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ORIGINAL RESEARCH article

Front. Mol. Biosci., 31 March 2022

Sec. Metabolomics

Volume 9 - 2022 | https://doi.org/10.3389/fmolb.2022.818285

The Integrated Study on the Chemical Profiling to Explore the Constituents and Mechanism of Traditional Chinese Medicine Preparation Huatuo Jiuxin Pills Based on UPLC-Q-TOF/MSE and Network Pharmacology

  • 1. School of Pharmacy, Anhui University of Chinese Medicine, Hefei, China

  • 2. Anhui Province Key Laboratory of Chinese Medicinal Formula, Hefei, China

  • 3. Anhui Province Key Laboratory of Pharmaceutical Preparation Technology and Application, Hefei, China

  • 4. Synergetic Innovation Center of Anhui Authentic Chinese Medicine Quality Improvement, Hefei, China

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Abstract

Huatuo Jiuxin Pills (HJP), a traditional Chinese medicine (TCM) preparation, has been widely used to treat Cardiovascular Diseases (CVDs) for more than 20 years. However, there were still gaps in the study of chemical components and potential pharmacological effects in the HJP. In this study, ultra-performance liquid chromatography-quadrupole time-of-flight mass spectrometry (UPLC-Q-TOF/MSE) combined with network pharmacology was used to comprehensively explore the chemical components in HJP and explore its potential active compounds and the mechanism for the treatment of CVDs. A total of 117 compounds, mainly including saponins, cholic acids, and bufadienolides, were rapidly identified and characterized. Simultaneously, the fragmentation mode and characteristic ion analysis of different types of representative compounds were carried out. Network pharmacology results showed that the more important active ingredients mainly include 5β‐hydroxybufotalin, 19 oxo‐cinobufagin, bufarenogin, etc. While, the main targets were PIK3CA, MAPK1, VEGFA and so on. Importantly, HJP has therapeutic effects on CVDs by acting on endocrine resistance, PI3K-Akt signaling pathway, HIF-1 signaling pathway, etc. In addition, molecular docking results showed that the core active ingredients with higher degrees in HJP have a strong affinity with the core targets of CVDs. The current work fills the gap in the chemical substance basis of HJP, and also facilitates a better understanding of the effective components, therapeutic targets, and signaling pathways of HJP in the treatment of CVDs.

1 Introduction

Cardiovascular Diseases (CVDs) were diseases with high morbidity and mortality (Taskinen and Borén, 2015; Halaris, 2017). Many risk factors may cause CVDs individually or in combination (Deprince et al., 2020). Currently, pharmaceutical chemicals are mainly used in clinical treatment with rapid and direct curative effects. They were usually used with other medicines, but long-term use was prone to adverse reactions (Damiani et al., 2020). Compared with chemical medications, traditional Chinese medicine (TCM) has the characteristics of multiple components, multiple targets, and fewer adverse effects (Wang et al., 2021a). So, it was more in line with the features of long-term medication for the treatment of CVDs. However, due to the complexity of components in TCM preparations, it is still a challenge to identify its effective ingredients, elucidate the mechanism, and discover the relationship between ingredients and therapeutic objectives (Luo et al., 2013).

Huatuo Jiuxin Pills (HJP), a classical TCM preparation, has been clinically used to treat CVDs in China for more than 20 years. It comprises eight crude TCM, i.e., Panax ginseng C. A. Meyer (Ren-Shen), Panax notoginseng (Burk.) F. H. Chen (San-Qi), Venenum Bufonis (Chan-Su), Borneolum (Bing-Pian), Artificial Calculus Bovis (Ren-Gong-Niu-Huang), Artificial Moschus (Ren-Gong-She-Xiang), Ox Bile Powder (Niu-Dan-Fen) and Pearl (Zhen-Zhu). The clinical study found that HJP has the function of promoting blood circulation, removing blood stasis, resolving phlegm and dredging collaterals (Zhou et al., 2020). In addition, Zhou’s (Zhou et al., 2020) research also showed that HJP can significantly improve the blood stasis syndrome of experimental myocardial ischemia rats, and reduce its LDH and CPK levels in serum. However, the effective ingredients and in vivo action targets of HJP are still unknown, which limits the systematic understanding of the mechanism of HJP action.

In recent years, ultra-performance liquid chromatography-quadrupole time-of-flight mass spectrometry (UPLC-Q-TOF/MSE) technology has provided a powerful method for efficient separation and structural characterization of TCM with high resolution, sensitivity, and accuracy (Xu et al., 2020). It is possible to obtain an accurate component precursor ion mass and fragment ions in the full scan mode, while increasing the reliability of the analysis results. And the UNIFI software was a multi-functional automatic data processing platform that can help process mass spectrometry data and quickly analyze chemical components. On the other hand, the mechanism of HJP in the treatment of CVDs and the key active compounds is still unclear. Faced with the current situation, we need an effective means to explore the relationship and mechanism between active components in HJP and core targets. The TCM network pharmacology method combined computational and experimental methods to analyze preparations and their action targets (Wang et al., 2021b), to understand the mechanism of action based on the biological molecular networks of diseases and syndromes. Furthermore, this method can also determine the network regulation mechanism and biological function of TCM, and discover new active compounds. It uncovers “drug-gene-disease” correlations, which are predictive and quantitative measures of the mechanism of action of TCM preparation in disease treatment (Li and Zhang, 2013).

The present study adopted the integration strategy of UPLC-Q-TOF/MSE combined with the UNIFI platform to reveal the effective ingredients of HJP systematically. At the same time, network pharmacology and molecular docking were used to explore the active compounds of HJP and predict its potential targets and signal pathways for CVDs treatment. This study provides a certain basis and reference for the further study of the pharmacodynamic material basis and in vivo mechanism of HJP.

2 Materials and Methods

2.1 Reagents and Materials

HJP was provided by Anhui Bozhou Huatuo National Pharmaceutical Co., Ltd. (Lot number: 20200601). Reference substances including ginsenoside Rd, pseudoginsenoside D, notoginsenoside R1, ginsenoside Re, cinobufagin, bufalin, bufotalin, resibufogenin and cholic acid were all purchased from Chengdu Kromah Biotechnology Co., Ltd. Methanol and acetonitrile (MS grade) were purchased from Sigma-Aldrich (Shanghai) Trading Co., Ltd. Ultrapure water was obtained with the PALL laboratory water purification system (PALL, United States).

2.2 Standards and Sample Preparation

HJP was ground into powder and 0.3 g of powder was accurately weighed, dispersed in 30 ml methanol, extracted with ultrasonic (360 W, 40 kHz) in the water bath for 30 min. And then, it was filtrated through 0.22 μm filter membrane and the subsequent filtrate was transferred into autosampler vials for UPLC-Q-TOF/MSE analysis. Nine reference standards (ginsenoside Rd, pseudoginsenoside D, notoginsenoside R1, ginsenoside Re, cinobufagin, bufalin, bufotalin, resibufogenin and cholic acid) were dissolved in methanol and filtered through 0.22 μm filter membrane to prepare 1 mg/ml stock solution, respectively.

2.3 Chromatography and Mass Spectrometry Conditions

Chromatographic analysis was performed used Waters ACQUITY™ UPLC system (Waters Company, Milford, United States). Chromatographic separation was carried out at 30°C, using East Laboratory Epic C18 column (100 mm × 2.1 mm, 1.8 μm) with mobile phases A (water) and B (acetonitrile).

The gradient profile was as follows: 0–4 min, 10–15% B; 4–5 min, 15–30% B; 5–11 min, 30% B; 11–15 min, 30–45% B; 15–21 min, 45–80% B; 21–29 min, 80–70% B; 29–30 min, 70–10% B. The flow rate was 0.2 ml/min, and the injection volume was 2 μL.

Mass spectrometric detection was performed on a Waters Xevo G2 Q-TOF mass spectrometer (Waters Corporation, Milford, United States) equipped with an ESI source. The full scan data was acquired from 50 to 1,200 Da, acquisition rate of 0.1 s, source temperature of 100°C, the source voltage of 3.2 kV. The collision voltage was set to 6.0 eV for low-energy scanning and 20–60 eV for high-energy scanning. The nitrogen (N2) temperature was 300°C. In order to obtain the complete molecular fragmentation mode, the data-related collection was also carried out. And sample information was collected when the mass/charge ratio of correction solution leucine enkephalin (LE) was 556.2771 (positive ion mode) and 554.2615 (negative ion mode) to ensure the accuracy of the collected results.

2.4 Establishment of a Chemical Compound Library for HJP

The chemical composition system information of the eight Chinese medicines in HJP was collected and sorted through online database platforms such as China National Knowledge Infrastructure (CNKI1), Traditional Chinese Medicine Systems Pharmacology Database and Analysis Platform (TCMSP2), the Encyclopedia of Traditional Chinese Medicine (ETCM3), Chem Spider4, and literature searches, etc. A self-built compound library containing compound name, molecular formula, chemical structure, and exact molecular weight was established by UNIFI software (Supplementary Table S1).

2.5 Data Analysis by UNIFI Platform

All MS data analysis was performed on the UNIFI software platform (Waters Corporation, Milford, United States). The acquisition time ranged from 1.5 min to 28.0 min. Quality inspection range: 50–1200 Da. The allowable range of quality error was within 5 ppm. The 2D peak intensity was set to a peak area greater than 100. The 3D peak intensity was greater than 200 for high-energy channels and greater than 300 for low-energy channels. The addition ions were +H, +Na (positive ion mode), and −H, +HCOO (negative ion mode). After all the data was analyzed and initially processed by the software, manual inspection and rechecking were still needed to investigate the chemical composition cracking pattern and enhance the accuracy of the characterization data.

2.6 Target Network Analysis

The targets were retrieved from the prediction of the online target platform Swiss Target Prediction5. “Homo sapiens” was the restrictor for target prediction. And the targets with a probability of more than 0.1 were collected. Meanwhile, the CVDs-related targets were obtained from the Gene cards database6. The Online Venn figure platform7 was used to get the Venn figure and HJP with CVDs intersection of targets. Cytoscape software (version 3.2.1) was applied to construct the chemical-target and protein-protein interactions (PPIs) networks. All proteins/genes were subjected to pathway enrichment analysis (GO and KEGG analysis) using the Metascape databases8. Those pathway terms with a p-value less than 0.05 were regarded as significant.

2.7 Molecular Docking

Download the protein PDB file of the core target from the RSCB PDB online platform9 and the MOL2 file of the core active ingredient from PubChem database10. Auto Dock Tools (1.5.6, The Scripps Research Institute) software was used for molecular docking, and the docking results were imported into Pymol (2.5.0, Schrodinger, Inc.) software for visualization. Finally, the binding strength and activity of the active ingredients and the target were evaluated according to the binding energy.

3 Results and Discussion

3.1 Identification and Characterization of Chemical Compounds

The high-resolution MS data of HJP were obtained by UPLC-Q-TOF/MSE. The total ion chromatography (TIC) of HJP in positive and negative ion modes is shown in Figure 1. The UNIFI screening platform was used to analyze the collected MSE data, and the mass error and responsivity were investigated by automatically matching ion fragments. After standard comparison, literature review and further manual verification, a total of 117 compounds in HJP were identified or tentatively characterized. They were classified by ingredient sources, including 32 triterpenoid saponins, 13 bile acids, 22 bufadienolides, etc. Then, the detailed MS information of these components was summarized in Table 1. In addition, we tentative confirmed the structures of these compounds based on accurate mass, MSE data, and related literature. The compounds with the same core structure were classified, such as dammarane type and oleanane type. Finally, the structure of the main chemical components in HJP is shown in Figure 2.

FIGURE 1

FIGURE 1

The TIC chromatograms of HJP from UPLC/Q-TOF-MSE analysis.

TABLE 1

No Formular tR(min) Experimental mass (m/z) Error (ppm) MS and MSE data (+ or −) (m/z) Compound identification Source
1 C3H7NO2 1.68 134.0456 −2.0 134.0456 [M + HCOO] Alanine e, g, h
2 C7H6O3 1.86 137.024 −3.4 137.024 [M−H] Salicylic acid a
93.0343 [M−H−COO]
3 C12H22O11 2.02 365.1047 −1.9 365.1047 [M + H]+ Sucrose a, b
165.0777 [M + H−Glc−O]+
4 C6H14N4O2 2.09 175.1193 2.3 175.1193 [M + H]+ Arginine a, b, e, g, h
5 C17H26O2 2.37 263.1996 −3.5 263.1996 [M + H]+ Ginsenoyne I a
156.1021 [M + H−2H2O−C5H11]+
6 C8H8O2 2.44 137.0603 4.2 137.0603 [M + H]+ Piceol b
119.051 [M + H−H2O]+
77.0391 [M + H−H2O−CH3CO]+
7 C9H11NO2 2.51 180.1015 −2.1 180.1015 [M + H]+ Phenylalanine e, g, h
103.0548 [M−Ben]+
91.0549 [M−C3H6NO2]+
77.0391 [Ben]+
8 C10H12O3 2.85 225.0775 3.0 225.0775 [M + HCOO] 3,5-Dimethoxyacetophenone b
9 C19H26O3 2.91 325.1763 −3.4 325.1763 [M + Na]+ Acetylpanaxydol a
286.1576 [M + H−H2O]+
195.1141 [M + H−H2O−CH2CO−CH2CH3−O]+
10 C12H16N2O 3.3 205.1332 −1.7 205.1332 [M + H]+ Bufotenine c
146.0607 [M + H−C3H9N]+
11 C17H23ClO2 3.84 317.1271 −2.6 317.1271 [M + Na]+ Ginsenoyne B a
89.0394 [M + H−2H2O−C10H15Cl]+
12 C13H18N2O 3.9 219.1491 −0.2 219.1491 [M + H]+ Bufotenidine c
160.0758 [M + H−C3H9N]+
13 C27H46O2 4.26 425.3391 0.3 425.3391 [M + Na]+ 7β-Hydroxycholesterol c
407.3308 [M + H−H2O]+
14 C36H60O9 4.36 637.4295 −2.4 637.4295 [M + H]+ Ginsenoside Rh7 a
619.4187 [M + H−H2O]+
421.3459 [M + H−3H2O−Glc]+
15 C12H14N2O 4.65 203.118 0.4 203.1181 [M + H]+ Dehydrobufotenine c
87.0866 [M−CH3]+
16 C47H80O18 6.35 977.5309 −1.8 977.5309 [M + HCOO] *Notoginsenoside R1 b
799.4813 [M−H−Xyl]
637.4291 [M−H−Xyl−Glc]
475.3743 [M−H−Xyl−2Glc]
161.0429 [Glc−H]
17 C26H36O7 6.58 461.2534 0 461.2534 [M + H]+ 5β-Hydroxybufotalin c
275.1335 [M + H−2H2O−α-pyr−CH2COO]+
18 C24H32O6 6.74 417.2281 2.3 417.2281 [M + H]+ Desacetylcinobufaginol c
399.2173 [M + H−H2O]+
19 C48H82O18 6.75 991.5471 −1.2 991.5471 [M + HCOO] *Ginsenoside Re a
783.486 [M−H−Rha−O]
619.4148 [M−H−Rha−Glc−O]
20 C42H72O14 6.88 845.4891 −1.5 799.4821 [M−H] Pseudoginsenoside F11 a
637.4300 [M−H−Rha−O]
475.3755 [M−H−Rha−Glc−O]
21 C15H22 6.92 203.1797 1.4 203.1797 [M + H]+ Cuparene b
187.1485 [M−CH3]+
95.0865 [M−CH3−C7H8]+
22 C54H92O23 7.96 1,125.6079 2.5 1,125.6079 [M + H]+ Ginsenoside Rb1 a
801.4995 [M + H−2Glc]+
23 C24H34O6 8.3 419.2421 −1.7 419.2421 [M + H]+ Tetrahydroxybufa-20 c
347.2019 [M + H−4H2O]+
353.2111 [M + H−2H2O−CH2OH]+
24 C41H68O14 8.98 829.456 −3.7 829.456 [M + HCOO] Ginsenoside Rg8 a
499.2927 [M−H−2H2O−Rha−C5H10O2]
25 C24H32O6 9.13 461.2176 −1.1 461.2176 [M + HCOO] Psi-bufarenogin c
415.2116 [M−H]
397.1994 [M−H−H2O]
379.1873 [M−H−2H2O]
287.1641 [M−H−H2O−α-pyr−CH3]
26 C24H32O6 9.23 417.2275 0.9 417.2275 [M + H]+ Bufotalidin c
439.2096 [M + Na]+
399.2173 [M + H−H2O]+
371.2211 [M + H−H2O−CO]+
27 C41H68O13 10.13 783.4872 −2.1 783.4872 [M + H]+ Ginsenoside La a
441.3720 [M + H−H2O−2Glc]+
423.3610 [M + H−2H2O−2Glc]+
28 C30H48O3 10.69 457.3666 −2.3 457.3666 [M + H]+ 16-Oxoseratenediol a
439.3586 [M + H−H2O]+
421.3483 [M + H−2H2O]+
29 C9H10O3 11.03 167.0708 3.5 167.0708 [M + H]+ Paeonol a
93.0347 [M + H−CH3CO−CH3O]+
30 C6H12O6 12.06 534.1936 −0.8 534.1936 [M + HCOO] Galactose a, h
397.1625 [M−H−C2H5NO3]
31 C24H32O6 12.21 473.2178 1.7 473.2178 [M + H]+ Bufarenogin c
377.1715 [M + H−α-pyr]+
359.1651 [M + H−H2O−α-pyr]+
32 C26H45NO7S 12.88 516.2979 −2 516.2979 [M + H]+ Taurocholic acid g
480.2805 [M + H−2H2O]+
462.2668 [M + H−3H2O]+
337.2517 [M + H−3H2O−Tau]+
126.0220 [Tau]+
33 C42H72O14 12.97 845.4927 2.7 845.4927 [M + HCOO] Ginsenoside Rg1 a
799.4867 [M−H]
783.4883 [M−H−H2O]
637.4105 [M−H−Glc]
161.0436 [Glc]
34 C24H30O6 13.11 415.212 1.2 457.3679 [M + H]+ 19-Oxodesacetylcinobufagin c
397.1994 [M + H−H2O]+
301.2499 [M + H−H2O−α-pyr]+
35 C30H48O3 13.15 457.3679 0.6 457.3679 [M + H]+ Oleanolic acid a, b
439.3573 [M + H−H2O]+
421.3467 [M + H−2H2O]+
36 C42H72O14 13.19 801.4996 0.1 823.4800 [M + Na]+ Ginsenoside Rf a, b
801.4996 [M + H]+
603.42470 [M + H−2H2O−Glc]+
585.4120 [M + H−3H2O−Glc]+
37 C26H43NO6 13.34 478.3153 −4.4 478.3153 [M + HCOO] Glycocholic acid e, g
327.2627 [M−H−gly−2CH3]
311.2639 [M−H−gly−2CH3−O]
38 C24H32O5 13.41 401.2326 1 401.2326 [M + H]+ Resibufaginol c
383.2170 [M + H−H2O]+
365.2065 [M + H−2H2O]+
347.1996 [M + H−3H2O]+
39 C36H62O10 13.50 655.4413 −0.4 655.4413 [M + H]+ Pseudoginsenoside RT5 a
603.4237 [M + H−2H2O−O]+
585.4097 [M + H−3H2O−O]+
40 C26H42NNaO6 13.83 488.298 −0.6 488.2980 [M + H]+ Sodium glycocholate e, g
337.253 [M + H−Na−3H2O−Gly]+
41 C48H76O19 13.86 979.4856 −1.7 979.4856 [M + Na]+ Ginsenoside Ro a, b
603.4229 [M + H−Glc−Glc-acid−H2O]+
42 C48H82O19 13.89 985.5356 1.4 985.5356 [M + Na]+ 20-Glucoginsenoside Rf a
766.4859 [M + H−Glc−H2O−O]+
43 C54H92O23 14.16 1,107.5976 1.8 1,107.5976 [M−H] *Pseudoginsenoside D a
1,153.6048 [M + HCOO]
945.5370 [M−H−Glc]
783.4867 [M−H−2Glc]
621.4408 [M−H−3Glc]
44 C41H70O13 14.2 771.4877 −1.5 771.4877 [M + H]+ Notoginsenoside R2 a
605.4386 [M + H−H2O−Xyl−O]+
441.3715 [M + H−2H2O−Xyl−Glc]+
425.3778 [M + H−2H2O−Xyl−Glc−O]+
45 C42H72O13 14.23 785.5029 −2.1 785.5029 [M + H]+ Ginsenoside Rg3 a, b
605.4386 [M + H−H2O−Glc]+
459.3815 [M + H−2Glc]+
325.1133 [2Glc]+
46 C24H34O5 14.44 403.2428 0.6 403.2428 [M + H]+ 1β-Hydroxybufalin c
349.2166 [M + H−3H2O]+
47 C41H68O12 14.5 753.4775 −1.1 753.4775 [M + H]+ Ginsenoside Rg5 a
573.4102 [M + H−H2O−Glc]+
48 C24H32O5 14.83 401.2325 0.7 401.2325 [M + H]+ Desacetylcinobufagin c
365.2127 [M + H−2H2O]+
347.2006 [M + H−3H2O]+
49 C36H60O8 14.94 621.4366 0.8 621.4366 [M + H]+ Ginsenoside Rh4 a
603.4243 [M + H−H2O]+
441.372 [M + H−H2O−Glc]+
50 C53H90O22 14.95 1,079.5986 −1.0 1,079.5986 [M + H]+ Ginsenoside Rc a, b
1,104.7550 [M + Na]+
929.54 [M + H−H2O−Fur] +
51 C26H36O6 15.17 445.2588 0.6 445.2588 [M + H] + *Bufotalin c
467.2393 [M + Na] +
409.2319 [M + H−2H2O]+
385.2365 [M + H−H2O−CH2CO]+
367.2268 [M + H−2H2O−CH2CO]+
349.2162 [M + H−α-pyr]+
331.1999 [M + H−H2O−α-pyr]+
271.2065 [M + H−2H2O−CH2CO−α-pyr]+
52 C56H94O24 15.21 1,195.6054 −4.4 1,195.6054 [M + HCOO] Quinquenoside R1 a
1,149.6032 [M−H]
943.5289 [M−H−CH3CO−Glc]
781.4687 [M−H−CH3CO−2Glc]
53 C42H72O13 15.23 807.485 −1.9 807.4850 [M + Na]+ Ginsenoside Rg2 a
621.4353 [M + H−H2O−Rha]+
423.36173 [M + H−3H2O−Rha−Glc]+
54 C36H54O10 15.26 647.3804 2.1 647.3804 [M + H]+ Gypsogenin-3-glucoronide a
385.2364 [M + H−GlcUA−C6H12]+
367.2268 [M + H−H2O−GlcUA−C6H12]+
55 C26H32O7 15.41 457.2223 0.5 457.2223 [M + H]+ 19-Oxocinobufagin c
439.3511 [M + H−H2O]+
332.1877 [M + H−α-pyr−CHO]+
56 C48H82O19 15.64 991.5519 3.6 991.5519 [M + HCOO] *Ginsenoside Rd a, b
783.4906 [M−H−Glc]
621.4358 [M−H−2Glc]
57 C42H70O12 15.68 767.4924 −2.1 767.4924 [M + H]+ Ginsenoside Rg4 a
605.4392 [M + H−Rha−O]+
443.3875 [M + H−Rha−Glc−O]+
58 C18H32O16 15.71 505.1781 3.5 505.1781 [M + H]+ Panose a
487.1651 [M + H−H2O]+
325.1127 [M + H−H2O−Glc]+
163.0503 [M + H−H2O−2Glc]+
59 C36H62O9 15.76 683.4398 3.2 683.4398 [M + HCOO] Ginsenoside Rh1 a
637.4327 [M−H]
475.3783 [M−H−Glc]
391.2803 [M−H−Glc−C6H12]
161.0439 [Glc]
60 C26H34O7 15.79 459.2373 −0.9 459.2373 [M + H]+ Cinobufaginol c
381.2055 [M + H−H2O−α-pyr]+
363.1952 [M + H−α-pyr]+
61 C14H24O 15.81 231.1718 −0.8 231.1718 [M + Na]+ 1-Ethynylcyclododecanol f
213.1633 [M + H−H2O]+
147.1169 [M + H−H2O−C3H7]+
62 C36H62O9 15.82 639.4436 −4.8 661.4256 [M + Na]+ Ginsenoside F1 a
639.4436 [M + H]+
459.3836 [M + H−Glc−H2O]+
423.3620 [M + H−3H2O−Glc]+
405.3513 [M + H−4H20−Glc]+
63 C15H24O 15.85 221.1896 −1.6 221.1896 [M + H]+ Spathulenol a, b
203.1793 [M + H−H2O]+
187.1480 [M−H2O−CH3]+
64 C28H48O 15.91 423.3617 4.6 423.3617 [M + Na]+ Campesterol a
383.2178 [M + H−H2O]+
311.2708 [M−H2O−C5H11]+
65 C26H44NNaO6S 16.31 522.2867 1.5 522.2867 [M + H]+ Taurohyodeoxycholic acid sodium salt e
339.2702 [M + H−Na−2H2O−Tau]+
66 C47H80O17 17.06 917.5485 1.8 939.5303 [M + Na]+ Gypenoside ix b
917.5485 [M + H]+
719.4701 [M + H−2H2O−Glc]+
587.4297 [M + H−2H2O−Xyl−Glc]+
67 C36H62O8 17.11 645.4357 3.1 645.4357 [M + Na]+ 20(S)-Protopanaxadiol saponins a
587.4297 [M + H−2H2O]+
425.3789 [M + H−2H2O−Glc]+
407.3684 [M + H−3H2O−Glc]+
68 C23H38O2 17.39 345.2795 −1.1 345.2795 [M−H] 5-Resorcinol a
205.1576 [M−H−C10H20]
69 C24H40O5 17.4 407.2798 −1.3 453.2850 [M + HCOO] *Cholic acid e, g
407.2798 [M−H]
389.2656 [M−H−H2O]
363.2880 [M−H−COO]
70 C24H34O4 17.49 387.2544 3.7 409.2367 [M + Na]+ *Bufalin c
387.2544 [M + H]+
369.2441 [M + H−H2O]+
351.2336 [M + H−2H2O]+
291.2113 [M + H−α-pyr]+
255.2109 [M + H−2H2O−α-pyr]+
71 C17H22O2 17.66 259.169 −1.0 259.1690 [M + H]+ Ginsenoyne A a
227.1803 [M + H−2O]+
199.1488 [M + H−2O−C2H4]+
72 C15H18 17.68 199.1488 3.2 199.1488 [M + H]+ Cadalene b
184.1220 [M + H-CH3]+
169.1018 [M + H-2CH3]+
73 C24H39NaO5 17.71 431.2765 −0.6 431.2765 [M + H]+ Sodium cholate g
373.2751 [M + H−Na−2H2O]+
355.2647 [M + H−Na−3H2O]+
337.2539 [M + H−Na−4H2O]+
254.2035 [M + H−Na−3H2O−C5H9O2]+
74 C32H46O8 17.91 557.3112 −1.4 557.3112 [M−H] Gamabufotalin-3-hydrogen suberate c
461.283 [M−H−α-pyr]
383.2164 [M−H−SA]
173.0804 [SA−H]
75 C26H45NO6S 17.96 500.3028 −2.5 500.3028 [M + H]+ Tauroursodeoxycholic acid e, g
339.268 [M + H−2H2O−Tau]+
76 C26H45NO6 18 450.3213 −0.1 472.3027 [M + Na]+ Glycodeoxycholic acid e, g
450.3213 [M + H]+
339.2680 [M + H−2H2O−Gly]+
297.2643 [M + H−2H2O−Gly−CH2CO]+
77 C26H42NNaO5 18.21 472.3027 −1.3 472.3027 [M + H]+ Sodium glycodeoxycholate e
339.2683 [M + H−Na−2H2O−Gly]+
297.2643 [M + H−Na−2H2O−Gly−CH2CO]+
78 C36H60O7 18.48 605.4411 −0.2 621.4298 [M + Na]+ Ginsenoside Rh3 a
605.4411 [M + H]+
425.3780 [M + H−H2O−Glc]+
407.3673 [M + H−2H2O−Glc]+
79 C10H16O 18.51 153.1277 2.3 153.1277 [M + H]+ Isopulegone b
123.1168 [M + H−2CH3]+
80 C19H32O2 18.58 315.2297 0.8 315.2297 [M + Na]+ Dihydroandrosterone f
257.2265 [M + H−2H2O]+
81 C30H48O5 18.61 489.3577 0.4 489.3577 [M + H]+ Asiatic acid d
471.3469 [M + H−H2O]+
453.3401 [M + H−2H2O]+
435.3232 [M + H−3H2O]+
82 C38H58N4O8 18.82 699.4322 −0.7 699.4322 [M + H]+ Bufalitoxin c
681.4213 [M + H−H2O]+
351.2333 [M + H−H2O−Sub]+
83 C24H38O4 18.94 389.2688 −2.3 435.2749 [M + HCOO] Diisooctyl phthalate a
389.2688 [M−H]
374.2522 [M−H−CH3]
332.2039 [M−H−C4H9]
84 C26H34O6 19.02 443.2428 0 465.2243 [M + Na]+ *Cinobufagin c
443.2428 [M + H]+
347.2005 [M + H−α−pyr]+
425.2307 [M + H−H2O]+
383.2217 [M + H−H2O−CH2CO]+
365.2111 [M + H−2H2O−CH2CO]+
337.2166 [M + H−2H2O−CH2CO−CO]+
319.2060 [M + H−3H2O−CH2CO−CO]+
85 C24H30O5 19.26 399.2164 −0.5 399.2164 [M + H]+ 3-Hydroxy-19-oxo-14, 15-epoxybufa-20,22-dienolide c
267.2266 [M + H−2O]+
271.2057 [M + H−α-pyr−2O]+
86 C32H44O9 19.28 595.2865 −2.0 595.2865 [M + Na]+ Arenobufagin 3-hemisuberate c
399.2169 [M + H−SA]+
271.2057 [M + H−SA−α-pyr−2O]+
87 C24H32O4 19.32 385.2372 −0.3 407.2186 [M + Na]+ *Resibufogenin c
385.2372 [M + H]+
253.1949 [M + H−2H2O−α-pyr]+
88 C10H16 19.34 137.1327 1.8 137.1327 [M + H]+ Beta-pinene b
121.1014 [M−CH3]+
107.0861 [M + H−2CH3]+
89 C30H50O2 19.55 443.3869 3.2 443.3869 [M + H]+ Erythrodiol d
425.3776 [M + H−H2O]+
407.3664 [M + H−2H2O]+
90 C19H34O2 19.62 317.2438 −4 317.2438 [M + Na]+ Methyl linoleate a
137.1325 [M + H−C9H18O2]+
91 C24H39NaO4 20.67 415.2822 0.8 415.2822 [M + H]+ Sodium deoxycholate g
339.2690 [M + H−2H2O−Na−OH]+
92 C19H30O2 20.74 313.2139 0.2 313.2139 [M + Na]+ Etiocholanolone f
275.2003 [M−CH3]+
257.1884 [M−H2O−CH3]+
93 C38H56O4 20.79 599.4081 1.7 599.40813 [M + Na]+ Campesteryl ferulate a
81.2788 [M + H−Ferulic-acid]+
94 C24H40O4 20.85 393.3006 1.7 393.3006 [M + H]+ Murocholic acid e
375.2897 [M + H−H2O]+
357.2793 [M + H−2H2O]+
275.2003 [M + H−H2O−C5H9O−CH3]+
95 C24H40O4 20.98 391.2849 −1.2 391.2849 [M−H] Deoxycholic acid e, g
373.2694 [M−H−H2O]
355.2620 [M−H−2H2O]
96 C16H28O 21.02 237.2217 1.6 237.2217 [M + H]+ (1S,15S)-bicyclohexadecan f
81.0707 [M + H−C10H19O]+
97 C15H24 21.05 227.1776 2.4 227.1776 [M + Na]+ α-Muurolene a, b
161.1329 [M + H−C3H8]+
98 C30H50O3 21.06 459.3841 1.7 459.3841 [M + H]+ Dryobalanone d
441.3733 [M + H−H2O]+
423.3628 [M + H−2H2O]+
339.2693 [M + H−H2O−C6H12]+
99 C15H22 21.08 203.1794 −0.2 203.1794 [M + H]+ α-Curcumene a
161.1329 [M + H−C3H6]+
147.1174 [M + H−C4H8]+
100 C30H52O4 21.11 477.3951 2.7 477.3951 [M + H]+ Protopanaxatriol a, b
459.3841 [M + H−H2O]+
441.3733 [M + H−2H2O]+
423.3628 [M + H−3H2O]+
101 C20H40N2O8 21.15 435.2772 −2.7 435.2772 [M−H] 6-O-Hexonic acid a
389.2665 [M−H−H2O−CO]
102 C53H92O7 21.36 841.6895 −2.4 841.6895 [M + H]+ Sitoindoside Ⅱ a
703.5716 [M + H−3H2O−C6H12]+
103 C30H50O2 22.20 443.3904 4.7 443.3904 [M + H]+ Dipterocarpol d
425.3778 [M + H−H2O]+
104 C12H25NO 22.38 200.2004 −2.5 200.2004 [M + H]+ Dimethyldecanamide a
184.1692 [M−CH3]+
105 C15H26O2 22.42 239.2 −2.2 239.2002 [M + H]+ 4,10-Aromadendranediol a
221.2264 [M + H−H2O]+
106 C18H30O2 22.78 279.2325 2.3 279.2325 [M + H] + Linolenic acid a
261.2206 [M + H−H2O]+
95.0863 [M + H−H2O−CH2CO−C9H16]+
107 C20H38O2 22.86 311.2948 1.1 311.2948 [M + H]+ Eicosenoic acid a
250.1584 [M + H−H2O−CH2CO]+
108 C34H46O9 22.90 599.3223 1.5 621.3052 [M + Na]+ Cinobufagin-3-hydrogen suberate c
599.3223 [M + H]+
425.2326 [M + H−SA]+
109 C42H82NO10P 23.01 790.5596 −1.0 790.5596 [M−H] Phosphatidylserine a
480.3076 [M−H−CO2−C18H34O]
110 C24H50NO7P 23.2 496.34 0.5 496.3400 [M + H]+ Iysolecithin g
478.3293 [M + H−H2O]+
313.2740 [M + H−C5H15NO4P]+
184.0736 [M + H−C19H37O3]+
111 C16H25N 24.08 232.2064 1.7 232.2064 [M + H]+ Muscopyridine f
215.1766 [M−CH3]+
112 C41H84N2O6P 24.17 731.6041 −2.8 731.6041 [M + H]+ Sphingomyelin g
184.0732 [M + H−C36H69NO2]+
113 C30H52O4 24.34 499.3753 −1.0 499.3753 [M + Na]+ Panaxatriol b
399.2156 [M + H−H2O−2CH3]+
114 C24H40O3 24.37 375.2894 −3.0 375.2894 [M−H] Lithocholic acid e, g
115 C16H30O2 25.00 277.2143 1.7 277.2143 [M + Na]+ 13-Tetradecen acetate a
116 C20H32O2 25.54 305.2467 −2.7 305.2467 [M + H]+ Arachidonate a
289.2157 [M−CH3]+
243.2094 [M + H−CH3−HCOO]+
117 C18H32O2 27.13 279.2318 −4.0 279.2318 [M−H] Methyl heptadecadienoate b
179.1058 [M−H−C7H16]
163.1109 [M−H−C6H13−OCH3]

Identification of chemical constituents of HJP by UPLC/Q−TOF−MSE.

Glc: glucose; Rha: rhamnose; Xyl: xylose; Gly: glycine; GlcUA: glucuronic acid; α-pyr: α-pyrone; Sub: suberylarginine; SA: suberic acid; Tau: taurine.

a

Panax ginseng C. A. Meyer.

b

Panax notoginseng (Burk.) F. H. Chen.

c

Venenum Bufonis.

d

Borneolum.

e

Artificial Calculus Bovis.

f

Artificial Moschus.

g

Ox Bile Powder.

h

Pearl.

*Identified by comparison with reference standards (Supplementary Figure S1).

FIGURE 2

FIGURE 2

Chemical structures of compounds identified in HJP.

3.2 Analysis of Chemical Component in HJP by UPLC/Q-TOF-MSE

3.2.1 Triterpenoid Saponins

32 triterpenoid saponins were detected from HJP and were also the major bioactive constituents of Panax ginseng C. A. Meyer and Panax notoginseng (Burk.) F. H. Chen. These components have pharmacological effects such as cardiotonic, anti-oxidative stress, anti-myocardial ischemia, and immuno-enhancing function (Hu et al., 2018; Chen et al., 2020). The structure can also be divided into panaxadiol, panaxatriol, and oleanolic acid types. The primary fragmentation pattern of triterpenoid saponins was successive or simultaneous loss of the glycosidic unit at the site of C-20, C-3 or C-6 of ginsenosides until the formation of [Aglycon−H]- ions. MS data analysis revealed the types and amount of glycosyl groups. For example, the mass differences of 162, 146 and 132Da suggested the presence of glucose (Glc), rhamnose (Rha), and xylose (Xyl), respectively (Fu et al., 2019).

Peak 16, peak 43, and peak 56 were identified as notoginsenoside R1, pseudoginsenoside D, and ginsenoside Rd by comparing retention time and fragmentation patterns with reference standards. We investigated the MS fragmentation pattern of notoginsenoside R1 in detail to facilitate the characterization of these ginsenosides (Figure 3). Notoginsenoside R1 revealed quasi-molecular ion [M−H]- and [M + HCOO] at m/z 931.5327 and 977.5309 in negative ion mode. And then [M−H]- ion lost a group of Xyl residue to form [M−H−Xyl] ion at m/z 799.4813. The following succession to lose Glc residue to form m/z 637.4291 [M−H−Xyl−Glc] and m/z 475.3743 [M−H−Xyl−2Glc] ions. Hence, it was tentatively characterized as notoginsenoside R1. In addition, the UNIFI software automatically matched the database with the acquisition mass spectrum data, and the compound was analyzed. Peak 36 had [M + H]+ and [M + Na]+ ions at m/z 801.4996 and 823.4800 in positive ion mode. The fragment ions of m/z 603.42470 and 585.4120 were formed under high collision energy. The mass error was within 0.10 ppm. The result of UNIFI platform matching for peak 36 was ginsenoside Rf. Through manual inspection and investigation of chemical structure, it is speculated that [M + H]+ ion loses two H2O and Glc residues, forming [M + H−2H2O−Glc]+ ion of m/z 603.4247. And then, it continued to lose the neutrality of H2O, which formed [M + H−3H2O−Glc]+ ion of m/z 585.4120. Therefore, the compound was identified as ginsenoside Rf, and its chemical structural formula was C42H72O14. Similarly, the matching result of compound 53 by UNIFI and manual verification shows ginsenoside Rg2.

FIGURE 3

FIGURE 3

The MS spectra and fragmentation pattern of notoginsenoside R1 in negative ion mode.

3.2.2 Cholic Acids

A total of 13 cholic acids were identified, which came from artificial Calculus Bovis and ox bile powder. These compounds have antipyretic, analgesic, cholagogic, anti-inflammatory, and detoxification effects (Xu et al., 2018; Floreani, 2020). They had a steroid parent nucleus in their structure and a pentanoic acid side chain at C-17. Due to the presence of polyhydroxy substituents and carboxyl groups in cholic acids, H2O was often lost during the cleavage process to produce [M + H−H2O]+ or [M + H−2H2O]+. In addition to the above rules, a neutral loss of 75 and 125Da may occur in the cleavage pathway for the conjugated bile acid formed by the amide bond of glycine or taurine to free bile acid, indicating the loss of glycine (Gly) and taurine (Tau), respectively.

Peak 32 was unequivocally identified as taurocholic acid. The MS spectrum and possible fragmentation pattern of taurocholic acid were depicted in Figure 4. Taking taurocholic acid as an example, it produced fragment ions at m/z 516.2979 [M + H]+, 480.2805 [M + H−2H2O]+, 462.2628 [M + H−3H2O]+, and 337.2517 [M + H−3H2O−Tau]+. Moreover, peak 73 had a protonated [M + H]+ at m/z ion 431.2765 was identified as sodium cholate with a molecular formula of C24H39NaO5, and formed characteristic ions at m/z 373.2751 [M + H−Na−2H2O]+ and m/z 254.2035 [M + H−Na−3H2O−C5H9O2]+ through dehydration, sodium loss and C-17 valeric acid side chain dissociation. Their cleavage pathway conformed to the cleavage law of bile acids that were easy to lose H2O. We also used UNIFI software to analyze the unknown compounds and performed manual testing on the matching results. For instance, peak 40 exhibited [M + H]+ ion at m/z 488.2980, and UNIFI software speculated that its chemical formula was C26H42NNaO6. The manual analysis found it generated an [M + H−Na−3H2O−Gly]+ ion at m/z 337.2530 by the loss of Na+, 3H2O and Gly residue. Thus, peak 40 was assigned as sodium glycocholate. Similarly, through UNIFI platform matching, the preliminary results showed that the peak 95 is deoxycholic acid.

FIGURE 4

FIGURE 4

The MS spectra and fragmentation pattern of taurocholic acid in positive ion mode.

3.2.3 Bufadienolides

22 bufadienolides were identified in HJP, which were derived from Venenum Bufonis. It has a strong cardiac excitatory effect like that of digitalis. Importantly, the drug possessed many advantages such as quick-acting, no accumulation and diuretic action (Wansapura et al., 2009; Xie et al., 2016; Zhang et al., 2019a). These components have a higher response in the positive ion mode, and there were [M + H]+ quasi-molecular ions. Due to the polyhydroxy and α-pyrone (α-pyr) in its structure, it was easy to lose H2O (18 Da) and α-pyr (96 Da) residue under high collision energy in mass spectrometry. In addition, deacetylation caused a neutral loss of 60 Da.

Peaks 51 was identified as bufotalin, which belongs to bufadienolides, based on retention time and fragment behavior of reference standard. Bufotalin showed [M + H]+ and [M + Na]+ ions at m/z 445.2588 and 467.2393. Next, it underwent deacetylations and dehydrations to form [M + H−H2O−CH2CO]+ and [M + H−2H2O−CH2CO]+ fragment ions at m/z 385.2365 and 367.2268. And then, dissociation of the α-pyran ring gave rise to [M + H−2H2O−CH2CO−α-pyr]+ ion at m/z 271.2065. Furthermore, it directly lost the α-pyr and then lost H2O to obtain fragment ions of m/z 349.2162 and 331.1999, respectively. The high-energy MS spectra and the proposed fragment pathway of bufotalin are depicted in Figure 5. Peaks 60, 70, 84, and 87 have similar cleavage rules of bufotalin, and all have the neutral loss of the characteristic fragment ions of the α-pyrone. By matching with UNIFI software and comparing with standard products, they were identified as cinobufaginol, bufalin, cinobufagin, and resibufogenin.

FIGURE 5

FIGURE 5

The MS spectra and fragmentation pathway of bufotalin in positive ion mode.

3.2.4 Others

In addition to the three major components, we also identified indole alkaloids (3), amino acids (4), organic acids (6), polysaccharides (3), lecithins (2), and volatile oils (23). These compounds showed higher responses in the positive ion mode, in the form of [M + H]+ ions. And there were usually contains hydroxyl groups and other easy-to-lost groups in the structure of these components, which generated [M + H−H2O]+ or [M + H−2H2O]+ ions, etc. at high collision energies. Taking peaks 80 and 89 as examples, peak 80 showed [M + H]+and [M + Na]+ ions at m/z 293.2557 and 315.2297. The mass error range was within 0.8 ppm. It continuously lost two H2O under high collision energy and obtained [M + H−2H2O]+ ion with m/z 257.2265, identified as dihydroandrosterone. Similarly, peak 89 has an [M + H]+ ion of m/z 443.3869 in the positive ion mode. Then, by continuously losing H2O [M + H−H2O]+ and [M + H−2H2O]+ fragment examples were formed at m/z 425.3776 and 407.3664, and the compound was finally identified as erythrodiol.

3.3 Network Pharmacology Research

3.3.1 Target Prediction and Screening

Generally speaking, molecules with oral bioavailability (OB) ≥ 30% and drug-like properties (DL) ≥ 0.18 are considered to have better pharmacological effects (Wei et al., 2020). We reference the OB and DL values combined with Swiss ADME (http://www.swissadme.ch/) to screen the ingredients with high gastrointestinal absorption, and a total of 26 active ingredients were obtained (Table 2). Then, the disease-related target proteins and gene targets were obtained through the Swiss Target Prediction, Gene Cards, Uniprot, and OMIM database. A total of 276 drug-related and 1,293 CVDs-related targets were obtained.

TABLE 2

Name Compound Chemical formula Source
RS1 Ginsenoside Rg3 C42H72O13 a
RS2 Ginsenoside Rc C53H90O22 a
RS3 Ginsenoside Rh1 C35H60O9 a
RS4 Ginsenoside Rg2 C42H72O13 a
RS5 Ginsenoside Rb1 C54H92O23 a
RS6 Ginsenoside Rf C42H72O14 a
RS7 Ginsenoside Rg1 C42H72O14 a
RS8 Ginsenoside Re C48H82O18 a
CS1 5β-Hydroxybufotalin C26H36O7 b
CS2 7β-Hydroxycholesterol C27H46O2 b
CS3 19-Oxo-cinobufagin C26H32O7 b
CS4 19-Oxo-desacetylcinobufagin C24H30O6 b
CS5 Bufotenidine C13H18N2O b
CS6 Bufotenine C12H16N2O b
CS7 Psi-bufarenogin C24H32O6 b
CS8 Bufarenogin C24H32O6 b
CS9 Resibufogenin C24H32O4 b
BP1 Asiatic acid C30H48O5 c
RGNH1 Murocholic acid C24H40O4 d
A1 Cholic acid C24H40O5 d, e
A2 Deoxycholic acid C24H40O4 d, e
A3 Lithocholic acid C24H40O3 d, e
A4 Chenodeoxycholic acid C24H40O4 d, e
A5 Sodium glycocholate C26H42NNaO6 d, e
A6 Sodium deoxycholate C24H39NaO4 d, e
A7 Glycocholic Acid C26H43NO6 d, e

Active ingredients list of HJP.

a

Panax ginseng C. A. Meyer.

b

Venenum Bufonis.

c

Borneolum.

d

Artificial Calculus Bovis.

e

Ox Bile Powder.

3.3.2 Construction of D-I-T and PPI Network

The drug-ingredient-target (D-I-T) network contains 308 nodes, including six drugs, 26 active compounds, and 276 targets (Figure 6). The ingredient that corresponded to more targets meant more importance. According to the degree analysis, the top three compounds were 5β-hydroxybufotalin (CS1), 19-oxo-cinobufagin (CS3), and bufarenogin (CS8). In addition, we imported drug-related targets and CVDs-related targets into Cytoscape 3.7.2 software to build the protein-protein interaction (PPI) Network (Figure 7). The PPI network has 61 nodes and 266 edges.

FIGURE 6

FIGURE 6

Drug-ingredient-target network of HJP (RS: Panax ginseng C. A. Meyer. CS: Venenum Bufonis. BP: Borneolum. RGNH: Artificial Calculus Bovis. NDGF: Ox Bile Powder. The purple round nodes were composed of drugs surrounded by their particular ingredients. The blue rectangular node represented the gene targets.).

FIGURE 7

FIGURE 7

Protein-protein interaction (PPI) network results for CVDs treatment of HJP.

3.3.3 GO and KEGG Pathway Enrichment Analysis

The Gene Ontology (GO) function enrichment analysis results of HJP for the treatment of CVDs core target genes are shown in Figure 8A. The biological processes mainly included positive regulation of cell migration, response to wounding, blood circulation, and positive regulation of cell migration. The main targets of cell component analysis were focal adhesion, membrane raft, receptor complex, nuclear envelope, etc. Simultaneously, molecular function terms mainly contained protein kinase activity, receptor substrate binding, cytokine receptor binding, phosphatase binding, and so on.

FIGURE 8

FIGURE 8

GO (A) and KEGG pathway (B) enrichment analysis of results for CVD treatment of HJP.

A total of 132 signal pathways were enriched, and 20 top-ranking pathways were screened out to analyze (p < 0.05). Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway enrichment analysis results showed that the targets of HJP for the treatment of CVDs mainly focused on endocrine resistance, PI3K-Akt signaling pathway, and HIF-1 signaling pathway, etc. (Figure 8B).

3.3.4 Component-Target-Pathway (C-T-P) Network Construction

The Merge function of Cytoscape 3.7.2 software was used to combine the effective compounds of HJP, the action targets of compounds, and the signal pathways. Afterward, visual analysis was performed to construct an overall network diagram of C-T-P (Figure 9). As we know, the more connections you have, the more critical it is. The results showed that 5β-hydroxybufotalin, 19-oxo-cinobufagin, and bufarenogin were the more essential ingredients. Besides, the active ingredients played a role in CVDs treatment mainly by acting on PIK3CA, MAPK1, MTOR, VEGFA, and other targets.

FIGURE 9

FIGURE 9

C-T-P network for CVDs treatment of HJP (The yellow, blue and red nodes represented the active components, gene targets, and pathways, respectively.).

3.3.5 Results of Molecular Docking

We performed flexible molecular docking between the top three core active ingredients and the top two core targets. Docking binding energy below 0 indicates that two molecules can spontaneously bind, and smaller binding energy leads to a more stable conformation. Therefore, we can conclude that the core active ingredients have a good affinity for the target proteins. Furthermore, chemical components acting on multiple amino acid residues also suggest the multi-target characteristics of TCM preparation. The docking energy and its local structure are shown in Table 3 and Figure 10.

TABLE 3

Target protein Docking parameters 5β-Hydroxybufotalin 19-Oxo-cinobufagin Bufarenogin
PIK3CA binding energy/kJ·mol−1 −6.01 −5.97 −5.83
Participating amino acid residues ASP-67, ASN-49, GLN-51 GLU-94, HIS-96, GLU-130 LYS-87, GLU-95, ASN-24
MAPK1 binding energy/kJ·mol−1 −6.01 −6.68 −6.13
Participating amino acid residues HIS-178, ARG-172, ASN-144, GLU-334 ARG-70, ARG-172, GLU-334 GLU-334, ARG-172, PHE-331

Molecular docking parameter table.

FIGURE 10

FIGURE 10

Molecular docking structure diagram (A). PIK3CA and 5β-hydroxybufotalin (B). PIK3CA and 19-oxo-cinobufagin (C). PIK3CA and bufarenogin (D). MAPK1 and 5β-hydroxybufotalin (E). MAPK1 and 19-oxo-c.

4 Discussion

HJP is a TCM preparation widely used to treat CVDs. However, only preliminary studies have been conducted on HJP. There were still gaps in the research on the material basis and mechanism of action of HJP in CVDs treatment. It restricted the further clinical research and market promotion of HJP. Therefore, this research has developed a comprehensive research strategy combining UPLC-Q-TOF/MSE and network pharmacology to fill these existing gaps. Finally, this research identified and initially characterized 117 compounds, including triterpenoid saponins (32), cholic acids (13), bufadienolides 22) and others. It can be considered that the established UPLC-Q-TOF/MSE method was more comprehensive for the detection and identification of the chemical components in HJP. The research results provided more basic information on chemical substances for the further research of HJP.

According to the constructed C-T-P network analysis, 5β-hydroxybufotalin, 19-oxo-cinobufagin, and bufarenogin were the active ingredients associated with the most targets. The results of molecular docking also verified that they have good binding properties with target genes. In the current study, the results of GO and pathway enrichment analysis showed that HJP treated CVDs, which may involve the following biological processes and pathways: receptor complex, receptor substrate binding, cytokine receptor binding, endocrine resistance, PI3K-Akt signaling pathway, HIF-1 signaling pathway, and so on. According to the matching results, the CVDs-related targets of HJP were PIK3CA, MAPK1, MTOR, VEGFA, and EGFR, etc. In the following research, we will select some key targets to explore the possible mechanism of HJP in CVDs treatment.

HJP may treat CVDs by modulating the mechanism of angiogenesis. Angiogenesis is responsible for a wide variety of physio/pathological processes, including CVDs. It is strictly controlled by the balance of pro-angiogenic and anti-angiogenic factors, such as vascular endothelial growth factor (VEGF) and epidermal growth factor (EGF), etc. (Ambasta et al., 2011). Studies have shown that bufalin can target the mTOR/VEGF signaling pathway, affecting the tumor vascular microenvironment and improving the anti-angiogenic effect (Wang et al., 2018a). Gamabufotalin, an important active compound of bufadienolides, was also proved as a potential anti-angiogenesis agent that targets VEGF/VEGFR-2 signaling pathways (Tang et al., 2016). Furthermore, the PIK3CA gene can increase the release of NO through the PI3K/Akt/e-NOS pathway and induce the regeneration of myocardial ischemic blood vessels (Zhang et al., 2019b). In HJP, 16 compounds, including 5β-hydroxybufotalin and bufarenogin, have been shown to have effects on PIK3CA and VEGFA by the C-T-P network.

On the other hand, HJP can regulate inflammation and oxidative stress targets to treat CVDs. The most promising intervention direction for atherosclerosis is lipid metabolism and inflammation. And inflammatory factors are involved in the occurrence and development of CVDs. For instance, MAPK1 is involved in various physiological and pathological processes, such as the body’s adaptive response to external environmental stress and inflammation. It is the common target of many anti-inflammatory drugs and can promote the production of IL-β and TNF-α, pro-inflammatory cytokines that can activate enzymes related to inflammation. In addition, studies have found that Ginsenoside Re is a powerful antioxidant protecting cardiomyocytes from oxidation by scavenging free radicals (Wang et al., 2018b). And Taurodeoxycholic acid can regulate the MAPK and NF-KB pathways and promote the anti-inflammatory cytokine IL-10 (Ko et al., 2017). Glycocholic acid and glycosyllithocholic acid can reduce the synthesis and release of nitric oxide, inhibit the production of leukotriene B4 and prostaglandin E2, and produce anti-inflammatory effects (Li, 2006). These selected active ingredients in HJP played an important role in treating CVDs and provide a reference for more in-depth material basic research.

5 Conclusion

This study used integrated research on chemical profiling to explore the chemical constituents and action mechanism of HJP by UPLC-Q-TOF/MSE and network pharmacology. Finally, on the basis of the research on the chemical composition of HJP, we initially revealed that HJP might exert therapeutic effects on CVDs by regulating the mechanism of angiogenesis, inflammation, and oxidative stress targets.

On the one hand, this paper provides a certain basis and reference for the further study of the pharmacodynamic material basis and in vivo mechanism of HJP. On the other hand, the integrated methods and results it established also provide some reference for other basic research on TCM. However, we contrast the network pharmacology research content in this paper with the latest Network pharmacology evaluation method guidance (Li et al., 2021). It was found that the verification experiment used a combination of computer-aided and literature data. Although the overall experiment satisfies the standardization and rationality, the reliability has certain limitations. Therefore, in the future, we will use the Network pharmacology evaluation method guidance as a guide to experimentally verify the results to further increase their reliability.

Statements

Data availability statement

The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/Supplementary Material.

Author contributions

YLZ and YJZ have made substantial contributions to the conception or design of the work; or the acquisition, analysis, or interpretation of data for the work. CP, HW, and DW have drafted the work or revised it critically for important intellectual content. ST, WL, JZ, YZ, ZX, and JX have approved the final version to be published.

Funding

We gratefully acknowledge the financial support of Major science and technology project in Anhui Province (No. 1803080111), Natural Science Research Project of Colleges and Universities in Anhui Province under Grant (KJ 2019A0465), The Outstanding talents support Program of Colleges and Universities in Anhui Province under Grant (gxyqZD2020025).

Conflict of interest

The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.

Publisher’s note

All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.

Supplementary material

The Supplementary Material for this article can be found online at: https://www.frontiersin.org/articles/10.3389/fmolb.2022.818285/full#supplementary-material

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Summary

Keywords

huatuo jiuxin pills, UPLC-Q-TOF/MSE, Cardiovascular Diseases, network pharmacology, molecular docking

Citation

Zhu Y, Zhu Y, Tao S, Liang W, Zhang J, Zhang Y, Xuan Z, Xu J, Peng C, Wu H and Wu D (2022) The Integrated Study on the Chemical Profiling to Explore the Constituents and Mechanism of Traditional Chinese Medicine Preparation Huatuo Jiuxin Pills Based on UPLC-Q-TOF/MSE and Network Pharmacology. Front. Mol. Biosci. 9:818285. doi: 10.3389/fmolb.2022.818285

Received

08 December 2021

Accepted

21 February 2022

Published

31 March 2022

Volume

9 - 2022

Edited by

Shao Li, Tsinghua University, China

Reviewed by

Zhihao Liu, United States Department of Agriculture, United States

Chao-Zhan Lin, Guangzhou University of Chinese Medicine, China

Updates

Copyright

*Correspondence: Can Peng, ; Huan Wu, ; Deling Wu,

†These authors have contributed equally to this work and share first authorship

This article was submitted to Metabolomics, a section of the journal Frontiers in Molecular Biosciences

Disclaimer

All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article or claim that may be made by its manufacturer is not guaranteed or endorsed by the publisher.

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