Cardiovascular Disease Chemogenomics Knowledgebase-guided Target Identification and Drug Synergy Mechanism Study of an Herbal Formula

Combination therapy is a popular treatment for various diseases in the clinic. Among the successful cases, Traditional Chinese Medicinal (TCM) formulae can achieve synergistic effects in therapeutics and antagonistic effects in toxicity. However, characterizing the underlying molecular synergisms for the combination of drugs remains a challenging task due to high experimental expenses and complication of multicomponent herbal medicines. To understand the rationale of combination therapy, we investigated Sini Decoction, a well-known TCM consisting of three herbs, as a model. We applied our established diseases-specific chemogenomics databases and our systems pharmacology approach TargetHunter to explore synergistic mechanisms of Sini Decoction in the treatment of cardiovascular diseases. (1) We constructed a cardiovascular diseases-specific chemogenomics database, including drugs, target proteins, chemicals, and associated pathways. (2) Using our implemented chemoinformatics tools, we mapped out the interaction networks between active ingredients of Sini Decoction and their targets. (3) We also in silico predicted and experimentally confirmed that the side effects can be alleviated by the combination of the components. Overall, our results demonstrated that our cardiovascular disease-specific database was successfully applied for systems pharmacology analysis of a complicated herbal formula in predicting molecular synergetic mechanisms, and led to better understanding of a combinational therapy.

[1]  Chun-Tao Che,et al.  Herb-Herb Combination for Therapeutic Enhancement and Advancement: Theory, Practice and Future Perspectives , 2013, Molecules.

[2]  Zhanying Hong,et al.  Investigation of the therapeutic effectiveness of active components in Sini decoction by a comprehensive GC/LC-MS based metabolomics and network pharmacology approaches. , 2014, Molecular bioSystems.

[3]  Xiang-Qun Xie,et al.  3D structural model of the G‐protein‐coupled cannabinoid CB2 receptor , 2003, Proteins.

[4]  Yu-chian Chen Beware of docking! , 2015, Trends in pharmacological sciences.

[5]  Xiang-Qun Xie,et al.  Chemogenomics knowledgebased polypharmacology analyses of drug abuse related G-protein coupled receptors and their ligands , 2013, Front. Pharmacol..

[6]  R. Hajjar,et al.  A new model of congestive heart failure in rats. , 2011, American journal of physiology. Heart and circulatory physiology.

[7]  G. Wallukat,et al.  The β-Adrenergic Receptors , 2002, Herz.

[8]  J. Deisenhofer,et al.  Structural Mechanism for Statin Inhibition of HMG-CoA Reductase , 2001, Science.

[9]  Yonghua Wang,et al.  Deciphering the combination principles of Traditional Chinese Medicine from a systems pharmacology perspective based on Ma-huang Decoction. , 2013, Journal of ethnopharmacology.

[10]  T. Hankemeier,et al.  Alkaloid profiling of the Chinese herbal medicine Fuzi by combination of matrix-assisted laser desorption ionization mass spectrometry with liquid chromatography-mass spectrometry. , 2009, Journal of chromatography. A.

[11]  Peter Ertl,et al.  JSME: a free molecule editor in JavaScript , 2013, Journal of Cheminformatics.

[12]  Z. Lou,et al.  Detection and identification of diterpenoid alkaloids, isoflavonoids and saponins in Qifu decoction and rat plasma by liquid chromatography-time-of-flight mass spectrometry. , 2012, Biomedical chromatography : BMC.

[13]  Yang Zhang,et al.  The effects of modified sini decoction on liver injury and regeneration in acute liver failure induced by D-galactosamine in rats. , 2015, Journal of ethnopharmacology.

[14]  Jens-Uwe Peters,et al.  Polypharmacology in Drug Discovery: Peters/Polypharmacology , 2012 .

[15]  Y. Sugiura,et al.  Sinitang (Shigyaku-to), a traditional Chinese medicine improves microcirculatory disturbances induced by endotoxin in rats. , 1999, Journal of ethnopharmacology.

[16]  Bryan L. Roth,et al.  Salvinorin A: A potent naturally occurring nonnitrogenous κ opioid selective agonist , 2002, Proceedings of the National Academy of Sciences of the United States of America.

[17]  Z. Lou,et al.  Characterization of constituents in Sini decoction and rat plasma by high-performance liquid chromatography with diode array detection coupled to time-of-flight mass spectrometry. , 2011, Biomedical chromatography : BMC.

[18]  Z. Lou,et al.  Analysis of phenolic and triterpenoid compounds in licorice and rat plasma by high-performance liquid chromatography diode-array detection, time-of-flight mass spectrometry and quadrupole ion trap mass spectrometry. , 2010, Rapid communications in mass spectrometry : RCM.

[19]  Yifeng Chai,et al.  Absorption and metabolism of three monoester-diterpenoid alkaloids in Aconitum carmichaeli after oral administration to rats by HPLC-MS. , 2014, Journal of ethnopharmacology.

[20]  Guanwei Fan,et al.  Liquorice, a unique "guide drug" of traditional Chinese medicine: a review of its role in drug interactions. , 2013, Journal of ethnopharmacology.

[21]  R. Natesh,et al.  Crystal structure of the human angiotensin-converting enzyme–lisinopril complex , 2003, Nature.

[22]  Z. Lou,et al.  Screening and analysis of aconitum alkaloids and their metabolites in rat urine after oral administration of aconite roots extract using LC-TOFMS-based metabolomics. , 2011, Biomedical chromatography : BMC.

[23]  D. Atlas,et al.  The Metabotropic Glutamate Receptors , 1994, The Receptors.

[24]  W. Mello Beyond the Circulating Renin–Angiotensin Aldosterone System , 2014, Front. Endocrinol..

[25]  A. Wertheimer The economics of polypharmacology: fixed dose combinations and drug cocktails. , 2013, Current medicinal chemistry.

[26]  Guoqing Zhang,et al.  Comparative Pharmacokinetics of Hypaconitine after Oral Administration of Pure Hypaconitine, Aconitum carmichaelii Extract and Sini Decoction to Rats , 2015, Molecules.

[27]  Z. Lou,et al.  Metabonomic Profiles Delineate the Effect of Traditional Chinese Medicine Sini Decoction on Myocardial Infarction in Rats , 2012, PloS one.

[28]  Ming Zhu,et al.  Aconitum in traditional Chinese medicine: a valuable drug or an unpredictable risk? , 2009, Journal of ethnopharmacology.

[29]  M. Fischer,et al.  Surface plasmon resonance : methods and protocols , 2010 .

[30]  David Canner Proteopedia entry: HMG‐CoA reductase , 2011, Biochemistry and molecular biology education : a bimonthly publication of the International Union of Biochemistry and Molecular Biology.

[31]  Wei Wang,et al.  Qishenyiqi Protects Ligation-Induced Left Ventricular Remodeling by Attenuating Inflammation and Fibrosis via STAT3 and NF-κB Signaling Pathway , 2014, PloS one.

[32]  Pál Pacher,et al.  Measurement of cardiac function using pressure–volume conductance catheter technique in mice and rats , 2008, Nature Protocols.

[33]  T. Y. Chan Aconite poisoning presenting as hypotension and bradycardia , 2009, Human & experimental toxicology.

[34]  Ewgenij Proschak In silico polypharmacology: retrospective recognition vs. rational design , 2014, Journal of Cheminformatics.

[35]  Conrad Plake,et al.  Computational polypharmacology with text mining and ontologies. , 2011, Current pharmaceutical biotechnology.

[36]  Wei Liu,et al.  A Network Study of Chinese Medicine Xuesaitong Injection to Elucidate a Complex Mode of Action with Multicompound, Multitarget, and Multipathway , 2013, Evidence-based complementary and alternative medicine : eCAM.

[37]  Yiling Wu,et al.  Polysaccharide from Fuzi (FPS) Prevents Hypercholesterolemia in Rats , 2010, Lipids in Health and Disease.

[38]  C. Lang,et al.  Renin–Angiotensin–Aldosterone System Inhibitors in Heart Failure , 2013, Clinical pharmacology and therapeutics.

[39]  Haibin Liu,et al.  AlzPlatform: An Alzheimer’s Disease Domain-Specific Chemogenomics Knowledgebase for Polypharmacology and Target Identification Research , 2014, J. Chem. Inf. Model..

[40]  Chao Ma,et al.  Ligand Classifier of Adaptively Boosting Ensemble Decision Stumps (LiCABEDS) and Its Application on Modeling Ligand Functionality for 5HT-Subtype GPCR Families , 2011, J. Chem. Inf. Model..

[41]  Chao Ma,et al.  GPU Accelerated Chemical Similarity Calculation for Compound Library Comparison , 2011, J. Chem. Inf. Model..

[42]  Weimin He,et al.  Muscle-specific Pparg deletion causes insulin resistance , 2003, Nature Medicine.

[43]  Herbert Y. Lin,et al.  Repulsive Guidance Molecule (RGM) Family Proteins Exhibit Differential Binding Kinetics for Bone Morphogenetic Proteins (BMPs) , 2012, PloS one.

[44]  H. Hikino,et al.  Cardioactive principle of aconitum carmichaeli roots. , 1979, Planta medica.

[45]  Peng Yang,et al.  Structural Insight into Tetrameric hTRPV1 from Homology Modeling, Molecular Docking, Molecular Dynamics Simulation, Virtual Screening, and Bioassay Validations , 2015, J. Chem. Inf. Model..

[46]  Jens-Uwe Peters,et al.  Polypharmacology in drug discovery , 2012 .

[47]  Z. Lou,et al.  Hydrophilic interaction and reversed-phase ultraperformance liquid chromatography TOF-MS for serum metabonomic analysis of myocardial infarction in rats and its applications. , 2012, Molecular bioSystems.

[48]  Peibo Li,et al.  Network pharmacology analyses of the antithrombotic pharmacological mechanism of Fufang Xueshuantong Capsule with experimental support using disseminated intravascular coagulation rats. , 2014, Journal of ethnopharmacology.

[49]  Matthew W. Johnson,et al.  Dose-related effects of salvinorin A in humans: dissociative, hallucinogenic, and memory effects , 2013, Psychopharmacology.

[50]  Kurre Purna Nagasree,et al.  AUDocker LE: A GUI for virtual screening with AUTODOCK Vina , 2011, BMC Research Notes.

[51]  Christopher G. Tate,et al.  The structural basis for agonist and partial agonist action on a β1-adrenergic receptor , 2010, Nature.

[52]  Bao-Chang Cai,et al.  The effects of Rhizoma Zingiberis on pharmacokinetics of six Aconitum alkaloids in herb couple of Radix Aconiti Lateralis-Rhizoma Zingiberis. , 2013, Journal of ethnopharmacology.

[53]  B. Katzung,et al.  Antiarrhythmic agents: the modulated receptor mechanism of action of sodium and calcium channel-blocking drugs. , 1984, Annual review of pharmacology and toxicology.

[54]  John P. Overington,et al.  ChEMBL: a large-scale bioactivity database for drug discovery , 2011, Nucleic Acids Res..

[55]  J. Bajorath,et al.  Polypharmacology: challenges and opportunities in drug discovery. , 2014, Journal of medicinal chemistry.

[56]  David S. Wishart,et al.  DrugBank: a knowledgebase for drugs, drug actions and drug targets , 2007, Nucleic Acids Res..

[57]  Lirong Wang,et al.  TargetHunter: An In Silico Target Identification Tool for Predicting Therapeutic Potential of Small Organic Molecules Based on Chemogenomic Database , 2013, The AAPS Journal.

[58]  Josiah Poon,et al.  Data Analytics for Traditional Chinese Medicine Research , 2014, Springer International Publishing.

[59]  Xiang-Qun Xie,et al.  Compound acquisition and prioritization algorithm for constructing structurally diverse compound libraries. , 2011, ACS combinatorial science.

[60]  Weiping Yuan,et al.  Small-molecule inhibitors targeting INK4 protein p18INK4C enhance ex vivo expansion of haematopoietic stem cells , 2015, Nature Communications.

[61]  Seung-Hyung Kim,et al.  Erratum to “Antiasthmatic Effects of Herbal Complex MA and Its Fermented Product MA128” , 2014, Evidence-based Complementary and Alternative Medicine : eCAM.

[62]  Shao Li,et al.  Traditional Chinese medicine network pharmacology: theory, methodology and application. , 2013, Chinese journal of natural medicines.

[63]  Paul Dubois,et al.  MySQL: The Definitive Guide to Using, Programming , and Administering MySQL 4, 2nd Edition , 2003 .

[64]  Shao Li,et al.  Network Pharmacology in Traditional Chinese Medicine , 2014, Evidence-based complementary and alternative medicine : eCAM.

[65]  M. Henein,et al.  Echocardiography in the assessment of right heart function. , 2007, European journal of echocardiography : the journal of the Working Group on Echocardiography of the European Society of Cardiology.

[66]  Indra Neil Sarkar,et al.  Bioinformatics opportunities for identification and study of medicinal plants , 2013, Briefings Bioinform..