5,666
Views
2
CrossRef citations to date
0
Altmetric
Research Article

Network pharmacology approach and experimental verification of Dan-Shen Decoction in the treatment of ischemic heart disease

, , , , , , & show all
Pages 69-79 | Received 17 Aug 2022, Accepted 20 Nov 2022, Published online: 22 Dec 2022

Abstract

Context

Dan-Shen Decoction, which is composed of Danshen, Tanxiang and Sharen, has a good therapeutic effect on ischemic heart disease (IHD). However, systematic research on the exact mechanism of action of Dan-Shen Decoction is still lacking. The anti-IHD effect of Dan-Shen Decoction was examined in this study using a systematic pharmacological method.

Objective

This study validates the efficacy and explores the potential mechanisms of Dan-Shen Decoction in treating IHD by integrating network pharmacology analyses and experimental verification.

Materials and methods

The active components, critical targets and potential mechanisms of Dan-Shen Decoction against IHD were predicted by network pharmacology and molecule docking. H9c2 cells were pretreated with various 1 µg/mL Dan-Shen Decoction for 2 h before induction with 1000 µmol/L CoCl2 for 24 h. The cell viability was detected by CCK8, and protein expression was detected by western blots.

Results

The network pharmacology approach successfully identified 69 active components in Dan-Shen Decoction, and 122 potential targets involved in the treatment of IHD. The in vitro experiments indicate that the anti-IHD effect of Dan-Shen Decoction may be closely associated with targets such as AKT1 and MAPK1, as well as biological processes such as cell proliferation, inflammatory response, and metabolism.

Conclusions

This study not only provides new insights into the mechanism of Dan-Shen Decoction against IHD, but also provides important information and new research ideas for the discovery of anti-IHD compounds from traditional Chinese medicine.

Introduction

Cardiovascular diseases are major life-threatening diseases, and the death rate from ischemic heart disease (IHD) is increasing. In 2019, the number of deaths caused by IHD worldwide reached 9.14 million, which is expected to rise in the future (Roth et al. Citation2020). Therefore, there is an urgent need to prevent and treat IHD. IHD is characterized by an imbalance in myocardial blood supply and demand, which results in the death of cardiac cells. Heart attack, or myocardial infarction (MI), is the most common manifestation of IHD that results in cardiac cell death (Hausenloy and Yellon Citation2016).

Currently, some drug classes, such as β-receptor blockers, calcium channel blockers, diuretics, nitrates and aspirin, are commonly used in the treatment of IHD. Percutaneous coronary intervention (PCI) and coronary artery bypass grafting (CABG) decrease ischemia to a greater extent than medical therapy alone (Boden et al. Citation2007). However, clinical outcomes have not improved commensurately. As a result, there is an urgent need to develop complementary and alternative therapies for major heart diseases (Pratt Citation2010). For thousands of years, traditional Chinese medicine, particularly herbal compounding, has been the most commonly used treatment for cardiovascular disease in China (Liu et al. Citation2011). As patients with IHD have different clinical features or symptoms, different Chinese herbal formulas are used for treatment.

Dan-Shen Decoction is made up of three Chinese herbal medicines, namely Salvia miltiorrhiza Bunge (Lamiaceae) (Danshen), Santalum album L. (Santalaceae) (Tanxiang) and Amomum villosum Lour. (Zingiberaceae) (Sharen), all of which have been shown to activate blood circulation and eliminate blood stasis (Kong and Du Citation2019). The plant name has been checked with MPNS (http://mpns.kew.org). Dan-Shen Decoction was first mentioned in the book of Shi Fang Ge Kuo for the first time in 1801 A.D., with the comment, "Dan-Shen Decoction has multiple effects on heartache and epigastric pain, especially for women". A large body of evidence suggests that Dan-Shen Decoction appears to have a wide range of pharmacological effects on the cardiovascular system. Pretreatment with Dan-Shen Decoction significantly lowers serum myocardial enzyme levels, reduces myocardial infarct area, lowers inflammatory factor expression and protects cardiomyocytes from ischemia/reperfusion injury (Hoo et al. Citation2021; Ren et al. Citation2021). The specific mechanism of Dan-Shen Decoction could be used to treat myocardial ischemia by inhibiting the NLR family pyrin domain containing 3 (NLRP3) inflammatory vesicles, affecting the expression of apoptosis-related genes and regulating nitric oxide and endothelin levels (Wang and Li Citation2009; Luo et al. Citation2011; Yan et al. Citation2021).

Considering the studies mentioned above, Dan-Shen Decoction appears to play a significant preventive and therapeutic role in IHD. Mechanistically, the effects of Dan-Shen Decoction are associated with multiple targets and signalling pathways. This study investigates possible mechanisms using network pharmacology and validates them using cell experiments to elucidate the effects of Dan-Shen Decoction in IHD treatment.

Materials and methods

Network pharmacology

Targets collection of Dan-Shen Decoction

Potential targets of Dan-Shen Decoction were identified using the Traditional Chinese Medicine Systematic Pharmacology Database and Analysis Platform (TCMSP), the Integrative Pharmacology-based Research Platform of Traditional Chinese Medicine (TCMIP), and the Bioinformatics Analysis Tool for Molecular mechanism of Traditional Chinese Medicine (BATMAN-TCM) and then normalized by the UniProt database (Ru et al. Citation2014; Liu et al. Citation2016; Xu et al. Citation2019).

Identification of IHD-related targets

The GeneCards database (http://www.genecards.org), the GenCLiP 2.0 webserver (http://ci.smu.edu.cn), and the Comparative Toxicogenomics Database (http://ctdbase.org/) were accessed to collect IHD-related genes using the search terms ‘ischemic heart disease’ and the bioinformatics platform (http://www. bioinformatics.com.cn) was used to screen the intersection of genes between the active ingredient targets and disease targets (Huang et al. Citation2008; Wang et al. Citation2014; Davis et al. Citation2021; Safran et al. Citation2021).

Construction of an active ingredient-target-disease network

Cytoscape 3.7.1 software was used to construct a network of the active components and the key targets, in which nodes represent active components, targets, diseases and drug names, while edges represent interactions between nodes. The network elucidates the interaction between the active components of Dan-Shen Decoction and the targets against IHD.

Construction and analysis of the PPI network

The intersection of drug targets and IHD-related targets was imported into the String platform (https://www.string-db.org) for protein–protein interaction analysis (Szklarczyk et al. Citation2019). The protein–protein interaction network (PPI network) was constructed and the top 30 potential targets of Dan-Shen Decoction against IHD were identified.

GO and KEGG enrichment analysis

The Metascape database (http://metascape.org/) was used to conduct Gene Ontology (GO) enrichment and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway analyses for the potential therapeutic targets of Dan-Shen Decoction against IHD (Zhou et al. Citation2019). KEGG pathway analyses were performed to obtain the signalling pathways, which further explained the mechanism of the anti-IHD effect.

Molecular docking

The TCMSP platform provided mol2 format files of luteolin, przewaquinone E, dihydrotanshinlactone, isorhamnetin and β-sitosterol, while the protein data bank (PDB) (http://www.rcsb.org) provided PDB format files of AKT1 (PDB ID: 3O96) and MAPK1 (PDB ID: 6G54). Molecular docking was performed using DS BIOVIA Discovery Studio Client 2018 v18.1 software. Water molecules were removed and loops were added after the protein structure was prepared. The CDOCKER method was then used to calculate the interaction energy and binding mode.

Experimental verification

Drug preparation and reagents

Homemade Dan-Shen Decoction granules were prepared according to a previous study (Yan et al. Citation2021). We used DMSO to dissolve and dilute with normal saline to prepare a 20 mg/mL Dan-Shen Decoction storage solution, which was stored at −20 °C.

PBS (Leagene, 0804A21); DMEM (Gibco, 8120365); fetal bovine serum FBS (Procell, SA210518); EDTA trypsin (Beyotime, C0203-100 mL); penicillin–streptomycin mixed solution PS (Solarbio, 20200617); CCK-8 (Dojindo, PN534); CoCl2 (Sigma, SLCF6741); Antibody c-JUN (9165), SAPK/JNK (9252), PI3 Kinase p110α (4249), PI3 Kinase p85 (4257), NF-κB (8242), p-NF-κB p65 (3033), all from Cell Signalling Technology, dilution ratio: 1:1000; β-actin (Proteintech, 60008-1-IG, dilution ratio: 1: 2000); STAT3 (Santa Cruz Biotechnology, 8019, dilution ratio: 1:100); p-c-JUN (Santa Cruz Biotechnology, sc-822, dilution ratio: 1:100); Goat Anti Rabbit IgG-HRP (Gene–Protein Link, P03S02); Goat Anti mouse IgG-HRP (Gene–Protein Link, P03S01).

Cell culturing

The rat H9c2 cardiomyocyte cell line was purchased from the American Type Culture Collection (ATCC). H9c2s were cultured in Dulbecco’s modified Eagle’s medium (DMEM) (Gibco, Aukland, New Zealand) supplemented with 10% fetal bovine serum (FBS) and 1% penicillin and streptomycin (PS). The cells were cultured at 37 °C with 5% CO2 in humidified conditions. All experiments were carried out with cells at passages 4–8.

Cell viability assay

H9c2 cardiomyocytes were seeded at a cell density of 8000 cells/well in 96-well plates and incubated overnight. Then, different concentrations of Dan-Shen Decoction and CoCl2 were added for 24 h. Subsequently, CCK-8 solution was added to each well, after incubation at 37 °C for 90 min. The optical density OD450 was measured by a microplate reader.

Western blot

H9c2 cardiomyocytes were lysed in precooled RIPA buffer containing phosphatase inhibitor cocktail (1:100), protein phosphatase inhibitor (1:50) and PMSF (1:200) on ice for 30 min. After collecting the supernatant, the protein concentration was determined using the BCA Protein Assay Kit. Protein samples were loaded onto a 10% SDS-polyacrylamide gel and transferred to the PVDF membrane. After blocking with TBST containing 5% bovine serum albumin (BSA) for 2 h, the membrane was incubated with specific primary antibodies overnight at 4 °C. The membrane was washed five times with TBST and incubated with the corresponding HRP-conjugated secondary antibodies (1:5000) for 2 h at room temperature. After washing with TBST, the intensity of the scanned bands was measured with enhanced chemiluminescence detection reagents and analyzed by Image Lab software. Targeted bands were normalized to β-actin.

Mathematical and statistical analyses

Statistical analyses were performed using GraphPad 9.1.1. The data are reported as the mean ± SEM. Dunnett’s multiple comparisons test in one-way ANOVA was used for multiple comparisons between groups, and a p value < 0.05 was considered statistically significant.

Results

Network pharmacology

Active components and potential targets

A total of 58, 3 and 8 active components in Danshen, Tanxiang, and Sharen were obtained through the TCMSP, TCMIP, and BATMAN-TCM databases and screened by OB ≥ 30% and DL ≥ 0.18, respectively (). Their corresponding target genes were 152 in total, and the GeneCards database was used to obtain 3423 ischemic heart disease targets. A total of 122 intersecting targets were obtained by combining the targets of Dan-Shen Decoction and IHD () (Bardou et al. Citation2014).

Figure 1. Venn diagram of the targets of Dan-Shen Decoction and IHD.

Figure 1. Venn diagram of the targets of Dan-Shen Decoction and IHD.

Table 1. Main active components of Dan-Shen Decoction.

Active component-target-disease network

A relationship network was built between potential therapeutic targets against IHD and active components of Dan-Shen Decoction (). We used the NetworkAnalyzer built into Cytoscape 3.7.1 software to analyze the node degree values. Among them, the active components with a high number of connected targets in Danshen were luteolin (degree = 51), przewaquinone E (degree = 33) and dihydrotanshinlactone (degree = 32), and the active components with more targets in Tanxiang and Sharen were isorhamnetin (degree = 16) and β-sitosterol (degree = 32). In addition, the targets connecting more active components included prostaglandin-endoperoxide synthase 2 (PTGS2) (degree = 56), sodium voltage-gated channel alpha subunit 5 (SCN5A) (degree = 32), adrenoceptor beta 2 (ADRB2) (degree = 32), μ-opioid receptor mu 1 (OPRM1) (degree = 30) and cholinergic receptor muscarinic 1 (CHRM1) (degree = 30).

Figure 2. Relationship network between potential therapeutic targets against IHD and active components of Dan-Shen Decoction (DS: Danshen; TX: Tanxiang; SR: Sharen).

Figure 2. Relationship network between potential therapeutic targets against IHD and active components of Dan-Shen Decoction (DS: Danshen; TX: Tanxiang; SR: Sharen).

Protein–protein interaction network

The PPI network of potential targets of Dan-Shen Decoction against IHD was constructed using the String platform (), and the top 15 proteins in degree value are shown in . Mitogen-activated protein kinase 1/14 (MAPK1/14), endothelin 1 (EDN1), interleukin-6 (IL-6), vascular endothelial growth factor A (VEGFA) and epidermal growth factor receptor (EGFR) were discovered to be very important in the network by analyzing network topology parameters.

Figure 3. PPI network of potential targets of Dan-Shen Decoction against IHD (inner circle is the top 15 hub proteins in degree value).

Figure 3. PPI network of potential targets of Dan-Shen Decoction against IHD (inner circle is the top 15 hub proteins in degree value).

Table 2. Potential targets of Dan-Shen Decoction for the treatment of IHD.

Functional modules

Five biological functional modules were identified when the PPI network was analyzed using the MCODE algorithm (). GO and KEGG pathway enrichment analyses were performed on the obtained modules (), the findings of which included the ‘G protein-coupled receptor signalling pathway’, ‘apoptosis signalling pathway’, ‘regulatory processes of cellular stress’ and ‘metabolic processes of organic hydroxyl compounds’.

Figure 4. Key functional modules of Dan-Shen Decoction against IHD.

Figure 4. Key functional modules of Dan-Shen Decoction against IHD.

Table 3. GO and KEGG enrichment analyses of functional modules.

GO enrichment and KEGG pathway analyses

The enrichment analyses of molecular function, biological processes, cellular components, and KEGG pathways were performed on the 122 possible targets. The results involved processes such as ‘protein kinase activation’, ‘blood circulation’, ‘growth factor regulation’ and ‘apoptosis’. In the KEGG pathway analyses, the results demonstrated that the ‘cGMP-PKG signalling pathway’, ‘AGE-RAGE signalling pathway’, ‘AMPK signalling pathway’, ‘FoxO signalling pathway’ and ‘HIF-1 signalling pathway’ were the key pathways ().

Figure 5. Results of GO enrichment and KEGG pathway analyses of Dan-Shen Decoction targets (A. Molecular function, Biological process, Cellular component; B. KEGG pathway).

Figure 5. Results of GO enrichment and KEGG pathway analyses of Dan-Shen Decoction targets (A. Molecular function, Biological process, Cellular component; B. KEGG pathway).

Molecular docking

Molecular docking was performed to investigate potential binding modes and the reliability of the interactions between the active compounds and potential targets. Luteolin and isorhamnetin likely interacted strongly with the identified key targets, as suggested by -CDOCKER energies of 35.4522, 36.2697, 36.0682 and 37.0869 kcal/mol (). In terms of the interaction point, AKT1 mainly interacted with TRP80, LEU264, ARG273, ASP274 and GLY294 amino acid residues in the active site, forming multiple hydrogen bonds and pi-alkyl hydrophobic interactions. The interaction with MAPK1 includes conventional hydrogen bonds with GLU109, LYS114 and ASP167, the Pi-alkyl interaction with ILE31, ALA52 and LEU156, and carbon–hydrogen bonds ().

Figure 6. Docking diagram of main active compounds and potential targets (A. Molecular docking with AKT1, B. Molecular docking with MAPK1).

Figure 6. Docking diagram of main active compounds and potential targets (A. Molecular docking with AKT1, B. Molecular docking with MAPK1).

Table 4. Interaction binding energy of the main active components of Dan-Shen Decoction with potential targets.

Experimental verification

Induction of hypoxic H9c2 cells by CoCl2

Cobalt chloride (CoCl2) is a substance that induces hypoxia which is a primary cause of several cardiovascular illnesses, such as IHD, MI and angina pectoris (Chen et al. Citation2018). The H9c2 cell line was incubated with different concentrations of CoCl2 at different times to generate CoCl2-induced hypoxic H9c2 cells. The effect of CoCl2-induced hypoxia on cell viability was detected by the CCK8 assay. The results showed that the cell viability was reduced by 50% following treatment with 1000 μmol/L CoCl2 for 24 h ().

Figure 7. Hypoxia induced by CoCl2 in H9c2 cardiomyocytes. A–C. Cell viability of H9c2 cells stimulated with different concentrations of CoCl2 (400, 600, 800 and 1000 µmol/L) for 12, 24 and 36 h. *p < 0.05, **p < 0.01 compared with the 0 µmol/L CoCl2 group. n = 3. D. Cell viability of H9c2 cells induced with various concentrations of Dan-Shen Decoction (1, 10, 50 and 100 µg/mL) for 24 h. E. Cell viability of H9c2 cells pretreated with various concentrations of Dan-Shen Decoction (1, 10, 50 and 100 µg/mL) for 2 h before induction with 1000 µmol/L CoCl2 for 24 h. **p < 0.01 compared with the control group. #p < 0.05, compared with the CoCl2-treated and untreated Dan-Shen Decoction groups (n = 3).

Figure 7. Hypoxia induced by CoCl2 in H9c2 cardiomyocytes. A–C. Cell viability of H9c2 cells stimulated with different concentrations of CoCl2 (400, 600, 800 and 1000 µmol/L) for 12, 24 and 36 h. *p < 0.05, **p < 0.01 compared with the 0 µmol/L CoCl2 group. n = 3. D. Cell viability of H9c2 cells induced with various concentrations of Dan-Shen Decoction (1, 10, 50 and 100 µg/mL) for 24 h. E. Cell viability of H9c2 cells pretreated with various concentrations of Dan-Shen Decoction (1, 10, 50 and 100 µg/mL) for 2 h before induction with 1000 µmol/L CoCl2 for 24 h. **p < 0.01 compared with the control group. #p < 0.05, compared with the CoCl2-treated and untreated Dan-Shen Decoction groups (n = 3).

We next explored the optimal concentrations of Dan-Shen Decoction to alleviate hypoxic injury. Dan-Shen Decoction was incubated with H9c2 cells at various concentrations. The results showed that concentrations of 1–100 μg/mL Dan-Shen Decoction had no effect on H9c2 cell viability, whereas concentrations of 1 μg/mL and 50 μg/mL had better protective effects on H9c2 cells from hypoxic injury caused by CoCl2 (). Considering the cytotoxicity of the lysis reagent DMSO, the concentration of 1 μg/mL Dan-Shen Decoction was selected for further analyses.

Effect of Dan-Shen Decoction on the PI3K/AKT and MAPK signalling pathways in CoCl2-induced hypoxic H9c2 cells

According to network pharmacology findings, AKT1 and MAPK1, which were the top-ranked proteins in the PPI network, might play critical roles in the therapeutic effects of Dan-Shen Decoction against IHD. Dan-Shen Decoction inhibited the expression of PI3K p110, PI3K p85, STAT3, NF-κB and JNK, decreased the ratio of p-c-JUN/c-JUN and p-MAPK1/MAPK1, and increased the ratio of p-NF-κB/NF-κB ().

Figure 8. Western blot analyses showed the effect of Dan-Shen Decoction (1 μg/mL) on the expression levels of PI3K/AKT and MAPK signalling pathway-related proteins in control and CoCl2-induced hypoxic H9c2 cells. The results are shown as the mean ± SEM. **p < 0.01 compared with the control group, #p < 0.05, compared with the CoCl2-treated group (n = 3).

Figure 8. Western blot analyses showed the effect of Dan-Shen Decoction (1 μg/mL) on the expression levels of PI3K/AKT and MAPK signalling pathway-related proteins in control and CoCl2-induced hypoxic H9c2 cells. The results are shown as the mean ± SEM. **p < 0.01 compared with the control group, #p < 0.05, compared with the CoCl2-treated group (n = 3).

Discussion

Dan-Shen Decoction is an herbal compound with various pharmacological effects on the cardiovascular system. Dan-Shen Decoction has been shown to reduce myocardial ischemic burden in patients with unstable angina pectoris (Jiang et al. Citation2009). Preclinical studies have demonstrated that Dan-Shen Decoction can significantly improve myocardial ischemia induced by isoproterenol or coronary artery ligation (Hu et al. Citation2012; Wang et al. Citation2017; Ren et al. Citation2021). Considering the potential genetic interactions, we aimed to investigate the anti-IHD effects of Dan-Shen Decoction through network pharmacological analyses.

We first identified 122 potential targets through data collection, and luteolin, przewaquinone E, dihydrotanshinlactone, isorhamnetin and β-sitosterol were active components. A study had found that isorhamnetin intake was negatively correlated with the risk of coronary heart disease (Milanlouei et al. Citation2020), indicating the importance of isorhamnetin in the treatment of cardiovascular diseases. Moreover, PTGS2, SCN5A, ADRB2, OPRM1 and CHRM1 were connected to more active components of Dan-Shen Decoction, which may be the key targets in the treatment of IHD.

The PPI network showed the potential interaction between the 122 targets, and then we selected 15 hub genes from this network based on the degree value. Among them, AKT1 is a serine/threonine protein kinase that is involved in various biological processes such as cell proliferation, metabolism, insulin signalling and angiogenesis (Chen et al. Citation2017). Recent studies have found that AKT is involved in regulating the biological process of cardiomyocyte apoptosis in the IHD model (Han et al. Citation2018; Huangfu et al. Citation2020). The JAK2/STAT3 signalling pathway is thought to be an important anti-IHD pathway because it can regulate myocardial apoptosis and reduce mitochondrial oxidative stress injury (Chen et al. Citation2020; Lan et al. Citation2019). Furthermore, the JNK signalling pathway is a critical cellular transduction channel for cardiomyocyte death and plays an important role in the development of cardiac ischemia–reperfusion. Studies have found that salvianolic acid A may increase the expression of thioredoxin (Trx) and inhibit the activation of JNK to reduce apoptosis and inflammation after MI (Zhou et al. Citation2020).

Recent studies have found that salvianolic acid A can improve endothelial-mesenchymal transition in pulmonary vascular remodelling, inhibit inflammation and oxidative stress, and attenuate vascular remodelling in a pulmonary hypertension model by activating the Nrf2/HO-1 signalling pathway (Chen et al. Citation2016, Citation2017). The results of GO enrichment and KEGG pathway analyses also indicated that Dan-Shen Decoction may treat IHD by improving the tension of vascular smooth muscle, inhibiting the inflammatory response and relieving complications.

The results of molecular docking revealed that the three main active components of Dan-Shen Decoction had potent binding effects on two key targets. Among the active components, luteolin and isorhamnetin were flavonoids with more hydrogen bond donors and acceptors, which made them conducive to the formation of hydrogen bonds with the targets and thus more stable binding. Therefore, Dan-Shen Decoction interacted with AKT1 and MAPK1 to regulate multiple targets and signalling pathways and further affected the development of IHD.

To verify the effects of Dan-Shen Decoction in vitro, this study established a CoCl2-induced hypoxic H9c2 cell model. The expression of PI3K and its downstream proteins AKT1 and NF-κB, as well as MAPK1 and its downstream proteins JNK, STAT3 and c-JUN, was assessed (Chen Citation2011; Chen et al. Citation2013). The results showed that Dan-Shen Decoction had no significant effect on the expression of AKT, but it increased the phosphorylation level of its downstream protein NF-κB and inhibited the expression of PI3K p110 and PI3K p85. In addition, Dan-Shen Decoction inhibited the expression of STAT3, NF-κB and JNK, and decreased the phosphorylation levels of c-JUN and MAPK1. The PI3K/Akt/mTOR pathway is a key pathway involved in cell proliferation, differentiation, metabolism, cytoskeleton reorganization and apoptosis (Chen et al. Citation2017). JNK is a member of the MAPK family, which regulates several cellular functions, including proliferation, differentiation and apoptosis, and can be mediated by ROS to trigger inflammatory responses (Chen et al. Citation2018). The JAK2/STAT3 pathway, which is the MAPK downstream signalling pathway, protects the ischemic myocardium and alleviates oxidative stress by promoting angiogenesis (Barry et al. Citation2009; Sui et al. Citation2019). As previously established, many of the potential targets of Dan-Shen Decoction against IHD are enriched in oxidative stress-related biological processes. Similar results were also obtained in many previous biological experiments (Yan et al. Citation2012).

Most pharmacology experiments now focus on cellular and animal experiments, which have the advantages of ease of operation and statistics but suffer from the limitation of species differences. Network pharmacology, on the other hand, can supplement traditional pharmacology experiments. The signalling pathways confirmed by basic experiments can also be theoretically justified at the network pharmacology level. The results of this paper provide a good theoretical basis for the study of anti-IHD by providing specific signalling pathways and related target proteins. Additionally, the mechanism of Dan-Shen Decoction against IHD was further examined using molecular docking and preliminary investigations.

However, this study still has some limitations. The key targets and potential pathways obtained from the above analyses should be further explored through biological experiments. Moreover, we only docked AKT1 and MAPK1 with active components of Dan-Shen Decoction in the molecular docking. In a follow-up study, we should not only conduct experiments in vivo and in vitro to further elucidate the mechanism of Dan-Shen Decoction but also analyze the mechanism with other key targets based on the results of further biological experiments.

Conclusions

This work demonstrates that several targets, including AKT1, MAPK1, STAT3 and c-JUN, as well as several signalling pathways, including cGMP-PKG, AGE-RAGE, HIF-1, PI3K/AKT, JAK/STAT3 and JNK, are involved in the mechanism of Dan-Shen Decoction against IHD. Although further studies are necessary to elucidate the precise mechanism, this study provides a comprehensive and systematic overview of possible targets and signalling pathways associated with the activities of Dan-Shen Decoction against IHD, providing the theoretical foundation and experimental data for future pharmacological research.

Consent form

All named authors have agreed to the publication of the work.

Disclosure statement

No potential conflict of interest was reported by the author(s).

Data availability statement

The datasets we generated during the analysis are not publicly available because the analysis process is the core of the results and cannot be made public. Requests to access the datasets of included studies can be met by checking in databases.

Additional information

Funding

The research is financially supported by the National Natural Science Foundation of China [No. 82141204, 82073853] and the Chinese Academy of Medical Sciences (CAMS) Innovation Fund for Medical Sciences [No. 2022-I2M-JB-010, 2021-I2M-1-005].

References

  • Bardou P, Mariette J, Escudié F, Djemiel C, Klopp C. 2014. jvenn: an interactive Venn diagram viewer. BMC Bioinformatics. 15(1):293.
  • Barry SP, Townsend PA, McCormick J, Knight RA, Scarabelli TM, Latchman DS, Stephanou A. 2009. STAT3 deletion sensitizes cells to oxidative stress. Biochem Biophys Res Commun. 385(3):324–329.
  • Boden WE, O'Rourke RA, Teo KK, Hartigan PM, Maron DJ, Kostuk WJ, Knudtson M, Dada M, Casperson P, Harris CL, COURAGE Trial Research Group, et al. 2007. Optimal medical therapy with or without PCI for stable coronary disease. N Engl J Med. 356(15):1503–1516.
  • Chen J. 2011. Multiple signal pathways in obesity-associated cancer. Obes Rev. 12(12):1063–1070.
  • Chen H, Chen YJ, Wang X, Yang J, Huang CX. 2020. Edaravone attenuates myocyte apoptosis through the JAK2/STAT3 pathway in acute myocardial infarction. Free Radic Res. 54(5):351–359.
  • Chen J, Crawford R, Xiao Y. 2013. Vertical inhibition of the PI3K/Akt/mTOR pathway for the treatment of osteoarthritis. J Cell Biochem. 114(2):245–249.
  • Chen X, Li X, Zhang W, He J, Xu B, Lei B, Wang Z, Cates C, Rousselle T, Li J. 2018. Activation of AMPK inhibits inflammatory response during hypoxia and reoxygenation through modulating JNK-mediated NF-κB pathway. Metabolism. 83:256–270.
  • Chen L, Liu P, Feng X, Ma C. 2017. Salidroside suppressing LPS-induced myocardial injury by inhibiting ROS-mediated PI3K/Akt/mTOR pathway in vitro and in vivo. J Cell Mol Med. 21(12):3178–3189.
  • Chen R, Xu J, She Y, Jiang T, Zhou S, Shi H, Li C. 2018. Necrostatin-1 protects C2C12 myotubes from CoCl2-induced hypoxia. Int J Mol Med. 41(5):2565–2572.
  • Chen Y, Yuan T, Zhang H, Yan Y, Wang D, Fang L, Lu Y, Du G. 2017. Activation of Nrf2 attenuates pulmonary vascular remodeling via inhibiting endothelial-to-mesenchymal transition: an insight from a plant polyphenol. Int J Biol Sci. 13(8):1067–1081.
  • Chen Y-C, Yuan T-Y, Zhang H-F, Wang D-S, Yan Y, Niu Z-R, Lin Y-H, Fang L-H, Du G-H. 2016. Salvianolic acid A attenuates vascular remodeling in a pulmonary arterial hypertension rat model. Acta Pharmacol Sin. 37(6):772–782.
  • Davis AP, Grondin CJ, Johnson RJ, Sciaky D, Wiegers J, Wiegers TC, Mattingly CJ. 2021. The Comparative Toxicogenomics Database: update 2021. Nucleic Acids Res. 49(D1):D1138–D1143.
  • Han Y, Gao DF, Li MJ, Ni YP. 2018. PI3K/Akt/SREBP1 signaling activation and phenotypic transformation in arterial vascular smooth muscle cells of hypertensive mice. Chin J Cardiovasc Res. 16:79–83.
  • Hausenloy DJ, Yellon DM. 2016. Ischaemic conditioning and reperfusion injury. Nat Rev Cardiol. 13(4):193–209.
  • Hoo MZ, Li SL, Yang T. 2021. Effects of pre-treatment with Dan-Shen Decoction on myocardial injury and cardiac function in rats with myocardial ischemia/reperfusion. Acad J Shanghai Univ Tradit Chin Med. 55:61–66.
  • Hu F, Koon CM, Chan JY, Lau KM, Fung KP. 2012. The cardioprotective effect of Danshen and Gegen decoction on rat hearts and cardiomyocytes with post-ischemia reperfusion injury. BMC Complement Altern Med. 12:249.
  • Huang ZX, Tian HY, Hu ZF, Zhou YB, Zhao J, Yao KT. 2008. GenCLiP: a software program for clustering gene lists by literature profiling and constructing gene co-occurrence networks related to custom keywords. BMC Bioinformatics. 9:308.
  • Huangfu FT, Tang LQ, Wang HQ, Zhao X, Yang M. 2020. MiR-145-5p promotes myocardial cell apoptosis in rats with myocardial infarction through PI3K/Akt signaling pathway. Eur Rev Med Pharmacol Sci. 24(24):12904–12911.
  • Jiang H, Hu ZB, Xu JY. 2009. Effect of compound Danshen Decoction on total myocardial ischemic burden in patients with unstable angina pectoris. Chin J Inf Tradit Chin Med. 26(4):36–37.
  • Kong LL, Du GH. 2019. Modern research progress of Dan-Shen Decoction. Pharm Clin Chin Materia Medica. 35:197–200.
  • Lan HW, Su YS, Liu YK, Deng C, Wang J, Chen TQ, Jules K, Masau JF, Li HL, Wei X. 2019. Melatonin protects circulatory death heart from ischemia/reperfusion injury via the JAK2/STAT3 signalling pathway. Life Sci. 228:35–46.
  • Liu Z, Guo F, Wang Y, Li C, Zhang X, Li H, Diao L, Gu J, Wang W, Li D, et al. 2016. BATMAN-TCM: a Bioinformatics Analysis Tool for Molecular mechANism of Traditional Chinese Medicine. Sci Rep. 6:21146.
  • Liu HX, Wang SR, Lei Y, Shang JJ. 2011. Characteristics and advantages of traditional Chinese medicine in the treatment of acute myocardial infarction. J Trad Chin Med. 31(4):269–272.
  • Luo QG, Zhou JY, Wu JB, Yu YJ, Lin J, Wu WZ. 2011. Effects of Dan-Shen Decoction on serum ET-1 and NO in mice with myocardial ischemia. Chin Herb Med. 34:434–432.
  • Milanlouei S, Menichetti G, Li Y, Loscalzo J, Willett WC, Barabási A-L. 2020. A systematic comprehensive longitudinal evaluation of dietary factors associated with acute myocardial infarction and fatal coronary heart disease. Nat Commun. 11(1):6074.
  • Pratt C. 2010. Alternative prevention and treatment of cardiovascular disease part 1. Prim Care. 37(2):325–337.
  • Ren YL, Yang L, Zhao MJ, Zheng G, Xu JM, Yang C, Wang YQ, You JZ, Qi J, Zhong W. 2021. Study on the protective effect of pretreatment with Danshen Decoction on myocardial ischemia/reperfusion injury in rats. Mod J Integr Tradit Chin West Med. 30:2509–2512.
  • Ren YY, Yang L, Zhao MJ, Zheng G, Xu JM, You JZ, Li YC. 2021. Experimental study on protective effect of Danshen decoction pretreatment on myocardial cells in ischemia/reperfusion injury model rats. Shanxi J Tradit Chin Med. 42:4.
  • Roth GA, Mensah GA, Johnson CO, Addolorato G, Ammirati E, Baddour LM, Barengo NC, Beaton AZ, Benjamin EJ, Benziger CP, GBD-NHLBI-JACC Global Burden of Cardiovascular Diseases Writing Group, et al. 2020. GBD-NHLBI-JACC Global Burden of Cardiovascular Diseases Writing Group. Global burden of cardiovascular diseases and risk factors, 1990-2019: update from the GBD 2019 study. J Am Coll Cardiol. 76(25):2982–3021.
  • Ru JL, Li P, Wang JN, Zhou W, Li BH, Huang C, Li PD, Guo ZH, Tao WY, Yang YF, et al. 2014. TCMSP: a database of systems pharmacology for drug discovery from herbal medicines. J Cheminform. 6:13.
  • Safran M, Rosen N, Twik M, BarShir R, Iny ST, Dahary D, Fishilevich S, Lancet D. 2021. The GeneCards Suite. In: Abugessaisa I, Kasukawa T, editors. Practical guide to life science databases. Singapore: Springer Nature Singapore; p. 27–56.
  • Sui YB, Wang Y, Liu L, Liu F, Zhang YQ. 2019. Astragaloside IV alleviates heart failure by promoting angiogenesis through the JAK-STAT3 pathway. Pharm Biol. 57(1):48–54.
  • Szklarczyk D, Gable AL, Lyon D, Junge A, Wyder S, Huerta-Cepas J, Simonovic M, Doncheva NT, Morris JH, Bork P, et al. 2019. STRING v11: protein-protein association networks with increased coverage, supporting functional discovery in genome-wide experimental datasets. Nucleic Acids Res. 47(D1):D607–D613.
  • Wang DA, Li JW. 2009. Experimental study of Dan-Shen Decoction interfering with myocardial cell apoptosis and Bcl-2 Bax expression in acute myocardial ischemia. J Trad Chin Med. 27:1513–1514.
  • Wang XD, Qi XX, Yong B, Chen XD, Fang ZY. 2017. Huangqi Danshen decoction attenuates isoproterenol-induced myocardial remodeling via STIM1, TRPC1, CaN and NFATc3 pathways in rats. China J Chin Mater Med. 42:2738–2743.
  • Wang J-H, Zhao L-F, Lin P, Su X-R, Chen S-J, Huang L-Q, Wang H-F, Zhang H, Hu Z-F, Yao K-T, et al. 2014. GenCLiP 2.0: a web server for functional clustering of genes and construction of molecular networks based on free terms. Bioinformatics. 30(17):2534–2536.
  • Xu HY, Zhang YQ, Liu ZM, Chen T, Lv CY, Tang SH, Zhang XB, Zhang W, Li ZY, Zhou RR, et al. 2019. ETCM: an encyclopaedia of traditional Chinese medicine. Nucleic Acids Res. 47(D1):D976–D982.
  • Yan KP, Guo Y, Xing ZH, Huang X, Dai SP, Duan M, Sun XH, Huang W, Peng WJ. 2012. Dan-Shen-Yin protects the heart against inflammation and oxidative stress induced by acute ischemic myocardial injury in rats. Exp Ther Med. 3(2):314–318.
  • Yan LY, Wang DS, Wei GY, Yin SY, Kong LL, Fang LH, Wang SB, Du GH. 2021. Inhibition of NLRP3 inflammatory vesicles by Dan-Shen Decoctioning Granules against myocardial ischemia-reperfusion injury in rats. Pharm Clin Chin Materia Med. 37:16–21.
  • Zhou R, Gao J, Xiang C, Liu Z, Zhang Y, Zhang J, Yang H. 2020. Salvianolic acid A attenuated myocardial infarction-induced apoptosis and inflammation by activating Trx. Naunyn Schmiedebergs Arch Pharmacol. 393(6):991–1002.
  • Zhou Y, Zhou B, Pache L, Chang M, Khodabakhshi AH, Tanaseichuk O, Benner C, Chanda SK. 2019. Metascape provides a biologist-oriented resource for the analysis of systems level datasets. Nat Commun. 10(1):1523–1529.