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Evidence-based Complementary and Alternative Medicine : eCAM logoLink to Evidence-based Complementary and Alternative Medicine : eCAM
. 2022 Nov 29;2022:2442681. doi: 10.1155/2022/2442681

Screening of Biomarkers and Quality Control of Shaoyao Gancao Decoction Using UPLC-MS/MS Combined with Network Pharmacology and Molecular Docking Technology

Yongben Ma 1,2,3, Lingfang Wu 1,2,3,4,, Liying Niu 1,2,3,
PMCID: PMC9726270  PMID: 36482932

Abstract

Shaoyao Gancao Decoction (SGD) is a classic prescription of traditional Chinese medicine (TCM), which is composed of Paeoniae Radix Alba and Glycyrrhizae Radix et Rhizoma, and has the clinical effect of anti-liver injury, but its active ingredients are unclear. In this study, the joint application of phytochemical compositional analysis, network pharmacology, and molecular docking technology was utilized to screen the active components of SGD against liver injury. Firstly, a total of 110 compounds were identified by UPLC-Q-TOF-MS/MS, including 54 flavonoids, 23 triterpenoids, 10 monoterpenoids, 6 coumarins, and 17 other compounds. Secondly, based on the above plant chemical compositions, network pharmacology was used to search for the active components of SGD against liver injury, and 19 components were considered to be the active components, including 1,2,3,4,6-penta-O-galloyl-β-D-glucopyranose, ferulic acid, coniferyl ferulate, benzoyl paeoniflorin, hesperidin, liquiritin, liquiritigenin, glycyrrhizic acid, caffeic acid, rutin, chlorogenic acid, gallic acid, methyl gallate, isoliquiritin apioside, albiflorin, neochlorogenic acid, isoliquiritin, narirutin, and naringenin. Thirdly, molecular docking was used to verify the efficacy of the compounds and showed that the compounds bound well to key targets. Furthermore, the 19 components were detected in the rat serum, which also demonstrated that they could be biomarkers. Because it is generally believed that the ingredients that can be absorbed into the blood may be active ingredients. In the end, we determined the contents of 19 key components in 10 different batches of SGD. The method has satisfactory linearity, stability, accuracy, repeatability, and recovery. This study clarified the active components, key targets, and pathways of SGD against liver injury and provided a new idea for the selection of quality control indicators in traditional Chinese medicine.

1. Introduction

Shaoyao Gancao Decoction (SGD) is a famous prescription in Zhang Zhongjing's Treatise on Febrile Diseases [1]. It uses Paeonia lactiflora and licorice to nourish yin and blood and to pass through the meridians to treat blood deficiency and body pain, including abdominal pain due to qi and blood deficiency [25]. Chemical composition studies show that SGD mainly contains flavonoids, triterpenoid saponins, monoterpenoid glycosides, phenolic acids, tannins, and some other compounds [611]. Modern pharmacological studies show that SGD has the functions of relieving spasmolysis and analgesia, protecting the liver, anti-inflammatory, relieving cough and asthma, anti-allergy, and immune regulation, etc. It is clinically applied to spastic pain, liver injury, inflammatory pain, asthma, intestinal ulcers, uterine fibroids, hypertestosterone, nonalcoholic fatty liver, Parkinson's disease, etc. [1214].

Our previous study found that SGD had an obvious liver-protecting effect [15]. After 14 days of oral administration of SGD in model group rats, the serum alanine aminotransferase (ALT), aspartate aminotransferase (AST), alkaline phosphatase (ALP), and total bilirubin (TBIL) were significantly decreased, and the histopathological structure of the liver was significantly improved. SGD has been widely used in the treatment of viral hepatitis, cholestatic hepatitis, and acute and chronic hepatitis B [16]. The Chinese patent medicine Jianganle Granules prepared from SGD has been used in the clinical treatment of the liver injury caused by various liver diseases and has an obvious liver protection effect [17]. However, the active ingredients and mechanism of SGD against liver injury are still unclear.

This research established a new approach for finding biomarkers for the quality control of SGD. 19 chemical components were selected as the biomarkers of SGD against liver injury based on UPLC-Q-TOF-MS/MS combined with network pharmacology, and molecular docking. And the 19 components were detected in the rat serum, which also proved that they could be biomarkers. In the end, a UPLC-QQQ-MS/MS method for simultaneously determining of the contents of the 19 compounds was constructed. To the best of our knowledge, this is the first report using UPLC-MS/MS, network pharmacology, and molecular docking approaches to find the biomarkers for the quality control of SGD. This study clarified the active components, key targets, and pathways of SGD against liver injury and provided a new idea for the selection of quality control indicators in traditional Chinese medicine. The method developed in our study also provides a scientific foundation for the study of anti-liver injury effective substances in SGD.

2. Materials and Methods

2.1. Materials and Reagents

Reference substance: 1,2,3,4,6-penta-O-galloyl-β-D-glucopyranose (PS020247, purity: 98.0%), coniferyl ferulate (PS011045, purity: 95.0%), benzoylpaeoniflorin (PS000157, purity: 98.0%), methyl gallate (PS020247, purity: 98.0%), isoliquiritin apioside (PS020153, purity: 98.0%), isoliquiritin (PS012517, purity: 98.0%) were purchased from Chengdu Pusi Biotechnology Co., LTD; ferulic acid (110773–201313, purity: 99.6%), hesperidin (110721–201617, purity: 96.1%), liquiritin (111610–201908, purity: 95.0%), caffeic acid (110773–201614, purity: 99.0%), rutin (100080–201811, purity: 91.7%), chlorogenic acid (110753–201817, purity: 96.8%), gallic acid (110831–201204, purity: 89.9%), and narirutin (112007–201602, purity: 90.8%) were purchased from the China National Institute for Food and Drug Control; liquiritigenin (MUST-17022104, purity: 99.07%), glycyrrhizic acid (MUST-17022104, purity: 99.65%), albiflorin (MUST-18041601, purity: 99.14%), neochlorogenic acid (MUST-12113001, purity: 98.00%), and naringenin (MUST-16032406, purity: 99.18%) purchased from Chengdu MUST Biotechnology Co., Ltd. Methanol, formic acid, and acetonitrile (LC-MS grade) were purchased from Merck (Merck & Co., Inc.). Distilled water is supplied by Watsons (A. S. Watson TM Limited).

2.2. Sample Preparation

Bai Shao (BS) and Gan Cao (GC) were identified by Sun Baohui, chief pharmacist at the Hebei Drug Inspection Institute. BS is the dry root of Paeonia lactiflora Pall., and GC is the dry root of Glycyrrhiza uralensis Fisch. Refer to the original record of “Treatise on Febrile Diseases,” the decocting method of water extract of SGD was determined as follows: take 12 g each of BS and GC, add 600 mL of water, boil to 300 mL, filter, cool the filtrate, concentrate to about 50 mL (1 g: 2 mL) of extract, freeze-dry, and get SGD freeze-dried powder, the average yield of freeze-dried powder is 23%. Precisely weigh 0.1 g of freeze-dried powder, put it in a 25 mL volumetric flask, add 50% methanol to dissolve, sonicate for 10 min, and dilute to the mark with 50% methanol, shake well, and filter with a 0.22 μm filter membrane.

2.3. Apparatus and Parameters

2.3.1. Optimization of UPLC-Q-TOF-MS/MS Detection Conditions

A Waters ACQUITY UPLC BEH C18 column (100 mm × 2.1 mm, 1.7 μm) was used to separate the aqueous extract of SGD. Take acetonitrile as mobile phase A, and 0.1% aqueous acetic acid as mobile phase B. The gradient elution was as follows: 0 – 3 min, 5% – 15% A; 3 – 5 min, 15% – 18% A; 5 – 10 min, 18% – 24% A; 10 – 14 min, 24% – 26% A; 14 – 25 min, 26% – 45% A; 25 – 29 min, 45% – 100% A; 29 – 30 min, 100% – 5% A; 30 – 35 min, 5% A. The flow rate was 0.3 mL·min−1, the column temperature was 35°C, and the injection volume was 1 μL. Mass analysis was performed by Triple TOF TM 6600+ (AB SCIEX, Foster City, CA, USA) equipped with an electrospray ionization (ESI) source. MS analysis was performed in both positive and negative ionization modes by full scan mode. The optimized parameters are as follows: ion spray voltage (ISV), 5.5 kV (ESI+) or −4.5 kV (ESI−); ion source temperature (TEM) 550°C; atomized gas 50 psi; auxiliary gas, 50 psi; curtain gas (CUR), 35 psi. The cluster removal potential (DP) is 80 V (ESI+) or −80 V (ESI−). Collision energies (CE) are 40 ± 20 eV (MS mode). TOF-MS scan range: m/z 100 – 2000. Daughter ion and scanning range: m/z 50 –1500. In addition, in order to reduce systematic errors and improve the accuracy of mass spectrometry detection, the CDS system was used to calibrate the quality accuracy before each sample injection. When setting up sample batch processing, insert a quality control sample between every three samples to be tested to ensure the accuracy of the test results. The SCIEX OS-Q 2.0 software (AB SCIEX, Foster City, CA, USA) was used for data collection, and the Peak View®2.2 software (AB SCIEX, Foster City, CA, USA) was used for processing and analyzing mass spectrum data.

2.3.2. Optimization of UPLC-QQQ-MS/MS Detection Conditions

UPLC-QQQ-MS/MS analysis was performed on the LC-30A UPLC system (Shimadzu, Kyoto, Japan), including a DGU-30A3 type online vacuum degasser, LC-30AD-type binary pump, SIL-30AC-type automatic sampler, and CTO-30A-type column incubator. The experimental conditions were as follows: Shim-pack GIST C18 (100 mm × 2.1 mm, 2 μm) chromatographic column; column temperature, 35°C; flow rate, 0.3 mL·min−1; and injection volume, 1 μL. The mobile phase and gradient elution are the same with “2.3.1. Optimization of UPLC-Q-TOF-MS/MS detection conditions.” In terms of mass spectrometry, we chose a QTRAP 4500 (AB SCIEX, Foster City, CA, USA) coupled with an electrospray ionization (ESI) source [18, 19]. The negative was monitored in the scanning mode of multiple reaction monitoring (MRM), the ion source was electrospray ionization (ESI), the ionization voltage (IS) was −4500 V, and the ion source temperature (TEM) was 550°C. The spray gas (GS1, N2) is 345 kPa, the auxiliary gas (GS2, N2) is 345 kPa, the interface is continuously heated, nitrogen gas is introduced throughout the whole process, the curtain gas (CUR, N2) is 207 kPa, and the collision gas (CAD) pressure is medium. The residence time (dwell time) of the ion pair is 50 ms. To optimize transitions, declustering potential (DP), and collision energy (CE) for each component compound, mass spectrometry parameters are shown in Table 1.

Table 1.

Mass spectrometry parameters of 19 components.

Analytes Q1 Q2 DP CE
Hesperidin 609.1 300.9 −162 −37
Naringenin 270.8 118.6 −153 −32
Liquiritin 417.2 255 −134 −29
Glycyrrhizic acid 821.4 350.8 −206 −55
Liquiritigenin 255 134.7 −118 −25
Isoliquiritin 417.2 254.7 −152 −33
Isoliquiritin apioside 549.1 254.8 −169 −40
Caffeic acid 178.6 134.7 −109 −21
Ferulic acid 193 133.8 −115 −19
Coniferyl ferulate 354.8 192.7 −122 −17
Albiflorin 479.1 120.8 −159 −24
Gallic acid 168.3 124.6 −108 −20
Methyl gallate 182.6 123.7 −113 −29
Benzoyl paeoniflorin 583.9 120.8 −183 −43
Narirutin 579.1 271 −167 −34
Chlorogenic acid 353.2 190.7 −62 −23
Neochlorogenic acid 353.2 190.6 −62 −23
Rutin 609.1 299.8 −184 −43
1,2,3,4,6-penta-O-galloyl-β-D-glucopyranose 196.7 123.8 −119 −29

2.4. Structure Analysis Procedure

By searching the related literature of BS, GC, and SGD, a local database of SGD covering 690 compounds was established, including compound names, molecular formulas, precise relative molecular weights, and mol structures. For the components that could find the reference, we analyzed the structure by comparing the retention time and the secondary mass spectrometry data of the components both in the reference solution and the sample solution. For unknown components, we used OS software to confirm the structure of compounds by comparing the local database of SGD, the TCM MS/MS database, and the online ChemSpider database. Generally, ppm less than 5 is taken as a necessary judgment index. The fragmentation pattern of representative components was analyzed by the MS/MS spectrogram of the compound. The above matching compounds were classified, and the compounds contained in the sample were determined according to the typical MS/MS cracking laws of each type of compound.

2.5. Active Ingredient Identification Strategy

Referring to our previous research on the single medicine Phyllanthus emblica L. [19], the overall idea was as follows: based on the compounds identified by UPLC-Q-TOF-MS/MS, network pharmacology was used to find the active components of SGD against liver injury. Then molecular docking was used to verify the efficacy of the compounds. In order to further verify the screened biomarkers, we analyzed the chemical components that were absorbed into the rat's blood by SGD. All animal experiments meet the requirements of the Ethics Committee of the Hebei University of Chinese Medicine.

3. Results and Discussion

3.1. Identification of the Chemical Components in SGD by UPLC-ESI-Q-TOF-MS

UPLC-Q-TOF-MS was used to detect the samples in both positive and negative modes. According to reference substance comparison, literature study, and MS/MS information, choose acetonitrile 0.1% acetic acid water as the mobile phase system of good appraisal and concluded that for the 110 chemical elements, the typical total ion chromatograms for positive and negative ion modes are shown in Figure 1. All compounds and related information are shown in Tables 2 and 3.

Figure 1.

Figure 1

Total ion chromatograms of SGD in positive (a) and negative (b) modes, and total ion chromatograms of reference compound in positive (c) and negative (d) modes.

Table 2.

Positive mode for 70 compounds by UPLC-Q-TOF-MS/MS.

No. R t (min) Formula Mass (Da) Ppm MS/MS fragments Identification Source
1d 1.48 C7H6O5 170.0215 −1.9 107.0118[M + H-CH4O3]+, 125.0223[M + H-CH2O2]+, 153.0175[M + H-H2O]+ Gallic acid BS
2c 4.46 C23H28O12 496.1581 −0.8 197.0824[M + H-C13H16O8]+; 161.0606[M + H-C17H20O7]+; 151.0749[M + H-C15H22O9]+; 133.0640[M + H-C18H20O8]+; 121.0261[M + H-C16H24O10]+ Oxypaeoniflorin BS
3a 4.69 C15H14O6 290.079 −0.1 291.0863[M + H]+; 207.0648[M + H-C4H4O2]+; 163.0431[M + H-C6H8O3]+; 139.0380[M + H-C8H8O3]+; 123.0432[M + H-C8H8O4]+; 111.0429[M + H-C9H8O4]+ Catechin BS
4d 6.62 C10H10O4 194.0579 −1 163.0401[M + H-OCH4]+, 135.0441[M + H-C2H4O2]+, 165.0725[M + H-CH2O]+ Ferulic acid BS
5c 7.14 C23H28O11 480.1632 0 197.0808[M + H-C13H16O7]+; 179.0703[M + H-C6H18O6]+; 161.0592[M + H-C17H18O6]+; 151.0752[M + H-C18H18O6]+; 133.0647[M + H-C18H18O7]+; 123.0803[M + H-C16H22O9]+; 105.0336[M + H-C16H24O10]+ Paeoniflorin BS
6c 7.14 C23H28O11 480.1632 0 197.0808[M + H-C13H16O7]+; 179.0703[M + H-C17H18O5]+; 161.0592[M + H-C17H10O6]+; 151.0752[M + H-C18H18O6]+; 133.0647[M + H-C18H20O7]+ Albiflorin BS
7c 7.14 C17H18O6 318.1103 0.7 121.0653[M + H-C10H14O4]+; 105.0698[M + H-C10H14O5]+ Paeoniflorgenin BS
8c 7.14 C23H28O11 480.1632 0 197.0808[M + H-C13H16O7]+; 179.0703[M + H-C17H18O5]+; 161.0592[M + H-C17H20O6]+; 151.0752[M + H-C18H18O6]+; 133.0647[M + H-C18H20O7]+; 123.0803[M + H-C16H22O9]+; 105.0336[M + H-C16H24O10]+ Albiflorin R1 BS
9a 8.11 C26H28O14 564.1479 −1.8 565.1552[M + H]+; 547.1428[M + H-H2O]+; 529.1343[M + H-H4O2]+; 463.1027[M + H-C4H6O3]+; 403.0789[M + H-C6H10O5]+; 391.0814[M + H-C7H10O5]+; 379.0810[M + H-C11H6O3]+; 361.0714[M + H-C8H12O6]+; 337.0708[M + H-C11H16O5]+; 307.0596[M + H-C12H18O6]+ Schaftoside GC
10a 9.08 C27H32O14 580.1792 −0.8 581.1865[M + H]+; 257.0813[M + H-C15H16O8]+; 239.0679[M + H-C12H22O11]+; 147.0438[M + H-C18H26O12]+; 137.0244[M + H-C22H20O10]+ Glycyrrhizin-7,4′-diglucoside GC
11a 9.08 C27H32O14 580.1792 −0.8 257.0813[M + H-C12H20O10]+ Narirutin BS
12a 9.36 C15H12O4 256.0735 0.7 257.0824[M + H]+; 147.0441[M + H-C6H6O2]+; 137.0238[M + H-C8H8O]+; 119.0496[M + H-C7H6O3]+; 109.0284[M + H-C9H8O2]+ Liquiritigenin GC
13a 9.52 C27H30O14 578.1635 −1.8 579.1708[M + H]+; 543.1475[M + H-H4O2]+; 507.1297[M + H-C3H4O2]+; 459.1094[M + H-C4H8O4]+; 403.0848[M + H-C7H12O5]+; 393.0941[M + H-C11H6O3]+; 375.0851[M + H-C8H12O6]+; 337.0717[M + H-C12H18O5]+; 325.0703[M + H-C12H14O6]+ Violanthin GC
14b 10.59 C36H55NO4 565.4131 12 566.4304[M + H]+; 548.4196[M + H-OH2]+; 209.1654[M + H-C22H31NO3]+; 114.0915[M + H-C31H48O2]+ Heinsiagenin A GC
15d 10.69 C41H32O26 940.1182 −0.3 455.0820[M + H-C22H14O13]+, 345.0208[M + H-C25H24O17]+ 1,2,3,4,6-penta-O-galloyl-β-D-glucopyranose BS
16e 11.46 C16H12O6 300.0634 −2.2 301.0723[M + H]+; 285.0395[M + H-CH4]+; 283.0601[M + H-H2O]+; 269.0439[M + H-CH4O]+; 259.0636[M + H-C2H2O]+; 257.0436[M + H-CO2]+; 250.9834[M + H-CH6O2]+; 245.0844[M + H-C3H4O]+; 211.0263[M + H-C6H2O]+; 203.0705[M + H-C5H6O2]+; 167.0325[M + H-C7H2O3]+; 161.0622[M + H-C7H8O3]+; 123.0093[M + H-C9H6H4]+; 107.0492[M + H-C10H10O4]+ 7,2′,4′-trihydroxy-3-(5-meth oxyphenyl) chromen-2-one GC
17d 11.54 C12H16O2 192.115 2.6 193.0872[M + H]+; 149.0244[M + H-C3H6]+ Cuminyl acetate BS
18a 11.72 C21H20O10 432.1056 −1.8 433.2046[M + H]+; 271.0596[M + H-C6H10O5]+; 133.0875[M + H-C16H12O6]+ Vitexin GC
19c 11.74 C30H32O15 632.1741 −1.9 301.1065[M + H-C13H16O10]+; 153.0182[M + H-C23H18O11]+; 133.0630[M + H-C25H24O11]+; 105.0329[M + H-C23H28O14]+ Galloyl paeoniflorin BS
20a 11.74 C28H34O15 633.1793 0.5 153.0180[M + Na-C20H25O12]+; 105.0329[M + Na-C24H25H12]+ Hesperidin BS
21a 11.75 C15H12O5 272.0685 −1 153.0187[M + H-C7H5O4]+ Naringenin GC
22a 13.26 C26H30O13 550.1686 −1.4 551.1759[M + H]+; 257.0805[M + H-C11H18O9]+; 239.0696[M + H-C11H20O10]+; 147.0440[M + H-C17H24O11]+; 137.0224[M + H-C19H26O10]+ Liquiritin apioside GC
23a 13.26 C26H30O13 550.1686 −1.4 551.1759[M + H]+; 257.0805[M + H-C11H18O9]+; 239.0696[M + H-C11H20O10]+; 147.0440[M + H-C17H24O11]+; 137.0224[M + H-C19H26O10]+ Isoliquiritin apioside GC
24a 13.56 C21H22O9 418.1264 −0.5 419.1337[M + H]+; 257.0813[M + H-C6H10O5]+; 239.0699[M + H-C6H12O6]+; 147.0435[M + H-C12H16O7]+; 137.0226[M + H-C14H18O6]+ Liquiritin GC
25a 13.56 C21H22O9 418.1264 −0.5 419.1337[M + H]+; 257.0813[M + H-C6H10O5]+; 239.0699[M + H-C6H12O6]+; 147.0435[M + H-C12H16O7]+; 137.0226[M + H-C14H18O6]+ Isoliquiritin GC
26a 13.76 C22H22O9 430.1264 −0.6 431.1337[M + H]+; 269.0809[M + H-C6H10O5]+; 253.0484[M + H-C6H10O6]+ Ononin GC
27a 13.86 C16H14O5 286.0841 −0.7 287.0925[M + H]+; 245.0782[M + H-C2H2O]+; 193.0497[M + H-C6H6O]+; 161.0221[M + H-C7H10O2]+; 147.0437[M + H-C7H8O3]+; 121.0281[M + H-C9H10O3]+; 107.0486[M + H-C9H8O4]+ Licochalcone B GC
28a 14.96 C16H12O5 284.0685 −0.1 285.0765[M + H]+; 269.0433[M + H-CH4]+; 253.0504[M + H-CH4O]+; 241.0484[M + H-C2H4O]+; 213.0545[M + H-C3H4O2]+; 185.0581[M + H-C5H8O2]+; 137.0226[M + H-C9H8O2]+ Calycosin GC
29a 16.83 C16H14O4 270.0892 −0.8 271.0765[M + H]+; 229.0868[M + H-C2H2O]+; 177.0548[M + H-C6H6O]+; 147.0429[M + H-C7H8O2]+; 123.0433[M + H-C9H8O2]+; 121.0285[M + H-C9H10O2]+; 107.0497[M + H-C9H8O3]+ Retro chalcone GC
30e 17.11 C21H20O7 384.1209 −0.2 385.1291[M + H ]+; 367.1194[M + H-OH2]+; 339.0833[M + H-C2H6O]+; 329.1375[M + H-C3H4O]+; 315.1204[M + H-C4H6O]+; 283.0630[M + H-C5H10O2]+; 257.0829[M + H-C6H8O3]+; 247.0785[M + H-C7H6O3]+; 243.0634[M + H-C7H10O3]+; 225.0554[M + H-C9H4O3]+ Licopyranocoumarin BS
31c 17.52 C30H32O12 584.1894 −1.2 585.2905[M + H]+; 319.1181[M + H-C13H14O6]+; 301.1034[M + H-C13H16O7]+; 267.0852[M + H-C17H18O6]+; 249.0768[M + H-C17H20O7]+; 197.0796[M + H-C20H20O8]+; 179.0700[M + H-C20H22O9]+; 151.0752[M + H-C21H22O10]+; 133.0646[M + H-C25H24O8]+; 123.0812[M + H-C23H26O10]+; 121.0636[M + H-C23H28O10]+; 105.0332[M + H-C23H28O11]+ Benzoyl paeoniflorin GC
32b 17.58 C48H72O21 985.4566 0.2 985.4652[M + H ]+; 809.4326[M + H-C6H8O6]+; 647.3772[M + H-C12H18O11]+; 615.3883[M + H-C12H18O13]+; 471.3455[M + H-C18H26O17]+; 453.3356[M + H-C18H28O18]+ Licoricesaponin A3 GC
33a 19.25 C16H12O4 268.0735 0.7 269.0826[M + H]+; 253.0506[M + H-CH4]+; 237.0555[M + H-CH4O]+; 225.0555[M + H-C2H4O]+; 213.0925[M + H-C3H4O]+; 137.0238[M + H-C9H8O]+ Formononetin GC
34b 20.06 C42H62O17 838.3987 0.9 484.3436[M + H-C12H16O12]+; 469.3328[M + H-C12H18O13]+; 451.3219[M + H-C12H20O14]+ Licoricesaponin G2 GC
35b 20.07 C30H46O5 486.3345 −0.9 487.3432[M + H]+; 317.2125[M + H-C10H18O2]+ Echinatic acid GC
36b 20.07 C30H46O5 486.3345 −0.9 487.3432[M + H]+; 317.2125[M + H-C10H18O2]+ Isoechinatic acid GC
37b 20.07 C30H46O5 486.3345 −0.9 487.3432[M + H]+; 317.2125[M + H-C10H18O2]+ Triphyllic acid GC
38b 20.07 C30H44O4 468.3239 0 469.3324[M + H]+; 451.3214[M + H-H2O]+; 439.3210[M + H-CH2O]+ Glabrolide GC
39b 21.23 C30H46O4 470.3396 −0.9 471.3480[M + H]+; 317.2118[M + H-C10H18O]+; 235.1689[M + H-C15H24O2]+ Glycyrrhetinic acid GC
40b 21.23 C30H46O4 470.3396 −0.9 471.3480[M + H]+; 317.2118[M + H-C10H18O]+; 235.1689[M + H-C15H24O2]+ Liquiritic acid GC
41b 21.23 C30H46O4 470.3396 −0.9 471.3480[M + H]+; 317.2118[M + H-C10H18O]+; 235.1689[M + H-C15H24O2]+ Macedonic acid GC
42b 21.23 C36H54O10 646.3717 −0.2 647.3801[M + H]+; 453.3372[M + H-C6H10O7]+ Glycyrrhetinic acid 3-O-β-D-glucuronide GC
43b 21.23 C30H46O4 471.3469 −0.9 471.3480[M + H]+; 317.211[M + H-C10H18O]+; 235.1689[M + H-C15H24O2]+ Isomacedonic acid GC
44b 22.16 C30H48O3 456.3604 −1.5 457.3671[M + H]+; 303.2310[M + H-C10H18O]+ Oleanolic acid GC
45b 22.16 C30H48O3 456.3604 −1.5 457.3671[M + H]+; 303.2310[M + H-C10H18O]+ Betulinic acid GC
46b 22.16 C30H48O3 456.3604 −1.5 457.3671[M + H]+; 303.2310[M + H-C10H18O]+ 11-Deoxyglycyrrhetinic acid GC
47b 22.16 C30H48O3 456.3604 −1.5 457.3671[M + H]+; 303.2310[M + H-C10H18O]+ Glycyrrhetol GC
48a 23.21 C20H20O6 356.12599 0.9 357.1333[M + H]+; 301.0710[M + H-C4H8]+; 283.0605[M + H-C4H10O]+; 165.0542[M + H-C11H12O3]+; 153.0544[M + H-C13H16O2]+; 135.0433[M + H-C13H18O3]+; 123.0434[M + H-C13H14O4]+ Sigmoidin B GC
49d 23.21 C20H20O6 356.1259 0.9 301.0710[M + H-C3H4O]+; 191.1066[M + H-C9H10O3]+; 167.0698[M + H-C11H10O3]+; 153.0544[M + H-C11H12O3]+; 137.0592[M - H-C12H11O4]+; 135.0433[M + H-C12H14O4]+; 123.0434[M + H-C13H14O4]+ Piperitol GC
50d 23.21 C20H20O6 356.126 0.9 147.0437[M + H-C11H14O4]+, 301.0710[M + H-C3H4O]+, 175.0385[M + H-C10H14O3]+, 135.0433[M + H-C12H14O4]+ Coniferyl ferulate GC
51a 23.26 C17H14O6 314.079 0.3 315.0872[M + H]+; 299.0563[M + H-CH4]+; 271.0589[M + H-C2H4O]+; 257.0444[M + H-C3H6O]+; 121.0280[M + H-C10H10O4]+ Kumatakenin GC
52a 23.29 C21H20O6 368.1259 0 369.1341[M + H]+; 313.0710[M + H-C4H8]+; 285.0763[M + H-C5H8O]+; 271.0600[M + H-C6H10O]+; 243.0656[M + H-C7H10O2]+; 227.0700[M + H-C8H12O3]+ Licoarylcoumarin GC
53e 23.29 C21H20O6 368.1259 0 369.1341[M + H]+; 313.0710[M + H-C4H8]+; 299.1281[M + H-C5H10]+; 285.0763[M + H-C4H4O2]+; 283.0606[M + H-C5H10O]+; 271.0600[M + H-C6H10O]+; 257.0800[M + H-C7H12O]+; 243.0656[M + H-C6H6O3]+; 227.0700[M + H-C7H10O3]+; 209.0584[M + H-C8H4O3]+; 205.0495[M + H-C10H12O2]+; 181.0632[M + H-C12H14O2]+; 135.0436[M + H-C13H14O4]+ Glycycoumarin GC
54a 24.14 C20H18O6 354.1103 −0.3 355.1184[M + H]+; 337.1076[M + H-H2O]+; 245.0454[M + H-C6H6O2]+; 243.0654[M + H-C6H8O2]+; 229.0862[M + H-C7H10O2]+; 189.0905[M + H-C10H14O2]+; 179.0336[M + H-C11H12O2]+; 163.0384[M + H-C11H12O3]+; 147.0444[M + H-C11H12O4]+ Gancaonin C GC
55a 24.14 C20H18O6 354.1103 −0.3 355.1184[M + H]+; 337.1076[M + H-H2O]+; 299.0556[M + H-C3H4O]+; 217.0500[M + H-C7H6O3]+; 201.0910[M + H-C7H6O4]+; 189.0905[M + H-C8H6O4]+; 179.0336[M + H-C11H12O2]+; 153.0182[M + H-C13H14O2]+; 151.0386[M + H-C11H8O4]+; 123.0436[M + H-C14H16O3]+ Licoisoflavanone GC
56a 24.31 C21H22O4 338.1518 −0.8 339.1577[M + H]+; 297.1528[M + H-C2H2O]+; 271.0969[M + H-C5H8]+; 245.1195[M + H-C6H6O]+; 229.0851[M + H-C7H10O]+; 187.0744[M + H-C8H8O3]+; 121.0287[M + H-C14H18O2]+; 107.0498[M + H-C14H16O3]+ Licochalcone A GC
57e 24.4 C22H22O6 382.1416 −0.1 327.0862[M + H-C4H8]+; 311.0545[M + H-C4H8O]+; 299.0918[M + H-C4H4O2]+; 297.0383[M + H-C5H10O]+; 295.0595[M + H-C5H12O]+; 283.0605[M + H-C6H12O]+; 163.0396[M + H-C13H16O3]+ Glucyrin GC
58e 24.57 C21H18O6 366.1103 −1 367.1178[M + H]+; 339.1264[M + H-CO]+; 337.0716[M + H-CH2O]+; 311.0565[M + H-C4H8]+; 297.0395[M + H-C5H10]+; 283.0615[M + H-C6H12]+; 281.0453[M + H-C5H10O]+; 269.0461[M + H-C6H10O]+; 255.0661[M + H-C7H12O]+ Neoglycyrol GC
59a 24.58 C20H18O5 338.1154 −1 339.1273[M + H]+; 297.0762[M + H-C2H2O]+; 283.0604[M + H-C4H8]+; 271.0609[M + H-C5H8]+; 255.0670[M + H-C5H8O]+; 253.0456[M + H-C5H10O]+; 227.0678[M + H-C6H8O2]+ Licoflavone C GC
60a 24.6 C21H22O5 354.1467 −0.7 355.1467[M + H]+; 299.0934[M + H-C3H4O]+; 215.1055[M + H-C7H8O3]+; 191.1081[M + H-C9H8O3]+; 173.0974[M + H-C9H10O4]+; 153.0550[M + H-C13H14O2]+; 135.0434[M + H-C12H12O4]+; 123.0460[M + H-C14H16O3]+; 107.0489[M + H-C14H16O4]+ 3′-methoxyglabridin GC
61a 25.17 C20H20O4 324.1361 −0.6 325.1362[M + H]+; 189.0905[M + H-C8H8O2]+; 149.0597[M + H-C11H12O2]+; 147.0812[M + H-C11H14O2]+; 123.0434[M + H-C13H14O2]+; 121.0648[M + H-C12H12O3]+ Bavachin GC
62a 25.38 C21H20O5 352.131 −0.9 353.1399[M + H]+; 325.1398[M + H-CO]+; 323.0944[M + H-CH2O]+; 193.0485[M + H-C11H12O]+; 189.0923[M + H-C9H8O3]+; 165.0548[M + H-C12H12O2]+; 147.0799[M + H-C12H14O3]+; 135.0463[M + H-C13H14O3]+; 123.0438[M + H-C13H10O4]+; 119.0494[M + H-C13H14O4]+ Gancaonin G GC
63a 25.55 C20H16O6 352.0947 −1.3 353.1023[M + H]+; 335.0916[M + H-H2O]+; 325.1064[M + H-CO]+; 311.0553[M + H-C3H6]+; 295.0596[M + H-C3H6O]+; 283.0596[M + H-C5H10]+; 217.0489[M + H-C7H4O3]+; 153.0176[M + H-C13H12O2]+ Licoisoflavone B GC
64a 26.03 C20H16O5 336.0997 −0.5 337.1053[M + H]+; 321.0773[M + H-CH4]+; 319.0968[M + H-H2O]+; 309.1153[M + H-CO]+; 295.0589[M + H-C3H6]+; 271.0615[M + H-C5H6]+; 267.0651[M + H-C4H6O]+; 253.0488[M + H-C5H8O]+ Glabrone GC
65a 26.48 C22H26O5 370.178 1 371.1853[M + H]+; 315.1234[M + H-C4H8]+; 303.1230[M + H-C5H8]+; 235.1331[M + H-C8H8O2]+; 193.0861[M + H-C11H14O2]+; 167.0703[M + H-C13H16O2]+; 149.0596[M + H-C13H18O3]+; 137.0602[M + H-C14H18O3]+; 123.0442[M + H-C15H20O3]+ Glyasperin D BS
66d 28.01 C16H22O4 278.1518 −1 149.0237[M + H-C8H18O]+; 121.0290[M + H-C9H18O2]+ Disobutyl phthalate BS
67d 28.01 C16H22O4 278.1518 −1 149.0237[M + H-C8H18O]+; 121.0290[M + H-C9H18O2]+ Dibutyl phthalate BS
68d 28.53 C18H32O2 280.2402 −1.4 178.9986[M + H-C5H10O2]+; 151.0303[M + H-C7H14O2]+; 149.1343[M + H-C7H16O2]+; 141.0669[M + H-C8H14O2]+; 121.1009[M + H-C9H13]+; 109.1069[M + H-C8H13]+ Linoleic acid BS
69d 31.53 C15H30O2 242.2246 0 243.115[M + H]+; 173.0611[M + H-C5H10]+; 143.0849[M + H-C7H16]+; 141.0683[M + H-C5H10O2]+; 129.0689[M + H-C8H18]+; 115.0550[M + H-C9H20]+ Pentadecanoic acid BS
70d 31.94 C19H34O2 294.2559 −1 295.1906[M + H]+; 263.2330[M + H-CH4O]+; 221.2332[M + H-C3H6O2]+; 219.2069[M + H-C3H8O2]+; 193.1241[M + H-C5H10O2]+; 123.1224[M + H-C9H20O2]+ Methyl linoleate

a: flavonoids, b: triterpenoids, c: monoterpenoid glycosides, d: other components, e: coumarins, indicates the first discovered component.

Table 3.

Negative mode for 53 compounds by UPLC-Q-TOF-MS/MS.

No R t (min) Formula Mass (Da) Ppm MS/MS fragments Identification Source
71d 3.51 C9H8O4 180.0423 −3.9 134.9873[M-H-CH2O2] Caffeic acid GC
72d 3.88 C9H10O5 198.0528 −2.6 152.5018[M-H-C2H6O] Ethyl gallate BS
73d 4.09 C8H8O5 184.0372 −3.4 123.0118[M-H-C2H6O2] Methyl gallate BS
74c 5.45 C23H28O12 496.158 −1 495.1509[M-H]; 465.1404[M-H-CH2O]; 333.1006[M-H-C6H10O5]; 195.0680[M-H-C13H16O8]; 177.0547[M-H-C17H18O6]; 165.0554[M-H-C14H18O9]; 137.0242[M-H-C16H22O9] Oxy paeoniflorin BS
75a 7.51 C21H20O11 448.1005 −0.2 447.0961[M-H]; 285.0405[M-H-C6H10O5]; 265.8768[M-H-C6H14O6]; 130.9660[M-H-C16H12O7]; 109.0305[M-H-C15H14O9] Kaempferol-3-O-β-D-glucoside BS
76a 7.51 C21H20O11 448.1005 −0.2 447.0961[M-H]; 285.0405[M-H-C6H10O5]; 265.8768[M-H-C6H14O6]; 130.9660[M-H-C16H12O7] Kaempferol-7-O-β-D-glucoside BS
77c 8.32 C23H28O11 480.1631 −0.6 327.1093[M-H-C8H8O3]; 167.0562[M-H-C14H18O8]; 121.0299[M-H-C16H22O9] Albiflorin BS
78d 8.32 C16H18O9 309.0969 0.2 309.0969[M-COOH] Chlorogenic acid GC
79d 8.32 C16H18O9 309.0969 0.2 309.0969[M-COOH] Neochlorogenic acid BS
80a 8.8 C27H30O14 578.1635 0.4 577.1589[M-H]; 487.1256[M-H-C3H6O3]; 473.1098[M-H-C4H8O3]; 457.1160[M-H-C4H8O4]; 413.0884[M-H-C6H12O5]; 395.0789[M-H-C6H14O6] Isoviolanthin BS
81c 11.51 C16H24O8 344.357 −2.4 208.8396[M-H-C5H10O4]; 165.0559[M-H-C6H10O6]; 101.0234[M-H-C12H18O5] Mudanpioside F GC
82a 12.21 C27H30O16 609.1440 −3.4 609.1440[M-H] Rutin BS
83a 14.11 C21H20O12 464.0955 −1.3 463.0877[M-H]; 417.0979[M-H-CH2O2]; 265.1488[M-H-C6H14O7]; 174.9527[M-H-C12H16O8]; 130.9658[M-H-C16H12O8] Quercetin-3-O-β-D-glucoside GC
84a 14.37 C16H12O5 284.0685 2.7 283.0629[M-H]; 267.0298[M-H-CH4]; 239.0352[M-H-C2H4O]; 211.0397[M-H-C3H4O2]; 183.0457[M-H-C5H8O2]; 135.0083[M-H-C9H8O2] Calycosin GC
85c 14.43 C30H32O14 616.1792 −1.7 615.1719[M-H]; 597.1627[M-H-H2O]; 493.1346[M-H-C7H6O2]; 475.1250[M-H-C7H8O3]; 376.8781[M-H-C11H10O6]; 313.0538[M-H-C6H14O6]; 174.9550[M-H-C6H7O6]; 151.0032[M-H-C8H7O3] Mudanpioside H GC
86b 14.82 C36H38O16 726.2159 1 725.2122[M-H]; 549,1637[M-H-C10H8O3]; 531.1518[M-H-C10H10O4]; 417.1194[M-H-C15H16O7]; 399.1085[M-H-C15H18O8]; 255.0668[M-H-C21H26O12]; 193.0504[M-H-C16H28O12]; 175.0402[M-H-C26H30O13]; 135.0091[M-H-C29H34O13] Licorice glycoside C2 GC
87a 15.22 C16H10O6 298.0477 1.7 297.0421[M-H]; 197.0259[M-H-C5H8O2] Isotrifoliol GC
88e 15.22 C16H12O6 300.0634 −0.6 299.0565[M-H]; 255.0305[M-H-CO2]; 199.0415[M-H-C5H8O2] 7,2′,4′-trihydroxy-3-(5-meth oxy phenyl) chromen-2-one GC
89a 15.83 C27H30O13 562.1686 0.9 561.1614[M-H]; 267.0668[M-H-C11H18O9] Glycyroside GC
90a 16.48 C20H18O7 370.1053 0.5 369.1000[M-H]; 243.0681[M-H-C6H6O3]; 219.0674[M-H-C7H2O4]; 191.0724[M-H-C11H14O2]; 175.0753[M-H-C9H6O5]; 151.0048[M-H-C13H14O3]; 125.0266[M-H-C14H12O4]; 109.0289[M-H-C13H8O6]; 107.0154[M-H-C14H14O4] Uralenol GC
91a 17.29 C16H12O4 268.0735 0.9 267.0674[M-H]; 251.0359[M-H-CH4]; 223.0404[M-H-C2H4O]; 135.0083[M-H-C9H8O] Formononetin GC
92b 17.92 C48H72O21 985.073 1.5 983.4542[M-H]; 821.3998[M-H-C6H10O5] Licoricesaponin A3 GC
93a 18.71 C15H12O4 256.0735 2.2 255.0663[M-H]; 119.0508[M-H-C7H4O3]; 135.0093[M-H-C8H8O] Pinocembrin GC
94a 19.93 C16H14O4 270.0892 1.2 269.0817[M-H]; 253.0532[M-H-CH4]; 237.0538[M-H-CH4O]; 225.0596[M-H-C2H4O]; 175.0408[M-H-C6H6O]; 161.0248[M-H-C7H8O]; 149.0240[M-H-C7H4O2]; 133.0289[M-H-C8H8O2]; 117.0352[M-H-C8H8O3]; 107.0128[M-H-C10H10O2]; 105.0342[M-H-C9H8O3] Retrochalcone GC
95b 20.17 C42H60O16 820.3881 0.5 819.3884[M-H]; 351.0593[M-H-C36H44O4] Licoricesaponin E2 GC
96b 20.3 C50H76O21 1012.2879 0.3 1011.4853[M-H]; 497.1146[M-H-C38H50O5]; 146.9654[M-H-C50H64O17] Licoricesaponin D3 GC
97b 21.28 C42H62O16 822.4038 2.3 821.4106[M-H]; 351.0577[M-H-C30H46O4]; 193.0363[M-H-C6H9O7] Glycyrrhizic acid GC
98b 21.28 C42H62O16 822.5038 2.3 821.4106[M-H]; 351.0577[M-H-C30H46O4]; 193.0363[M-H-C6H9O7] Licoricesaponin H2 BS
99b 21.28 C42H62O16 822.4038 2.3 821.4106[M-H]; 351.0577[M-H-C30H46O4]; 193.0363[M-H-C6H9O7] Licoricesaponin K2 GC
100a 21.6 C21H20O6 368.1259 −0.2 367.1196[M-H]; 337.0718[M-H-CH2O]; 309.0416[M-H-C3H6O]; 297.0409[M-H-C5H10]; 281.0456[M-H-C5H10O]; 265.0507[M-H-C6H14O]; 203.0712[M-H-C9H8O3] Licoarylcoumarin GC
101d 22.79 C12H16O2 192.115 −3.5 190.8612[M-H]; 162.8911[M-H-C2H4]; 102.9487[M-H-C4H8O2] Cuminyl acetate GC
102a 23.02 C20H20O4 324.1362 2.9 323.1280[M-H]; 213.0929[M-H-C6H6O2]; 187.0765[M-H-C8H8O2]; 185.0609[M-H-C8H10O2]; 175.0754[M-H-C9H8O2]; 147.0446[M-H-C11H12O2]; 135.0455[M-H-C13H16O]; 107.0502[M-H-C14H16O2] Isobavachalcone GC
103a 23.02 C20H20O4 324.1362 2.9 323.1280[M-H]; 213.0929[M-H-C6H6O2]; 201.0922[M-H-C7H6O2]; 187.0765[M-H-C8H8O2]; 175.0754[M-H-C9H8O2]; 147.0446[M-H-C11H12O2]; 135.0455[M-H-C13H16O]; 107.0502[M-H-C14H16O2] Glabridin GC
104a 23.38 C20H18O6 354.1103 1.9 353.1046[M-H]; 285.1144[M-H-C5H8]; 267.1041[M-H-C5H10O]; 243.1037[M-H-C6H6O2]; 201.0925[M-H-C9H12O2] Licoflavonol GC
105a 23.38 C20H18O6 354.1103 1.9 353.1046[M-H]; 285.1144[M-H-C5H8]; 267.1041[M-H-C5H10O]; 243.1037[M-H-C6H6O2]; 227.0720[M-H-C6H6O3]; 201.0925[M-H-C9H12O2]; 125.0250[M-H-C14H12O3] Glycyrrhisoflavone GC
106d 23.38 C20H20O6 356.1259 0 355.1179[M-H]; 203.1076[M-H-C8H8O3]; 165.0551[M-H-C11H10O3] Piperitol GC
107e 23.41 C21H20O6 368.1259 −0.2 367.1196[M-H]; 337.0718[M-H-CH2O]; 297.0409[M-H-C5H10]; 281.0456[M-H-C5H10O]; 265.0507[M-H-C6H14O]; 203.0712[M-H-C10H12O2] Glycycoumarin GC
108a 23.52 C21H20O5 352.1311 0.7 351.1245[M-H]; 335.0948[M-H-CH4]; 321.0815[M-H-CH2O]; 307.0973[M-H-C2H4O]; 293.0810[M-H-C3H6O]; 281.0488[M-H-C5H10]; 251.1091[M-H-C6H12O]; 199.0767[M-H-C9H12O2] Gancaonin M GC
109a 23.67 C21H22O5 354.1467 2.5 353.1398[M-H]; 323.0924[M-H-CH2O]; 283.0617[M-H-C5H10]; 269.0443[M-H-C6H12]; 211.0384[M-H-C7H10O3]; 203.0734[M-H-C9H10O2] Dehydroglyasperin C GC
110a 23.67 C21H22O5 354.1467 2.5 353.1398[M-H]; 323.0924[M-H-CH2O]; 283.0617[M-H-C5H10]; 269.0443[M-H-C6H12]; 241.0512[M-H-C5H4O3] Licochalcone D GC
111a 24.27 C25H26O5 406.178 0.8 405.1685[M-H]; 311.1714[M-H-C6H6O] 6,8-Diprenylgenistein GC
112a 24.27 C20H16O6 352.0947 3.8 351.0887[M-H]; 321.0413[M-H-C2H6]; 307.0981[M-H-C2H4O]; 283.0983[M-H-C5H8]; 265.0872[M-H-C5H10O]; 241.0877[M-H-C6H6O2]; 199.0768[M-H-C7H4O4] Semilicoisoflavone B GC
113e 24.47 C22H22O6 382.1416 −0.2 381.1356[M-H]; 365.1063[M-H-CH3]; 351.0882[M-H-CH3O]; 335.0913[M-H-C2H6O]; 311.0587[M-H-C5H9]; 307.0978[M-H-C4H8O]; 295.0981[M-H-C5H10O]; 283.0975[M-H-C6H12O]; 255.0313[M-H-C10H12O]; 241.0875[M-H-C7H8O3]; 217.0528[M-H-C10H12O2]; 201.0200[M-H-C11H14O3]; 175.0391[M-H-C13H16O2]; 161.0249[M-H-C13H16O3]; 135.0098[M-H-C14H16O4]; 107.0508[M-H-C16H17O4] Glucyrin GC
114e 24.67 C21H18O6 366.1103 −1 365.1034[M-H]; 335.0567[M-H-CH2O]; 295.0251[M-H-C5H10]; 207.0453[M-H-C9H2O3] Neoglycyrol GC
115a 24.69 C20H16O5 336.0997 1.4 335.0928[M-H]; 319.0617[M-H-CH4]; 317.0816[M-H-H2O]; 305.0454[M-H-C2H6]; 291.0673[M-H-CO2] Phaseol GC
116b 25.09 C30H46O5 486.3345 −1.7 485.3281[M-H]-; 441.3383[M-H-CO2]-; 355.2640[M-H-C6H10O3]-; 303.2334[M-H-C10H14O3] Echinatic acid GC
117b 25.09 C30H46O5 486.3345 −1.7 485.3281[M-H]-; 441.3010[M-H-C2H4O]-; 355.2640[M-H-C6H10O3]-; 303.2334[M-H-C10H16O3] Isoechinatic acid GC
118b 25.09 C30H46O5 486.683 −1.7 485.3281[M-H]-; 441.3383[M-H-CO2]-; 355.2640[M-H-C6H10O3]-; 303.2334[M-H-C10H14O3] Triphyllic acid BS
119a 25.26 C20H18O4 322.1205 2.3 321.1138[M-H]; 305.0800[M-H-CH4]; 291.0663[M-H-C2H6]; 247.0724[M-H-C4H10O]; 175.0748[M-H-C9H6O2]; 145.0305[M-H-C11H12O2]; 130.9677[M-H-C12H14O2] Licoflavone A BS
120a 25.26 C20H18O4 322.1205 2.3 321.1138[M-H]; 305.0800[M-H-CH4]; 291.0663[M-H-C2H6]; 175.0748[M-H-C9H6O2]; 145.0305[M-H-C11H12O2]; 130.9677[M-H-C12H14O2]; 107.0502[M-H-C13H10O3] Isobavachromene GC
121d 26.4 C16H22O4 278.1518 −1.5 205.1587[M-H-C4H80]; 165.0559[M-H-C8H16]; 147.0119[M-H-C8H18O]; 127.1123[M-H-C9H10O2]; 119.0122[M-H-C9H18O2]; 103.0170[M-H-C9H18O3] Diisobutyl phthalate GC
122d 26.4 C16H22O4 278.1518 −1.5 205.1587[M-H-C4H80]; 165.0559[M-H-C8H16]; 147.0119[M-H-C8H18O]; 127.1123[M-H-C9H10O2]; 119.0122[M-H-C9H18O2]; 103.0170[M-H-C9H18O3] Dibutyl phthalate GC
123a 26.66 C25H28O4 392.1987 −1 391.1933[M-H]; 213.0934[M-H-C11H14O2]; 203.0717[M-H-C12H12O2]; 201.0605[M-H-C12H14O2]; 187.1130[M-H-C13H16O2]; 159.0835[M-H-C14H16O3]; 157.0661[M-H-C14H18O3] Hispaglabridin A GC
124b 27.78 C30H46O4 470.3396 −1.7 469.3332[M-H]; 425.3438[M-H-CHO2] Liquiritic acid
125b 28.79 C30H44O4 468.324 −2.6 467.3189[M-H]; 423.3266[M-H-O2] Glabrolide
126b 29.86 C30H48O3 456.3603 −3.1 455.3507[M-H]; 391.2371[M-H-CH4O2] (3β)-3-hydroxyurs-12-en-30-oic acid

a: flavonoids, b: triterpenoids, c: monoterpenoid glycosides, d: other components, e: coumarins, indicates the first discovered component.

3.1.1. Identification of Flavonoids

In this study, flavonoids were detected in positive and negative ion modes, respectively, and it was found that the absorption intensity of the tested products was similar in the two modes. 28 compounds were identified in the positive mode, and 26 compounds were identified in the negative mode. It was found that the glycosidic bond was first broken by the cleavage of flavonoid glycosides, and then the chemical bond between sugars was broken. The C-4 of the C ring easily lost CO, while the hydroxyl groups of the A ring, B ring, and C ring usually lost H2O. CH2, CH4, or whole branch chains (such as licorice flavone C) were occasionally dropped when there were carbon chains on the ring A. CH3 and H2O are easily lost when methoxyl and hydroxyl groups replace the B ring. B ring single drop is more common. Cleavage mostly occurs on the C ring, probably due to the carbonyl group on the C ring, the density of the electron cloud is large, easy to occur RDA cleavage. The characteristic ion fragment mass numbers 119 and 137 were found, which can be used as a reference for the identification of flavonoids in the future.

Compound 12a is taken as an example; it shows that the retention time of compound 12 is 9.36 min and the excimer ion peak m/z 257.0824 [M + H]+ is formed in the positive mode, and its molecular formula is C15H12O4. With the loss of H2O and CO, the fragment ions m/z 239.0732 and 211.0744 were obtained. RDA cleavage produces two ionic fragments, 119.0496 and 137.0238. The secondary mass spectrometry of liquiritigenin and its pyrolysis process are shown in Figure 2.

Figure 2.

Figure 2

The secondary mass spectrometry of liquiritigenin and its pyrolysis process.

3.1.2. Identification of Triterpenoids

In this study, a total of 13 triterpenoids were identified in positive mode and 13 in negative mode, mainly pentacyclic triterpenoids. For the pentacyclic triterpenes in positive mode, the A and B rings are easy to break off, followed by the C ring. D and E rings are not easy to break off. However, when the E ring is connected with glucose and other sugars through the glycosidic bond, the glycosidic bond is easy to break off, and the glycosidic bond becomes an aglycone, or two sugars can be directly broken off. In addition, the cleavage of most pentacyclic triterpenoids is confined to the cleavage of the A and B rings. In the negative mode, the glycosidic bond in triterpenoid saponins is basically broken, while the others are similar to the positive mode.

Taking compound 32b as an example, the retention time was 17.58 min, and the excimer ion peak m/z 985.4652 [M + H]+ was determined by first-orderfull-scan mass spectrometry in positive mode. The fragment ions m/z 809.4326, 615.3883, 647.3772, 471.3455, and 453.3356 were obtained by the loss of C6H9O6, C6H8O7, C12H12O11, C12H19O11, and C12H20O11. The specific process is shown in Figure 3. The compound was identified as licoricesaponin A3.

Figure 3.

Figure 3

The secondary mass spectrometry of licoricesaponin A3 and its pyrolysis process.

3.1.3. Identification of Monoterpene

Six monoterpene glycosides were identified in positive mode, and four were identified in negative mode. In the positive mode, it was found that the ester bond and glycosidic bond of the monoterpene glycosides were broken, the glucosidic and benzyl methyl benzene ketone may continue to dehydroxylation or –O or –CHO cracking for small molecule compounds. Monoterpene glycosides are more difficult to dissociate in the negative mode, and only a few have secondary mass spectrometry, the reason is unclear.

Taking compound 31c as an example, the retention time for compound 31c was 17.52 min. In the positive ion mode, first-orderfull-scan mass spectrometry showed the excimer ion peak m/z 585.2905 [M + H]+, and second-order scanning mass spectrometry showed that there are fragment ions m/z 319.1181, 301.1034, 197.0796, 267.0852, 249.0768, 133.0646, 179.0700, 151.0752, and 105.0332, as shown in Figure 4. The compound can be identified as benzoyl paeoniflorin.

Figure 4.

Figure 4

The secondary mass spectrometry of benzoyl paeoniflorin and its pyrolysis process.

3.1.4. Identification of Coumarin

In this study, six coumarin compounds were detected in SGD. In the positive mode, according to the secondary fragmentation, the substituents on the pyrone ring of the basic nucleus are very easy to fall off, especially the small groups such as hydroxyl and methoxy, followed by the chain alkane substituents. However, if there is a closed ring substituent on the pyran ring, the stability is increased because the closed ring substituent and the basic core of the compound are coplanar, so it is not easy to crack and fall off. The substituents on the benzene ring of the basic core nucleus are relatively stable. The ring-opening substituents are easier to fall off than the closed-ring substituents. When the benzene ring is connected with an aromatic ring, the aromatic ring may fall off as a whole.

For compound 58e, the retention time was 24.57 min. In positive mode, the first-orderfull-scan mass spectrometry analysis showed that the excemer ion peak m/z 367.1178 [M + H]+, and the second-order scanning mass spectrometry analysis showed that there are fragment ions m/z 339.1264, 337.0716, 309.0405, 281.0453, 253.0506, 197.0595, 153.0680. They are formed by the removal of CO, CH3O, C3H8, and other groups from the parent ion, and the specific process is shown in Figure 5. The compound was further identified as neoglycyrol by reference compound alignment.

Figure 5.

Figure 5

The secondary mass spectrometry of neoglycyrol and its pyrolysis process.

3.1.5. Identification of the Other Types

In this study, 17 other compounds were identified, such as aliphatic pentadecanoic acid, and dibutyl phthalate. Aromatic compounds are benzaldehyde, cuminyl acetate, etc. Terpenoids include menthol and so on. If the chemical structure is a chain structure, only alkyl drop will occur. When the ester group is contained, the C–O bond in the ester group is more polar and therefore more likely to break, break off the hydroxyl group, or make its lower molecular weight end fall off.

Taking the compound 70d as an example, the retention time was 31.94 min. In the positive mode, first-orderfull-scan mass spectrometry showed the excimer ion peak m/z 295.1906 [M + H]+, and second-order scanning mass spectrometry showed that missing CH3OH, C8H14O, C2H2O, C = C, CH2 = CH2, C5H12, CH4, fragment ions m/z 168.1140, 295.1906, 263.2330, 245.2253, 221.2332, 193.1241, 121.1007, and 105.0670 were formed, and the specific process is shown in Figure 6. The compound was further identified as methyl linoleate.

Figure 6.

Figure 6

The secondary mass spectrometry of methyl linoleate and its pyrolysis process.

3.2. Biomarkers Screening and Validation by Network Pharmacology and Components Absorbed into Blood

A total of 343 potential targets related to the 110 identified compounds were obtained from TCMSP (https://old.tcmsp-e.com/tcmsp.php), SWISS (http://www.swisstargetprediction.ch/), BATMAN (http://bionet.ncpsb.org.cn/batman-tcm/). Through the keyword “liver injury”, a total of 12784 disease targets were obtained from the OMIM (https://omim.org/), Gene Cards (https://www.genecards.org/), and DisGeNET (https://www.disgenet.org/) databases. The Venn diagram is shown in Figure 7. Through protein-protein interaction analysis, 276 targets with a high correlation degree were obtained, and 44 top-ranking genes were obtained after PPI result analysis and screening with a median degree greater than two times, as shown in Figure 8. The relevant parameters of the first 20 targets with a higher degree of integration are shown in Table 4. These 44 retained proteins were further imported into the Clue Go plug-in of the Cytoscape 3.9.1 software for KEGG enrichment analysis, and association analysis with related compounds was conducted. The KEGG pathways of these genes are shown in Figure 9 and Figure 1 in the supplementary materials. The correlation display of the top 20 biological processes (BP) by GO analysis and the GO enrichment analysis obtained the top 10 biological process (BP) items, the top 10 cellular composition (CC) items, and the top 10 molecular functions (MF) entries are shown in Figures 10 and 2 in the supplementary materials. Finally, the “component-target-function” network is visualized in Figure 11, 132 proteins and 19 compounds (including 1,2,3,4,6-penta-O-galloyl-β-D-glucopyranose, ferulic acid, coniferyl ferulate, benzoyl paeoniflorin, hesperidin, liquiritin, liquiritigenin, glycyrrhizic acid, caffeic acid, rutin, chlorogenic acid, gallic acid, methyl gallate, isoliquiritin apioside, albiflorin, neochlorogenic acid, isoliquiritin, narirutin, and naringenin) were obtained. Among the 132 proteins and 19 compounds, the EGFR pathway had the highest score and played an important role in the treatment of liver injury, as shown in Table 4. On this basis, we verified it by the molecular docking method. According to the cluster analysis of binding energy, STAT3 and CTNNB1 were clustered into one class; PIK3CA, SRC, HRAS, and HSP90AA1 were clustered into one class, and MAPK1 and EGFR were clustered into one class as shown in Figure 12 and Table 1 in the supplementary materials. The results showed that the docking binding free energies of the 19 compounds were less than −6.4 kcal.mol−1. The results of molecular docking between typical chemical compositions are shown in Figure 13 and Table 5. Each type exhibits a similar comprehensive binding capacity with different chemical constituents. All 19 compounds were detected in rat serum by the UPLC-QQQ-MS/MS method, further confirming that these compounds are suitable biomarkers. Detailed information about the analysis of chemical components in rat serum can be found in Table 2 in the supplementary materials.

Figure 7.

Figure 7

Venn diagram with 318 intersecting targets.

Figure 8.

Figure 8

PPI network of 44 genes, the bigger the graph, the bigger the degree. PPI: protein-protein interaction.

Table 4.

The first 20 key targets of SGD in treating liver injury.

No. Target name Betweenness centrality Closeness centrality Degree
1 EGFR 0.0461 0.6045 104
2 CTNNB1 0.0527 0.5978 101
3 HSP90AA1 0.0561 0.5833 94
4 SRC 0.0239 0.5821 93
5 HRAS 0.0260 0.5600 86
6 STAT3 0.0176 0.5588 83
7 MAPK1 0.0232 0.5485 75
8 PIK3CA 0.0051 0.5086 59
9 FGF2 0.0047 0.5165 58
10 APP 0.0276 0.5341 56
11 BCL2L1 0.0050 0.5236 54
12 GSK3B 0.0059 0.5175 51
13 KDR 0.0035 0.5135 49
14 NRAS 0.0034 0.4926 49
15 IL2 0.0047 0.5057 49
16 ACE 0.0167 0.5096 47
17 MMP2 0.0020 0.5076 45
18 RELA 0.0067 0.5106 44
19 KIT 0.0033 0.4953 43
20 PRKCA 0.0078 0.5076 43

Figure 9.

Figure 9

KEGG analysis of potential target genes of the SGD: colored by cluster ID, top 20 clusters of KEGG.

Figure 10.

Figure 10

GO analysis of potential target genes of the SGD, colored by cluster ID. Top 20 clusters of GO biological processes.

Figure 11.

Figure 11

Component target function network diagram.

Figure 12.

Figure 12

Clustering heatmap of the binding energy of representative compounds and target targets, which can be clustered into three categories.

Figure 13.

Figure 13

Result of molecular docking between typical chemical composition and targets. (a) Liquiritin with CTNNB1. (b) Liquiritin with EGFR. (c) Liquiritin with MAPK1. (d) Liquiritin with STAT3. (e) Benzoyl paeoniflorin with HRAS. (f) Benzoyl paeoniflorin with PIK3CA. (g) Benzoyl paeoniflorin with SRC. (h) Benzoyl paeoniflorin with HSP90AA1.

Table 5.

The possible binding site (amino acid residue) of the target of the molecular docking results.

Name Binding energy (kcal/mol) Hydrogen bonding sites Hydrogen bond length Hydrophobic action site
(A) Liquiritin with CTNNB1. −7.5 Trp338(A), Asn380(A), Arg342(A), Lys345(A) 3.28 Å, 3.07 Å, 3.19 Å, 2.84 Å, 3.12 Å Lys312(A), Val349(A), Val346(A), Tyr306(A), Gln302(A)
(B) Liquiritin with EGFR. −8.9 Thr766(A) 2.70 Å Pro770(A), Lys704(A), Leu768(A), Ala719(A), Lys721(A), Leu764(A), Glu738(A), Thr830(A), Leu820(A), Asp831(A), Met769(A), Gly772(A), Leu694(A)
(C) Liquiritin with MAPK1. −9.1 Met108(A) 2.80 Å Leu107(A), Ala52(A), Thr110(A), Asp111(A), Gly32(A), Glu33(A), Lys114(A), Tyr113(A), Ser153(A), Val39(A), Leu156(A), Glu109(A)
(D) Liquiritin with STAT3. −7.4 Nonexistent Nonexistent Lys615(A), Val563(A), Cys468(A), Pro471(A), Met470(A), Arg335(A), Ile569(A), Thr515(A), Lys573(A), Asp570(A), Asn567(A)
(E) Benzoyl paeoniflorin with HRAS. −10.9 Cys32(X), Asn116(X), Ser17(X), Lys16(X) 2.94 Å, 2.83 Å, 3.13 Å, 3.07 Å Gln61(X), Asp33(X), Ile21(X), Val29(X), Glu37(X), Glu31(X), Asp30(X), Phe28(X), Lys117(X), Gly15(X), Asp119(X), Ala146(X), Ala18(X), Gly13(X)
(F) Benzoyl paeoniflorin with PIK3CA. −10.0 Asn756(A), Arg662(A), Cys838(A) 3.12 Å, 2.85 Å, 3.10 Å Phe666(A), Ser629(A), Ala758(A), Pro757(A), Asn170(A), His670(A), Glu259(A), Glu849(A), Arg818(A), Ile633(A), Gly837(A), Met811(A)
(G) Benzoyl paeoniflorin with SRC. −10.1 ASer345(A), Thr338(A) 3.12 Å, 2.81 Å Gly344(A), Leu273(A), Tyr340(A), Leu393(A), Ala293(A), Ala403(A), Val323(A), Phe405(A), Asp404(A), Val281(A), Lys295(A), Ala390(A)
(H) Benzoyl paeoniflorin with HSP90AA1 −10.7 Thr184(A) 2.92 Å Val150(A), Asp93(A), Met98(A), Val186(A), Trp162(A), Phe138(A), Leu107(A), Leu48(A), Gly135(A), Ile96(A), Ala55(A), Asn51(A), Arg58(A), Ser52(A)

3.3. Validation of the UPLC-QQQ-MS/MS Method

The stock solution containing the 19 components was prepared. The concentrations of hesperidin, naringenin, liquiritin, glycyrrhizic acid, liquiritigenin, isoliquiritin, isoliquiritin apioside, caffeic acid, ferulic acid, coniferyl ferulate, albiflorin, gallic acid, methyl gallate, benzoyl paeoniflorin, narirutin, chlorogenic acid, neochlorogenic acid, rutin and 1,2,3,4,6-penta-O-galloyl-β-D-glucopyranose were 0.98, 0.96, 35.80, 115.50, 13.90, 282.50, 5.00, 19.40, 0.09, 0.15, 0.20, 68.00, 3.30, 0.20, 10.50, 261.70, 0.20, 0.06,0.08, 0.03, 0.025 ng.μL−1 The standard curve of the reference substance solution was established, with the concentration (ng.μL−1) as the X-axis and the peak area as the Y-axis. The structures of the 19 compounds are shown in Figure 14. Details of the reference material standard curves are listed in Table 6.

Figure 14.

Figure 14

The structures of the 19 compounds.

Table 6.

Calibration curves of the analytes.

Analytes Calibration curve Linear rang (ng.μL−1) r LOQ (ng/μL−1)
Hesperidin Y = 2E + 06X + 6462 0.0392∼0.98 0.9992 0.01
Naringenin Y = 2E + 06X − 3159 0.0384∼0.96 0.9985 0.01
Liquiritin Y = 3E + 06X + 4E + 04 1.432∼35.8 0.9979 0.04
Glycyrrhizic acid Y = 835033X + 1E + 04 4.62∼115.5 0.9825 1.20
Liquiritigenin Y = 7E + 06X + 4E + 04 0.554∼13.9 0.9990 0.12
Isoliquiritin Y = 4E + 06X  +  20213 0.201∼5.025 0.9998 0.05
Isoliquiritin apioside Y = 2E + 06X  + 50766 0.776∼19.4 1.0000 0.02
Caffeic acid Y = 1E + 07X  + 27935 0.036∼0.09 0.9988 0.01
Ferulic acid Y = 1E + 06X  + 7406 0.006∼0.15 0.9985 0.002
Coniferyl ferulate Y = 625840X  + 3624 0.008∼0.20 0.9989 0.002
Albiflorin Y = 33658X  + 44760 2.74∼68.00 0.9978 0.68
Gallic acid Y = 4E + 07X  + 3E + 04 0.132∼3.30 0.9997 0.33
Methyl gallate Y = 1E + 07X  + 9012 0.008∼0.20 0.9999 0.002
Benzoyl paeoniflorin Y = 24147X − 2883.4 0.42∼10.50 0.9991 0.11
Narirutin Y = 2E + 06X  + 1108 0.008∼0.20 0.9999 0.002
Chlorogenic acid Y = 6E + 06X  + 6980 0.0024∼0.06 0.9990 0.001
Neochlorogenic acid Y = 5E + 06X  + 2745 0.0032∼0.08 0.9995 0.001
Rutin Y = 1E + 06X  + 7917 0.0012∼0.03 0.9994 0.001
1,2,3,4,6-penta-O-galloyl-β-D-glucopyranose Y = 1E + 06X  + 3214 0.0010∼0.025 0.9995 0.001

The same sample was injected 6 times continuously to test the precision of the instrument. The RSD values of the peak areas of 19 components were less than 2.05%. It indicated that the precision of the instrument was good.

Inject the same samples at 0, 2, 6, 8, 12, 16, 20, and 24 h, respectively, and determine the peak areas. The RSD of the peak areas of 19 components were all less than 2.11%. The experimental results suggested that the stability of the sample was good within 24 h.

Six samples of the same batch were prepared in parallel, and each sample was injected twice. The RSDs of the contents of 19 components were all less than 2.61%. The experimental results showed that the method had good repeatability.

Take 9 samples of known content samples. Add 50%, 100%, and 150% of the reference solution, respectively. The average recoveries of 19 compounds were 98.11%–103.16%, and the RSDS were all below 2.01%. The experimental results showed that the accuracy of this method was good.

3.4. Contents Determination Results of 19 Components

The developed quantitative analysis method was subsequently applied to 10 batches of the SGD. The results demonstrated a successful application of this UPLC-QQQ-MS/MS assay for the quantification of 19 constituents in different samples. The contents, summarized in Table 7 and Figure 15, were calculated with the external reference compound methods. It shows that S6, S7, and S8 have the highest content, while other batches are lower than the median.

Table 7.

Contents of 19 components.

Analytes Contents (g/g)
S1 S2 S3 S4 S5 S6 S7 S8 S9 S10 Mean
Hesperidin 0.35 0.32 0.40 0.11 0.24 0.35 0.24 0.26 0.25 0.30 0.28
Naringenin 0.42 0.22 0.51 0.22 0.26 0.31 0.32 0.19 0.26 0.33 0.30
Liquiritin 10.50 11.41 11.57 11.42 12.26 18.91 21.36 13.13 12.77 13.97 13.73
Glycyrrhizic acid 31.33 33.71 31.61 34.04 33.91 45.09 39.31 35.53 31.59 32.46 34.36
Liquiritigenin 1.80 0.58 1.28 0.66 0.59 1.07 1.11 0.88 1.13 1.03 1.01
Isoliquiritin 1.29 1.83 1.28 1.89 1.87 1.61 1.71 1.46 1.33 1.43 1.57
Isoliquiritin apioside 1.49 2.43 1.31 2.52 2.98 3.43 3.62 3.29 1.64 1.68 2.44
Caffeic acid 0.35 0.68 0.67 0.35 0.23 0.44 0.50 0.22 0.31 0.34 0.41
Ferulic acid 0.05 0.12 0.13 0.05 0.06 0.09 0.04 0.05 0.09 0.03 0.07
Coniferyl ferulate 0.08 0.10 0.11 0.07 0.09 1.00 0.09 0.07 0.08 0.09 0.18
Albiflorin 9.97 8.65 9.38 10.32 9.12 7.3 7.51 9.62 8.98 7.87 8.87
Gallic acid 2.11 2.46 2.83 2.71 2.95 2.01 2.10 2.38 2.06 2.40 2.40
Methyl gallate 0.10 0.05 0.09 0.07 0.09 1.01 1.09 0.07 1.08 1.09 0.47
Benzoyl paeoniflorin 2.71 2.09 1.91 1.79 1.91 0.79 0.81 0.80 1.00 0.92 1.47
Narirutin 0.08 0.12 0.07 0.07 0.09 1.01 1.02 1.02 0.08 0.09 0.37
Chlorogenic acid 0.02 0.03 0.03 0.02 0.03 0.02 0.04 0.07 0.02 0.04 0.03
Neochlorogenic acid 0.05 0.07 0.02 0.06 0.06 1.01 0.06 0.04 0.05 0.04 0.15
Rutin 0.02 0.02 0.03 0.03 0.02 0.03 0.02 0.02 0.05 0.04 0.02
1,2,3,4,6-penta-O-galloyl-β-D-glucopyranose 0.02 0.03 0.08 0.03 0.04 0.04 0.05 0.05 0.07 0.04 0.05

Figure 15.

Figure 15

Content histogram of 19 components.

In this experiment, UPLC-Q-TOF-MS/MS was employed to analyze SGD. A total of 110 compounds, including 54 flavonoids, 23 triterpenoids, 10 monoterpenoids, 6 coumarins, and 17 other compounds. It can be seen from this result that most of the compounds in SGD are flavonoids, the number of compounds accounted for more than 50% (55/110). From the results of content determination by UPLC-QQQ-MS/MS, the contents of glycyrrhizic acid (content: 3.44%) and liquiritin (content: 1.37%) were significantly higher than those of some flavonoids (all below 1%). These two compounds should be our focus, and furthermore the contents of paeoniflorin and benzoylpaeoniflorin are also relatively high.

4. Conclusion

This research established a new method to find biomarkers for the quality control of SGD by the combined application of UPLC-MS/MS, network pharmacology, and molecular docking. Firstly, by comparing the retention times and mass spectrometry dates of the reference database and the self-built database, 110 compounds were identified. Secondly, based on the compounds identified above, network pharmacology was used to find the active components of SGD against liver injury, and 19 chemical components were selected as biomarkers, including 1,2,3,4,6-penta-O-galloyl-β-D-glucopyranose, ferulic acid, coniferyl ferulate, benzoyl paeoniflorin, hesperidin, liquiritin, liquiritigenin, glycyrrhizic acid, caffeic acid, rutin, chlorogenic acid, gallic acid, methyl gallate, isoliquiritin apioside, albiflorin, neochlorogenic acid, isoliquiritin, narirutin, and naringenin. Thirdly, molecular docking is used to verify the efficacy of the compounds and shows that the compounds bind well to the key target. Furthermore, the 19 components were detected in the serum, which also proved that they could be biomarkers. Finally, we determined the contents of 19 key components in 10 different batches of SGD. The method has satisfactory linearity, stability, accuracy, repeatability, and recovery. This study clarified the active components, key targets, and pathways of SGD against liver injury and provided a new idea for the selection of quality control indicators of traditional Chinese medicine based on pharmacological activity.

Acknowledgments

The Natural Science Foundation of Hebei Province, China (No. H2019423050); Scientific research plan project of Hebei Provincial Administration of Traditional Chinese Medicine (2020130); Science and Technology Research Project of Higher Education of Hebei Province, China (QN2019119) . Science and Technology Ability Improvement Funding Project of Hebei College of Traditional Chinese Medicine (KTY2019068), Doctoral Funding Project of Hebei College of Traditional Chinese Medicine (BZS2019001).

Contributor Information

Lingfang Wu, Email: fanglingwu@163.com.

Liying Niu, Email: niuliyingyy@163.com.

Data Availability

The data used to support the findings of this study are available from the corresponding author upon request.

Ethical Approval

Ethics approval was not required for this research.

Conflicts of Interest

The authors declare that they have no conflicts of interest.

Supplementary Materials

Supplementary Materials

Table 1: Binding energies of representative compounds and targets. Table 2. 128 blood absorbed components. Figure 1: KEGG analysis of potential target genes of SGD, top 20 clusters of KEGG. Figure 2: GO analysis of potential target genes of the SGD.

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Associated Data

This section collects any data citations, data availability statements, or supplementary materials included in this article.

Supplementary Materials

Supplementary Materials

Table 1: Binding energies of representative compounds and targets. Table 2. 128 blood absorbed components. Figure 1: KEGG analysis of potential target genes of SGD, top 20 clusters of KEGG. Figure 2: GO analysis of potential target genes of the SGD.

Data Availability Statement

The data used to support the findings of this study are available from the corresponding author upon request.


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