桑菊饮与德尔塔病毒——基于网络药理学与分子对接探究桑菊饮治疗德尔塔感染机制
Sangju Yin and Delta Variant—Potential Mechanism of Sangju Yin for the Treating Delta Variant Based on Network Pharmacology and Molecular Docking
DOI: 10.12677/ACM.2023.1351194, PDF,    科研立项经费支持
作者: 孙丽扬, 任胜楠:青岛大学医学院,山东 青岛;于 壮:青岛大学附属医院肿瘤科,山东 青岛;司宏宗:青岛大学生物多糖纤维成形与生态纺织国家重点实验室,山东 青岛;李 锐*:青岛大学附属医院健康管理(体检)中心,山东 青岛
关键词: 新型冠状病毒德尔塔变种桑菊饮网络药理学分子对接COVID-19 Delta Variant Sangju Yin Network Pharmacology Molecular Docking
摘要: 背景:桑菊饮在临床上通常用于治疗感冒、肺炎和其他类似疾病,也在治疗由德尔塔变体引起的新型冠状病毒感染中发挥了重要作用。目的:通过网络药理学和分子对接探索桑菊饮治疗德尔塔变体引起的新型冠状病毒感染的药理学机制。方法:在中药系统药理学数据库和分析平台(TCMSP)获取桑菊饮处方的有效成分和药物相关靶点,从GeneCards数据库获取德尔塔病毒相关靶点,利用CytoScape3.8.2软件和STRING数据库构建成分–靶点网络与蛋白–蛋白作用网络,通过基因本体论和京都基因百科全书呈现基因富集分析结果以及潜在信号通路。基于分子对接证实主要活性成分与病毒靶点存在相互作用。结果:最终收集到169种桑菊饮有效成分和6241个德尔塔病毒相关靶点,通过分析发现蛋白–蛋白作用网络的核心靶点JUN、MAPK3、STAT3和RELA与调节感染和转录通路关系紧密。GO和KEGG分析也揭示了PI3K-Akt、AGE-RAGE、cAMP、趋化因子和转录失调通路也许是桑菊饮治疗德尔塔病毒感染的核心通路。分子对接结果显示,桑菊饮核心活性成分与德尔塔病毒靶点ACE2、SARS-CoV-2 3CL具有良好的结合亲和力。结论:桑菊饮可通过多通路、多靶点控制德尔塔变体侵袭组织并控制细胞因子风暴的形成。
Abstract: Background: Sangju Yin (SJY) is often used to treat colds, pneumonia and other similar diseases in clinical, and also plays a key role in the treatment of severe coronavirus disease 2019 caused by the Delta variant. Objective: This study was purposed to explore the pharmacological mechanism of SJY treating the Delta variant through integrating network pharmacology and molecular docking. Methods: The effective ingredients and related targets of SJY were found in the Traditional Chinese Medicine Systems Pharmacology (TCMSP) Database. The Delta-related targets were discerned from the GeneCards database. Compound-target and protein-protein interaction networks were estab-lished through CystoScape software 3.8.2 and STRING Software. Gene ontology and the Kyoto Ency-clopedia of Genes and Genomes were used to perform the enrichment of genes and potential signal pathways. Molecular docking was used to confirm the main active ingredients that interact with the viral hub targets. Results: 169 active compounds of SJY, and 6241 corresponding targets related to delta were collected. The analysis revealed that hub modules of the PPI network, including JUN, MAPK3, STAT3 and RELA, were closely associated with regulating inflammation and transcription pathways. And GO and KEGG analyses also revealed that PI3K-Akt, AGE-RAGE, cAMP, chemokine and transcriptional misregulation may be a central factor for Sangju Yin to treat COVID- 19. The re-sults of molecular docking showed that core active ingredients have good binding affinities with ACE2 and SARS-CoV-2 3CLpro. Conclusion: Sangju Yin could control the process of Delta variant in-vading tissues and the forming of cytokine storms through multiple channels and multiple targets.
文章引用:孙丽扬, 于壮, 任胜楠, 司宏宗, 李锐. 桑菊饮与德尔塔病毒——基于网络药理学与分子对接探究桑菊饮治疗德尔塔感染机制[J]. 临床医学进展, 2023, 13(5): 8526-8540. https://doi.org/10.12677/ACM.2023.1351194

参考文献

[1] Kang, M., Xin, H., Yuan, J., et al. (2021) Transmission Dynamics and Epidemiological Characteristics of SARS- CoV-2 Delta Variant Infections in Guangdong, China, May to June 2021. Eurosurveilance, 27, Article ID: 2100815. [Google Scholar] [CrossRef
[2] Singh, J., Rahman, S.A., Ehtesham, N.Z., Hira, S. and Hasnain, S.E. (2021) SARS-CoV-2 Variants of Concern Are Emerging in India. Nature Medicine, 27, 1131-1133. [Google Scholar] [CrossRef] [PubMed]
[3] Tian, D., Sun, Y., Zhou, J. and Ye, Q. (2021) The Global Epi-demic of the SARS-CoV-2 Delta Variant, Key Spike Mutations and Immune Escape. Frontiers in Immunology, 12, Arti-cle 751778. [Google Scholar] [CrossRef] [PubMed]
[4] Nunes-Vaz, R. and Macintyre, C.R. (2021) Rapid Reports and Perspectives from the Field: Observations on the Current Outbreak of the SARS-CoV-2 Delta Variant in Sydney. Global Biosecurity, 3. [Google Scholar] [CrossRef
[5] Dhar, M.S., Marwal, R., Vs, R., et al. (2021) Genomic Characterization and Epidemiology of an Emerging SARS-CoV-2 variant in Delhi, India. Science, 374, 995-999. [Google Scholar] [CrossRef] [PubMed]
[6] Yaniv, K., Ozer, E., Shagan, M., et al. (2022) Managing an Evolving Pandemic: Cryptic Circulation of the Delta Variant during the Omicron Rise. Science of the Total Environment, 836, Arti-cle ID: 155599. [Google Scholar] [CrossRef] [PubMed]
[7] Menni, C., Valdes, A.M., Polidori, L., et al. (2022) Symptom Prevalence, Duration, and Risk of Hospital Admission in Individuals Infected with SARS-CoV-2 during Periods of Omicron and Delta Variant Dominance: A Prospective Observational Study From the ZOE COVID Study. The Lancet, 399, 1618-1624. [Google Scholar] [CrossRef
[8] Fiolet, T., Kherabi, Y., Macdonald, C.J., Ghosn, J. and Peiffer-Smadja, N. (2022) Comparing COVID-19 Vaccines for Their Characteristics, Efficacy and Effectiveness against SARS-CoV-2 and Variants of Concern: A Narrative Review. Clinical Microbiology and Infection, 28, 202-221. [Google Scholar] [CrossRef] [PubMed]
[9] Gupta, N., Kaur, H., Yadav, P.D., et al. (2021) Clinical Characteri-zation and Genomic Analysis of Samples from COVID- 19 Breakthrough Infections during the Second Wave among the Various States of India. Viruses, 13, Article No. 1782. [Google Scholar] [CrossRef] [PubMed]
[10] Dougherty, K., Mannell, M., Naqvi, O., Matson, D. and Stone, J. (2021) SARS-CoV-2 B.1.617.2 (Delta) Variant COVID- 19 Outbreak Associated with a Gymnastics Facility—Oklahoma, April-May 2021. Morbidity and Mortality Weekly Report, 70, 1004-1007. [Google Scholar] [CrossRef] [PubMed]
[11] Xu, J. and Zhang, Y. (2020) Traditional Chinese Medicine Treat-ment of COVID-19. Complementary Therapies in Clinical Practice, 39, Article ID: 101165. [Google Scholar] [CrossRef] [PubMed]
[12] Qi, H.-X., Shen, Q.-D., Zhao, H.-Y., Qi, G.-Z. and Gao, L. (2022) Network-Based Analysis Revealed Significant Interactions between Risk Genes of Severe COVID-19 and Host Genes Interacted with SARS-CoV-2 Proteins. Briefings in Bioinformatics, 23, Article No. bbab372. [Google Scholar] [CrossRef] [PubMed]
[13] Zhang, Y.-Q., Mao, X., Guo, Q.-Y., Lin, N. and Li, S. (2016) Network Pharmacology-Based Approaches Capture Essence of Chinese Herbal Medicines. Chinese Herbal Medicines, 8, 107-116. [Google Scholar] [CrossRef
[14] Xu, Z., Shi, L., Wang, Y., et al. (2020) Pathological Findings of COVID-19 Associated with Acute Respiratory Distress Syndrome. The Lancet Respiratory Medicine, 8, 420-422. [Google Scholar] [CrossRef
[15] Chen, N., Zhou, M., Dong, X., et al. (2020) Epidemiological and Clinical Characteristics of 99 Cases of 2019 Novel Coronavirus Pneumonia in Wuhan, China: A Descriptive Study. Lancet, 395, 507-513. [Google Scholar] [CrossRef
[16] Huang, H., Zhang, M., Chen, C., et al. 2020() Clinical Char-acteristics of COVID-19 in Patients with Preexisting ILD: A Retrospective Study in a Single Center in Wuhan, China. Journal of Medical Virology, 92, 2742-1750. [Google Scholar] [CrossRef] [PubMed]
[17] Cheng, L., Wang, F., Zhang, S.B. and You, Q.Y. (2021) Network Phar-macology Integrated Molecular Docking Reveals the Anti-COVID-19 and SARS Mechanism of Fufang Banlangen Keli. Natural Product Communications, 16. [Google Scholar] [CrossRef
[18] Harrison, A.G., Lin, T. and Wang, P. (2020) Mechanisms of SARS-CoV-2 Transmission and Pathogenesis. Trends in Immunology, 41, 1100-1115. [Google Scholar] [CrossRef] [PubMed]
[19] Evans, J.P., Qu, P., Zeng, C., et al. (2022) Neutralization of the SARS-CoV-2 Deltacron and BA.3 Variants. New England Journal of Medicine, 386, 2340-2342. [Google Scholar] [CrossRef
[20] Zhang, H., Penninger, J.M., Li, Y., Zhong, N. and Slutsky, A.S. (2020) Angiotensin-Converting Enzyme 2 (ACE2) as a SARS-CoV-2 Receptor: Molecular Mechanisms and Potential Therapeutic Target. Intensive Care Medicine, 46, 586- 590. [Google Scholar] [CrossRef] [PubMed]
[21] Drayman, N., Demarco, J.K., Jones, K.A., et al. (2021) Masitinib Is a Broad Coronavirus 3CL Inhibitor That Blocks Replication of SARS-CoV-2. Science, 373, 931-936. [Google Scholar] [CrossRef] [PubMed]
[22] Ruan, X., Du, P., Zhao, K., et al. (2020) Mechanism of Dayuanyin in the Treatment of Coronavirus Disease 2019 Based on Network Pharmacology and Molecular Docking. Chinese Medicine, 15, Article No. 62. [Google Scholar] [CrossRef] [PubMed]
[23] Maurya, V.K., Kumar, S., Bhatt, M.L. and Saxena, S.K. (2022) A Antiviral Activity of Traditional Medicinal Plants from Ayurveda against SARS-CoV-2 Infection. Journal of Bio-molecular Structure and Dynamics, 40, 1719-1735. [Google Scholar] [CrossRef] [PubMed]
[24] Sarkar, A., Agarwal, R. and Bandyopadhyay, B. (2022) Molecular Docking Studies of Phytochemicals from Terminalia chebula for Identification of Potential Multi-Target In-hibitors of SARS-CoV-2 Proteins. Journal of Ayurveda and Integrative Medicine, 13, Article ID: 100557. [Google Scholar] [CrossRef] [PubMed]
[25] Furusawa, J.-I., Funakoshi-Tago, M., Mashino, T., et al. (2009) Glycyrrhiza inflata-Derived Chalcones, Licochalcone A, Licochalcone B and Licochalcone D, Inhibit Phosphorylation of NF-κB P65 in LPS Signaling Pathway. International Immunopharmacology, 9, 499-507. [Google Scholar] [CrossRef] [PubMed]
[26] Kar, P., Sharma, N. R., Singh, B., Sen, A. and Roy, A. (2021) Natural Compounds from Clerodendrum Spp. as Possible Therapeutic Candidates against SARS-CoV-2: An in Silico Investigation. Journal of Biomolecular Structure and Dynamics, 39, 4774-4785. [Google Scholar] [CrossRef] [PubMed]
[27] Ping, F., Wang, Y., Shen, X., et al. (2022) Virtual Screening and Molecular Docking to Study the Mechanism of Chinese Medicines in the Treatment of Coronavirus Infection. Medi-cal Science Monitor, 28, e934102. [Google Scholar] [CrossRef
[28] Wang, Y., Yang, R., Yan, F., et al. (2022) Medicarpin Protects Cere-bral Microvascular Endothelial Cells against Oxygen-Glucose Deprivation/Reoxygenation-Induced Injury via the PI3K/Akt/FoxO Pathway: A Study of Network Pharmacology Analysis and Experimental Validation. Neurochemical Research, 47, 347-357. [Google Scholar] [CrossRef] [PubMed]
[29] Zhan, Y., Ta, W., Tang, W., et al. (2021) Potential Antiviral Ac-tivity of Isorhamnetin against SARS-CoV-2 Spike Pseudotyped Virus in Vitro. Drug Development Research, 82, 1124-1130. [Google Scholar] [CrossRef] [PubMed]
[30] Boesch-Saadatmandi, C., Loboda, A., Wagner, A.E., et al. (2011) Effect of Quercetin and Its Metabolites Isorhamnetin and Quercetin-3-Glucuronide on Inflammatory Gene Ex-pression: Role of miR-155. The Journal of Nutritional Biochemistry, 22, 293-299. [Google Scholar] [CrossRef] [PubMed]
[31] Khan, N.M., Haseeb, A., Ansari, M.Y., et al. (2017) Wogonin, a Plant Derived Small Molecule, Exerts Potent Anti-Inflammatory and Chondroprotective Effects Through the Activation of ROS/ERK/Nrf2 Signaling Pathways in Human Osteoarthritis Chondrocytes. Free Radical Biology and Medicine, 106, 288-301. [Google Scholar] [CrossRef] [PubMed]
[32] Yeh, C.-H., Shih, H.-C., Hong, H.-M., et al. (2015) Protective Effect of Wogonin on Proinflammatory Cytokine Generation via Jak1/3-STAT1/3 Pathway in Lipopolysaccha-ride Stimulated BV2 Microglial Cells. Toxicology and Industrial Health, 31, 960-966. [Google Scholar] [CrossRef] [PubMed]
[33] Zhao, L., Sha, Y.-Y., Zhao, Q., et al. (2013) Enhanced 5-Fluorouracil Cytotoxicity in High COX-2 Expressing Hepatocellular Carcinoma Cells by Wogonin via the PI3K/Akt Pathway. Biochemistry and Cell Biology, 91, 221-229. [Google Scholar] [CrossRef] [PubMed]
[34] Wang, H., Zhao, L., Zhu, L.-T., et al. (2014) Wogonin Reverses Hy-poxia Resistance of Human Colon Cancer HCT116 Cells via Downregulation of HIF-1α and Glycolysis, by Inhibiting PI3K/Akt Signaling Pathway. Molecular Carcinogenesis, 53, E107-E118. [Google Scholar] [CrossRef] [PubMed]
[35] Thiyagarajan, P., Chandrasekaran, C.V., Deepak, H.B. and Agarwal, A. (2011) Modulation of Lipopolysaccharide-Induced Pro-Inflammatory Mediators by an Extract of Glycyrrhiza glabra and Its Phytoconstituents. Inflammopharmacology, 19, 235-241. [Google Scholar] [CrossRef] [PubMed]
[36] Liu, W., Zheng, W., Cheng, L., et al. (2022) Citrus Fruits Are Rich in Flavonoids for Immunoregulation and Potential Tar-geting ACE2. Natural Products and Bioprospecting, 12, Article No. 4. [Google Scholar] [CrossRef] [PubMed]
[37] Li, H.-L., Zhou, J.-P. and Deng, J.-M. (2022) Therapeutic Mechanism of Xiaoqinglong Decoction against COVID-19 Based on Network Pharmacology and Molecular Docking Technology. Combinatorial Chemistry & High Throughput Screening, 25, 2264-2277. [Google Scholar] [CrossRef] [PubMed]
[38] Gallo, C.G., Fiorino, S., Posabella, G., et al. (2022) The Function of Specialized Pro-Resolving Endogenous Lipid Mediators, Vitamins, and Other Micronutrients in the Control of the Inflammatory Processes: Possible Role in Patients with SARS-CoV-2 Related Infection. Prostaglandins & Other Lipid Mediators, 159, Article ID: 106619. [Google Scholar] [CrossRef] [PubMed]
[39] Yi, L., Li, Z., Yuan, K., et al. (2004) Small Molecules Blocking the Entry of Severe Acute Respiratory Syndrome Coronavirus into Host Cells. Journal of Virology, 78, 11334-11339. [Google Scholar] [CrossRef
[40] Shahbazi, B., Mafakher, L. and Teimoori-Toolabi, L. (2022) Different Compounds against Angiotensin-Converting Enzyme 2 (ACE2) Receptor Poten-tially Containing the Infectivity of SARS-CoV-2: An in Silico Study. Journal of Molecular Modeling, 28, Article No. 82. [Google Scholar] [CrossRef] [PubMed]
[41] Ren, J., Lu, Y., Qian, Y., et al. (2019) Recent Progress Regard-ing Kaempferol for the Treatment of Various Diseases (Review). Experimental and Therapeutic Medicine, 18, 2759-2776. [Google Scholar] [CrossRef] [PubMed]
[42] Ngwe Tun, M.M., Toume, K., Luvai, E., et al. (2022) The Discovery of Herbal Drugs and Natural Compounds as Inhibitors of SARS-CoV-2 Infection in Vitro. Journal of Natural Medicines, 76, 402-409. [Google Scholar] [CrossRef] [PubMed]
[43] Patel, S.K.S., Lee, J.-K. and Kalia, V.C. (2020) Deploying Bi-omolecules as Anti-COVID-19 Agents. Indian Journal of Microbiology, 60, 263-268. [Google Scholar] [CrossRef] [PubMed]
[44] Goc, A., Niedzwiecki, A., Ivanov, V., Ivanova, S. and Rath, M. (2022) Inhibitory Effects of Specific Combination of Natural Compounds against SARS-CoV-2 and Its Alpha, Beta, Gamma, Delta, Kappa, and Mu Variants. European Journal of Microbiology and Immunology, 11, 87-94. [Google Scholar] [CrossRef] [PubMed]
[45] Huang, K., Zhang, P., Zhang, Z., et al. (2021) Traditional Chinese Medicine (TCM) in the Treatment of COVID-19 and Other Viral Infections: Efficacies and Mechanisms. Pharmacology & Therapeutics, 225, Article ID: 107843. [Google Scholar] [CrossRef] [PubMed]
[46] Liu, Z., Li, X., Gou, C., et al. (2020) Effect of Jinhua Qinggan Granules on Novel Coronavirus Pneumonia in Patients. Journal of Traditional Chinese Medicine, 40, 467-472.
[47] Mermod, N., Williams, T. and Tjian, R. (1988) Enhancer Binding Factors AP-4 and AP-1 Act in Concert to Activate SV40 Late Transcription in Vitro. Nature, 332, 557-561. [Google Scholar] [CrossRef] [PubMed]
[48] Wang, B., Chen, J., Santiago, F.S., et al. (2010) Phosphorylation and Acetylation of Histone H3 and Autoregulation by Early Growth Response 1 Mediate Interleukin 1β Induction of Early Growth Response 1 Transcription. Arteriosclerosis, Thrombosis, and Vascular Biology, 30, 536-545. [Google Scholar] [CrossRef
[49] Wu, J., Han, Y., Zou, X., et al. (2019) Silica Nanoparticles as an Enhancer in the IL-1β-Induced Inflammation Cycle of A549 Cells. Immunopharmacology and Immunotoxicology, 41, 199-206. [Google Scholar] [CrossRef] [PubMed]
[50] Yamamoto, T., Sekine, Y., Kashima, K., et al. (2002) The Nuclear Isoform of Protein-Tyrosine Phosphatase Tc-Ptp Regulates Interleukin-6-Mediated Signaling Pathway through STAT3 Dephosphorylation. Biochemical and Biophysical Research Communications, 297, 811-817. [Google Scholar] [CrossRef
[51] Ma, L., Huang, C., Wang, X.-J., et al. (2017) Lysyl Oxi-dase 3 Is a Dual-Specificity Enzyme Involved in STAT3 Deacetylation and Deacetylimination Modulation. Molecular Cell, 65, 296-309. [Google Scholar] [CrossRef] [PubMed]
[52] Marui, N., Medford, R.M. and Ahmad, M. (2005) Activation of RelA Homodimers by Tumour Necrosis Factor α: A Possible Transcriptional Activator in Human Vascular Endothelial Cells. Biochemical Journal, 390, 317-324. [Google Scholar] [CrossRef