Therapeutic properties of Scutellaria baicalensis in db/db mice evaluated using Connectivity Map and network pharmacology

We have reported that an extract of Scutellaria baicalensis (ESB) has effects against obesity and hypertriglyceridemia in type 2 diabetic animal model (db/db mouse). In the present study, we tried to explain the pharmacological effects of ESB by integrating gene expression information from db/db mouse liver with that of ESB-treated HepG2 hepatocellular carcinoma cells. Using Connectivity Map (cmap) analysis, we found an inverse relationship in the pharmaceutical profiles based on gene expression between db/db mouse liver and ESB-treated HepG2 cells. This inverse relationship between the two data sets was also observed for pathway activities. Functional network analysis showed that biological functions associated with diabetes and lipid metabolism were commonly enriched in both data sets. We also observed a similarity in distribution of cmap enrichment scores between db/db mouse liver and human diabetic liver, whereas there was an inverse pattern of cmap enrichment scores in human diabetic liver compared with ESB-treated HepG2 cells. This relationship might explain the pharmacological activities of ESB against db/db mouse and possible effectiveness of ESB against human diabetes. We expect that our approach using in vitro cell lines could be applied in predicting the pharmacological effectiveness of herbal drugs in in vivo systems.

[1]  P. Brubaker,et al.  Muscarinic receptors control glucagon-like peptide 1 secretion by human endocrine L cells. , 2003, Endocrinology.

[2]  Paul A Clemons,et al.  The Connectivity Map: Using Gene-Expression Signatures to Connect Small Molecules, Genes, and Disease , 2006, Science.

[3]  Hao Liu,et al.  Scutellaria baicalensis Georgi extract protects against alcohol-induced acute liver injury in mice and affects the mechanism of ER stress , 2016, Molecular medicine reports.

[4]  F. Ye,et al.  Anticancer activity of Scutellaria baicalensis and its potential mechanism. , 2002, Journal of alternative and complementary medicine.

[5]  A. Mazurov,et al.  An α7 Nicotinic Acetylcholine Receptor-Selective Agonist Reduces Weight Gain and Metabolic Changes in a Mouse Model of Diabetes , 2010, Journal of Pharmacology and Experimental Therapeutics.

[6]  E. Yilmaz,et al.  Chemical Chaperones Reduce ER Stress and Restore Glucose Homeostasis in a Mouse Model of Type 2 Diabetes , 2006, Science.

[7]  H. L. Ting,et al.  Scutellarin from Scutellaria baicalensis suppresses adipogenesis by upregulating PPARα in 3T3-L1 cells. , 2013, Journal of natural products.

[8]  Ziv Bar-Joseph,et al.  STEM: a tool for the analysis of short time series gene expression data , 2006, BMC Bioinformatics.

[9]  P. Shannon,et al.  Cytoscape: a software environment for integrated models of biomolecular interaction networks. , 2003, Genome research.

[10]  M. Honda,et al.  A liver-derived secretory protein, selenoprotein P, causes insulin resistance. , 2010, Cell metabolism.

[11]  P. Park,et al.  Thyroid hormone-related regulation of gene expression in human fatty liver. , 2009, The Journal of clinical endocrinology and metabolism.

[12]  A. Ciccarone,et al.  Inhibition of endosomal acidification in normal cells mimics the derangements of cellular insulin and insulin-receptor metabolism observed in non-insulin-dependent diabetes mellitus. , 1997, Metabolism: clinical and experimental.

[13]  J. Wess,et al.  Role of the M3 muscarinic acetylcholine receptor in β‐cell function and glucose homeostasis , 2007, Diabetes, obesity & metabolism.

[14]  F. Lu,et al.  Different Effects of Baicalein, Baicalin and Wogonin on Mitochondrial Function, Glutathione Content and Cell Cycle Progression in Human Hepatoma Cell Lines , 2002, Planta medica.

[15]  Chong-Zhi Wang,et al.  Selective fraction of Scutellaria baicalensis and its chemopreventive effects on MCF-7 human breast cancer cells. , 2010, Phytomedicine : international journal of phytotherapy and phytopharmacology.

[16]  Tiffani J. Bright,et al.  PubMatrix: a tool for multiplex literature mining , 2003, BMC Bioinformatics.

[17]  R. Tibshirani,et al.  Significance analysis of microarrays applied to the ionizing radiation response , 2001, Proceedings of the National Academy of Sciences of the United States of America.

[18]  Olga Szczodry,et al.  Modelling Alzheimer-like cognitive deficits in rats using biperiden as putative cognition impairer , 2014, Behavioural Brain Research.

[19]  G. Tomaselli,et al.  Reciprocal regulation of metabolic and signaling pathways , 2010, BMC Genomics.

[20]  J V Castell,et al.  Cell lines: a tool for in vitro drug metabolism studies. , 2008, Current drug metabolism.

[21]  Xiang Li,et al.  Dissecting active ingredients of Chinese medicine by content-weighted ingredient-target network. , 2014, Molecular bioSystems.

[22]  Yongjun Li,et al.  Rho kinase inhibitors: potential treatments for diabetes and diabetic complications. , 2012, Current pharmaceutical design.

[23]  H. Shin,et al.  Preventive effects of skullcap (Scutellaria baicalensis) extract in a mouse model of food allergy. , 2014, Journal of ethnopharmacology.

[24]  F. Ye,et al.  Quality Evaluation of Commercial Extracts of Scutellaria baicalensis , 2004, Nutrition and cancer.

[25]  J. Dilger,et al.  The local anaesthetics proadifen and adiphenine inhibit nicotinic receptors by different molecular mechanisms , 2009, British journal of pharmacology.

[26]  A. Rahigude,et al.  Participation of antioxidant and cholinergic system in protective effect of naringenin against type-2 diabetes-induced memory dysfunction in rats , 2012, Neuroscience.

[27]  L. Stein,et al.  A human functional protein interaction network and its application to cancer data analysis , 2010, Genome Biology.

[28]  Wei Liu,et al.  A Network Pharmacology Study of Chinese Medicine QiShenYiQi to Reveal Its Underlying Multi-Compound, Multi-Target, Multi-Pathway Mode of Action , 2014, PloS one.

[29]  Zhi-xiang Shen,et al.  Dissection of mechanisms of Chinese medicinal formula Realgar-Indigo naturalis as an effective treatment for promyelocytic leukemia , 2008, Proceedings of the National Academy of Sciences.

[30]  Jae Yong Ryu,et al.  A systems approach to traditional oriental medicine , 2015, Nature Biotechnology.

[31]  N. Turner,et al.  Type 2 diabetes impairs venous, but not arterial smooth muscle cell function: possible role of differential RhoA activity. , 2014, Cardiovascular revascularization medicine : including molecular interventions.

[32]  Xun Xu,et al.  Involvement of RhoA/ROCK1 signaling pathway in hyperglycemia-induced microvascular endothelial dysfunction in diabetic retinopathy. , 2014, International journal of clinical and experimental pathology.

[33]  G. Vassort,et al.  ß-Blocker Timolol Prevents Arrhythmogenic Ca2+ Release and Normalizes Ca2+ and Zn2+ Dyshomeostasis in Hyperglycemic Rat Heart , 2013, PloS one.

[34]  K. Park,et al.  Korean Scutellaria baicalensis Georgi methanol extracts inhibits metastasis via the Forkhead Box M1 activity in hepatocellular carcinoma cells. , 2014, Journal of ethnopharmacology.

[35]  J. Levy,et al.  Printed in U.S.A. Copyright © 2001 by The Endocrine Society The Effects of Insulin, Glucose, and Pyruvate on the Kinetics of Leptin Secretion , 2022 .

[36]  Bu-Yeo Kim,et al.  Extracts of Scutellaria baicalensis Reduced Body Weight and Blood Triglyceride in db/db Mice , 2013, Phytotherapy research : PTR.

[37]  Ying Li,et al.  Rac1 Is Required for Cardiomyocyte Apoptosis During Hyperglycemia , 2009, Diabetes.

[38]  Bu-Yeo Kim,et al.  Helveticoside is a biologically active component of the seed extract of Descurainia sophia and induces reciprocal gene regulation in A549 human lung cancer cells , 2015, BMC Genomics.

[39]  K. Wellen,et al.  A two-way street: reciprocal regulation of metabolism and signalling , 2012, Nature Reviews Molecular Cell Biology.

[40]  P. Schwartz,et al.  Nadolol Block of Nav1.5 Does Not Explain Its Efficacy in the Long QT Syndrome , 2012, Journal of cardiovascular pharmacology.

[41]  Terence P. Speed,et al.  A comparison of normalization methods for high density oligonucleotide array data based on variance and bias , 2003, Bioinform..

[42]  Pablo Tamayo,et al.  Gene set enrichment analysis: A knowledge-based approach for interpreting genome-wide expression profiles , 2005, Proceedings of the National Academy of Sciences of the United States of America.

[43]  B. Jiang,et al.  The Effect of Scutellaria Baicalensis on the Signaling Network in Hepatocellular Carcinoma Cells , 2009, Nutrition and cancer.

[44]  S. Moon,et al.  Scutellaria baicalensis in stroke management: Nature’s blessing in traditional Eastern medicine , 2014, Chinese Journal of Integrative Medicine.

[45]  David Y. Zhang,et al.  Molecular Mechanism of Anti-Prostate Cancer Activity of Scutellaria Baicalensis Extract , 2007, Nutrition and cancer.

[46]  A. Gupte,et al.  Activation of the Cbl insulin signaling pathway in cardiac muscle; dysregulation in obesity and diabetes. , 2006, Biochemical and biophysical research communications.

[47]  Bu-Yeo Kim,et al.  Biphasic Functional Regulation in Hippocampus of Rat with Chronic Cerebral Hypoperfusion Induced by Permanent Occlusion of Bilateral Common Carotid Artery , 2013, PloS one.

[48]  Kuo-Wei Tseng,et al.  Baicalein, a Component of Scutellaria baicalensis, Attenuates Kidney Injury Induced by Myocardial Ischemia and Reperfusion , 2015, Planta Medica.

[49]  F. Lu,et al.  Effect of baicalein on apoptosis of the human Hep G2 cell line was induced by mitochondrial dysfunction. , 2002, Planta medica.

[50]  Brad T. Sherman,et al.  DAVID: Database for Annotation, Visualization, and Integrated Discovery , 2003, Genome Biology.

[51]  Bu-Yeo Kim,et al.  Gene Expression Profile of the A549 Human Non-Small Cell Lung Carcinoma Cell Line following Treatment with the Seeds of Descurainia sophia, a Potential Anticancer Drug , 2013, Evidence-based complementary and alternative medicine : eCAM.

[52]  T. Ørntoft,et al.  STAT1 Is a Master Regulator of Pancreatic β-Cell Apoptosis and Islet Inflammation* , 2010, The Journal of Biological Chemistry.

[53]  C. Sugita,et al.  Naringenin suppresses macrophage infiltration into adipose tissue in an early phase of high-fat diet-induced obesity. , 2014, Biochemical and biophysical research communications.

[54]  Li-Chun Lin,et al.  Scutellaria baicalensis Alleviates Cantharidin-Induced Rat Hemorrhagic Cystitis through Inhibition of Cyclooxygenase-2 Overexpression , 2012, Molecules.

[55]  L. Nagy,et al.  Decreased insulin-dependent glucose transport by chronic ethanol feeding is associated with dysregulation of the Cbl/TC10 pathway in rat adipocytes. , 2005, American journal of physiology. Endocrinology and metabolism.

[56]  Imhoi Koo,et al.  Comparison of pathways associated with hepatitis B- and C-infected hepatocellular carcinoma using pathway-based class discrimination method. , 2012, Genomics.

[57]  D. Bernlohr,et al.  Inflammation and ER stress regulate branched-chain amino acid uptake and metabolism in adipocytes. , 2015, Molecular endocrinology.

[58]  Xun Xu,et al.  RhoA/mDia-1/profilin-1 signaling targets microvascular endothelial dysfunction in diabetic retinopathy , 2015, Graefe's Archive for Clinical and Experimental Ophthalmology.

[59]  Gary D Bader,et al.  Enrichment Map: A Network-Based Method for Gene-Set Enrichment Visualization and Interpretation , 2010, PloS one.