Na Yanga,
Han Wanga,
Hongqiang Lina,
Junli Liua,
Baisong Zhoua,
Xiaoling Chena,
Cuizhu Wangab,
Jinping Liu*ab and
Pingya Li*a
aSchool of Pharmaceutical Sciences, Jilin University, Fujin Road 126, Changchun 130021, Jilin, China. E-mail: liujp@jlu.edu.cn; lipy@jlu.edu.cn; Tel: +86-431-85619803
bResearch Center of Natural Drug, Jilin University, Changchun 130021, Jilin, China
First published on 26th February 2020
The root, stem and leaf of Celastrus orbiculatus Thunb. (COT) have all been used as Chinese folk medicine. Aiming at revealing the secondary metabolites and screening the anti-COPD effect of COT, the comprehensive phytochemical and bioassay studies were performed. Based on the ultra-high performance liquid chromatography combined with quadrupole time-of-flight mass spectrometry (UPLC-Q/TOF-MSE), the screening analysis of components in COT was conducted with the UNIFI platform, the metabolomics of the three parts were analyzed with multivariate statistical analysis. Cigarette smoke extract (CSE)-stimulated inflammatory model in A549 cells was used to investigate the biological effect of the three parts. A total of 120 compounds were identified or tentatively characterized from COT. Metabolomics analysis showed that the three parts of COT were differentiated, and there were 13, 8 and 5 potential chemical markers discovered from root, stem and leaf, respectively. Five robust chemical markers with high responses could be used for further quality control in different parts of COT. The root, stem and leaf of COT could evidently reduce the levels of pro-inflammatory factors in a dose-dependent way within a certain concentration range. The stem part had a stronger anti-COPD effect than root and leaf parts. This study clarified the structural diversity of secondary metabolites and the various patterns in different parts of COT, and provided a theoretical basis for further utilization and development of COT.
Recently, the UPLC-Q/TOF-MS method has been innovatively used for screening and identifying chemical components in herbal medicines and traditional Chinese medicine. And the global profiling of various metabolites were reported. As part of these research works, we reported this method to detect some natural products including Platycodon grandiflorum and Ginseng root.21,22 Our research results showed that this method is high throughput, comprehensive, simple and efficient. As far as we know, the UPLC-Q/TOF-MS method has not been reported to identify the components in COT. So, the study in this paper comparatively analyzes the phytochemicals of root, stem and leaf parts of COT by using the UPLC-Q/TOF-MS method for the first time and finds out the similarities and differences between them.
Chronic Obstructive Pulmonary Disease (COPD), predicted to rank as the third leading cause of death in the world,23 is mainly caused by significant exposure to harmful gases or particles.24 Cigarette smoking was the leading environmental risk factor for COPD around the world, and cigarette smokers were more likely to develop respiratory symptoms and had a higher COPD mortality rate. Along with the progressive lung inflammation, some pro-inflammatory mediators such as IL-1β, IL-6 and TNF-α participated in the occurrence and development of COPD.25 Although the COT had been used in treating various inflammatory diseases, the effect on the cigarette smoke extract (CSE)-induced inflammatory reaction has not been reported so far.
In the present study, the main medicinal parts of COT (root, stem and leaf) were chosen as the test sample. On one hand, the similarities and differences of phytochemicals in three parts were analyzed by using UNIFI platform and untargeted metabolomics based on UPLC-Q/TOF-MSE. The components and potential chemical markers to profile diverse classifications of metabolites of three parts were investigated. On the other hand, the effects on CSE-induced inflammatory reaction of these three parts were explored in A549 cells. The anti-COPD activity of different parts was preliminarily discussed. This comprehensive study could reveal the structural diversity of secondary metabolites and the different patterns of main medicinal parts of COT, and provide the data for further clinical application in anti-COPD. The study on the phytochemistry and the pharmacological activity of various parts were both significantly valuable to the research and development of COT.
No. | Source | Collection time |
---|---|---|
COT 01 | Yichun city, Heilongjiang province, China | 12th August, 2017 |
COT 02 | Changchun city, Jilin province, China | 3rd August, 2017 |
COT 03 | Huhhot city, Inner Mongolia autonomous region, China | 10th August, 2017 |
COT 04 | Lanzhou city, Gansu province, China | 13th August, 2017 |
COT 05 | Taian city, Shandong province, China | 5th July, 2017 |
COT 06 | Xi'an city, Shanxi province, China | 14th July, 2017 |
COT 07 | Zhengzhou city, Henan province, China | 15th July, 2017 |
COT 08 | Chengdu city, Sichuan province, China | 7th July, 2017 |
COT 09 | Changsha city, Hunan province, China | 27th July, 2017 |
COT 10 | Jinhua city, Zhejiang province, China | 2nd July, 2017 |
Methanol and acetonitrile were of LC/MS grade purchased from Fisher Chemical Company. Formic acid was bought from Sigma-Aldrich Company, St. Louis, MO, USA. Deionized water was purified by Millipore water purification system (Millipore, Billerica, MA, USA). All other chemicals were analytically pure. Cigarettes for bioassay analysis were Xiongshi cigarette (China Tobacco Zhejiang Industrial Co., Ltd, Hangzhou, China), each cigarette contained 11 mg of tar, 0.7 mg of nicotine, and 13 mg of carbon monoxide. Human lung carcinoma A549 cells were obtained from the Department of Pathogen Biology, Basic Medical College, Jilin University. ELISA kits were bought from Nanjing Jiancheng Bio-engineering Institute.
For metabonomics analysis, each residue (all approximately 2.0 mg) was dissolved in 1.0 mL of 80% methanol respectively, after being filtered with a syringe filter (0.22 μm), 30 test solutions (RM1–RM10, SM1–SM10 and LM1–LM10) were obtained, which was injected into the UPLC system directly. Furthermore, to ensure the suitability consistency and the stability of MS analysis, a sample for quality control (QC) was prepared by pooling 20 μL from every test solution, namely containing all of the constituents in this analysis.
For screening analysis, the test solutions of root part (RS), stem part (SS) and leaf part (LS) were prepared by pooling 100 μL from RM1–RM10, SM1–SM10 and LM1–LM10 solutions, respectively.
For bioassay analysis, the test samples (Rbio, Sbio and Lbio) of root part, stem part and leaf part were prepared by combining each residue of R1–R10, S1–S10 and L1–L10, respectively. Then, Rbio, Sbio and Lbio were dissolved in water at the concentration of 3.2 mg mL−1 to get the stock solutions stored in 4 °C.
The ACQUITY UPLC BEH C18 column (100 mm × 2.1 mm, 1.7 μm) was bought from Waters Corporation (Milford, MA, USA). The moving phrase was consisted of eluent A (0.1% methanoic acid in water, v/v) and eluent B (0.1% methanoic acid in acetonitrile, v/v) in a liner gradient program (0–2 min, 10% B; 2–26 min, 10 → 90% B; 26–28 min, 90% B; 28–28.1 min, 90 → 10% B; 28.1–40 min, 10% B) with a flow rate of 0.4 mL min−1. Set the temperature of column and the sample manager at 30 °C and 15 °C, respectively. 10% and 90% acetonitrile in aqueous solution were used as weak and strong wash solvents respectively.
The optimized MS parameters were as follows: source temperature (150 °C), desolvation temperature (400 °C), cone voltage (40 V), capillary voltage at 2.6 kV (ESI+) and 2.2 kV (ESI−), cone gas flow (50 L h−1) and desolvation gas flow (800 L h−1). MSE mode was chosen with low energy of 6 V and high energy of 20–40 V.26,27 The mass spectrometer was calibrated with sodium formate in the range of 100 to 1200 Da in order to ensure the mass reproducibility and accuracy. Leucine enkephalin (m/z 556.2771 in ESI+ and 554.2615 in ESI−) was used as external reference for Lock Spray™ injected at a constant flow of 10 μL min−1. The QC sample was injected randomly 4 times throughout the whole work list. All of the volume injection of the samples and QC was 5 μL per run. During data acquisition, the data for screening analysis was performed in MSE continuum mode, the data for metabolomics analysis was performed in MSE centroid mode. Data recording was performed on MassLynx V4.1 workstation (Waters, Manchester, UK).
Firstly, in addition to the internal Traditional Medicine Library on UNIFI platform, the chemical constituent investigation was conducted. As the result, a self-built database of chemical compounds isolated from the genus of Celastrus L. was established by searching the online databases including Web of Science, Medline, PubMed, ChemSpider and China National Knowledge Infrastructure (CNKI). The compound name, molecular formula and chemical structure of components were obtained in the database.
Secondly, the raw data obtained from Masslynx workstation were compressed by Waters Compression and Archival Tool v1.10, then were imported into the UNIFI software.
Thirdly, the compressed data were processed by the streamlined work flow of UNIFI software in order to quickly identify the chemical compounds which were matched the criteria with Traditional Medicine Library and self-built database. The main parameters of processed method were as follow: 2D peak detection was set to 200 as the minimum peak area. In the 3D peak detection, the peak intensity of high energy and low energy was taken more than 200 and 1000 times as the parameter respectively. Selected +H and +Na as positive adducts and +COOH and –H as negative adducts. Leucine enkephalin was used as reference compound in order to get exact mass accuracy, with [M + H]+ 556.2766 for positive ion and [M − H]− 554.2620 for negative ion. As a result, the comprehensive chemical constituents screening list was accomplished.
Finally, a filter was set to refine the results, with the mass error between −5 and 5 ppm and response value over 5000. Each compound was verified by compared with the characteristic MS fragmentation patterns reported in literature or the retention time of the reference substances.
PCA, a classical unsupervised low dimensional pattern recognition model, was used to show pattern recognition and maximum variation, and the overview and classification were obtained. OPLS-DA was used to obtain the maximum separation between two different groups. S-plots, which could provide visualization of the OPLS-DA predictive results, were created to explore the potential chemical markers which contributed to the differences.
Meanwhile, metabolites with VIP value > 4.0 and p-value < 0.001 were considered as potential chemical markers.30,31 Futhermore, permutation test was also performed to provide a reference distribution with the R2/Q2 values to indicate statistical significance. Finally, the analysis results were shown in Simca 15.0 software (Umetrics, Malmö, Sweden).
No. | tR (min) | Formula | Calculated mass (Da) | Theoretical mass (Da) | Mass error (ppm) | MSE fragmentation | Identification | Source | Ref. |
---|---|---|---|---|---|---|---|---|---|
a * Characteristic component in root; # characteristic component in stem; ※ characteristic component in leaf; a: compared with spectral data obtained from Wiley Subscription Services, Inc. (USA); b: compared with NIST Chemistry WebBook; s: compared with the reference compounds; R: the root of Celastrus orbiculatus Thunb.; S: the stem of Celastrus orbiculatus Thunb.; L: the leaf of Celastrus orbiculatus Thunb. | |||||||||
1 | 0.59 | C29H28O8 | 504.1828 | 504.1843 | −2.7 | 549.1810 [M + H − COO]−, 382.1400 [M − H − C7H5O2]−, 311.0857 [M − H − C11H12O3]− | Interiotherin A | R | 33 |
2# | 1.23 | C19H20O6 | 344.1256 | 344.1260 | −1.1 | 367.1486 [M + Na]+, 327.1185 [M + H − H2O]+, 315.0707 [M + H − 2 × CH3]+, 238.0591 [M + H − C7H7O]+, 224.0341 [M + H − C8H9O]+ | 5,7-Dihydroxy-6,8-dimethyl-3(S)-3-(3-methoxy-4′-hydroxybenzyl)chroman-4-one | S | — |
3 | 2.43 | C9H12O4 | 184.0728 | 184.0736 | −4.4 | 185.0791 [M + H]+, 167.0584 [M + H − H2O]+, 136.0593 [M + H − H2O − CH2OH]+ | Eucommidiol | R, S | 34 |
4 | 3.60 | C16H18N2O3 | 286.1328 | 286.1317 | 3.5 | 309.1220 [M + Na]+, 242.0841 [M + H − 3 × CH3]+, 225.0989 [M + H − 2 × OCH3]+ | Picrasidine B | S, L | a |
5 | 3.64 | C22H28O11 | 468.1616 | 468.1632 | −3.4 | 469.1660 [M + H]+, 290.1036 [M + H-Glu]+, 232.0691 [M + H − C3H7O-Glu]+ | Cimicifuga glycoside | R | 35 |
6 | 3.66 | C19H30O8 | 386.1925 | 386.1941 | −4.2 | 409.1811 [M + Na]+, 226.0124 [M + H − C6H9O5]+, 178.0837 [M + H − 2 × CH3-Glu]+, 190.1255 [M + H − H2O-Glu]+ | Roseoside | R, S, L | 36 |
7 | 3.97 | C25H28O6 | 424.1901 | 424.1886 | 3.6 | 447.1812 [M + Na]+, 407.1226 [M + H − H2O]+, 303.0539 [M + H − C9H14]+, 176.0533 [M + H − H2O − C9H14 − C6H5O2]+ | Norkurarinone | R | 37 |
8 | 4.17 | C19H20O6 | 344.1244 | 344.1260 | −4.7 | 345.1316 [M + H]+, 222.0530 [M + H − CH3 − C7H7O]+, 153.0511 [M + H − C11H12O3]+ | 2,3-Dihydro-5,7-dihydroxy-8-methoxy-3-[(4-methoxyphenyl)methyl]-6-methyl-4H-1-benzopyran-4-one | S | 38 |
9 | 4.44 | C15H18O8 | 326.0993 | 326.1002 | −2.9 | 325.0870 [M − H]−, 128.0426 [M − H − H2O-Glu]−, 100.0409 [M − H − HCOOH-Glu]−, 75.0570 [M − H − C3H3O2-Glu]− | Glucosido-p-coumaric acid | R | s |
10 | 4.60 | C20H20O5 | 340.1295 | 340.1311 | −4.5 | 341.1355 [M + H]+, 256.0641 [M + H − C5H9O]+, 238.0692 [M + H − H2O − C5H9O]+, 193.0713 [M + H − C9H7O2]+ | Psorachalcone A | S | — |
11※ | 5.02 | C32H34O12 | 610.2048 | 610.2050 | −0.4 | 609.1446 [M − H]−, 541.2011 [M − H − O − C2H3O]−, 371.1898 [M − H − O − 2 × C5H3O3]− | Orbiculin I | L | — |
12 | 5.28 | C27H36O13 | 568.2139 | 568.2156 | −2.8 | 591.2031 [M + Na]+, 359.1459 [M + H − CH2OH-Glu]+, 345.1251 [M + H − CH3 − C11H13O4]+ | Citrusin B | S, L | s |
13 | 5.39 | C15H10O7 | 302.0415 | 302.0427 | −4.1 | 303.0484 [M + H]+, 178.0320 [M + H − C6H5O3]+, 108.0286 [M + H − H2O − C9H5O4]+ | Isoetin | S | s |
14※ | 5.53 | C27H30O16 | 610.1539 | 610.1534 | 0.9 | 611.1613 [M + H]+, 432.1040 [M + H-Glu]+, 253.0388 [M + H − 2 × Glu]+ | Luteolin 7,4′-diglucoside | L | 39 |
15 | 5.65 | C24H32O10 | 480.2007 | 480.1996 | 2.3 | 503.1899 [M + Na]+, 386.1517 [M + H − 2 × H2O − COOCH3]+, 360.1426 [M + H − C8H9O]+, 191.0715 [M + H − C8H9O − C9H13O3]+ | Ilexin L3 | S | — |
16 | 5.66 | C20H24O7 | 376.1505 | 376.1522 | −4.5 | 399.1388 [M + Na]+, 316.1217 [M + H − 2 × CH3 − CH2OH]+, 310.1320 [M + H − 2 × H2O − CH3O]+, 138.0597 [M + H − C12H15O5]+ | Vladinol C | R | 40 |
17 | 5.74 | C15H10O7 | 302.0418 | 302.0427 | −2.9 | 303.0491 [M + H]+, 285.0363 [M + H − H2O]+, 110.0281 [M + H − C9H5O5]+ | Quercetin | S | b |
18 | 5.87 | C19H18O4 | 310.1193 | 310.1205 | −3.8 | 309.1266 [M − H]−, 279.0821 [M − H − 2 × CH3]−, 278.0977 [M − H − OCH3]−, 173.0532 [M − H − OCH3 − C8H9]−, 104.0703 [M − H − C11H9O4]− | 6,7-Dimethoxy-2-phenethylchromone | S | s |
19 | 5.96 | C10H10O3 | 178.0623 | 178.0630 | −3.9 | 179.0687 [M + H]+, 164.0374 [M + H − CH3]+, 120.0491 [M + H − COOCH3]+, 86.0307 [M + H − C6H5O]+ | Methyl-p-coumarate | R | 41 |
20 | 6.75 | C17H14O8 | 346.0688 | 346.0689 | −0.1 | 347.0761 [M + H]+, 329.0629 [M + H − H2O]+, 298.0688 [M + H − H2O − OCH3]+, 219.0460 [M + H − H2O − C6H5O2]+ | Aksilarin | R | s |
21 | 7.22 | C14H16O4 | 248.1040 | 248.1049 | −3.5 | 249.1105 [M + H]+, 206.0877 [M + H − CH3CO]+, 193.1007 [M + H − C3H4O]+ | Evodinnol | R | 42 |
22 | 7.58 | C21H22O6 | 370.1410 | 370.1416 | −1.7 | 371.1483 [M + H]+, 220 [M + H − C9H11O2]+, 152 [M + H − C12H11O4]+ | (+)-7,8-Didehydroarctigenin | R | 43 |
23 | 7.73 | C17H20O4 | 288.1360 | 288.1362 | −0.5 | 311.1252 [M + Na]+, 274.1090 [M + H − CH3]+, 238.0842 [M + H − 2 × H2O − CH3]+ | (+)-Celaphanol A | R, S | s |
24 | 8.47 | C34H44O14 | 676.2738 | 676.2731 | 1.0 | 677.2811 [M + H]+, 585.2390 [M + H − H2O − CH3 − C2H3O2]+, 556.2650 [M + H − C7H5O2]+, 441.1997 [M + H − 4 × C2H3O2]+ | Celangulin IV | S, L | — |
25 | 8.57 | C22H24O7 | 400.1407 | 400.1522 | −3.8 | 401.1559 [M + H]+, 383.0623 [M + H − H2O]+, 365.2118 [M + H − 2 × H2O]+, 234.0763 [M + H − C9H11O3]+ | Aschantin | R, S | 44 |
26 | 8.83 | C20H20O5 | 340.1295 | 340.1311 | −4.5 | 341.1355 [M + H]+, 326.0641 [M + H − CH3]+, 299.0562 [M + H − C3H7]+, 150.0562 [M + H − C4H7 − C8H7O2]+ | Corylifol B | S | 45 |
27 | 8.94 | C20H18O5 | 338.1143 | 338.1154 | −3.3 | 339.1209 [M + H]+, 218.0945 [M + H − C8H7O]+, 176.0735 [M + H − H2O − C9H7O2]+ | Demethoxycurcumin | R | 46 |
28 | 8.95 | C20H20O6 | 356.1247 | 356.1260 | −3.6 | 357.1320 [M + H]+, 245.0820 [M + H − CH3 − C6H5O2]+, 96.0346 [M + H − H2O − C14H11O4]+ | Leachianone G | R | s |
29 | 8.96 | C18H20O5 | 316.1317 | 316.1311 | 1.8 | 339.1209 [M + Na]+, 251.0624 [M + H − 2 × H2O − 2 × CH3]+, 174.0900 [M + H − 2 × H2O − C7H7O]+ | (3R-cis)-3,4-Dihydro-3,4-diol-7-methoxy-3-[(4-methoxyphenyl)methyl]-2H-1-benzopyran | R, S | — |
30# | 8.98 | C22H28O8 | 420.1799 | 420.1784 | 3.4 | 443.1696 [M + Na]+, 205.0843 [M + H − 2 × CH2OH − C8H9O3]+, 167.0664 [M + H − C13H18O5]+ | (+)-Lyoniresinol | S | 47 |
31 | 9.81 | C24H26O8 | 442.1611 | 442.1628 | −3.8 | 443.1675 [M + H]+, 384.1466 [M + H − C2H3O2]+, 381.1268 [M + H − 2 × CH3O]+, 307.0731 [M + H − CH3 − 2 × CH3O − C2H3O2]+ | Interiorin C | R, S | — |
32 | 10.35 | C20H18O4 | 322.1218 | 322.1205 | 4.0 | 323.1291 [M + H]+, 268.1004 [M + H − C4H7]+, 254.0834 [M + H − C5H9]+ | Neobavaisoflavone | R | 48 |
33 | 11.39 | C18H34O5 | 330.2392 | 330.2406 | −4.0 | 353.2284 [M + Na]+, 277.2129 [M + H − 3 × H2O]+, 150.1100 [M + H − 2 × H2O − C8H17O2]+, 81.0569 [M + H − H2O − C4H7O2 − C8H17O2]+ | 9-Octadecenoic acid | R, S | s |
34 | 13.75 | C18H20O4 | 300.1348 | 300.1362 | −4.3 | 323.1240 [M + Na]+, 138.0556 [M + H − C10H11O2]+, 107.0465 [M + H − CH3O − C10H11O2]+ | trans-3,3′,5,5′-Tetramethoxystilbene | S | — |
35* | 14.06 | C30H48O6 | 504.3448 | 504.3451 | −0.6 | 549.3417 [M + HCOO]−, 263.3423 [M − H − C14H24O3]−, 239.3239 [M − H − C16H24O3]− | Virgaureagenin G | R | 49 |
36 | 14.33 | C28H42O5 | 458.3053 | 458.3032 | 4.6 | 457.2981 [M − H]−, 344.3321 [M − H − 2 × H2O − HCOOH − CH2OH]−, 233.2957 [M − H − C13H20O3]−, | 3β,4β,23-Trihydroxy-24,30-dinorolean-12,20(29)-dien-28-oic acid | R | 50 |
37 | 15.19 | C28H46O5 | 462.3349 | 462.3345 | 0.8 | 461.3276 [M − H]−, 425.3270 [M − H − 2 × H2O]−, 193.2396 [M − H − C17H32O2]− | Polyporusterone F | R | 51 |
38 | 15.26 | C39H54O6 | 618.3926 | 618.3920 | 1.0 | 641.3857 [M + Na]+, 533.3344 [M + H − C3H4 − HCOOH]+, 398.2486 [M − 2 × CH3 − C3H4 − C8H7O3]+ | Lup-20(29)-en-28-oic-3β-yl caffeate | R | s |
39* | 15.47 | C30H40O4 | 464.2934 | 464.2927 | 1.5 | 509.2551 [M + HCOO]−, 386.2693 [M − H − H2O − C2H3O2]−, 199.2228 [M − H − C17H28O2]− | Pristimerin | R | 52 |
40※ | 15.84 | C33H38O9 | 578.2535 | 578.2516 | 3.3 | 577.2683 [M − H]−, 561.2680 [M − H − O]−, 547.2187 [M − H − 2 × CH3]−, 534.2176 [M − H − C2H3O]− | Orbiculin A | R, L | s |
41 | 16.28 | C30H46O4 | 470.3399 | 470.3396 | 0.6 | 469.3326 [M − H]−, 454.3157 [M − H − CH3]−, 451.3303 [M − H − H2O]−, 342.3522 [M − H − C8H15O]− | 11-Oxokansenonol | R | 53 |
42 | 16.52 | C30H46O6 | 502.3315 | 502.3294 | 4.1 | 547.3326 [M + HCOO]−, 455.3236 [M − H − HCOOH]−, 401.3505 [M − H − 3 × H2O − HCOOH]− | Esculentic acid | R | s |
43 | 16.66 | C31H44O6 | 512.3118 | 512.3138 | −3.9 | 511.3045 [M − H]−, 495.2929 [M − H − O]−, 467.2412 [M − H − CO2]−, 233.2535 [M − H − C17H26O3]− | Paeonenolide G | R, L | 54 |
44 | 16.79 | C32H40O8 | 552.2717 | 552.2723 | −1.1 | 597.2699 [M + HCOO]−, 487.2250 [M − H − H2O − CH3 − CH3O]−, 193.1065 [M − H − C21H26O5]− | Saucerneol A | R, S, L | 55 |
45 | 16.80 | C27H44O8 | 496.3055 | 496.3036 | 3.8 | 541.3050 [M + HCOO]−, 461.3026 [M − H − 2 × H2O]−, 378.2876 [M − H − C6H13O2]− | Turkesterone | R, L | 56 |
46 | 16.81 | C30H50O2 | 442.3907 | 442.3811 | −0.9 | 441.3713 [M − H]−, 423.3286 [M − H − H2O]−, 233.3456 [M − H − C14H24O]− | Oleanolic alcohol | S, L | 57 |
47 | 17.06 | C20H34O4 | 338.2461 | 338.2457 | 1.1 | 361.2353 [M + Na]+, 267.2239 [M + H − 4 × H2O]+, 262.1673 [M + H − CH3 − 2 × CH2OH]+, 278.0124 [M + H − C3H5O2]+ | Hallol | R | a |
48 | 17.22 | C18H28O2 | 276.2086 | 276.2089 | −1.0 | 277.2141 [M + H]+, 248.2197 [M + H − C2H5]+, 222.1520 [M + H − C4H7]+, 67.0579 [M + H − C2H5 − C11H17O2]+ | 6,9,12,15-Octadecatetraenoic acid | R | 58 |
49 | 17.23 | C16H30O2 | 254.2249 | 254.2246 | 1.2 | 277.2141 [M + Na]+, 125.1160 [M + H − C4H9 − C3H5O2]+, 112.0804 [M + H − H2O − C9H17]+ | Oleopalmitic acid | R, S, L | 59 |
50* | 17.25 | C30H44O4 | 468.3225 | 468.3240 | −3.2 | 467.2441 [M − H]−, 434.2905 [M − H − H2O − CH3]−, 423.3320 [M − H − CO2]− | 3β-Hydroxy-2-oxoolean-12-ene-22,29-actone | R | — |
51* | 17.30 | C27H40O6 | 460.2833 | 460.2825 | 1.7 | 483.2751 [M + Na]+, 361.2355 [M + H − C6H12O]+, 417.2282 [M + H − CO2]+, 319.2480 [M + H − C8H14O2]+ | Lucidenic acid N | R | 60 |
52# | 17.38 | C27H44O4 | 432.3223 | 432.3240 | −3.8 | 431.2217 [M − H]−, 397.3428 [M − H − O − H2O]−, 395.3258 [M − H − 2 × H2O]−, 249.1019 [M − H − C11H18O2]+ | Chlorogenin | R, S, L | a |
53 | 17.56 | C20H22O4 | 326.1515 | 326.1518 | −0.8 | 327.1588 [M + H]+, 312.1295 [M + H − CH3]+, 256.1067 [M + H − 2 × CH3 − C3H5]+, 203.2237 [M + H − C7H8O2]+ | Dehydrodiisoeugenol | R | 61 |
54※ | 17.62 | C30H48O5 | 488.3523 | 488.3502 | 4.4 | 487.2917 [M − H]−, 469.3240 [M − H − H2O]−, 433.3297 [M − H − 3 × H2O]−, 411.1033 [M − H − 2 × CH3 − HCOOH]+, 405.3029 [M − H − 2 × H2O − HCOOH]− | Orthosphenic acid | R, S, L | a |
55 | 17.80 | C35H40O7 | 572.2788 | 572.2774 | 2.4 | 571.2738 [M − H]−, 555.2826 [M − H − O]−, 331.2334 [M − H − O − C6H5 − C9H7O2]− | Celastrine B | R, S, L | — |
56 | 17.84 | C30H46O3 | 454.3445 | 454.3447 | −0.5 | 455.3492 [M + H]+, 408.3435 [M + H − H2O − CHO]+, 325.2291 [M + H − CH3 − C6H11O]+ | (13α,14β,17α,20S,24Z)-Lanosta-26-hydroxy-3-oxo-7,24-dien-21-al | R, S | a |
57* | 18.02 | C27H44O7 | 480.3106 | 480.3087 | 4.0 | 479.2439 [M − H]−, 464.2903 [M − H − CH3]−, 461.2934 [M − H − H2O]−, 414.2779 [M − H − H2O − C2H7O]−, 202.0239 [M − H − C11H22O3]+ | Viticosterone | R, S, L | 62 |
58 | 18.11 | C30H46O3 | 454.3464 | 454.3447 | 3.8 | 453.3414 [M − H]−, 435.3608 [M − H − H2O]−, 409.3319 [M − H − CO2]−, 376.3716 [M − H − H2O − CH3 − CO2]−, 223.2100 [M − H − C15H18O2]− | Wilforlide A | R | s |
59 | 18.20 | C28H48O2 | 416.3636 | 416.3654 | −4.1 | 461.3618 [M + HCOO]−, 265.2591 [M − H − C9H10O2]−, 149.2309 [M − H − C19H38]− | γ-Tocopherol | R | 63 |
60 | 18.24 | C30H38O11 | 574.2423 | 574.2414 | 1.5 | 597.2315 [M + Na]+, 395.1897 [M + H − C2H3O2 − C7H5O2]+, 339.1724 [M + H − 4 × C2H3O2]+ | Ejap 3 | R, L | a |
61# | 18.38 | C16H32O2 | 256.2393 | 256.2402 | −3.7 | 279.2303 [M + Na]+, 199.1787 [M + H − C4H9]+, 69.0553 [M + H − 2 × CH3 − C9H17O2]+ | Methyl (12S)-12-methyltetradecanoate | S | a |
62 | 18.41 | C32H44O8 | 556.3016 | 556.3036 | −3.6 | 555.2910 [M − H]−, 463.2604 [M − H − H2O − CH3 − C2H3O2]−, 313.2285 [M − H − H2O − C7H13O2 − C5H3O2]− | 14,15-Epoxy-14H-cyclopenta [a]phenanthrene, bufa-20,22-dienolide deriv. | R | — |
63* | 18.46 | C30H42O7 | 514.2931 | 514.2931 | 0.1 | 515.3017 [M + H]+, 469.2859 [M + H − HCOOH]+, 417.2608 [M + H − C6H10O]+, 377.2297 [M + H − C9H14O]+ | Ganoderenic acid A | R | 60 |
64# | 18.67 | C30H48O3 | 456.3583 | 456.3604 | −4.7 | 457.3675 [M + H]+, 439.3520 [M + H − H2O]+, 424.2688 [M + H − H2O − CH3]+, 330.2465 [M + H − C8H15O]+ | Kansenonol | S | 64 |
65 | 18.69 | C16H32O2 | 256.2394 | 256.2402 | −2.7 | 301.2376 [M + HCOO]−, 97.0991 [M − H − C6H13 − C3H5O2]−, 68.0554 [M − H − CH3 − C8H17 − C2H3O2]− | 4,8,12-Trimethyltridecanoic acid | S | 65 |
66 | 18.69 | C18H30O2 | 278.2233 | 278.2246 | −4.5 | 279.2292 [M + H]+, 261.2353 [M + H − H2O]+, 72.0554 [M + H − C11H19 − C2H3O2]+ | Gamolenic acid | R, S | 66 |
67 | 18.74 | C30H46O4 | 470.3399 | 470.3396 | 0.6 | 469.3326 [M − H]−, 454.3157 [M − H − CH3]−, 451.3303 [M − H − H2O]−, 407.3726 [M − H − H2O − CO2]−, 261.4102 [M − H − C14H24O]− | 3β-Hydroxy-11α,12α-epoxy-13β,28-ursolide | R | a |
68 | 18.83 | C28H36O7 | 484.2458 | 484.2461 | −0.6 | 469.2597 [M − OH]+, 363.2350 [M + H − C7H6O2]+, 345.1852 [M + H − H2O − C7H6O2]+, 218.1708 [M + H − 2 × H2O − C7H6O2 − C6H5O2]+ | Scutellone I | R | 67 |
69 | 18.94 | C30H46O4 | 470.3399 | 470.3396 | 0.6 | 471.3326 [M + H]+, 425.3157 [M + H − HCOOH]+, 289.3241 [M + H − C11H18O2]+, 249.3383 [M + H − C14H22O2]+ | Hederagonic acid | R | 68 |
70 | 18.97 | C30H48O3 | 456.3606 | 456.3604 | 0.5 | 457.3678 [M + H]+, 439.2231 [M + H − H2O]+, 249.3437 [M + H − C14H24O]+, 203.1653 [M + H − C14H24O − HCOOH]+ | Ursolic acid | R, S, L | 69 |
71 | 19.00 | C18H30O3 | 294.2184 | 294.2195 | −3.6 | 317.2060 [M + Na]+, 277.2115 [M + H − H2O]+, 172.0863 [M + H − C9H15]+, 124.1081 [M + H − C9H15O3]+ | 9-Oxooctadeca-10,12-dienoic acid | R, S | 70 |
72 | 19.13 | C30H42O7 | 514.2931 | 514.2931 | 0.1 | 515.3004 [M + H]+, 454.2660 [M + H − CH3 − HCOOH]+, 415.2676 [M + H − C6H12O]+, 321.2393 [M + H − C11H14O3]+ | Ganoderenic acid B | R | 60 |
73* | 19.30 | C11H14O2 | 178.1001 | 178.0994 | 4.2 | 201.0886 [M + Na]+,164.0739 [M + H − CH3]+, 107.0589 [M + H − CH3O − C3H5]+, 76.0507 [M + H − 2 × CH3O − C3H5]+ | Isohomogenol | R | 71 |
74 | 19.35 | C29H48O2 | 428.3675 | 428.3654 | 4.7 | 451.3568 [M + Na]+, 411.2449 [M + H − H2O]+, 274.2205 [M + H − C10H19O]+, 256.2260 [M + H − H2O − C10H19O]+ | Seringosterol | R, L | 72 |
75 | 19.46 | C30H44O7 | 516.3080 | 516.3087 | −1.3 | 515.3007 [M − H]−, 500.2865 [M − H − CH3]−, 497.3383 [M − H − H2O]−, 322.1767 [M − H − 2 × H2O − C8H13O3]− | Ganoderic acid A | R | 73 |
76 | 19.72 | C22H30O4 | 358.2132 | 358.2144 | −3.3 | 381.2024 [M + Na]+, 316.2063 [M + H − C2H3O]+, 273.1648 [M + H − C3H7 − C2H3O2]+ | (3S,4aS,10aS)-3-(Acetyloxy)-2,3,4,4a,10,10a-hexahydro-6-hydroxy-1,1,4a-trimethyl-7-(1-methylethyl)-9(1H)-phenanthrenone | R | s |
77 | 19.73 | C30H50O6 | 506.3632 | 506.3607 | 4.9 | 505.3559 [M − H]−, 43.3909 [M − H − 4 × H2O]−, 431.2834 [M − H − CH3 − C3H7O]− | 13β,17β-Epoxyalisol A | R | s |
78 | 19.89 | C30H46O3 | 454.3438 | 454.3447 | −2.0 | 455.3492 [M + H]+, 409.3435 [M + H − HCOOH]+, 391.1517 [M + H − H2O − HCOOH]+, 249.3317 [M + H − C14H22O]+ | Oleanonic acid | R, S | 74 |
79 | 20.05 | C30H46O5 | 486.3334 | 486.3345 | −2.4 | 487.3406 [M + H]+, 441.3344 [M + H − HCOOH]+, 413.3436 [M + H − H2O − CH3 − HCOOH]+, 395.3278 [M + H − 2 × HCOOH]+, 249.5358 [M + H − C14H22O3]+ | Ceanothic acid | R | a |
80* | 20.24 | C28H42O6 | 474.2986 | 474.2981 | 1.0 | 497.2908 [M + Na]+, 457.2342 [M + H − H2O]+, 411.2324 [M + H − H2O − CH3 − CH3O]+, 285.0399 [M + H − H2O − C9H16O3]+ | Methyl lucidenate Q | R | 75 |
81 | 20.36 | C29H34O8 | 510.2256 | 510.2254 | 0.3 | 533.2148 [M + Na]+, 410.1760 [M + H − C2H3O − C3H6O]+, 268.1455 [M + H − C2H3O − C7H5O − C5H3O2]+ | Orbiculin B | R | — |
82 | 20.36 | C30H48O3 | 456.3617 | 456.3604 | 3.0 | 455.3544 [M − H]−, 391.3440 [M − H − H2O − HCOOH]−, 149.3707 [M − H − H2O − C18H27O2]− | Oleanolic acid | R, S, L | 74 |
83 | 21.14 | C19H38O4 | 330.2770 | 330.2770 | 0.1 | 353.2632 [M + Na]+, 313.2160 [M + H − H2O]+, 300.0486 [M + H − CH3O]+, 240.0679 [M + H − C3H7O3]+ | β-Monopalmitin | S, L | 76 |
84# | 21.46 | C39H54O6 | 618.3949 | 618.3920 | 4.6 | 619.4002 [M + H]+, 565.4126 [M + H − 3 × H2O]+, 472.3557 [M + H − C9H7O2]+, 456.3443 [M + H − C9H7O3]+, 411.1356 [M + H − C14H24O]+ | 27-p-E-Coumaroyloxyursolic acid | S | 77 |
85# | 21.49 | C30H46O2 | 438.3485 | 438.3498 | −2.9 | 439.3559 [M + H]+, 421.3432 [M + H − H2O]+, 390.1126 [M + H − H2O − CH3O]+, 250.3443 [M + H − C13H17O]+ | 5-Dehydrokarounidiol | S | — |
86* | 21.72 | C13H12O2 | 200.0834 | 200.0831 | −3.3 | 201.0886 [M + H]+, 186.0597 [M + H − CH3]+, 165.0996 [M + H − 2 × H2O]+, 140.0533 [M + H − C2H5O2]+ | Safynol | R | 78 |
87* | 22.03 | C12H16O2 | 192.1157 | 192.1150 | 3.7 | 215.1045 [M + Na]+, 163.0490 [M + H − 2 × CH3]+, 150.1739 [M + H − C3H7]+, 135.2173 [M + H − CH3 − C3H7]+, 119.0695 [M + H − CH3 − C2H3O2]+, 91.0556 [M + H − C3H7 − C2H3O2]+ | Carvacryl acetate | R | a |
88* | 22.04 | C29H38O4 | 450.2766 | 450.2770 | −0.9 | 451.2844 [M + H]+, 433.2591 [M + H − H2O]+, 405.2771 [M + H − HCOOH]+, 215.3621 [M + H − C15H24O2]+, 200.0917 [M + H − CH3 − C15H24O2]+ | Celastrol | R, S, L | 79 |
89 | 22.05 | C9H10O | 134.0737 | 134.0732 | 3.4 | 157.0632 [M + Na]+, 120.1173 [M + H − CH3]+, 106.0704 [M + H − C2H5]+, 77.0477 [M + H − C2H5 − CHO]+ | 4-Ethylbenzaldehyde | R | 80 |
90* | 22.22 | C29H36O4 | 448.2609 | 448.2614 | −1.0 | 449.2679 [M + H]+, 434.2548 [M + H − CH3]+, 403.2606 [M + H − HCOOH]+, 267.3315 [M + H − C12H6O2]+ | 25-(9→8)Abeo-24-nor-friedelan-2,3-dioxo-1(10),4,6,9(11)-tetraen-29-oic acid | R | — |
91 | 22.46 | C38H44N2O6 | 624.3200 | 624.3220 | 3.2 | 647.3113 [M + Na]+, 503 [M + H − C8H9O]+, 314.1395 [M + H − CH3 − C18H16NO2]+, 297 [M + H − C7H7O − C11H17O2N]+, 266.0790 [M + H − CH3 − C8H9O − C13H18NO2]+ | Neferin | R | 81 |
92 | 22.78 | C32H48O5 | 512.3486 | 512.3502 | −3.1 | 511.3413 [M − H]−, 493.2436 [M − H − H2O]−, 465.1023 [M − H − HCOOH]+, 434.2379 [M − H − H2O − C2H3O2]−, 370.2491 [M − H − C8H13O2]− | Ganoderic acid X | R | 82 |
93 | 22.80 | C12H16O2 | 192.1159 | 192.1150 | 4.2 | 215.1052 [M + Na]+, 178.0893 [M + H − CH3]+, 107.5147 [M − C5H11O]+, 78.0571 [M + H − C6H11O2]+ | Amyl benzoate | R | s |
94 | 22.81 | C30H52O3 | 460.3920 | 460.3917 | 0.8 | 483.3813 [M + Na]+, 407.3593 [M + H − H2O]+, 368.3012 [M + H − H2O − C3H7O2]+, 253.0154 [M + H − C14H24O]+ | Olibanumol H | S, L | 83 |
95 | 22.82 | C30H48O4 | 472.3543 | 472.3553 | −2.1 | 473.3615 [M + H]+, 455.3483 [M + H − H2O]+, 427.3561 [M + H − HCOOH]+, 333.1527 [M + H − C9H16O]+, 290.0146 [M + H − CH3 − C11H20O]+ | Echinocystic acid | R, S | 84 |
96 | 22.83 | C16H32O2 | 256.2390 | 256.2402 | −4.5 | 279.2276 [M + Na]+, 155.1230 [M + H − C5H11 − CH3O]+, 85.0488 [M + H − C10H21 − OCH3]+ | Methyl pentadecanoate | R, S, L | s |
97 | 23.02 | C22H36O4 | 364.2601 | 364.2614 | −3.7 | 365.2665 [M + H]+, 266.2190 [M + H − C6H11O]+, 219.1749 [M + H − H2O − C2H3O2 − C5H9O]+ | Vitetrifolin E | S | 85 |
98 | 24.29 | C12H16O2 | 192.1159 | 192.1150 | 4.2 | 215.1052 [M + Na]+, 164.0893 [M + H − CH3]+, 136.0587 [M + H − C4H9]+, 78.0571 [M + H − C6H11O2]+ | Isopentyl benzoate | R | s |
99 | 24.31 | C11H14O2 | 178.1003 | 178.0994 | 4.7 | 201.0895 [M + Na]+, 147.0441 [M + H − CH3]+, 136.0491 [M + H − C2H3O]+, 122.0477 [M + H − C3H5O]+, 77.0146 [M + H − CH3O − C4H7O]+ | Anisylacetone | R | 86 |
100# | 24.51 | C30H52O3 | 460.3898 | 460.3917 | −4.1 | 483.3682 [M + Na]+, 425.3325 [M + H − 2 × H2O]+, 336.2443 [M + H − C9H17]+, 295.0357 [M + H − C12H22]+ | Neopanaxadiol | S | 87 |
101 | 24.71 | C30H48O2 | 440.3656 | 440.3654 | 0.3 | 441.3729 [M + H]+, 423.3611 [M + H − H2O]+, 259.1687 [M + H − C11H18O2]+, 219.0312 [M + H − C14H22O2]+ | Daturanolone | R, S | 88 |
102 | 24.94 | C30H48O | 424.3701 | 424.3705 | −1.0 | 425.3774 [M + H]+, 407.3633 [M + H − H2O]+, 392.3459 [M + H − H2O − CH3]+, 218.1926 [M + H − C14H23O]+ | Olean-9(11),12-dien-3β-ol | R, S | s |
103* | 25.48 | C21H24O4 | 340.1672 | 340.1675 | −0.8 | 363.1573 [M + Na]+, 189.0711 [M + H − CH3 − C8H9O2]+, 173.0939 [M + H − CH3O − C8H9O2]+, 107.0494 [M + H − CH3O − C13H15O2]+ | Dehydrodiisoeugenol methyl ether | R | 89 |
104 | 25.67 | C30H46O4 | 470.3372 | 470.3396 | −4.1 | 471.3445 [M + H]+, 456.2016 [M + H − CH3]+, 398.5107 [M + H − C3H5O2]+, 379.0317 [M + H − 2 × HCOOH]+, 312.2370 [M + H − H2O − C8H13O2]+, 234.4581 [M + H − CH3 − C3H5O2 − C8H13O2]+ | Nigranoic acid | R | a |
105 | 25.70 | C37H42O13 | 694.2801 | 694.2778 | 3.6 | 695.2873 [M + H]+, 515.2201 [M + H − 3 × C2H4O2]+, 393.2228 [M + H − 3 × C2H4O2 − C7H6O2]+, 331.0167 [M + H − 2 × C2H4O2 − C7H6O2 − C7H5O2]+ | Celahin D | S, L | s |
106 | 25.91 | C28H48O | 400.3698 | 400.3705 | −1.6 | 423.3591 [M + Na]+, 386.2638 [M + H − CH3]+, 326.2823 [M + H − H2O − CH3 − C3H7]+, 254.2266 [M + H − H2O − C8H17O]+, 213.2252 [M + H − H2O − C11H22O]+ | Fungisterol | R, S | a |
107 | 25.93 | C27H44O | 384.3390 | 384.3392 | −0.6 | 385.3463 [M + H]+, 367.0417 [M + H − H2O]+, 256.2547 [M + H − H2O − C8H15]+, 215.2415 [M + H − H2O − C11H20]+ | (E)-22-Dehydrocholesterol | R | 90 |
108 | 25.96 | C29H48O | 412.3686 | 412.3705 | −4.6 | 413.3746 [M + H]+, 260.2204 [M + H − CH3 − C10H19]+, 257.2151 [M + H − H2O − C10H19]+ | 28-Isofucosterol | R, S | a |
109 | 26.22 | C30H48O3 | 456.3588 | 456.3604 | −3.5 | 457.3651 [M + H]+, 439.2142 [M + H − H2O]+, 411.3584 [M + H − HCOOH]+, 265.1812 [M + H − C13H20O]+ | Maytenoic acid | R | s |
110 | 26.28 | C29H48O | 412.3702 | 412.3705 | −0.8 | 413.3775 [M + H]+, 395.3676 [M + H − H2O]+, 256.2275 [M + H − H2O − C10H19]+, 218.7218 [M + H − CH3 − C13H24]+ | Chondryllasterol | R | 91 |
111 | 26.31 | C18H36O2 | 284.2724 | 284.2715 | 2.7 | 307.2616 [M + Na]+, 140.1312 [M + H − 2 × CH3 − C6H11O2]+, 70.0583 [M + H − 2 × CH3 − C11H21O2]+ | Hexadecanoic acid | R | s |
112 | 26.62 | C30H48O | 424.3686 | 424.3705 | −4.4 | 425.3747 [M + H]+, 410.3584 [M + H − CH3]+, 367.3099 [M + H − CH3 − C3H7]+, 273.3120 [M + H − C11H20]+ | Fernenone | R, L | 92 |
113 | 26.83 | C30H48O2 | 440.3656 | 440.3654 | 0.3 | 441.3729 [M + H]+, 423.3611 [M + H − H2O]+, 412.0147 [M + H − CHO]+, 233.1890 [M + H − C14H24O]+, 204.3167 [M + H − CHO − C14H24O]+ | Oleanolic aldehyde | R, S, L | a |
114 | 27.08 | C28H48O2 | 416.3667 | 416.3654 | 2.9 | 439.3559 [M + Na]+, 192.1212 [M + H − C16H33]+, 151.0731 [M + H − C19H38]+ | Cumotocopherol | R | 93 |
115 | 27.25 | C24H38O4 | 390.2752 | 390.2770 | −4.3 | 413.2644 [M + Na]+, 179.0809 [M + H − C2H5 − C4H9 − C8H17O]+, 149.1469 [M + H − C8H17 − C8H17O]+, 77.0216 [M + H − 2 × C9H17O2]+ | Fleximel | R, S, L | b |
116 | 27.52 | C30H48O | 424.3709 | 424.3705 | 0.9 | 425.3782 [M + H]+, 410.3572 [M + H − CH3]+, 259.2141 [M + H − C11H18O]+, 221.1939 [M + H − C14H20O]+ | β-Amyron | R, S, L | 94 |
117※ | 27.84 | C36H44O9 | 620.3003 | 620.2985 | 2.9 | 621.3083 [M + H]+, 562.2851 [M + H − C2H3O2]+, 461.2303 [M + H − C2H3O2 − C5H9O2]+, 291.2088 [M + H − C2H5 − C2H3O2 − 2 × C7H5O2]+ | Celafolin D-3 | S, L | s |
118 | 27.88 | C30H48O2 | 440.3656 | 440.3654 | 0.3 | 441.3729 [M + H]+, 423.3611 [M + H − H2O]+, 398.5359 [M + H − C3H7]+, 288.2288 [M + H − C11H21]+, 247.0117 [M + H − C14H26]+ | Polasterol A | R, S, L | a |
119 | 28.10 | C29H46O | 410.2535 | 410.2549 | −3.4 | 411.3599 [M + H]+, 393.3696 [M + H − H2O]+, 272.2261 [M + H − C10H19]+, 231.2084 [M + H − C13H24]+ | Corbisterin | R, L | 95 |
120 | 28.49 | C30H50O2 | 442.3813 | 442.3811 | 0.5 | 465.3705 [M + Na]+, 425.3647 [M + H − H2O]+, 291.3580 [M + H − C10H16O]+, 251.5133 [M + H − C13H20O]+ | 3-Oxo-11β-hydroxyfriedelane | S | 96 |
Although the study provided evidences to elucidate the chemical composition of COT, there were still some unresolved issues. For example, as shown in BPI chromatograms, there were some unidentified components. Further research should be carried on the identification of these unknown compounds.
In order to further distinguish one part from the other two parts, OPLS-DA plots, S-plots, permutation tests, and VIP values were obtained to see which variables were responsible for sample separation97 (Fig. 5–7). In OPLS-DA plots, each spot represented a sample. From the perspective of OPLS-DA, one part was clearly separated from the other two parts. The parameters such as R2 and Q2 indicated the model had good ability of prediction and reliability in both ESI+ and ESI− modes. The permutation plots showed the original point on the right was clearly higher than all Q2-values (blue) on the left, which indicated the original models were valid. To identify the metabolites contributing to the discrimination, S-plots were generated under OPLS-DA model. Each spot in S-plots represented a variable. The variables with VIP > 4 and p < 0.001 were considered as potential chemical markers. The possible molecular formula of the markers were calculated by high-accuracy quasi-molecular ion with mass error between ±5 ppm. A total of 26 robust known chemical markers (marked in Table 2) enabling the differentiation between one part with the other two parts were identified and marked in S-plots.
Fig. 5 OPLS-DA plots/permutation tests/S-plots between R and S&L. R: the root of Celastrus orbiculatus Thunb.; S: the stem of Celastrus orbiculatus Thunb.; L: the leaf of Celastrus orbiculatus Thunb. |
Fig. 6 OPLS-DA plots/permutation tests/S-plots between S and R&L. R: the root of Celastrus orbiculatus Thunb.; S: the stem of Celastrus orbiculatus Thunb.; L: the leaf of Celastrus orbiculatus Thunb. |
Fig. 7 OPLS-DA plots/permutation tests/S-plots between L and R&S. R: the root of Celastrus orbiculatus Thunb.; S: the stem of Celastrus orbiculatus Thunb.; L: the leaf of Celastrus orbiculatus Thunb. |
According to the reference, it was revealed that there was significant variation for the contents of celastrol or total alkaloids in different parts of COT. While in this study, there were 13, 8 and 5 potential chemical markers including celastrol discovered from root, stem and leaf, respectively. The markers in root including 8 triterpenoids (35, 39, 50, 51, 63, 80, 88, 90), 1 steroids (57), 1 organic acid esters (87), 1 phenylpropanoids (103) and 2 other compounds (73, 86). The markers in stem including 4 triterpenoids (64, 84, 85, 100), 1 flavonoids (2), 1 phenylpropanoids (30), 1 steroids (52) and 1 organic acid esters (61). The markers in leaf including 3 sesquiterpenoids (11, 40, 117), 1 flavonoids (14) and 1 triterpenoids (54). Additionally, among these potential chemical markers, the contents of 57 and 88 in root, 52 in stem, 40, 54 and 117 in leaf were much higher than in the other two parts (p < 0.001). While components 35, 39, 50, 51, 63, 73, 80, 86, 87, 90 and 103 were detected only in root, components 2, 30, 61, 64, 84, 85 and 100 were detected only in stem, components 11 and 14 were detected only in leaf part under the detect condition.
The detected result of 88 (celastrol) in our study, with much higher contents in root than in stem and leaf, was consistent with the ref. 19. While there were a few differences between our results and the references. In the present study, compound 39 (pristimerin) was only detected in root, and 11 (orbiculin I) was only detected in leaf. According to the reports, 39 was once isolated from stem14 though mainly from root,98,99 and 11 isolated from root.3 The reason was the concentrations of them were lower than the lowest detection limits. It was worth mentioning that some chemical markers with high responses in UPLC-MS, two triterpenoids (39 and 88) in root, one flavonoids (2) in stem and two sesquiterpenoids (11 and 40) in leaf, could be used for further quality control of three parts of COT respectively.
In order to systematically evaluate the chemical markers, a heat-map was generated. The hierarchical clustering heat map, intuitively visualizing the difference level of potential chemical markers in different parts, was shown in Fig. 8. The higher values were indicated by red squares, the lower values were indicated by green squares.
Fig. 9 The cytotoxicity effects of different concentrations of cigarette smoke extract (CSE) on A549 cells. **p < 0.01, compared with 0% CSE group. |
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