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A system biology approach to understanding the molecular mechanisms of Gubentongluo decoction acting on IgA Nephropathy
© The Author(s). 2016
Received: 30 January 2015
Accepted: 2 August 2016
Published: 24 August 2016
Traditional Chinese medicine (TCM) has been widely used in treating various diseases in eastern Asia for several thousand years, and is becoming increasingly popular in western countries. Gubentongluo (GBTL) decoction, as a classic TCM formula, is commonly applied to treat IgA Nephropathy (IgAN) in China. To date, however, the pharmacological/molecular mechanisms of GBTL have not been fully elucidated.
In the present study, we used a system biological approach to explore these mechanisms acting on IgAN.
First, we found 3876 potential target proteins for GBTL (based on TCMID) and 25 known IgAN associated biomarkers (based on the OMIM or IPA database).16 of the latter biomarkers were direct targets of 6 of the 9 herbs in GBTL, suggesting that these components play a vital role in treating IgAN. Second, we showed that these 6 herbs mainly regulate the immune system and renin-angiotensin system, imbalance in which is the main factor leading to IgAN. Importantly, HUANG QI links with 14 biomarkers, indicating that it is the most important herb in GBTL for treating IgAN. Also, relationships of other herbs with IgAN were explored. Third, we demonstrated that the remaining 9 IgAN associated proteins are responses to biological processes, such as antigen processing, protein ubiquitination and cell cycle regulation, which are crucial for IgAN development. Finally, we found that GBTL could induce a significant increase in the levels of two target gene: TNF and NOS2.
Further studies are called to develop/modify the formula of GBTL, in order to enhance its effect on IgAN.
KeywordsTraditional Chinese Medicine Gubentongluo decoction IgA Nephropathy Proteins Network
Traditional Chinese medicine (TCM), as a system of ancient medical practice, has been widely used in treating various diseases in Eastern Asia for many years. TCM continues to play a critical role in maintaining health for the peoples of China, and is growing in popularity in Western countries . Notably, modern medical researchers have adopted ideas from TCM, using combinations of drugs to treat complex diseases such as cancer and diabetes.
In last decades, researchers have made great efforts to investigate TCMs and to analyze their components. To date, numerous bioactive ingredients of TCMs have been isolated and identified . This has furthermore led to the discovery of a variety of single compound-based therapeutics in TCM, such as the anti-cancer compound salvicine . Indeed, these data/database can provide important hints/information for further biological systematic studies, however, TCM protocols should take a more holistic method; the TCMs always works as the result of synergistic interactions by multiple ingredients . Thus, to truly investigate TCMs, biological systematic methods should be applied, all the ingredients of herbs or formulae in TCM should be taken into consideration simultaneously [e.g. 5–7].
Currently, the most applied strategy in drug discovery is ‘one gene–one drug–one disease’ paradigm, involving the screening of potential compounds for individual disease-causing targets. In this case, the drug’s efficacy is often impaired, because the robustness of the protein interactions in the treated objectives was ignored. Therefore, the biological systems-oriented approaches, such as combinations of effective drugs with multiple targets, were called in drug discovery . The TCM presents a perfect example, as it treats diseases in a holistic way. In the formulae of TCM, over hundreds compounds were always be treated simultaneously to rebalance the organism. Therefore, TCM formulae with multi-components/targets should be analyzed by the same strategy as combination therapies of multi-component drugs.
IgA Nephropathy (IgAN), a primary glomerular disease, is the most common type of Chronic Kidney Disease (CKD) which is a common condition affecting up to 11 % of the population. This disease is now recognized to elevate the risk of cardiovascular disease as well as kidney failure and other complications [e.g. 9, 10]. It is a leading cause of end-stage kidney disease in China . Effective control of proteinuria may be a key strategy for treating CKD [reviewed in 12]. Reninangiotensin-aldosterone system blockers, glucocorticoids, and immunosuppressants have often been used for primary glomerular diseases. Immunosuppressive therapies have usually been applied to treat patients with heavy proteinuria, but are not entirely suitable for patients with non–nephrotic-range proteinuria . Moreover, treatments with glucocorticoids and immune-suppressants are usually long term, which can result in severe adverse effects and increase the risk of rebound [e.g. 13, 14]. TCM has promising effects on the control of proteinuria, protection of kidney function, and improvement in patients’ clinical symptoms [e.g. 15, 16]. For example, Abelmoschus manihot, a traditional Chinese herb, has increasingly been used to treat a wide range of types of CKD, such as immunoglobulin A (IgA), nephropathy (IgAN) and diabetic nephropathy [e.g. 17, 18]. Clinical studies have proven that A. manihot can reduce proteinuria and thus protect kidney function [e.g. 19]. However, TCM formulae are multi-component and multi-target agents, and it is therefore necessary to investigate the combination therapy of multi-component drugs.
Gubentongluo (GBTL) decoction, a classic TCM formula from Chinese medical sage Zhang Zhongjing, is prepared from a basic formula of nine herbs, including Rhizoma imperatae (BAI MAO GEN), Ramulus euonymi (GUI JIAN YU), Yerbadetajo herb (HAN LIAN CAO), Fructus ligustri lucidi (NU ZHEN ZI), Astragali radix (HUANG QI), Semen persicae (TAO REN), Rumex madaio (YANG TI GEN), Herba lycopi (ZE LAN YE) and Radix salvia miltiorrhizae (DAN SENG). It is widely used in China in accordance with the China Pharmacopoeia standard of quality control. In TCM theory, the multiple agents contained in a single formula must work synergistically. With regard to GBTL, Rhizoma imperatae is the primary herbs and is believed to be a very effective antioxidant, whereas Ramulus euonymi acts primarily as an anti-inflammatory. For the most part, however, it’s the pharmacological/molecular mechanisms of GBTL have not yet been fully elucidated.
In this study, we have developed a comprehensive systematic approach for understanding the pharmacological mechanisms of GBTL acting on IgAN; an overview of our approach is shown in Additional file 1: Figure S1. Three steps were taken to achieve this objective: (1) prediction of potential targets for GBTL; (2) collection of IgAN associated molecules and construction of an IgAN associated regulation network; (3) study of the relationships of GBTL potential targets with the network and corresponding signal pathways and (4) examine whether the treatment of GBTL induces changes in potential targets expression. This procedure would enhance our understanding of the pharmacological mechanisms of GBTL and its limitations.
Description of herbs in GBTL and prediction of potential targets for GBTL and selection of IgAN-associated genes and proteins
The description of herbs in GBTL was obtained from the Traditional Chinese Medicine Integrated Database [TCMID, 5], which is the most commonly used noncommercial TCM database worldwide. In total, we collected information on nine herbs, i.e., Rhizoma imperatae, Ramulus euonymi, Yerbadetajo herb, Fructus ligustri lucidi, Astragali radix, Semen persicae, Rumex madaio, Herba lycopi and Radix salvia miltiorrhizae. Putative targets of the active ingredients (compounds) of each herb were identified potential in the TCMID, a comprehensive collection of herb ingredients’ targets based on articles published in both English and Chinese. The IgAN- associated genes and proteins were collected from two IgAN related databases, including OMIM (http://www.ncbi.nlm.nih.gov/omim  and IPA  (www.ingenuity.com).
Protein-protein interaction (PPI) data
Protein-protein interaction (PPI) data were extracted from the STRING database version 9.1 (http://string-db.org/; . Confidence scores for each pair of interacting proteins were calculated by combining probabilities from the different evidence channels, and correcting for the probability of observing random interactions. As these proteins don’t interact with each other directly, an integrated auto expanding algorithm was used to seek potential linking proteins between them. Among these expanded links, proteins that occur along the shortest path between the indirectly interacting pairs were kept to construct a fully connected network model.
Pharmaceutical network construction and analysis
The PPIs between IgAN associated proteins were used to construct an IgAN associated regulation network. First, using Venn diagrams (http://www.omicsbean.com:88; Venn 1880), we identified: 1) overlapping proteins between the potential targets of each ingredient in GBTL and IgAN associated proteins (Group 1), 2) potential targets of each herb in GBTL which were not covered by the IgAN associated protein set (Group 2) and 3) IgAN associated proteins not included among the potential targets of each ingredient in GBTL (Group 3). Then, we explored the potential molecular mechanisms of GBTL acting on IgAN, by investigating the overlapping proteins between the potential targets of each herb in GBTL and IgAN- associated proteins. Finally, we tried to reveal the limitations of treating IgAN with GBTL alone, by studying the candidate proteins (of GBTL) which were not covered by the IgAN-associated protein set.
Furthermore, the herbs of GBTL, their potential targets, and the IgAN associated proteins were respectively used to construct an herb-potential target network, potential target PPI, IgAN associated protein PPI and herb-potential target-candidate IgAN target network. Cytoscape Version 3.1  was applied to visualize the networks.
Gene Ontology (GO) and pathway enrichment analysis for IgAN associated proteins and potential targets of GBTL
We used Database for Annotation, Visualization and Integrated Discovery (DAVID, version 6.7;  for GO enrichment analysis. The enrichment score was calculated using hypergeometric enrichment algorithms . The EASE (Expression Analysis Systemic Explorer) score was set to the default value . We also performed pathway enrichment analysis using pathway data obtained from the FTP service of KEGG (Kyoto Encyclopedia of Genes and Genomes, http://www.genome.jp/kegg/; . P-values of the KEGG pathway were calculated using the Fisher exact test. Pathways with P-value <0.05 were taken as significantly enriched.
To examine whether the treatment of GBTL induces changes in potential targets expression, 7 male Haemophilus parainfluenzae antigens (OMHP) induced IgAN C3H/HeN mice were obtained from Shanghai Key Laboratory of Traditional Chinese Clinical Medicine (shanghai, china), and then randomly divided into two groups: the model group (n = 3) and GBTL-treated group (n = 4). The mice in GBTL-treated group were administrated with GBTL by intragastric at a dose of 10 g/kg bodyweight once a day for 3 days.
After 3 days, all mice were killed and the kidneys removed from mice immediately were placed in liquid nitrogen. The kidneys were grinded into powder with pestle by adding liquid nitrogen. Total RNA was isolated from the powder of kidney (50 mg) using Trizol (Aidlab, China) by following the manufacturer’s instructions. Synthesis of single-stranded cDNA from 5 ìg of RNA was performed according to the “TUREscript 1st strand cDNA Synthesis Kit” from Aidlab (China), then, the mRNA was reverse transcribed into cDNA. Quantitative RT-PCR was performed using the QuantiTect SYBR Green PCR Mix (Qiagen) in a Roche LightCycler 480 II. The following primer pairs were used in this study to detect specific mRNAs, blinded to the treatment status of each sample: GAPDH: forward primer: GAG TCA ACG GAT TTG GTC GT; reverse primer: TTG ATT TTG GAG GGA TCT CG; TNF: forward primer: CCTGTAGCCCACGTCGTAG; reverse primer: GGGAGTAGACAAGGTACAACCC; NOS2: forward primer: AACCCCTTGTGCTGTTCTCAG; reverse primer: TGTGGCCTTGTGGTGAAGAG. Reaction conditions were set to 3 min at 95 °C (first segment, one cycle), 15 s at 95 °C and 60 s at Tm of a specific primer pair (second segment, 40 cycles) followed by 90 s at 90 °C, 60 °C for 3 min and 10s at 94 °C(Melting segment, one cycle) using Funglyn FTC-3000 (Funglyn Biotech). Relative gene expression was defined as a ratio of target gene expression versus â-actin gene expressionQuantification and comparisons of gene expression levels were performed using the − ÄÄCt method, and statistical analyses of differences between control and model and treatment group.
Shared protein targets involved mainly in immune system process and regulation of renin-angiotensin system
The list of 25 IgAN associated proteins
Presence in GBTL
actinin, alpha 4
diacylglycerol O-acyltransferase homolog 1
angiotensinogen (serpin peptidase inhibitor, clade A, member 8)
tumor necrosis factor (TNF superfamily, member 2)
tumor protein p53
vitamin D (1,25- dihydroxyvitamin D3) receptor
IMP (inosine monophosphate) dehydrogenase 2
angiotensin I converting enzyme (peptidyl-dipeptidase A) 1
IMP (inosine monophosphate) dehydrogenase 1
nitric oxide synthase 2, inducible
proteasome (prosome, macropain) subunit, beta type, 2
Mdm2 p53 binding protein homolog (mouse)
hepatitis A virus cellular receptor 1
diacylglycerol O-acyltransferase homolog 2
PDZ and LIM domain 1
membrane-spanning 4-domains, subfamily A, member 1
proteasome (prosome, macropain) subunit, beta type, 1
proteasome (prosome, macropain) subunit, beta type, 5
adducin 2 (beta)
spleen tyrosine kinase
proteasome (prosome, macropain) 26S subunit, non-ATPase, 2
interleukin 16 (lymphocyte chemoattractant factor)
proteasome (prosome, macropain) 26S subunit, non-ATPase, 1
Functional analysis reveals GBTL could regulate innate immune response and inflammatory responses
Of 3867 potential targets of GBTL, 16 is overlapped with IgAN associated proteins, other 3851 proteins that are not directly linked to the IgAN (Fig. 1a). Figure 1c listed top 50 related biological processes of three groups of proteins (see methods), respectively. Processes, such as regulation of kidney development, cytokine production, renal output by angiotensin and hypoxia, are related to proteins in Group 1, as the core regulation mechanism to explain the effectiveness of GTBL. However, regulation of ERK1/2 cascade, chemotaxis, transmembrane transport, TLR signaling, innate immune response and inflammatory response are related to targets in Group 2. Indeed, Dys-regulated innate immune response and inflammatory response are likely causing failure of mucosal antigen elimination and IgA synthesis, and TLRs are relevant mediators of mucosal immunity . Overall, GBTL could be able to regulate mucosal immunity and inflammatory responses.
Biological processes of nine IgA Nephropathy associated proteins, which were not covered by Gubentongluo decoction
P value FDR
DNA damage response, signal transduction by p53 class mediator resulting in cell cycle arrest
signal transduction involved in mitotic cell cycle checkpoint
negative regulation of ubiquitin-protein ligase activity involved in mitotic cell cycle
mitotic G1 DNA damage checkpoint
G1 DNA damage checkpoint
positive regulation of cell cycle arrest
immune system process
positive regulation of mast cell degranulation
regulation of nitrogen compound metabolic process
1.00E + 00
Core regulation network suggests HUANG QI is the key herb in GBTL
The KEGG pathway enrichment analysis showed that these 14 proteins (i.e. the HUANG QI targeted in) were annotated in 20 different KEGG pathways, of which the most important pathway is the renin-angiotensin system. Moreover, the cell cycle and the Wnt signaling pathway are also highly associated. These pathways have been actively studied for the treatment of IgAN in recent years .
Contribution of other herbs in GBTL
NU ZHEN ZI acts as the second hub in the network (Fig. 2), it could target both AGT (Angiotensinogen, an essential component of the renin-angiotensin system) and TP53. AGT is a potent regulator of blood pressure, body fluid and electrolyte homeostasis [37–39], whereas TP53 is key player in apoptotic activity in the pathogenesis of progressive IgAN . This herb could also target JUN, a transcriptional factor, actives expression of IL-2, IFN and TNF in the T cell receptor signaling pathway, which further link to iNOS via HIF-1 signaling pathway.
DAN SHEN could target 6 proteins, 5 (JUN, TP53, TNF, NOS2, HAVCR1) of them are shared with HUANG QI or NU ZHEN ZI, suggesting it could have similar pharmaceutical effects as HUANG QI or NU ZHEN ZI. Another target is DGAT1, Diacylglycerol O-acyltransferase, a key metabolic enzyme converts diacylglycerol and fatty acyl CoA in the fat digestion and absorption pathway. This target is shared with YANG TI GEN, which targets not only DGAT1, but also DGAT2 (a homolog protein of DGAT1). Therefore, both the DAN SHEN and YANG TI GEN are responsible for synthesis of triglycerides. Indeed, increased level of triglycerides is a known nephritic syndrom in IgAN , thus, the GBTL may have potential effect on regulating the triglycerides level of IgAN patients.
The other two herbs, GUI JIAN YU and TAO REN, target AGT, REN and TNF, NOS2. The protein-protein interactions analysis showed that these proteins are interacted. AGT and REN are key roles in renin-angiotensin system, and NOS2 is induced by hypoxia. It’s known that the renin-angiotensin system could lead to hypoxia via induced oxidative stress, which causes directly endothelial cell damage . Also, Hypoxia activates macrophage to express NOS2 and produce NO to lead to cell apoptosis . The interacting network of AGT, REN, TNF andNOS2 could be a reasonable explanation that use combination of GUI JIAN YU and TAO REN could act on the upstream RAS system and downstream renal hypoxia simultaneously to provide better therapeutic effect on IgAN.
EBV pathway is one of potential affected pathways of GBTL
GBTL treatment induced a significant increase in the levels of TNF and NOS2
In the present study, by using a systematic biology method, we investigated the molecular mechanisms of GBTL on treating the IgAN. Moreover, by using animal model, we found GBTL induced a significant increase in the levels of two target genes: TNF and NOS2. This provide an example for understanding the multiple targets of herbs in Traditional Chinese Medicine formulae and their interaction in the context of a molecular network [reviewed in 46]. Our work also indicated that a single TCM formula could be applied to the treatment of a given disease, since only parts of disease-based associated proteins were covered.
This work is the first study to show that the potential targets of GBTL could cover 16 of the 25 proteins which are believed to be associated with IgAN. This explains why GBTL is most effective for IgAN [e.g. [47–49]. Moreover, 6 of the 9 herbs of GBTL were determined to act on the 16 associated proteins of IgAN. HUANG QI is the most important component in the network, as it interacts with 14 IgAN associated proteins. Many previous studies have shown that HUANG QI can enhance myocardial contractility, improve circulation, protect myocardial cells and regulate immunity [e.g. 50, 51]. Our findings, in good agreement with a large number of other studies, indicate that HUANG QI has anti-viral, anti-inflammatory and immunoenhancing effects [e.g. 52–54]. Furthermore, by DGAT1and DGAT2, YANG DI GEN participates in the regulation of renin synthesis, which is associated with fat metabolism. In addition, NU ZHEN ZI, TAO REN and HUANG QI can be involved in T cell receptor signaling regulation though the TNF and JUN pathways. Since GBTL combines these herbs, it can provide an effective treatment to IgAN.
Out of 25 selected biomarkers of IgAN, 9 proteins were not overlapped with the potential targets of GBTL. Enrichment analysis of these 9 proteins suggests that biological processes such as G1/S transition of mitotic cell cycle, regulation of platelet activation, regulation of actin filament are also related to IgAN pathogenesis, however, GBTL may not able to regulate these processes, at least not directly as can be seen from the data. It suggests that this formula might have some shortcomings in the treatment of IgAN and could be improved in the future.
Moreover, many studies have already suggested that some of the herbs used in Chinese medicine can interact with drugs, and can have serious side effects [e.g. 55, 56]. In this study, more than 3800 proteins were not associated with IgAN directly. Although we showed that some of processes such as innate immune response and inflammatory response should associated with IgAN according to previous studies, processes such as synaptic transmission and response to drug could be related to potential side effects of GBTL. In contrast, the aforementioned 9 IgAN associated proteins are involved in several key biological processes, especially related to proteasome machinery. Most importantly, we have shown that in the pathway of the EBV, key genes/proteins (PSMB1 and SYK) related to the proteasome and downstream IgA1 production, were not targeted by GBTL directly.
Three herbs, BAI MAO GEN, ZE LAN YE and HAN LIAN CAO, were not associated directly with the IgAN, according to the current protein datasets. However, we analyzed these herbs separately and revealed that Bai Mao Gen is mainly associated with pathogenic E. Coli infection, gap junction and phagosome, Ze Lan Ye regulate mainly galactose metabolism, whereas, Han Lian Cao is related with NOD-like receptor signaling, TLR receptor signaling and TNF signaling (data not shown). These pathways were believed to be correlated with IgAN [e.g. 57–59], indicating that these herbs should have additive or complementary effect together with other herbs in GBTL.
In this study we have shown the molecular mechanism of GBTL acting on IgAN. The GBTL potential protein-IgAN associated protein interactions showed that 6 herbs in GBTL acted on 16 IgAN associated proteins, mainly through the renin-angiotensin system, regulate the leukocyte proliferation and hypoxia, which are responsible for epithelial cell damage and leukocyte infiltration. DAN SHEN and YANG TI GEN have potential power to regulate the triglycerides level via DGAT1 and DGAT2. This demonstrates the basic therapeutic mechanisms of GBTL in treating IgAN. Our study also indicated that GBTL could not cover all IgAN associated biomarkers, such as Syk, a key mediator relevant to IgA1 stimulation. Overall, our study was the first to explore the molecular network of GBTL acting on IgAN, and further studies are called for to develop the formula of GBTL and to enhance its effectiveness on IgAN.
CKD, chronic kidney disease; GBTL, Gubentongluo; IgAN, IgA Nephropathy; TCM, Traditional Chinese medicine
The authors would like to thank all of the colleagues who contributed to this study.
This study was supported by National Natural Science Foundation of China Grant (81173219), Shanghai Science & Technology Commission Grant (14401972203 and 15401930100), the project of Shanghai Municipal Commission of Health and Family Planning (201440488), 3 years of development project for Traditional Chinese Medicine (ZY3-JSFC-2-1029 and ZY3-LCPT-1-1006) and senior Chinese Integrative Medicine talent cultivation project (ZYSNXD012-RC-ZXY003) of Shanghai Municipal Commission of Health and Family Planning, and Innovative Research Team in Universities, Shanghai Municipal Education.
Availability of data and materials
The data and materials of this article are included within the article.
PS, JS and CS: Conceived of the analysis, performed the analysis and drafted the manuscript. XY and LH: supervised the project and assisted in data interpretation and revised manuscript. All authors read and approved the final manuscript.
Peicheng Shen holds a Master’s degree in clinical medicine from Fudan University. Jiaojiao Shen holds a Bachelor’s degree in nursing from Shanghai JiaoTong University. Chuan Sun holds a Master’s degree in clinical medicine from Shanghai University of Traditional Chinese Medicine. Xuejun Yang and Liqun He hold Doctor’s degrees in clinical medicine from Shanghai University of Traditional Chinese Medicine.
The authors declare that they have no competing interests.
Consent for publication
Ethics approval and consent to participate
Ethical approval was obtained from the institutional animal care and use committee, Department of Nephrology, Shuguang Hospital Affiliated to Shanghai University of Traditional Chinese Medicine, Shanghai, P.R.China.
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