.535 | 3.618 | 31,131 | 24,626 ± 828 |
16 | 60 | 400 | 15 | 3.193 | 3.002 | 56,691 | 55,282 ± 2760 |
17 | 64 | 275 | 11 | 4.299 | 4.683 | 30,980 | 29,915 ± 1552 |
18 | 40 | 400 | 7 | 3.439 | 3.404 | 17,974 | 14,861 ± 1163 |
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Leyva-Jiménez, F.J.; Lozano-Sánchez, J.; Fernández-Ochoa, Á.; Cádiz-Gurrea, M.d.l.L.; Arráez-Román, D.; Segura-Carretero, A. Optimized Extraction of Phenylpropanoids and Flavonoids from Lemon Verbena Leaves by Supercritical Fluid System Using Response Surface Methodology. Foods 2020, 9, 931. https://doi.org/10.3390/foods9070931
Leyva-Jiménez FJ, Lozano-Sánchez J, Fernández-Ochoa Á, Cádiz-Gurrea MdlL, Arráez-Román D, Segura-Carretero A. Optimized Extraction of Phenylpropanoids and Flavonoids from Lemon Verbena Leaves by Supercritical Fluid System Using Response Surface Methodology. Foods. 2020; 9(7):931. https://doi.org/10.3390/foods9070931
Chicago/Turabian StyleLeyva-Jiménez, Francisco Javier, Jesús Lozano-Sánchez, Álvaro Fernández-Ochoa, María de la Luz Cádiz-Gurrea, David Arráez-Román, and Antonio Segura-Carretero. 2020. "Optimized Extraction of Phenylpropanoids and Flavonoids from Lemon Verbena Leaves by Supercritical Fluid System Using Response Surface Methodology" Foods 9, no. 7: 931. https://doi.org/10.3390/foods9070931
APA StyleLeyva-Jiménez, F. J., Lozano-Sánchez, J., Fernández-Ochoa, Á., Cádiz-Gurrea, M. d. l. L., Arráez-Román, D., & Segura-Carretero, A. (2020). Optimized Extraction of Phenylpropanoids and Flavonoids from Lemon Verbena Leaves by Supercritical Fluid System Using Response Surface Methodology. Foods, 9(7), 931. https://doi.org/10.3390/foods9070931