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Zhang Y, Li R, Chen X, Li Y, Zhang Q, Yang L, Wang L, Sun Y, Mao F, Zhuo CJ. Clozapine Induces Agranulocytosis via Inflammatory and Hematopoietic Cytokine Induction of the JAK-STAT Signaling Pathway: Evidence From Network Pharmacology and Molecular Docking. CNS Neurosci Ther 2025; 31:e70206. [PMID: 39776289 PMCID: PMC11707432 DOI: 10.1111/cns.70206] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/12/2024] [Revised: 11/09/2024] [Accepted: 12/01/2024] [Indexed: 01/11/2025] Open
Abstract
BACKGROUND Clozapine exhibits significant therapeutic efficacy in schizophrenia, especially treatment-resistant schizophrenia. However, clozapine can cause agranulocytosis, a fatal adverse effect, and the aim of this study is to explore this mechanism based on network pharmacology and molecular docking. METHOD Six and two databases were used to identify targets associated with clozapine and agranulocytosis, respectively. The bioinformatics online platform was used to identify overlaps between the drug and disease targets. The protein-protein interaction (PPI) network was characterized using Cystoscope 3.10.1 and STRING. Kyoto Encyclopedia of Genes and Genomes (KEGG) and Gene Ontology (GO) were analyzed using the DAVID online platform. A drug-target-pathway-disease network was constructed utilizing Cystoscope 3.10.1. The Auto Dock Vina and PyMOL software were used to verify the molecular docking of clozapine and core targets. RESULTS The analysis revealed 188 overlapping targets. The PPI and KEGG enrichment pathway analyses demonstrated that clozapine induces agranulocytosis by modulating the hematopoietic cell lineage and JAK-STAT signaling pathways via interleukin-3 (IL3), IL6, IL2 receptor subunit alpha (IL2RA), and granulocyte colony-stimulating factor. Binding energies between clozapine and core targets were favorable (< -7.0 kcal/mol). CONCLUSION Clozapine-induced agranulocytosis may be linked to the JAK-STAT inflammatory signaling pathway through inflammatory and hematopoietic-related cytokines. Our findings enhance our comprehension of the potential mechanisms underlying clozapine-induced agranulocytosis.
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Affiliation(s)
- Ying Zhang
- Computational Biology Center, Tianjin Anding HospitalNankai University Affiliated Tianjin Anding Hospital, Tianjin Mental Health Center of Tianjin Medical UniversityTianjinChina
- Department of Psychiatry and Psychology, School of Basic Medical SciencesTianjin Medical UniversityTianjinChina
- Laboratory of Psychiatric‐Neuroimaging‐Genetic and Co‐Morbidity (PGNP_Lab)Nankai University Affiliated Tianjin Anding Hospital, Tianjin Mental Health Center of Tianjin Medical UniversityTianjinChina
| | - Ranli Li
- Computational Biology Center, Tianjin Anding HospitalNankai University Affiliated Tianjin Anding Hospital, Tianjin Mental Health Center of Tianjin Medical UniversityTianjinChina
- Laboratory of Psychiatric‐Neuroimaging‐Genetic and Co‐Morbidity (PGNP_Lab)Nankai University Affiliated Tianjin Anding Hospital, Tianjin Mental Health Center of Tianjin Medical UniversityTianjinChina
| | - Ximing Chen
- Computational Biology Center, Tianjin Anding HospitalNankai University Affiliated Tianjin Anding Hospital, Tianjin Mental Health Center of Tianjin Medical UniversityTianjinChina
- Laboratory of Psychiatric‐Neuroimaging‐Genetic and Co‐Morbidity (PGNP_Lab)Nankai University Affiliated Tianjin Anding Hospital, Tianjin Mental Health Center of Tianjin Medical UniversityTianjinChina
| | - Yachen Li
- Computational Biology Center, Tianjin Anding HospitalNankai University Affiliated Tianjin Anding Hospital, Tianjin Mental Health Center of Tianjin Medical UniversityTianjinChina
- Laboratory of Psychiatric‐Neuroimaging‐Genetic and Co‐Morbidity (PGNP_Lab)Nankai University Affiliated Tianjin Anding Hospital, Tianjin Mental Health Center of Tianjin Medical UniversityTianjinChina
| | - Qiuyu Zhang
- Computational Biology Center, Tianjin Anding HospitalNankai University Affiliated Tianjin Anding Hospital, Tianjin Mental Health Center of Tianjin Medical UniversityTianjinChina
- Laboratory of Psychiatric‐Neuroimaging‐Genetic and Co‐Morbidity (PGNP_Lab)Nankai University Affiliated Tianjin Anding Hospital, Tianjin Mental Health Center of Tianjin Medical UniversityTianjinChina
| | - Lei Yang
- Computational Biology Center, Tianjin Anding HospitalNankai University Affiliated Tianjin Anding Hospital, Tianjin Mental Health Center of Tianjin Medical UniversityTianjinChina
- Laboratory of Psychiatric‐Neuroimaging‐Genetic and Co‐Morbidity (PGNP_Lab)Nankai University Affiliated Tianjin Anding Hospital, Tianjin Mental Health Center of Tianjin Medical UniversityTianjinChina
| | - Lina Wang
- Computational Biology Center, Tianjin Anding HospitalNankai University Affiliated Tianjin Anding Hospital, Tianjin Mental Health Center of Tianjin Medical UniversityTianjinChina
- Laboratory of Psychiatric‐Neuroimaging‐Genetic and Co‐Morbidity (PGNP_Lab)Nankai University Affiliated Tianjin Anding Hospital, Tianjin Mental Health Center of Tianjin Medical UniversityTianjinChina
| | - Yun Sun
- Computational Biology Center, Tianjin Anding HospitalNankai University Affiliated Tianjin Anding Hospital, Tianjin Mental Health Center of Tianjin Medical UniversityTianjinChina
- Laboratory of Psychiatric‐Neuroimaging‐Genetic and Co‐Morbidity (PGNP_Lab)Nankai University Affiliated Tianjin Anding Hospital, Tianjin Mental Health Center of Tianjin Medical UniversityTianjinChina
| | - Fuqiang Mao
- Computational Biology Center, Tianjin Anding HospitalNankai University Affiliated Tianjin Anding Hospital, Tianjin Mental Health Center of Tianjin Medical UniversityTianjinChina
- Department of Psychiatry and Psychology, School of Basic Medical SciencesTianjin Medical UniversityTianjinChina
| | - Chuan Jun Zhuo
- Computational Biology Center, Tianjin Anding HospitalNankai University Affiliated Tianjin Anding Hospital, Tianjin Mental Health Center of Tianjin Medical UniversityTianjinChina
- Laboratory of Psychiatric‐Neuroimaging‐Genetic and Co‐Morbidity (PGNP_Lab)Nankai University Affiliated Tianjin Anding Hospital, Tianjin Mental Health Center of Tianjin Medical UniversityTianjinChina
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Di X, Wan M, Bai YN, Lu F, Zhao M, Zhang Z, Li Y. Exploring the mechanism of Icariin in the treatment of depression through BDNF-TrkB pathway based on network pharmacology. NAUNYN-SCHMIEDEBERG'S ARCHIVES OF PHARMACOLOGY 2024; 397:463-478. [PMID: 37470804 DOI: 10.1007/s00210-023-02615-1] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/23/2023] [Accepted: 07/07/2023] [Indexed: 07/21/2023]
Abstract
Depression has increasingly become a disease that seriously harms people's mental health around the world. Icariin is the main active component of Epimedii Herba and effective on protecting the central nervous system. The purpose of this study was to explore the mechanism of icariin against depression based on network pharmacology and molecular docking. The potential targets related to icariin and depression were obtained by accessing network databases. The Metascape database was used for the enrichment analysis of GO function and KEGG pathways. A common target-pathway network was constructed using Cytoscape 3.9.0 software. Schrödinger Maestro 12.8 was adopted to evaluate the binding ability of icariin to core targets. Mice were induced by the chronic unpredictable mild stress (CUMS) model, and the prediction results of this study were verified by in vivo experiments. A total of 109 and 3294 targets were identified in icariin and depression, respectively. The common target-pathway network was constructed, and 7 core target genes were obtained. The molecular docking results of the 7 core target genes with icariin showed good affinity. In a CUMS-induced depression model, we found that icariin could effectively improve depression-like behavior of mice, increase the expression of monoamine neurotransmitters 5-hydroxytryptamine, dopamine, and norepinephrine, decrease the secretion of inflammatory factors tumor necrosis factor-α, interleukin-6, and interleukin-1β, and upregulate the relative expression levels of BDNF, p-TrkB/TrkB, p-Akt/Akt, p-CREB/CREB, MAPK3, MAPK1, Bcl-2, EGFR, and mTOR. The results suggest that icariin has certain antidepressant effects, and may be mediated by the BDNF-TrkB signaling pathway. It provides new ideas for the treatment of depression in the future.
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Affiliation(s)
- Xiaoke Di
- School of Pharmacy, North China University of Science and Technology, Tangshan, 063210, Hebei Province, China
| | - Meiyu Wan
- School of Pharmacy, North China University of Science and Technology, Tangshan, 063210, Hebei Province, China
| | - Ya-Nan Bai
- School of Pharmacy, North China University of Science and Technology, Tangshan, 063210, Hebei Province, China
| | - Fengjuan Lu
- School of Pharmacy, North China University of Science and Technology, Tangshan, 063210, Hebei Province, China
| | - Minghui Zhao
- School of Pharmacy, North China University of Science and Technology, Tangshan, 063210, Hebei Province, China
| | - Zhifei Zhang
- School of Pharmacy, North China University of Science and Technology, Tangshan, 063210, Hebei Province, China
| | - Yang Li
- School of Pharmacy, North China University of Science and Technology, Tangshan, 063210, Hebei Province, China.
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Talevi A. Computer-Aided Drug Discovery and Design: Recent Advances and Future Prospects. Methods Mol Biol 2024; 2714:1-20. [PMID: 37676590 DOI: 10.1007/978-1-0716-3441-7_1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/08/2023]
Abstract
Computer-aided drug discovery and design involve the use of information technologies to identify and develop, on a rational ground, chemical compounds that align a set of desired physicochemical and biological properties. In its most common form, it involves the identification and/or modification of an active scaffold (or the combination of known active scaffolds), although de novo drug design from scratch is also possible. Traditionally, the drug discovery and design processes have focused on the molecular determinants of the interactions between drug candidates and their known or intended pharmacological target(s). Nevertheless, in modern times, drug discovery and design are conceived as a particularly complex multiparameter optimization task, due to the complicated, often conflicting, property requirements.This chapter provides an updated overview of in silico approaches for identifying active scaffolds and guiding the subsequent optimization process. Recent groundbreaking advances in the field have also analyzed the integration of state-of-the-art machine learning approaches in every step of the drug discovery process (from prediction of target structure to customized molecular docking scoring functions), integration of multilevel omics data, and the use of a diversity of computational approaches to assist target validation and assess plausible binding pockets.
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Affiliation(s)
- Alan Talevi
- Laboratory of Bioactive Compound Research and Development (LIDeB), Faculty of Exact Sciences, National University of La Plata (UNLP), La Plata, Argentina.
- Argentinean National Council of Scientific and Technical Research (CONICET), La Plata, Argentina.
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Halayal RY, Bagewadi ZK, Maliger RB, Al Jadidi S, Deshpande SH. Network pharmacology based anti-diabetic attributes of bioactive compounds from Ocimum gratissimum L . through computational approach. Saudi J Biol Sci 2023; 30:103766. [PMID: 37588570 PMCID: PMC10425415 DOI: 10.1016/j.sjbs.2023.103766] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2023] [Revised: 07/26/2023] [Accepted: 07/29/2023] [Indexed: 08/18/2023] Open
Abstract
The present research was framed to determine the key compounds present in the plant Ocimum gratissimum L. targeting protein molecules of Diabetes Mellitus (DM) by employing In-silico approaches. Phytochemicals previously reported to be present in this herb were collated through literature survey and public phytochemical databases, and their probable targets were anticipated using BindingDB (p ≥ 0.7). STRING and KEGG pathway databases were employed for pathway enrichment analysis. Homology modelling was executed to elucidate the structures of therapeutic targets. Further, Phytocompounds from O. gratissimum were subjected for docking with four therapeutic targets of DM by using AutoDock vina through POAP pipeline implementation. 30 compounds were predicted to target 136 protein molecules including aldose reductase, DPP4, alpha-amylase, and alpha-glucosidase. Neuroactive ligand-receptor interaction, MAPK, PI3K-Akt, starch and insulin resistance were predicted to have potentially modulation by phytocompounds. Based on the phytocompound's binding score with the four targets of DM, Rutin scored the lowest binding energy (-11 kcal/mol) with Aldose reductase by forming 17 intermolecular interactions. In conclusion, based on the network and binding score, phytocompounds from O. gratissimum have a synergistic and considerable effect in the management of DM via multi-compound, multi-target, and multi-pathway mechanisms.
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Affiliation(s)
- Rekha Y. Halayal
- Department of Biotechnology, KLE Technological University, Hubballi, Karnataka 580031, India
| | - Zabin K. Bagewadi
- Department of Biotechnology, KLE Technological University, Hubballi, Karnataka 580031, India
| | - Raju B. Maliger
- Department of Mechanical and Industrial Engineering (MIE), University of Technology & Applied Sciences, Muscat, Oman
| | - Salim Al Jadidi
- Department of Mechanical and Industrial Engineering (MIE), University of Technology & Applied Sciences, Muscat, Oman
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Analysis of Network Pharmacology and Molecular Docking on Radix Pseudostellariae for Its Active Components on Gastric Cancer. Appl Biochem Biotechnol 2023; 195:1968-1982. [PMID: 36401725 DOI: 10.1007/s12010-022-04263-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 11/08/2022] [Indexed: 11/21/2022]
Abstract
Radix Pseudostellariae, a traditional Chinese medicine, functions in modulating human immunity and anti-tumor, but its pharmacological mechanism remained unclear. In this study, 8 active components and 91 targets of Radix Pseudostellariae were obtained from the Traditional Chinese Medicine Systems Pharmacology (TCMSP) database, and 225 genes related to gastric cancer (GC) were accessed from MalaCards. On the basis of these targets and GC-related genes, a protein-protein interaction (PPI) network was established. Random walk with restart (RWR) analysis was performed on the PPI network with the intersection of targets and GC-related genes as the seeds. The top 50 target genes with high affinity scores were obtained. The Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment analyses showed that the enrichment of the top 50 genes was mostly presented in the cancer-related biological functions and signaling pathways, such as cellular response to oxidative stress, regulation of apoptotic signaling pathway, and P53 signaling pathway. A drug-component-target network was established, with the top 50 genes being used as key targets. Acacetin and luteolin were revealed to directly act on the core target TP53 in the network. Thus, SwissDock was used to simulate the molecular docking between TP53 protein and acacetin and luteolin. The results of docking simulation presented small estimated ΔG of two small molecules, which were suggested to be potential targets of TP53 protein. Subsequent cellular and molecular experiments confirmed this bioinformatics result. In conclusion, this study predicted the key anti-GC active components and corresponding targets of Radix Pseudostellariae through bioinformatics analysis. The findings underlie the anti-GC mechanism of Radix Pseudostellariae.
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Network pharmacology-based analysis of the mechanism of Guben Sanjie Pill in the treatment of lung cancer. J Herb Med 2022. [DOI: 10.1016/j.hermed.2022.100608] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/05/2022]
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7
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Hao C, Yi H, Hong L, Ming Y, Hengli T, Feipeng G, Lingyun Z. Research Progress on the Mechanism of Reducing Toxicity and Increasing the Efficacy of Sini Decoction Compatibility. Chem Pharm Bull (Tokyo) 2022; 70:827-838. [PMID: 36123021 DOI: 10.1248/cpb.c22-00380] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Abstract
Sini Decoction (SND) is the main prescription for treating Shaoyin disease in Zhang Zhongjing's Treatise on Typhoid Diseases in Han Dynasty. It is composed of Aconitum carmichaeli Debeaux, Glycyrrhiza uralensis Fisch ex DC and Zingiber officinale Roscoe. It has the effects of warming middle-jiao to dispel cold and revive the yang for resuscitation. Nowadays, it is mainly used in diseases in cardiovascular system, nervous system, digestive system and so on. In this paper, the effect and mechanism of the compatibility of Aconitum carmichaelii, Glycyrrhiza uralensis Fisch ex DC and Zingiber officinale Roscoe in SND were described. The results showed that SND performed remarkbly on strengthening heart, promoting blood circulation as well as inhibiting cardiomyocyte apoptosis, anti-inflammatory and anti-hypothyroidism. The toxic effect of Aconitum carmichaelii was relieved by the combination of Glycyrrhiza uralensis Fisch ex DC and Zingiber officinale Roscoe. The mechanism of increasing efficiency and reducing toxicity after the compatibility of medicines in SND was discussed from the perspective of changes in biological effects and chemical compositions. In terms of biological effects, the mechanism of SND in treating heart failure, myocardial ischemia, myocardial hypertrophy and hypothyroidism and protecting cell injury were discussed. As to chemical composition changes, most studies have compared the changes of main components in Aconitum carmichaelii, Glycyrrhiza uralensis Fisch ex DC and Zingiber officinale Roscoe with the whole prescription, drug pair and single Decoction, which further confirmed the effect of Glycyrrhiza uralensis Fisch ex DC on the detoxification of Aconitum carmichaelii and the significance of compatibility efficiency of SND. For the application of differently processed varieties of Aconitum carmichaelii in SND, the treatment of different diseases has siginificant tendencies and differences in the selections of Aconitum carmichaelii processed varieties. This paper will lay a foundation on clarifying the mechanism of drug compatibility of SND and in the future, provide a reference for the proper selection of differently processed products of Aconitum carmichaelii in SND in order to exert better effects in clinical pratices.
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Affiliation(s)
- Chen Hao
- Jiangxi University of Chinese Medicine
| | - Huang Yi
- Jiangxi University of Chinese Medicine
| | - Liu Hong
- Jiangxi University of Chinese Medicine
| | - Yang Ming
- Jiangxi University of Chinese Medicine
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8
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Vaou N, Stavropoulou E, Voidarou C(C, Tsakris Z, Rozos G, Tsigalou C, Bezirtzoglou E. Interactions between Medical Plant-Derived Bioactive Compounds: Focus on Antimicrobial Combination Effects. Antibiotics (Basel) 2022; 11:antibiotics11081014. [PMID: 36009883 PMCID: PMC9404952 DOI: 10.3390/antibiotics11081014] [Citation(s) in RCA: 38] [Impact Index Per Article: 12.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2022] [Revised: 07/24/2022] [Accepted: 07/25/2022] [Indexed: 11/24/2022] Open
Abstract
It is accepted that the medicinal use of complex mixtures of plant-derived bioactive compounds is more effective than purified bioactive compounds due to beneficial combination interactions. However, synergy and antagonism are very difficult to study in a meticulous fashion since most established methods were designed to reduce the complexity of mixtures and identify single bioactive compounds. This study represents a critical review of the current scientific literature on the combined effects of plant-derived extracts/bioactive compounds. A particular emphasis is provided on the identification of antimicrobial synergistic or antagonistic combinations using recent metabolomics methods and elucidation of approaches identifying potential mechanisms that underlie their interactions. Proven examples of synergistic/antagonistic antimicrobial activity of bioactive compounds are also discussed. The focus is also put on the current challenges, difficulties, and problems that need to be overcome and future perspectives surrounding combination effects. The utilization of bioactive compounds from medicinal plant extracts as appropriate antimicrobials is important and needs to be facilitated by means of new metabolomics technologies to discover the most effective combinations among them. Understanding the nature of the interactions between medicinal plant-derived bioactive compounds will result in the development of new combination antimicrobial therapies.
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Affiliation(s)
- Natalia Vaou
- Laboratory of Hygiene and Environmental Protection, Department of Medicine, Democritus University of Thrace, Dragana, 68100 Alexandroupolis, Greece;
- Correspondence: (N.V.); or (E.S.)
| | - Elisavet Stavropoulou
- Centre Hospitalier Universitaire Vaudois (CHUV), 1101 Lausanne, Switzerland
- Correspondence: (N.V.); or (E.S.)
| | - Chrysoula (Chrysa) Voidarou
- Department of Agriculture, School of Agriculture, University of Ioannina, 47100 Arta, Greece; (C.V.); (G.R.)
| | - Zacharias Tsakris
- Laboratory of Microbiology, Department of Medicine, National and Kapodistrian University of Athens, 11527 Athens, Greece;
| | - Georgios Rozos
- Department of Agriculture, School of Agriculture, University of Ioannina, 47100 Arta, Greece; (C.V.); (G.R.)
| | - Christina Tsigalou
- Laboratory of Microbiology, Department of Medicine, Democritus University of Thrace, Dragana, 68100 Alexandroupolis, Greece;
| | - Eugenia Bezirtzoglou
- Laboratory of Hygiene and Environmental Protection, Department of Medicine, Democritus University of Thrace, Dragana, 68100 Alexandroupolis, Greece;
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9
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Xiong H, Li N, Zhao L, Li Z, Yu Y, Cui X, Liu Q, Zhao C. Integrated Serum Pharmacochemistry, Metabolomics, and Network Pharmacology to Reveal the Material Basis and Mechanism of Danggui Shaoyao San in the Treatment of Primary Dysmenorrhea. Front Pharmacol 2022; 13:942955. [PMID: 35899122 PMCID: PMC9310033 DOI: 10.3389/fphar.2022.942955] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2022] [Accepted: 06/10/2022] [Indexed: 11/13/2022] Open
Abstract
Danggui Shaoyao San (DSS), a well-known formula, has been successfully applied in treating primary dysmenorrhea (PD) in China. However, its material basis and mechanism are still unrevealed. This current research aims to reveal the material basis and mechanism of DSS in treating PD by an integrative approach of serum pharmacochemistry, metabolomics, and network pharmacology. The results showed that DSS markedly relieved the physiological and pathological symptoms of PD as confirmed by the improvement of writhing behavior, inhibition of uterine edema, callback of clinical biochemical indexes, and metabolic profiles. Furthermore, a metabolomic analysis demonstrated that the therapeutic effect of DSS was attributed to the modulation of arachidonic acid metabolism, pentose and glucuronate interconversions, and phenylalanine metabolism. Meanwhile, 23 blood ingredients were identified after the oral administration of DSS. By analyzing the correlation coefficient of the identified biomarkers and blood components, active compounds closely associated with core metabolic pathways were extracted. Taking these active compounds as a basis, network pharmacology prediction was executed. It was found that active components of DSS including alisol B,23-acetate, chlorogenic acid, levistilide A, cianidanol, senkyunolide A, atractylenolide II, and sedanolide, were germane to steroid hormone biosynthesis, arachidonic acid metabolism, sphingolipid signaling pathway, etc. Interestingly, PTGS2 and PTGS1 related to the arachidonic acid metabolism may be pivotal targets of DSS. The current study proved that the integration of serum pharmacochemistry, metabolomics, and network pharmacology, was a powerful approach to investigate the material basis and the molecular mechanisms of DSS, and provided a solid basis for DSS application.
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Affiliation(s)
- Hui Xiong
- Hebei Province Key Laboratory of Study and Exploitation of Chinese Medicine, Chengde Medical University, Chengde, China
- *Correspondence: Hui Xiong, ; Chunying Zhao,
| | - Na Li
- Hebei Key Laboratory of Nerve Injury and Repair, Chengde Medical University, Chengde, China
- Institute of Basic Medicine, Chengde Medical University, Chengde, China
| | - Lanqingqing Zhao
- Hebei Province Key Laboratory of Study and Exploitation of Chinese Medicine, Chengde Medical University, Chengde, China
| | - Zhe Li
- Hebei Province Key Laboratory of Study and Exploitation of Chinese Medicine, Chengde Medical University, Chengde, China
| | - Yongzhou Yu
- Hebei Key Laboratory of Nerve Injury and Repair, Chengde Medical University, Chengde, China
- Institute of Basic Medicine, Chengde Medical University, Chengde, China
| | - Xiaoyan Cui
- Hebei Institute for Drug and Medical Device Control, Shijiazhuang, China
| | - Qi Liu
- The Research Institute of Medicine and Pharmacy, Qiqihar Medical University, Qiqihar, China
| | - Chunying Zhao
- Hebei Province Key Laboratory of Study and Exploitation of Chinese Medicine, Chengde Medical University, Chengde, China
- *Correspondence: Hui Xiong, ; Chunying Zhao,
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10
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Tang XY, Dai ZQ, Zeng JX, Li ZT, Fan CL, Yao ZH, Yao XS, Dai Y. Pharmacokinetics, hepatic disposition, and heart tissue distribution of fourteen compounds in rat after oral administration of Qi-Li-Qiang-Xin capsule via ultra-high-performance liquid chromatography coupled with triple quadrupole tandem mass spectrometry. J Sep Sci 2022; 45:2177-2189. [PMID: 35478323 DOI: 10.1002/jssc.202101008] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2021] [Revised: 04/08/2022] [Accepted: 04/15/2022] [Indexed: 11/09/2022]
Abstract
In the present study, a specific and sensitive approach using ultra-high-performance liquid chromatography coupled with triple quadrupole tandem mass spectrometry was developed and validated for the quantitative analysis of fourteen constituents in rat plasma, liver and heart. The method was fully validated and successfully applied to pharmacokinetic, hepatic disposition and heart tissue distribution studies of fourteen compounds after the oral administration of Qi-Li-Qiang-Xin capsule. Ginsenoside Rb1, alisol A, astragaloside IV, and periplocymarin were found to be highly exposed in rat plasma, while toxic components such as hypaconitine, mesaconitine, and periplocin had low circulation levels in vivo. Moreover, sinapine thiocyanate, neoline, formononetin, calycosin, and alisol A exhibited significant liver first-pass effects. Notably, high levels of alisol A, periplocymarin, benzoylmesaconine, and benzoylhypaconine were observed in the heart. Based on high exposure and appropriate pharmacokinetic features in the systemic plasma and heart, astragaloside IV, ginsenoside Rb1, periplocymarin, benzoylmesaconine, benzoylhypaconine and alisol A can be considered as the main potentially effective components. Ultimately, the results provide relevant information for discovery of effective substances, as well as further anti-heart failure action mechanism investigations of Qi-Li-Qiang-Xin capsule. This article is protected by copyright. All rights reserved.
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Affiliation(s)
- Xi-Yang Tang
- College of Pharmacy and International Cooperative Laboratory of Traditional Chinese Medicine Modernization and Innovative Drug Development of Chinese Ministry of Education, Jinan University, Guangzhou, 510632, PR China
| | - Zi-Qin Dai
- College of Pharmacy and International Cooperative Laboratory of Traditional Chinese Medicine Modernization and Innovative Drug Development of Chinese Ministry of Education, Jinan University, Guangzhou, 510632, PR China
| | - Jia-Xing Zeng
- College of Pharmacy and International Cooperative Laboratory of Traditional Chinese Medicine Modernization and Innovative Drug Development of Chinese Ministry of Education, Jinan University, Guangzhou, 510632, PR China
| | - Zi-Ting Li
- College of Pharmacy and International Cooperative Laboratory of Traditional Chinese Medicine Modernization and Innovative Drug Development of Chinese Ministry of Education, Jinan University, Guangzhou, 510632, PR China
| | - Cai-Lian Fan
- Department of Cardiovascular Medicine, The First Affiliated Hospital of Jinan University, Guangzhou, 510632, PR China
| | - Zhi-Hong Yao
- College of Pharmacy and International Cooperative Laboratory of Traditional Chinese Medicine Modernization and Innovative Drug Development of Chinese Ministry of Education, Jinan University, Guangzhou, 510632, PR China
| | - Xin-Sheng Yao
- College of Pharmacy and International Cooperative Laboratory of Traditional Chinese Medicine Modernization and Innovative Drug Development of Chinese Ministry of Education, Jinan University, Guangzhou, 510632, PR China
| | - Yi Dai
- College of Pharmacy and International Cooperative Laboratory of Traditional Chinese Medicine Modernization and Innovative Drug Development of Chinese Ministry of Education, Jinan University, Guangzhou, 510632, PR China
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11
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Zhao Q, Ren X, Song SY, Yu RL, Li X, Zhang P, Shao CL, Wang CY. Deciphering the Underlying Mechanisms of Formula Le-Cao-Shi Against Liver Injuries by Integrating Network Pharmacology, Metabonomics, and Experimental Validation. Front Pharmacol 2022; 13:884480. [PMID: 35548342 PMCID: PMC9081656 DOI: 10.3389/fphar.2022.884480] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/26/2022] [Accepted: 03/28/2022] [Indexed: 11/18/2022] Open
Abstract
Le-Cao-Shi (LCS) has long been used as a folk traditional Chinese medicine formula against liver injuries, whereas its pharmacological mechanisms remain elusive. Our study aims to investigate the underlying mechanism of LCS in treating liver injuries via integrated network pharmacology, metabonomics, and experimental validation. By network pharmacology, 57 compounds were screened as candidate compounds based on ADME parameters from the LCS compound bank (213 compounds collected from the literature of three single herbs). According to online compound–target databases, the aforementioned candidate compounds were predicted to target 87 potential targets related to liver injuries. More than 15 pathways connected with these potential targets were considered vital pathways in collectively modulating liver injuries, which were found to be relevant to cancer, xenobiotic metabolism by cytochrome P450 enzymes, bile secretion, inflammation, and antioxidation. Metabonomics analysis by using the supernatant of the rat liver homogenate with UPLC-Q-TOF/MS demonstrated that 18 potential biomarkers could be regulated by LCS, which was closely related to linoleic acid metabolism, glutathione metabolism, cysteine and methionine metabolism, and glycerophospholipid metabolism pathways. Linoleic acid metabolism and glutathione metabolism pathways were two key common pathways in both network pharmacology and metabonomics analysis. In ELISA experiments with the CCl4-induced rat liver injury model, LCS was found to significantly reduce the levels of inflammatory parameters, decrease liver malondialdehyde (MDA) levels, and enhance the activities of hepatic antioxidant enzymes, which validated that LCS could inhibit liver injuries through anti-inflammatory property and by suppressing lipid peroxidation and improving the antioxidant defense system. Our work could provide new insights into the underlying pharmacological mechanisms of LCS against liver injuries, which is beneficial for its further investigation and modernization.
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Affiliation(s)
- Qing Zhao
- Key Laboratory of Marine Drugs, The Ministry of Education of China, School of Medicine and Pharmacy, Ocean University of China, Qingdao, China
- Laboratory for Marine Drugs and Bioproducts, Qingdao National Laboratory for Marine Science and Technology, Qingdao, China
| | - Xia Ren
- Key Laboratory of Marine Drugs, The Ministry of Education of China, School of Medicine and Pharmacy, Ocean University of China, Qingdao, China
- Laboratory for Marine Drugs and Bioproducts, Qingdao National Laboratory for Marine Science and Technology, Qingdao, China
| | - Shu-Yue Song
- Key Laboratory of Marine Drugs, The Ministry of Education of China, School of Medicine and Pharmacy, Ocean University of China, Qingdao, China
- Laboratory for Marine Drugs and Bioproducts, Qingdao National Laboratory for Marine Science and Technology, Qingdao, China
| | - Ri-Lei Yu
- Key Laboratory of Marine Drugs, The Ministry of Education of China, School of Medicine and Pharmacy, Ocean University of China, Qingdao, China
- Laboratory for Marine Drugs and Bioproducts, Qingdao National Laboratory for Marine Science and Technology, Qingdao, China
| | - Xin Li
- Key Laboratory of Marine Drugs, The Ministry of Education of China, School of Medicine and Pharmacy, Ocean University of China, Qingdao, China
- Laboratory for Marine Drugs and Bioproducts, Qingdao National Laboratory for Marine Science and Technology, Qingdao, China
| | - Peng Zhang
- Key Laboratory of Marine Drugs, The Ministry of Education of China, School of Medicine and Pharmacy, Ocean University of China, Qingdao, China
- Laboratory for Marine Drugs and Bioproducts, Qingdao National Laboratory for Marine Science and Technology, Qingdao, China
| | - Chang-Lun Shao
- Key Laboratory of Marine Drugs, The Ministry of Education of China, School of Medicine and Pharmacy, Ocean University of China, Qingdao, China
- Laboratory for Marine Drugs and Bioproducts, Qingdao National Laboratory for Marine Science and Technology, Qingdao, China
- *Correspondence: Chang-Lun Shao, ; Chang-Yun Wang,
| | - Chang-Yun Wang
- Key Laboratory of Marine Drugs, The Ministry of Education of China, School of Medicine and Pharmacy, Ocean University of China, Qingdao, China
- Laboratory for Marine Drugs and Bioproducts, Qingdao National Laboratory for Marine Science and Technology, Qingdao, China
- *Correspondence: Chang-Lun Shao, ; Chang-Yun Wang,
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12
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Liu J, Zhang L, Wang Z, Chen S, Feng S, He Y, Zhang S. Network Pharmacology-Based Strategy to Identify the Pharmacological Mechanisms of Pulsatilla Decoction against Crohn's Disease. Front Pharmacol 2022; 13:844685. [PMID: 35450039 PMCID: PMC9016333 DOI: 10.3389/fphar.2022.844685] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/28/2021] [Accepted: 03/07/2022] [Indexed: 11/13/2022] Open
Abstract
Purpose: To explore pharmacological mechanisms of Pulsatilla decoction (PD) against Crohn's disease (CD) via network pharmacology analysis followed by experimental validation. Methods: Public databases were searched to identify bioactive compounds and related targets of PD as well as related genes in patients with CD. Analyses using the drug-compound-target-disease network, the protein-protein interaction (PPI) network, and Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment analyses were performed to predict the core targets and pathways of PD against CD. Colon tissue resected from patients with CD and tissue samples from a mouse model of CD fibrosis treated with PD were assessed to verify the major targets of PD in CD predicted by network pharmacologic analysis. Results: A search of the targets of bioactive compounds in PD and targets in CD identified 134 intersection targets. The target HSP90AA1, which was common to the drug-compound-target-disease and PPI networks, was used to simulate molecular docking with the corresponding bioactive compound. GO and KEGG enrichment analyses showed that multiple targets in the antifibrotic pathway were enriched and could be experimentally validated in CD patients and in a mouse model of CD fibrosis. Assays of colon tissues from CD patients showed that intestinal fibrosis was greater in stenoses than in nonstenoses, with upregulation of p-AKT, AKT, p-mTOR, mTOR, p-ERK1/2, ERK1/2, p-PKC, and PKC targets. Treatment of CD fibrosis mice with PD reduced the degree of fibrosis, with downregulation of the p-AKT, AKT, p-mTOR, mTOR, p-ERK1/2, ERK1/2, and PKC targets. Conclusion: Network pharmacology analysis was able to predict bioactive compounds in PD and their potential targets in CD. Several of these targets were validated experimentally, providing insight into the pharmacological mechanisms underlying the biological activities of PD in patients with CD.
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Affiliation(s)
- Jinguo Liu
- The First Affiliated Hospital, Zhejiang Chinese Medical University, Hangzhou, China
| | - Lu Zhang
- The First Affiliated Hospital, Zhejiang Chinese Medical University, Hangzhou, China
| | - Zhaojun Wang
- The First Affiliated Hospital, Zhejiang Chinese Medical University, Hangzhou, China
| | - Shanshan Chen
- The First Affiliated Hospital, Zhejiang Chinese Medical University, Hangzhou, China
| | - Shuyan Feng
- The First Affiliated Hospital, Zhejiang Chinese Medical University, Hangzhou, China
| | - Yujin He
- Department of Gastroenterology, Edong Healthcare City Hospital of Traditional Chinese Medicine, Hubei Chinese Medical University, Wuhan, China
| | - Shuo Zhang
- Department of Gastroenterology, The Second Affiliated Hospital, Zhejiang Chinese Medical University, Hangzhou, China
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Tang YX, Liu M, Liu L, Zhen BR, Wang TT, Li N, Lv N, Zhu Z, Sun G, Wang X, Chen S. Lipophilic Constituents in Salvia miltiorrhiza Inhibit Activation of the Hepatic Stellate Cells by Suppressing the JAK1/STAT3 Signaling Pathway: A Network Pharmacology Study and Experimental Validation. Front Pharmacol 2022; 13:770344. [PMID: 35517817 PMCID: PMC9065469 DOI: 10.3389/fphar.2022.770344] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2021] [Accepted: 03/31/2022] [Indexed: 11/13/2022] Open
Abstract
Liver fibrosis is currently a global health challenge with no approved therapy, with the activation of hepatic stellate cells being a principal factor. Lipophilic constituents in Salvia miltiorrhiza (LS) have been reported to improve liver function and reduce the indicators of liver fibrosis for patients with chronic hepatitis B induced hepatic fibrosis. However, the pharmacological mechanisms of LS on liver fibrosis have not been clarified. In this study, 71 active compounds, 342 potential target proteins and 22 signaling pathways of LS were identified through a network pharmacology strategy. Through text mining and data analysis, the JAK1/STAT3 signaling pathway was representatively selected for further experimental validation. We firstly confirmed the protective effect of LS on liver fibrosis in vivo by animal experiments. Hepatic stellate cells, which proliferated and displayed a fibroblast-like morphology similar to activated primary stellate cells, were applied to evaluate its underlying mechanisms. The results showed that LS could inhibit the cell viability, promote the cell apoptosis, decrease the expression of liver fibrosis markers, and downregulate the JAK1/STAT3 signaling pathway. These results demonstrated that LS could exert anti-liver-fibrosis effects by inhibiting the activation of HSCs and regulating the JAK1/STAT3 signaling pathway, which is expected to benefit its clinical application.
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Affiliation(s)
- Ya-Xin Tang
- Key Laboratory of Computational Chemistry-Based Natural Antitumor Drug Research & Development, School of Traditional Chinese Materia Medica, Shenyang Pharmaceutical University, Shenyang, China
- School of Medicine, Shanghai University, Shanghai, China
- GongQing Institute of Science and Technology, Gong Qing, China
| | - Mingming Liu
- Lianyungang Second People’s Hospital, Lianyungang, China
| | - Long Liu
- GongQing Institute of Science and Technology, Gong Qing, China
| | - Bo-Rui Zhen
- School of Pharmacy, Second Military Medical University, Shanghai, China
| | - Tian-Tian Wang
- School of Pharmacy, Second Military Medical University, Shanghai, China
| | - Na Li
- School of Medicine, Shanghai University, Shanghai, China
| | - Nanning Lv
- Lianyungang Second People’s Hospital, Lianyungang, China
| | - Zhenyu Zhu
- School of Pharmacy, Second Military Medical University, Shanghai, China
| | - Guoquan Sun
- Xinhua Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
- *Correspondence: Guoquan Sun, ; Xiaobo Wang, ; Si Chen,
| | - Xiaobo Wang
- Key Laboratory of Computational Chemistry-Based Natural Antitumor Drug Research & Development, School of Traditional Chinese Materia Medica, Shenyang Pharmaceutical University, Shenyang, China
- The 967th Hospital of the Chinese People’s Liberation Army Joint Logistics Support Force, Dalian, China
- *Correspondence: Guoquan Sun, ; Xiaobo Wang, ; Si Chen,
| | - Si Chen
- School of Medicine, Shanghai University, Shanghai, China
- *Correspondence: Guoquan Sun, ; Xiaobo Wang, ; Si Chen,
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Wu Y, Gao LJ, Fan YS, Chen Y, Li Q. Network Pharmacology-Based Analysis on the Action Mechanism of Oleanolic Acid to Alleviate Osteoporosis. ACS OMEGA 2021; 6:28410-28420. [PMID: 34723038 PMCID: PMC8552458 DOI: 10.1021/acsomega.1c04825] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/02/2021] [Accepted: 10/05/2021] [Indexed: 05/13/2023]
Abstract
Oleanolic acid (OA) is a triterpenoid commonly found in plants and has shown extensive pharmaceutical activities. This study aimed to investigate the underlying mechanism of antiosteoporosis (OP) action of OA by utilizing the network pharmacology approach and molecular docking methods. First, the targets of OA were identified using the GeneCards, Stitch, and Swisstarget databases, and the targets related to OP were mined using the NCBI, Genecards, and DisGeNet databases. The overlapped targets of OA and OP were regarded as candidate targets, and the String database was used to obtain the protein-protein interactions among the targets. Then, Gene Ontology (GO) functional enrichment analysis and Kyoto Encyclopedia of Genes and Genomes (KEGG) metabolic pathway enrichment pathways of the candidate targets were performed using the DAVID database. In addition, the top 16 targets in the protein interaction network were used for molecular docking. Finally, an animal model constructed using d-galactose-induced oxidative stress and a low-calcium diet with accelerated bone loss was used to verify the in vivo effects of OA on osteoporotic mice. A total of 42 candidate targets for OA to treat OP were obtained. According to the protein-protein interaction network, MAPK1 showed the highest connectivity with other proteins. Additionally, GO analysis identified the top 20 biological processes, 9 cellular components, and top 20 molecular functions. Moreover, the candidate targets were mainly involved in 13 signaling pathways such as TNF signaling pathway, insulin resistance, MAPK signaling pathway, apoptosis, and PI3K-Akt signaling pathways. Furthermore, molecular docking revealed that OA has a high degree of connections with 16 key proteins. In addition, the anti-OP effects of OA are further validated through the in vivo model. Altogether, our study elucidated the candidate targets for OA to alleviate OP, explored the protein-protein interactions and related signaling pathways of the targets, and validated the anti-OP effects of OA. It could provide a better understanding of the action mechanism in OA to treat OP.
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Affiliation(s)
- Yi Wu
- College
of Life Sciences and Food Engineering, Hebei
University of Engineering, 056038 Handan, China
| | - Li-Jie Gao
- College
of Animal Science and Technology, Hebei
Agricultural University, 071000 Baoding, China
| | - Ying-Sai Fan
- College
of Traditional Chinese Veterinary Medicine, Hebei Agricultural University, 071000 Baoding, China
| | - Ye Chen
- College
of Life Sciences and Food Engineering, Hebei
University of Engineering, 056038 Handan, China
| | - Qin Li
- College
of Life Sciences and Food Engineering, Hebei
University of Engineering, 056038 Handan, China
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15
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Liu Z, Ma H, Lai Z. Revealing the potential mechanism of Astragalus membranaceus improving prognosis of hepatocellular carcinoma by combining transcriptomics and network pharmacology. BMC Complement Med Ther 2021; 21:263. [PMID: 34663301 PMCID: PMC8522094 DOI: 10.1186/s12906-021-03425-9] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/11/2021] [Accepted: 09/27/2021] [Indexed: 12/15/2022] Open
Abstract
Background Hepatocellular carcinoma (HCC) is the fourth leading cause of cancer-related death. Traditional Chinese medicine (TCM) has special advantages in relieving HCC, while Astragalus membranaceus is commonly used in TCM treatment. However, its underlying mechanisms for treatment of HCC are unclear. Methods Differentially expressed genes (DEGs) of Astragalus membranaceus treatment in HepG2 cells were identified, and Astragalus membranaceus-gene network was constructed. The hub genes were then obtained via protein-protein interaction (PPI) analysis. Kyoto Encyclopedia of Genes and Genomes (KEGG), Gene Ontology (GO), and Gene Set Enrichment Analysis (GSEA) were subsequently performed. Furthermore, prognosis genes related to HCC from The Cancer Genome Atlas Program (TCGA) was identified to explore the correlation between Astragalus membranaceus treatment and prognosis of HCC. Finally, Astragalus membranaceus-component-target network was established through SymMap. Results Twenty five DEGs (15 up-regulated and 10 down-regulated) of Astragalus membranaceus treatment in HepG2 cells were identified. Among the 25 genes, MT1F, MT1G, MT1X and HMOX1 may play essential roles. Astragalus membranaceus mainly affects the Mineral absorption pathway in HCC. A total of 256 genes (p < 0.01) related to prognosis of HCC were identified, and MT1G is a common gene between prognosis genes and DEGs. Furthermore, Astragalus membranaceus may directly down-regulate MT1G through daidzein to promote ferroptosis of HCC cells and improve prognosis for HCC. Conclusion Our study provided new understandings of the pharmacological mechanisms by which Astragalus membranaceus improves the prognosis of HCC, and showed that the combination of transcriptomics and network pharmacology is helpful to explore mechanisms of TCM and traditional medicines from other nations. Supplementary Information The online version contains supplementary material available at 10.1186/s12906-021-03425-9.
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Affiliation(s)
- Zhili Liu
- College of Life Sciences, University of Chinese Academy of Sciences, Beijing, 100049, China. .,Key Laboratory of Brain Functional Genomics (East China Normal University), Ministry of Education, School of Life Sciences, East China Normal University, Shanghai, 200062, China.
| | - Huihan Ma
- Department of Neurology, The Second Affiliated Hospital of Guangzhou University of Chinese Medicine, Guangzhou, 510120, China.,Department of Neurology, Guangdong Provincial Hospital of Chinese Medicine, Guangzhou, 510120, China
| | - Zelin Lai
- Key Laboratory of Brain Functional Genomics (East China Normal University), Ministry of Education, School of Life Sciences, East China Normal University, Shanghai, 200062, China.
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Chen Y, Chu F, Lin J, Su Z, Liao M, Li T, Li Y, Johnson N, Zheng H, Ding X. The mechanisms of action of WeiChang'An Pill (WCAP) treat diarrhoea-predominant irritable bowel syndrome (IBS-D) using network pharmacology approach and in vivo studies. JOURNAL OF ETHNOPHARMACOLOGY 2021; 275:114119. [PMID: 33862102 DOI: 10.1016/j.jep.2021.114119] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/24/2021] [Revised: 04/02/2021] [Accepted: 04/06/2021] [Indexed: 06/12/2023]
Abstract
ETHNOPHARMACOLOGICAL RELEVANCE WeiChang'An Pill (WCAP) is used in Traditional Chinese Medicine (TCM) to clinically treat diarrhoea-predominant irritable bowel syndrome (IBS-D); however, the underlying pharmacological mechanisms are unclear to date. AIM OF THE STUDY To explore the mechanism underlying the therapeutic action of WCAP in IBS-D using a network pharmacology approach and in vivo experiments. MATERIALS AND METHODS The active compounds of WCAP were selected from the TCM Systems Pharmacology Database and TCM Integrated Database, and the potential targets were identified using the Swiss Target Prediction and Similarity Ensemble Approach (SEA) databases. The targets related to IBS-D were mined from the Therapeutic Target Database (TTD), National Center for Biotechnology Information Search database (NCBI), DrugBank database, and DisGeNET database. The intersecting protein-protein interactions (PPIs) of the drug-disease crossover genes were analysed, and the central PPI network was constructed using the String database, version 11.0, and Cytoscape version 3.7.2. Following Gene Ontology and Kyoto Encyclopaedia of Genes and Genomes pathway analyses, the gene-pathway network was constructed for identifying the key target genes and pathways. Based on the results and existing evidence, it was selected the cyclic adenosine monophosphate (cAMP) signalling pathway for further validation using in vivo experiments. RESULTS A total of 872 targets were identified from the 77 active compounds in WCAP, which shared 78 targets that were predicted to be related to IBS-D. Twenty-one core targets were identified from the PPI network, which was constructed from the common targets. The results of enrichment analysis revealed that HRT2B, ADRA1A, ADRA1D, and CHRM2 could be the key targets of WCAP in IBS-D, and 11 signalling pathways, including the neuroactive ligand-receptor interaction, calcium signalling, and cAMP signalling pathways, were identified as crucial for the therapeutic activity of WCAP in IBS-D. We also identified the possibility of several interactions and crosstalk between the different pathways. Subsequent molecular biology experiments revealed that the expression levels of cAMP, phospho-(Ser/Thr) protein kinase A substrates (p-PKA), 5-hydroxytryptamine, and proteins in the cAMP signalling pathway, including G protein-coupled receptor (GPCR), adenylyl cyclase 5 (AC5), and cAMP-response element binding protein (CREB), were significantly upregulated in rat models of IBS-D following treatment with WCAP (P < 0.05). However, a reverse trend was observed in the expression of nuclear factor kappa-B (NF-κB) (P < 0.05), which could be attributed to the low-grade inflammation that occurs in IBS-D. CONCLUSION We demonstrated that WCAP may alleviate the symptoms of diarrhoea and visceral sensitivity in IBS-D by regulating the cAMP signalling pathway.
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Affiliation(s)
- Yan Chen
- Dongzhimen Hospital, Beijing University of Chinese Medicine, Beijing, China.
| | - Fuhao Chu
- School of Traditional Chinese Medicine, Beijing University of Chinese Medicine, Beijing, China; Institute of Regulatory Science for Traditional Chinese Medicine, Beijing University of Chinese Medicine, Beijing, China.
| | - Jie Lin
- School of Traditional Chinese Medicine, Beijing University of Chinese Medicine, Beijing, China.
| | - Zeqi Su
- Beijing Research Institute of Chinese Medicine, Beijing University of Chinese Medicine, Beijing, China.
| | - Mengting Liao
- Dongzhimen Hospital, Beijing University of Chinese Medicine, Beijing, China.
| | - Tao Li
- Dongzhimen Hospital, Beijing University of Chinese Medicine, Beijing, China.
| | - Yuan Li
- Dongzhimen Hospital, Beijing University of Chinese Medicine, Beijing, China.
| | - Nadia Johnson
- Dongzhimen Hospital, Beijing University of Chinese Medicine, Beijing, China.
| | - Haocheng Zheng
- School of Traditional Chinese Medicine, Beijing University of Chinese Medicine, Beijing, China.
| | - Xia Ding
- Dongzhimen Hospital, Beijing University of Chinese Medicine, Beijing, China; School of Traditional Chinese Medicine, Beijing University of Chinese Medicine, Beijing, China.
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Ding H, Chen L, Hong Z, Yu X, Wang Z, Feng J. Network pharmacology-based identification of the key mechanism of quercetin acting on hemochromatosis. Metallomics 2021; 13:6271328. [PMID: 33960370 DOI: 10.1093/mtomcs/mfab025] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/01/2021] [Revised: 04/21/2021] [Accepted: 04/24/2021] [Indexed: 02/07/2023]
Abstract
Hemochromatosis is an iron overload disease, which lacks nutritional intervention strategies. This study explored the protective effect of quercetin on hemochromatosis and its possible mechanism through network pharmacology. We used Online Mendelian Inheritance in Man to screen the disease targets of hemochromatosis, and further constructed a potential protein interaction network through STITCH. The above-mentioned targets revealed by Gene enrichment analysis have played a significant role in ferroptosis, mineral absorption, basal cell carcinoma, and related signal pathways. Besides, the drug likeness of quercetin obtained by Comparative Toxicogenomics Database was evaluated by Traditional Chinese Medicine Systems Pharmacology, and potential drug targets identified by PharmMapper and similar compounds identified by PubChem were selected for further research. Moreover, gene ontology and Kyoto Encyclopedia of Genes and Genomes pathway analysis revealed the relationship between quercetin and glycosylation. Furthermore, we performed experiments to verify that the protective effect of quercetin on iron overload cells is to inhibit the production of reactive oxygen species, limit intracellular iron, and degrade glycosaminoglycans. Finally, iron-induced intracellular iron overload caused ferroptosis, and quercetin and fisetin were potential ferroptosis inhibitors. In conclusion, our study revealed the correlation between hemochromatosis and ferroptosis, provided the relationship between the target of quercetin and glycosylation, and verified that quercetin and its similar compounds interfere with iron overload related disease. Our research may provide novel insights for quercetin and its structurally similar compounds as a potential nutritional supplement for iron overload related diseases.
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Affiliation(s)
- Haoxuan Ding
- College of Animal Sciences, Zhejiang University, Key Laboratory of Animal Feed and Nutrition of Zhejiang Province, Hangzhou 310058, China
| | - Lingjun Chen
- College of Animal Sciences, Zhejiang University, Key Laboratory of Animal Feed and Nutrition of Zhejiang Province, Hangzhou 310058, China
| | - Zuopeng Hong
- Research Center of Zhejiang Weifeng Biotechnology Co., Ltd, Hangzhou 310000, China
| | - Xiaonan Yu
- College of Animal Sciences, Zhejiang University, Key Laboratory of Animal Feed and Nutrition of Zhejiang Province, Hangzhou 310058, China
| | - Zhonghang Wang
- College of Animal Sciences, Zhejiang University, Key Laboratory of Animal Feed and Nutrition of Zhejiang Province, Hangzhou 310058, China
| | - Jie Feng
- College of Animal Sciences, Zhejiang University, Key Laboratory of Animal Feed and Nutrition of Zhejiang Province, Hangzhou 310058, China
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He L, Jiang H, Lan T, Qiu Y, Yang K, Chen K, Yao X, Yao Z, Lu W. Chemical profile and potential mechanisms of Huo-Tan-Chu-Shi decoction in the treatment of coronary heart disease by UHPLC-Q/TOF-MS in combination with network pharmacology analysis and experimental verification. J Chromatogr B Analyt Technol Biomed Life Sci 2021; 1175:122729. [PMID: 33992976 DOI: 10.1016/j.jchromb.2021.122729] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2020] [Revised: 03/31/2021] [Accepted: 04/14/2021] [Indexed: 12/12/2022]
Abstract
Huo-Tan-Chu-Shi Decoction (HTCSD), a traditional Chinese medicine (TCM) prescription within Guangdong Provincial TCM Hospital (the largest TCM hospital in China), is used for effective clinical treatment of coronary heart disease (CHD) caused by phlegm-dampness syndrome with high incidence in the hot and humid climate of Lingnan region. However, its chemical components responsible for the therapeutic effects remain unclear, which restricts its application and further development. Hence, a detailed workflow, combing with UHPLC-Q/TOF-MS, network pharmacology analysis and experimental verification, was proposed and applied to characterize the chemical profile and potential mechanism of HTCSD against CHD. As a result, a total of 130 components from all six composed herbal medicines were characterized in a rapid and sensitive manner through UHPLC-Q/TOF-MS, of which 33 compounds were unambiguously confirmed with reference standards. Consequently, based on the integrated pharmacology network of "herbs-chemicals-targets-pathways-therapeutic effects", four chemicals (magnoflorine, menisperine, 13-hydroxyberberine, luteolin) with four CHD related targets (SRC, MAPK1, EGFR and AKT1) were considered as the key components and targets of HTCSD in the treatment of CHD. Furthermore, the effect of HTCSD was confirmed in animal experiments by enhancing the phosphorylation of MAPK, and the published literature and molecular binding results suggested that magnoflorine and luteolin tended to be the critical compounds involved in the process. Taken together, the characterization of chemical profile combined with network pharmacology analysis and experimental verification not only provided an efficient insight into the overall chemical profile of HTCSD but also revealed the potential pharmacological components and mechanisms of HTCSD against CHD, which laid a necessary chemical and biological basis for the discovery of in vivo bioactive components and the further revelation of functionary mechanism.
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Affiliation(s)
- Liangliang He
- College of Pharmacy, Jinan University, Guangzhou 510632, PR China
| | - Han Jiang
- College of Pharmacy, Jinan University, Guangzhou 510632, PR China; Department of Cardiology, The Second Affiliated Hospital of Guangzhou University of Chinese Medicine, Guangzhou 510120, PR China; Key Laboratory of State Administration of Traditional Chinese Medicine, Sunshine Lake Pharma Co., LTD, Dongguan, Guangdong 523850, PR China
| | - Taohua Lan
- Department of Cardiology, The Second Affiliated Hospital of Guangzhou University of Chinese Medicine, Guangzhou 510120, PR China; Second Clinical Medical College of Guangzhou University of Chinese Medicine, Guangzhou 510405, PR China.
| | - Yuan Qiu
- College of Pharmacy, Jinan University, Guangzhou 510632, PR China; Key Laboratory of State Administration of Traditional Chinese Medicine, Sunshine Lake Pharma Co., LTD, Dongguan, Guangdong 523850, PR China
| | - Kefeng Yang
- College of Pharmacy, Jinan University, Guangzhou 510632, PR China
| | - Keji Chen
- Department of Cardiology, The Second Affiliated Hospital of Guangzhou University of Chinese Medicine, Guangzhou 510120, PR China; Second Clinical Medical College of Guangzhou University of Chinese Medicine, Guangzhou 510405, PR China
| | - Xinsheng Yao
- College of Pharmacy, Jinan University, Guangzhou 510632, PR China; International Cooperative Laboratory of Traditional Chinese Medicine Modernization and Innovative Drug Development Ministry of P.R. China, Jinan University, Guangzhou 510632, PR China
| | - Zhihong Yao
- College of Pharmacy, Jinan University, Guangzhou 510632, PR China; International Cooperative Laboratory of Traditional Chinese Medicine Modernization and Innovative Drug Development Ministry of P.R. China, Jinan University, Guangzhou 510632, PR China; Guangzhou Key Laoratory of Formula-Pattern of Traditional Chinese Medicine.
| | - Weihui Lu
- Department of Cardiology, The Second Affiliated Hospital of Guangzhou University of Chinese Medicine, Guangzhou 510120, PR China; Second Clinical Medical College of Guangzhou University of Chinese Medicine, Guangzhou 510405, PR China.
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Yin X, Qiu Y, Li Z, Guo L, Wei H, Liu B, Zhou M, Li T, Wang L, Jiang W, Bi H, Guo D. Longdan Xiegan Decoction alleviates experimental autoimmune uveitis in rats by inhibiting Notch signaling pathway activation and Th17 cell differentiation. Biomed Pharmacother 2021; 136:111291. [PMID: 33493870 DOI: 10.1016/j.biopha.2021.111291] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2020] [Revised: 01/07/2021] [Accepted: 01/13/2021] [Indexed: 12/14/2022] Open
Abstract
This study aimed to investigate the dynamic effects of the traditional Chinese medicine compound Longdan Xiegan Decoction (LXD) on the inhibition of Notch signaling pathway activation and T helper (Th) cell differentiation in rats with experimental autoimmune uveitis (EAU). Based on a network pharmacology strategy, we conducted protein interaction network analysis to construct an active ingredient-disease treatment network. Gene Ontology (GO) enrichment and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway enrichment analyses were further used to screen out the possible signaling pathways regulated by LXD in the treatment of uveitis. In the subsequent functional studies, we established an EAU rat model and investigated the regulatory role of LXD in the Notch signaling pathway and Th cell differentiation in rats with EAU. Female Lewis rats were randomly divided into a normal control (NC) group, an EAU group, and an LXD group. After the induction of EAU, the ocular inflammation and pathological changes in the rats in each group were observed; for documentation, a scanning laser ophthalmoscope (SLO) was used to observe fundus inflammation on day 12 after immunization. Additionally, quantitative polymerase chain reaction (Q-PCR) and enzyme-linked immunosorbent assay (ELISA) were used to detect the expression of Notch1, DLL4, IL-10 and IL-17A in the spleen, lymph nodes and ocular tissues of each group at 0, 6, 9, 12, 15 and 18 days after immunization. In addition, the dynamic frequencies of the CD4+, CD8+, Th17 and Treg cell subsets in the spleen, lymph nodes and ocular tissues were measured by flow cytometry. We found that the Notch signaling pathway was activated and the Th17 frequency was elevated in rats with EAU, leading to disrupted CD4+/CD8+ and Th17/Treg balance. The expression of Notch1, DLL4 and IL-17 mRNA and proteins in the EAU and LXD groups reached a peak on day 12, and then gradually decreased (all P < 0.05), and the ratios of the CD4+/CD8+ and Th17/Treg also peaked on day 12. However, after treatment with LXD, the expression of Notch1, DLL4 and IL-17 mRNA and proteins was significantly decreased (all P < 0.05), and the CD4+/CD8+ and Th17/Treg ratios significantly gradually returns to balance. LXD can efficiently inhibit Th17 cell differentiation, decrease inflammatory cytokine expression, and restore the CD4+/CD8+ and Th17/Treg balance by inhibiting the activation of the Notch signaling pathway in rats with EAU, thus effectively alleviating eye inflammation, protecting eye tissue structures, and positively regulating the immune state of the whole body and the intraocular microenvironment.
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Affiliation(s)
- Xuewei Yin
- Shandong University of Traditional Chinese Medicine, Jinan, 250002, China
| | - Yan Qiu
- The Second Affiliated Hospital of Shandong University of Traditional Chinese Medicine, Jinan, 250002, China
| | - Zonghong Li
- Shandong University of Traditional Chinese Medicine, Jinan, 250002, China
| | - Lijie Guo
- School of Basic Medical Sciences, Capital Medical University, Beijing, 100069, China
| | - Huixia Wei
- Shandong University of Traditional Chinese Medicine, Jinan, 250002, China
| | - Bin Liu
- Department of Blood Transfusion, Linyi People's Hospital, No. 27#, Jiefang Road, Linyi, 276005, China
| | - Mengxian Zhou
- Shandong University of Traditional Chinese Medicine, Jinan, 250002, China
| | - Tuling Li
- Shandong University of Traditional Chinese Medicine, Jinan, 250002, China
| | - Lihan Wang
- Shandong Provincial Key Laboratory of Integrated Traditional Chinese and Western Medicine for Prevention and Therapy of Ocular Diseases, Eye Institute of Shandong University of Traditional Chinese Medicine, Jinan, 250002, China
| | - Wenjun Jiang
- Shandong Provincial Key Laboratory of Integrated Traditional Chinese and Western Medicine for Prevention and Therapy of Ocular Diseases, Eye Institute of Shandong University of Traditional Chinese Medicine, Jinan, 250002, China
| | - Hongsheng Bi
- Shandong Provincial Key Laboratory of Integrated Traditional Chinese and Western Medicine for Prevention and Therapy of Ocular Diseases, Eye Institute of Shandong University of Traditional Chinese Medicine, Jinan, 250002, China
| | - Dadong Guo
- Shandong University of Traditional Chinese Medicine, Jinan, 250002, China; Shandong Provincial Key Laboratory of Integrated Traditional Chinese and Western Medicine for Prevention and Therapy of Ocular Diseases, Eye Institute of Shandong University of Traditional Chinese Medicine, Jinan, 250002, China.
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Wang Y, Zhang X, Li J, Zhang Y, Guo Y, Chang Q, Chen L, Wang Y, Wang S, Song Y, Zhao Y, Wang Z. Sini Decoction Ameliorates Colorectal Cancer and Modulates the Composition of Gut Microbiota in Mice. Front Pharmacol 2021; 12:609992. [PMID: 33776762 PMCID: PMC7991589 DOI: 10.3389/fphar.2021.609992] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2020] [Accepted: 01/25/2021] [Indexed: 01/05/2023] Open
Abstract
Sini Decoction (SND), as a classic prescription of Traditional Chinese Medicine (TCM), has been proved to be clinically useful in cardiomyopathy and inflammatory bowel diseases. However, the role and mechanism of SND in colitis-associated cancer remains unclear. This study aims to evaluate the effect of SND on colorectal cancer(CRC) symptoms and further explore the changes of gut microbes mediated by SND extract in azoxymethane (AOM)/dextran sulfate sodium (DSS)-induced CRC mice through 16 S rRNA sequencing. Our results indicated that treatment with SND extract could ameliorate the tumors' malignant degree by decreasing tumor number and size. Also, the expression levels of Cyclooxygenase 2 and Mucin-2, which are typical CRC biomarkers, were reduced compared to the CRC group. In the meantime, SND extract can upregulate CD8+ T lymphocytes' expression and Occludin in the colonic mucosal layer. Besides, SND inhibited the expression of CD4+ T cells and inflammatory cytokines in CRC tissue. According to bioinformatics analysis, SND extract was also suggested could modulate the gut microbial community. After the SND treatment, compared with the CRC mice model, the number of pathogenic bacteria showed a significant reduction, including Bacteroides fragilis and Sulphate-reducing bacteria; and SND increased the relative contents of the beneficial bacteria, including Lactobacillus, Bacillus coagulans, Akkermansia muciniphila, and Bifidobacterium. In summary, SND can effectively intervene in colorectal cancer development by regulating intestinal immunity, protecting the colonic mucosal barrier, and SND can change the intestinal microbiota composition in mice.
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Affiliation(s)
- Yishan Wang
- Key Laboratory of Utilization and Conservation for Tropical Marine Bioresources, Ministry of Education, Key Laboratory for Protection and Utilization of Tropical Marine Fishery Resources, College of Fishery and Life Science, Hainan Tropical Ocean University, Sanya, China
- College of Animal Science, Jilin University, Changchun, China
| | - Xiaodi Zhang
- College of Animal Science, Jilin University, Changchun, China
| | - Jiawei Li
- College of Animal Science, Jilin University, Changchun, China
| | - Ying Zhang
- Department of Virology, Institute of Military Veterinary Medicine, Changchun, China
| | - Yingjie Guo
- College of Animal Science, Jilin University, Changchun, China
| | - Qing Chang
- College of Animal Science, Jilin University, Changchun, China
| | - Li Chen
- College of Animal Science, Jilin University, Changchun, China
| | - Yiwei Wang
- College of Animal Science, Jilin University, Changchun, China
| | - Siyao Wang
- College of Animal Science, Jilin University, Changchun, China
| | - Yu Song
- Key Laboratory of Utilization and Conservation for Tropical Marine Bioresources, Ministry of Education, Key Laboratory for Protection and Utilization of Tropical Marine Fishery Resources, College of Fishery and Life Science, Hainan Tropical Ocean University, Sanya, China
- *Correspondence: Yu Song, ; Yongkun Zhao, ; Zhihong Wang,
| | - Yongkun Zhao
- Department of Virology, Institute of Military Veterinary Medicine, Changchun, China
- *Correspondence: Yu Song, ; Yongkun Zhao, ; Zhihong Wang,
| | - Zhihong Wang
- Changchun University of Chinese Medicine, Changchun, China
- *Correspondence: Yu Song, ; Yongkun Zhao, ; Zhihong Wang,
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Gao J, Bao L, Zhang A. The mechanism underlying hypaconitine-mediated alleviation of pancreatitis-associated lung injury through up-regulating aquaporin-1/TNF-α. TURKISH JOURNAL OF GASTROENTEROLOGY 2020; 31:790-798. [PMID: 33361042 DOI: 10.5152/tjg.2020.19542] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Abstract
BACKGROUND/AIMS Acute pancreatitis-associated lung injury (APALI) is one of the most common and most dangerous form of extra-pancreatic organ damage in severe acute pancreatitis (SAP). The treatment options for SAP were limited thus far; as a result, approximately 60%-80% of patients with SAP would die within a week. Hypaconitine (HC), one of the most important active ingredients in a Mongolian traditional medicine Radix Aconiti Kusnezoffii has an excellent anti-inflammatory effect. MATERIALS AND METHODS To ascertain whether HC has a protective effect against APALI, we investigated the therapeutic effects and the underlying mechanisms in vivo and in vitro and attempted to elucidate the mechanism in detail. In this study, APALI rats and human pulmonary microvascular endothelial cells were treated with therapeutic doses of HC after establishing a model with sodium taurocholate and lipopolysaccharide, respectively. RESULTS Serum amylase and lipase activity, lung wet/dry weight ratio, lung myeloperoxidase activity, and pancreatic and lung histopathological changes showed that HC alleviated APALI in a dose-dependent way, which can be abolished by an aquaporin-1 (AQP-1) knockdown. The results of the reverse transcriptase polymerase chain reaction, Western blot, and immunohistochemical staining confirmed the expression of AQP-1, a kind of transmembrane protein that mainly distributed in the membranes of pulmonary cells and contributed to maintain water balance in the body by interacting with tumor necrosis factor-alpha (TNF-α), is negatively associated with APALI. On the contrary, HC treatment up-regulated AQP-1 expression and down-regulated the TNF-α expression as a consequence in APALI. CONCLUSION These results suggest that HC has a good anti-inflammatory therapeutic effect on APALI with a possible underlying mechanism that affects the AQP-1/TNF-α pathway.
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Affiliation(s)
- Jiali Gao
- Department of Pharmacy, Affiliated Hospital of Inner Mongolia Medical University, Hohhot, Inner Mongolia, P. R. China
| | - Lidao Bao
- Department of Pharmacy, Affiliated Hospital of Inner Mongolia Medical University, Hohhot, Inner Mongolia, P. R. China
| | - Aiwu Zhang
- Department of Pharmacy, Affiliated Hospital of Inner Mongolia Medical University, Hohhot, Inner Mongolia, P. R. China
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Chang N, Gao J, Niu L, Hou Y, Wang X, Jiang M, Bai G. Integrated artificial neural network analysis and functional cell based affinity mass spectrometry for screening a bifunctional activator of Ca2+ and β2AR in aconite. J Pharm Biomed Anal 2020; 190:113506. [DOI: 10.1016/j.jpba.2020.113506] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2020] [Revised: 07/24/2020] [Accepted: 07/24/2020] [Indexed: 12/20/2022]
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Li Y, Yang Q, Yu Y. A Network Pharmacological Approach to Investigate the Mechanism of Action of Active Ingredients of Epimedii Herba and Their Potential Targets in Treatment of Alzheimer's Disease. Med Sci Monit 2020; 26:e926295. [PMID: 32980851 PMCID: PMC7528617 DOI: 10.12659/msm.926295] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022] Open
Abstract
Background Epimedii Herba is a traditional Chinese herbal medicine used to treat central nervous system diseases such as Alzheimer’s disease in China. However, the pharmacological mechanism is unclear. To investigate the mechanisms of Epimedii Herba in the treatment of Alzheimer’s disease, we assessed effective compounds, corresponding targets, and related pathways of Epimedii Herba in the treatment of Alzheimer’s disease based on network pharmacology. Material/Methods The active components and targets of Epimedii Herba were obtained through the TCMSP database and the DrugBank database. The DisGeNET database and GeneCards database were used to search for Alzheimer’s disease targets. The common targets of components and disease were obtained by Wayne diagram. Gene ontology (GO) analysis and enrichment analysis of the Kyoto Encyclopedia of Genes and Genomes (KEGG) were performed using the DAVID database. The component-target-pathway interaction network model was constructed using Cytoscape software. Auto Duck Vina software was used for molecular docking to analyze the affinity of the key ingredients and the main targets. Results We screened 17 active ingredients and 27 key targets of Epimedii Herba in the treatment of Alzheimer’s disease, which were related to the HIF-1 signaling pathway, TNF signaling pathway, PI3K-Akt signaling pathway, NF-κB signaling pathway, VEGF signaling pathway, and sphingolipid signaling pathway. Conclusions Based on network pharmacology, the multi-component, multi-target, and multi-pathway characteristics of Epimedii Herba in the treatment of Alzheimer’s disease were explored. Our results provide new ideas for future pharmacological and experimental research on Epimedii Herba in the treatment of Alzheimer’s disease.
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Affiliation(s)
- Yajuan Li
- Department of Histology and Embryology, School of Basic Medical Sciences, Southwest Medical University, Luzhou, Sichuan, China (mainland)
| | - Qin Yang
- Department of Histology and Embryology, School of Basic Medical Sciences, Southwest Medical University, Luzhou, Sichuan, China (mainland)
| | - Yang Yu
- Department of Histology and Embryology, School of Basic Medical Sciences, Southwest Medical University, Luzhou, Sichuan, China (mainland)
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Jiang X, Huang Y. Curcumin Derivative C086 Combined with Cisplatin Inhibits Proliferation of Osteosarcoma Cells. Med Sci Monit 2020; 26:e924507. [PMID: 32734935 PMCID: PMC7414526 DOI: 10.12659/msm.924507] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/27/2022] Open
Abstract
Background Curcumin derivative C086 (cur C086) is a potential chemotherapeutic agent for patients with osteosarcoma. In this study, the effects of cur C086 combined with cisplatin on the biological processes of osteosarcoma cells were investigated. Material/Methods In this study, expression of BMIL1 was detected by real-time quantitative reverse transcription polymerase chain reaction and Western blotting in MG-63 cells treated with cur C086+cisplatin. Functions of cur C086+cisplatin on proliferation ability, apoptosis response, and metastatic potential of MG-63 cells were determined by MTT, flow cytometry, Hoechst 33258 staining and Transwell assays, respectively. In additionally, expression of P16, E-cadherin, epidermal growth factor (EGFR), and Notch1 was measured by Western blotting. Results Expression of BMIL1 decreased significantly in MG-63 cells treated with cur C086 (20 μM)+cisplatin (1.28 nM). Treatment with cur C086+cisplatin considerably inhibited growth, migration, and invasion potential in MG-63 cells, whereas apoptosis was obviously upregulated. Moreover, cur C086+cisplatin suppressed BMIL1 expression or its potential downstream targets, P16, E-cadherin, EGFR, and Notch1. Conclusions The current results demonstrate that combined treatment with cur C086+cisplatin may be an effective form of chemotherapy for patients with osteosarcoma.
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Affiliation(s)
- Xi Jiang
- Key Laboratory for Biorheological Science and Technology of Ministry of Education (Chongqing University), Chongqing University Cancer Hospital, Chongqing, China (mainland)
| | - Yulin Huang
- Department of Clinical Laboratory, The Traditional Chinese Medicine Hospital of Wuxi, Chongqing, China (mainland)
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Wei J, Zhang Y, Li D, Xie T, Li Y, Li J, Chen X, Wei G. Integrating Network Pharmacology and Component Analysis Study on Anti-Atherosclerotic Mechanisms of Total Flavonoids of Engelhardia roxburghiana Leaves in Mice. Chem Biodivers 2020; 17:e1900629. [PMID: 31943763 DOI: 10.1002/cbdv.201900629] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2019] [Accepted: 01/13/2020] [Indexed: 01/01/2023]
Abstract
Engelhardia roxburghiana Wall. leaves are widely used to develop herbal teas in southeast of China due to medicinal use for diabetes mellitus and hyperlipidemia. Studies have demonstrated that the total flavonoids of E. roxburghiana leaves (TFER) exhibited regulatory effects on blood glucose and lipids. To clarify the active ingredients of TFER and their targets in treating atherosclerosis, the present study integrated chemical analysis, network pharmacology analysis and animal experimental studies. Firstly, high performance liquid chromatography-mass spectrometry/mass spectrometry (HPLC/MS/MS) was utilized to identify components of TFER. Then, active ingredients were screened by oral bioavailability (OB) and drug-likeness (DL) index. Thirdly, network was constructed to predict major targets of active ingredients against atherosclerosis. Finally, to verify parts of predicted signaling, Apoe-/- mice were used to develop atherosclerosis. Atherosclerotic plaques in aorta were evaluated by echocardiography. Then, serum lipids, target genes expressions in thoracic aorta were determined by qRT-PCR and ELISA methods. Chemical analysis revealed 10 components in TFER sample, 7 of which acted as active ingredients, including naringenin, kaempferol, quercetin, isoengeletin, engeletin, astilbin and quercitrin. KEGG pathway analysis highly enriched in some inflammatory signalings, including NF-κB signaling, Toll-like receptor signaling and TNF signaling. The animal studies indicated that TFER reduced atherosclerotic plaques size in aorta and significantly decreased the serum lipids, down-regulated NF-κB signaling by decreasing mRNA level of NF-κB p65 subunit, TNF-α and VCAM-1, as well as IL-1β expressions in thoracic aorta, eventually alleviating atherosclerosis progression, which was in consistent with our prediction.
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Affiliation(s)
- Jie Wei
- Department of Pharmacology, Guangxi Institute of Chinese Medicine and Pharmaceutical Science, Nanning, 530022, P. R. China
| | - Ying Zhang
- Department of Chemistry, Guangxi Institute of Chinese Medicine and Pharmaceutical Science, Nanning, 530022, P. R. China
| | - Dongmei Li
- Department of Pharmacology, Guangxi Institute of Chinese Medicine and Pharmaceutical Science, Nanning, 530022, P. R. China
| | - Tanggui Xie
- Department of Pharmacology, Guangxi Institute of Chinese Medicine and Pharmaceutical Science, Nanning, 530022, P. R. China
| | - Yanjing Li
- Department of Pharmacology, Guangxi Institute of Chinese Medicine and Pharmaceutical Science, Nanning, 530022, P. R. China
| | - Jia Li
- Department of Chemistry, Guangxi Institute of Chinese Medicine and Pharmaceutical Science, Nanning, 530022, P. R. China
| | - Xiaojun Chen
- Guangxi Key Laboratory of Traditional Chinese Medicine Quality Standards, Nanning, 530022, P. R. China
| | - Guining Wei
- Department of Pharmacology, Guangxi Institute of Chinese Medicine and Pharmaceutical Science, Nanning, 530022, P. R. China
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Wang N, Zhu F, Shen M, Qiu L, Tang M, Xia H, Chen L, Yuan Y, Ma S, Chen K. Network pharmacology-based analysis on bioactive anti-diabetic compounds in Potentilla discolor bunge. JOURNAL OF ETHNOPHARMACOLOGY 2019; 241:111905. [PMID: 31022565 DOI: 10.1016/j.jep.2019.111905] [Citation(s) in RCA: 28] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/12/2018] [Revised: 03/27/2019] [Accepted: 04/20/2019] [Indexed: 06/09/2023]
Abstract
ETHNOPHARMACOLOGICAL RELEVANCE Potentilla discolor Bunge (PDB) is a commonly used herbal for alleviating diabetes mellitus and its complications. Although accumulating evidences show the anti-diabetic efficacy of PDB, the vital anti-diabetic compounds and their functional targets remain elusive. AIM OF THE STUDY To investigate the anti-diabetic ingredients and their functional mechanisms in PDB, gas chromatograph-mass spectrometry analysis was performed on PDB extract and 21 were testified as anti-diabetic compounds. MATERIALS AND METHODS Subsequently their potential protein targets were also identified. The bioinformatics analysis was implemented by network pharmacology-based approaches. STRING analysis was performed to reveal enrichment of these target proteins, protein-protein interactions, pathways and related diseases. Cytoscape was used to determine the potential protein targets for these components in PDB, indicating that 21 anti-diabetic compounds in PDB regulate 33 diabetes-related proteins in 28 signal pathways and involve 21 kinds of diabetes-related diseases. Among the 21 potential anti-diabetic components predicted by network analysis, tricetin was firstly experimentally validated at the molecular and cellular level. RESULTS Results indicated that this active small-molecule compound may have beneficial effects on improving glucose uptake. CONCLUSIONS We envisage that network analysis will be useful in screening bioactive compounds of medicinal plants.
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Affiliation(s)
- Niannian Wang
- Institute of Life Sciences, Jiangsu University, Zhenjiang, Jiangsu, 212013, China.
| | - Feifei Zhu
- Institute of Life Sciences, Jiangsu University, Zhenjiang, Jiangsu, 212013, China.
| | - Mingxiang Shen
- Institute of Life Sciences, Jiangsu University, Zhenjiang, Jiangsu, 212013, China.
| | - Lipeng Qiu
- Institute of Life Sciences, Jiangsu University, Zhenjiang, Jiangsu, 212013, China.
| | - Min Tang
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York City, NY, 10029, USA.
| | - Hengchuan Xia
- Institute of Life Sciences, Jiangsu University, Zhenjiang, Jiangsu, 212013, China.
| | - Liang Chen
- Institute of Life Sciences, Jiangsu University, Zhenjiang, Jiangsu, 212013, China.
| | - Yi Yuan
- Institute of Life Sciences, Jiangsu University, Zhenjiang, Jiangsu, 212013, China.
| | - Shangshang Ma
- Institute of Life Sciences, Jiangsu University, Zhenjiang, Jiangsu, 212013, China.
| | - Keping Chen
- Institute of Life Sciences, Jiangsu University, Zhenjiang, Jiangsu, 212013, China.
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Caesar LK, Cech NB. Synergy and antagonism in natural product extracts: when 1 + 1 does not equal 2. Nat Prod Rep 2019; 36:869-888. [PMID: 31187844 PMCID: PMC6820002 DOI: 10.1039/c9np00011a] [Citation(s) in RCA: 353] [Impact Index Per Article: 58.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022]
Abstract
Covering: 2000 to 2019 According to a 2012 survey from the Centers for Disease Control and Prevention, approximately 18% of the U.S. population uses natural products (including plant-based or botanical preparations) for treatment or prevention of disease. The use of plant-based medicines is even more prevalent in developing countries, where for many they constitute the primary health care modality. Proponents of the medicinal use of natural product mixtures often claim that they are more effective than purified compounds due to beneficial "synergistic" interactions. A less-discussed phenomenon, antagonism, in which effects of active constituents are masked by other compounds in a complex mixture, also occurs in natural product mixtures. Synergy and antagonism are notoriously difficult to study in a rigorous fashion, particularly given that natural products chemistry research methodology is typically devoted to reducing complexity and identifying single active constituents for drug development. This report represents a critical review with commentary about the current state of the scientific literature as it relates to studying combination effects (including both synergy and antagonism) in natural product extracts. We provide particular emphasis on analytical and Big Data approaches for identifying synergistic or antagonistic combinations and elucidating the mechanisms that underlie their interactions. Specific case studies of botanicals in which synergistic interactions have been documented are also discussed. The topic of synergy is important given that consumer use of botanical natural products and associated safety concerns continue to garner attention by the public and the media. Guidance by the natural products community is needed to provide strategies for effective evaluation of safety and toxicity of botanical mixtures and to drive discovery in botanical natural product research.
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Affiliation(s)
- Lindsay K Caesar
- Department of Chemistry & Biochemistry, University of North Carolina at Greensboro, Greensboro, North Carolina, USA.
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Li Y, He Y, Shao T, Pei H, Guo W, Mi D, Krimm I, Zhang Y, Wang P, Wang X, Liu M, Yi Z, Chen Y. Modification and Biological Evaluation of a Series of 1,5-Diaryl-1,2,4-triazole Compounds as Novel Agents against Pancreatic Cancer Metastasis through Targeting Myoferlin. J Med Chem 2019; 62:4949-4966. [DOI: 10.1021/acs.jmedchem.9b00059] [Citation(s) in RCA: 22] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/27/2022]
Affiliation(s)
- Yunqi Li
- Shanghai Key Laboratory of Regulatory Biology, The Institute of Biomedical Sciences and School of Life Sciences, East China Normal University, Shanghai 200241, China
| | - Yuan He
- Shanghai Key Laboratory of Regulatory Biology, The Institute of Biomedical Sciences and School of Life Sciences, East China Normal University, Shanghai 200241, China
- Joint Center for Translational Medicine, Fengxian District Central Hospital, 6600th Nanfeng Road, Fengxian District, Shanghai 201499, China
| | - Ting Shao
- Shanghai Key Laboratory of Regulatory Biology, The Institute of Biomedical Sciences and School of Life Sciences, East China Normal University, Shanghai 200241, China
| | - Haixiang Pei
- Shanghai Key Laboratory of Regulatory Biology, The Institute of Biomedical Sciences and School of Life Sciences, East China Normal University, Shanghai 200241, China
| | - Weikai Guo
- Shanghai Key Laboratory of Regulatory Biology, The Institute of Biomedical Sciences and School of Life Sciences, East China Normal University, Shanghai 200241, China
| | - Dazhao Mi
- Shanghai Key Laboratory of Regulatory Biology, The Institute of Biomedical Sciences and School of Life Sciences, East China Normal University, Shanghai 200241, China
| | - Isabelle Krimm
- Université de Lyon, CNRS, Université Claude-Bernard Lyon 1, ENS de Lyon, Institut des Sciences Analytiques, UMR 5280, 5 rue de la Doua, Villeurbanne 69100, France
| | - Yuanjin Zhang
- Shanghai Key Laboratory of Regulatory Biology, The Institute of Biomedical Sciences and School of Life Sciences, East China Normal University, Shanghai 200241, China
| | - Peili Wang
- Shanghai Key Laboratory of Regulatory Biology, The Institute of Biomedical Sciences and School of Life Sciences, East China Normal University, Shanghai 200241, China
| | - Xin Wang
- Shanghai Key Laboratory of Regulatory Biology, The Institute of Biomedical Sciences and School of Life Sciences, East China Normal University, Shanghai 200241, China
| | - Mingyao Liu
- Shanghai Key Laboratory of Regulatory Biology, The Institute of Biomedical Sciences and School of Life Sciences, East China Normal University, Shanghai 200241, China
- Joint Center for Translational Medicine, Fengxian District Central Hospital, 6600th Nanfeng Road, Fengxian District, Shanghai 201499, China
| | - Zhengfang Yi
- Shanghai Key Laboratory of Regulatory Biology, The Institute of Biomedical Sciences and School of Life Sciences, East China Normal University, Shanghai 200241, China
- Joint Center for Translational Medicine, Fengxian District Central Hospital, 6600th Nanfeng Road, Fengxian District, Shanghai 201499, China
| | - Yihua Chen
- Shanghai Key Laboratory of Regulatory Biology, The Institute of Biomedical Sciences and School of Life Sciences, East China Normal University, Shanghai 200241, China
- Joint Center for Translational Medicine, Fengxian District Central Hospital, 6600th Nanfeng Road, Fengxian District, Shanghai 201499, China
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Chen Y, Xu R. Context-sensitive network analysis identifies food metabolites associated with Alzheimer's disease: an exploratory study. BMC Med Genomics 2019; 12:17. [PMID: 30704467 PMCID: PMC6357669 DOI: 10.1186/s12920-018-0459-2] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/04/2023] Open
Abstract
BACKGROUND Diet plays an important role in Alzheimer's disease (AD) initiation, progression and outcomes. Previous studies have shown individual food-derived substances may have neuroprotective or neurotoxic effects. However, few works systematically investigate the role of food and food-derived metabolites on the development and progression of AD. METHODS In this study, we systematically investigated 7569 metabolites and identified AD-associated food metabolites using a novel network-based approach. We constructed a context-sensitive network to integrate heterogeneous chemical and genetic data, and to model context-specific inter-relationships among foods, metabolites, human genes and AD. RESULTS Our metabolite prioritization algorithm ranked 59 known AD-associated food metabolites within top 4.9%, which is significantly higher than random expectation. Interestingly, a few top-ranked food metabolites were specifically enriched in herbs and spices. Pathway enrichment analysis shows that these top-ranked herb-and-spice metabolites share many common pathways with AD, including the amyloid processing pathway, which is considered as a hallmark in AD-affected brains and has pathological roles in AD development. CONCLUSIONS Our study represents the first unbiased systems approach to characterizing the effects of food and food-derived metabolites in AD pathogenesis. Our ranking approach prioritizes the known AD-associated food metabolites, and identifies interesting relationships between AD and the food group "herbs and spices". Overall, our study provides intriguing evidence for the role of diet, as an important environmental factor, in AD etiology.
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Affiliation(s)
- Yang Chen
- Department of Population and Quantitative Health Science, School of Medicine, Case Western Reserve University, Cleveland, OH 44106 USA
| | - Rong Xu
- Department of Population and Quantitative Health Science, School of Medicine, Case Western Reserve University, Cleveland, OH 44106 USA
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Zhao S, Liu Z, Wang M, He D, Liu L, Shu Y, Song Z, Li H, Liu Y, Lu A. Anti-inflammatory effects of Zhishi and Zhiqiao revealed by network pharmacology integrated with molecular mechanism and metabolomics studies. PHYTOMEDICINE : INTERNATIONAL JOURNAL OF PHYTOTHERAPY AND PHYTOPHARMACOLOGY 2018; 50:61-72. [PMID: 30466993 DOI: 10.1016/j.phymed.2018.09.184] [Citation(s) in RCA: 32] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/15/2018] [Revised: 08/01/2018] [Accepted: 09/17/2018] [Indexed: 06/09/2023]
Abstract
BACKGROUND The inflammatory response has a complex pathogenesis; thus, it is a critical contributor to the development and complication of many diseases. Zhishi and Zhiqiao are famous Citrus herbal medicines that are rich in bioactive phenolic constituents with multiple anti-inflammatory activities. PURPOSE Establishment of a multi-component-target-pathway network strategy to investigate the usage of Zhishi and Zhiqiao on inflammatory diseases can provide a reference for mechanisms of traditional Chinese medicine (TCM). STUDY DESIGN A multi-component-target-pathway network strategy was constructed to elucidate the various antiinflammatory effects of Zhishi and Zhiqiao by integrating multi-constituent determination, network pharmacology, molecular mechanisms in cells and integrated metabolomics in animals. METHODS Based on the quantitatively determined global and characteristic chemical profiles of Zhishi and Zhiqiao, the component-target-pathway network was predicted by network pharmacology coupled with text mining and docking. The potential antiinflammatory mechanism of the various components in Zhishi and Zhiqiao were verified using LPS-induced inflammatory responses in RAW 264.7 cells. The different metabolic regulating effects of Zhishi and Zhiqiao against an LPS-induced inflammation model were investigated using a plasma metabolomics strategy. RESULTS The molecular mechanism of Zhishi mainly suppressed the MAPK signaling pathway, whereas Zhiqiao emphasized the PPAR-AKT signaling pathways simultaneously to block the inflammatory process. Meanwhile, Zhishi and Zhiqiao both exhibited an anti-inflammatory effect by inhibiting the NF-κB signaling pathway to reduce the production of inflammatory mediators. In the metabolomics study, Zhishi and Zhiqiao exhibited variant corrections of the disordered metabolic pathways through amino acid metabolism, glycometabolism and lipid metabolism. CONCLUSION All of these results indicate that Zhishi and Zhiqiao, in a diversified mixture, exert their anti-inflammatory effect through variant pathways. These findings can assist in developing the use of Zhishi and Zhiqiao for inflammatory diseases.
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Affiliation(s)
- Siyu Zhao
- School of Chinese Materia Medica, Beijing University of Chinese Medicine, Beijing 100029, China
| | - Zhenli Liu
- Institution of Basic Theory, China Academy of Chinese Medical Sciences, Beijing 100700, China
| | - Menglei Wang
- School of Chinese Materia Medica, Beijing University of Chinese Medicine, Beijing 100029, China
| | - Dan He
- School of Chinese Materia Medica, Beijing University of Chinese Medicine, Beijing 100029, China
| | - Linlin Liu
- School of Chinese Materia Medica, Beijing University of Chinese Medicine, Beijing 100029, China
| | - Yisong Shu
- School of Chinese Materia Medica, Beijing University of Chinese Medicine, Beijing 100029, China
| | - Zhiqian Song
- Institution of Basic Theory, China Academy of Chinese Medical Sciences, Beijing 100700, China
| | - Hui Li
- School of Chinese Materia Medica, Beijing University of Chinese Medicine, Beijing 100029, China
| | - Yuanyan Liu
- School of Chinese Materia Medica, Beijing University of Chinese Medicine, Beijing 100029, China.
| | - Aiping Lu
- Institute of Basic Research in Clinical Medicine, China Academy of Chinese Medical Sciences, Beijing 100700, China.; School of Chinese Medicine, Hong Kong Baptist University, Hong Kong, China..
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31
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Sun H, Shen Y, Luo G, Cai Y, Xiang Z. An integrated strategy for identifying new targets and inferring the mechanism of action: taking rhein as an example. BMC Bioinformatics 2018; 19:315. [PMID: 30189851 PMCID: PMC6127921 DOI: 10.1186/s12859-018-2346-4] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/24/2018] [Accepted: 08/29/2018] [Indexed: 02/19/2023] Open
Abstract
Background Target identification is necessary for the comprehensive inference of the mechanism of action of a compound. The application of computational methods to predict the targets of bioactive compounds saves cost and time in drug research and development. Therefore, we designed an integrated strategy consisting of ligand-protein docking, network analysis, enrichment analysis, and an experimental surface plasmon resonance (SPR) method to identify and validate new targets, and then used enriched pathways to elucidate the underlying pharmacological mechanisms. Here, we used rhein, a compound with various pharmacological activities, as an example to find some of its previously unknown targets and to determine its pharmacological activity. Results A total of nine candidate targets were discovered, including LCK, HSP90AA1, RAB5A, EGFR, CDK2, CDK6, GSK3B, p38, and JNK. LCK was confirmed through SPR experiments, and HSP90AA1, EGFR, CDK6, p38, and JNK were validated through previous reports. Rhein network regulations are complex and interconnected. The therapeutic effect of rhein is the synergistic and comprehensive result of this vast and complex network, and the perturbation of multiple targets gives rhein its various pharmacological activities. Conclusions This study provided a new integrated strategy to identify new targets of bioactive compounds and reveal their molecular mechanisms of action. Electronic supplementary material The online version of this article (10.1186/s12859-018-2346-4) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Hao Sun
- School of Pharmaceutical Sciences, Wenzhou Medical University, Wenzhou, 325035, China.,Pharmacy Department, Women's Hospital, Zhejiang University School of Medicine, Hangzhou, 310006, Zhejiang, China
| | - Yiting Shen
- School of Pharmaceutical Sciences, Wenzhou Medical University, Wenzhou, 325035, China
| | - Guangwen Luo
- School of Pharmaceutical Sciences, Wenzhou Medical University, Wenzhou, 325035, China
| | - Yuepiao Cai
- School of Pharmaceutical Sciences, Wenzhou Medical University, Wenzhou, 325035, China.
| | - Zheng Xiang
- School of Pharmaceutical Sciences, Wenzhou Medical University, Wenzhou, 325035, China.
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32
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Zheng L, Chen S, Cao Y, Zhao L, Gao Y, Ding X, Wang X, Gu Y, Wang S, Zhu Z, Yuan Y, Chen X, Chai Y. Combination of comprehensive two-dimensional prostate cancer cell membrane chromatographic system and network pharmacology for characterizing membrane binding active components from Radix et Rhizoma Rhei and their targets. J Chromatogr A 2018; 1564:145-154. [DOI: 10.1016/j.chroma.2018.06.015] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/25/2018] [Revised: 05/02/2018] [Accepted: 06/05/2018] [Indexed: 02/08/2023]
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33
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Ge Q, Chen L, Tang M, Zhang S, Liu L, Gao L, Ma S, Kong M, Yao Q, Feng F, Chen K. Analysis of mulberry leaf components in the treatment of diabetes using network pharmacology. Eur J Pharmacol 2018; 833:50-62. [DOI: 10.1016/j.ejphar.2018.05.021] [Citation(s) in RCA: 65] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2018] [Revised: 05/02/2018] [Accepted: 05/17/2018] [Indexed: 12/28/2022]
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Abstract
Motivation The literature on complex diseases is abundant but not always quantitative. This is particularly so for Inflammatory Bowel Disease (IBD), where many molecular pathways are qualitatively well described but this information cannot be used in traditional quantitative mathematical models employed in drug development. We propose the elaboration and validation of a logic network for IBD able to capture the information available in the literature that will facilitate the identification/validation of therapeutic targets. Results In this article, we propose a logic model for Inflammatory Bowel Disease (IBD) which consists of 43 nodes and 298 qualitative interactions. The model presented is able to describe the pathogenic mechanisms of the disorder and qualitatively describes the characteristic chronic inflammation. A perturbation analysis performed on the IBD network indicates that the model is robust. Also, as described in clinical trials, a simulation of anti-TNFα, anti-IL2 and Granulocyte and Monocyte Apheresis showed a decrease in the Metalloproteinases node (MMPs), which means a decrease in tissue damage. In contrast, as clinical trials have demonstrated, a simulation of anti-IL17 and anti-IFNγ or IL10 overexpression therapy did not show any major change in MMPs expression, as corresponds to a failed therapy. The model proved to be a promising in silico tool for the evaluation of potential therapeutic targets, the identification of new IBD biomarkers, the integration of IBD polymorphisms to anticipate responders and non-responders and can be reduced and transformed in quantitative model/s.
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35
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Noell G, Faner R, Agustí A. From systems biology to P4 medicine: applications in respiratory medicine. Eur Respir Rev 2018; 27:27/147/170110. [PMID: 29436404 PMCID: PMC9489012 DOI: 10.1183/16000617.0110-2017] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2017] [Accepted: 11/30/2017] [Indexed: 12/22/2022] Open
Abstract
Human health and disease are emergent properties of a complex, nonlinear, dynamic multilevel biological system: the human body. Systems biology is a comprehensive research strategy that has the potential to understand these emergent properties holistically. It stems from advancements in medical diagnostics, “omics” data and bioinformatic computing power. It paves the way forward towards “P4 medicine” (predictive, preventive, personalised and participatory), which seeks to better intervene preventively to preserve health or therapeutically to cure diseases. In this review, we: 1) discuss the principles of systems biology; 2) elaborate on how P4 medicine has the potential to shift healthcare from reactive medicine (treatment of illness) to predict and prevent illness, in a revolution that will be personalised in nature, probabilistic in essence and participatory driven; 3) review the current state of the art of network (systems) medicine in three prevalent respiratory diseases (chronic obstructive pulmonary disease, asthma and lung cancer); and 4) outline current challenges and future goals in the field. Systems biology and network medicine have the potential to transform medical research and practicehttp://ow.ly/r3jR30hf35x
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Affiliation(s)
- Guillaume Noell
- Institut d'Investigacions Biomediques August Pi i Sunyer (IDIBAPS), Barcelona, Spain.,CIBER Enfermedades Respiratorias (CIBERES), Barcelona, Spain
| | - Rosa Faner
- Institut d'Investigacions Biomediques August Pi i Sunyer (IDIBAPS), Barcelona, Spain.,CIBER Enfermedades Respiratorias (CIBERES), Barcelona, Spain
| | - Alvar Agustí
- Institut d'Investigacions Biomediques August Pi i Sunyer (IDIBAPS), Barcelona, Spain .,CIBER Enfermedades Respiratorias (CIBERES), Barcelona, Spain.,Respiratory Institute, Hospital Clinic, Universitat de Barcelona, Barcelona, Spain
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36
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Tan G, Wang X, Liu K, Dong X, Liao W, Wu H. Correlation of drug-induced and drug-related ultra-high performance liquid chromatography-mass spectrometry serum metabolomic profiles yields discovery of effective constituents of Sini decoction against myocardial ischemia in rats. Food Funct 2018; 9:5528-5535. [DOI: 10.1039/c8fo01217b] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
A “system to system” strategy of correlating drug-related and drug-induced UHPLC-Q-TOFMS serum metabolomic profiles was developed to screen effective constituents.
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Affiliation(s)
- Guangguo Tan
- School of Pharmacy
- Fourth Military Medical University
- Xi'an 710032
- China
| | - Xin Wang
- School of Pharmacy
- China Pharmaceutical University
- Nanjing 210009
- China
| | - Kui Liu
- Student Brigade
- College of Basic Medicine
- Fourth Military Medical University
- Xi'an 710032
- China
| | - Xin Dong
- School of Pharmacy
- Second Military Medical University
- Shanghai 200433
- China
| | - Wenting Liao
- School of Pharmacy
- China Pharmaceutical University
- Nanjing 210009
- China
| | - Hong Wu
- School of Pharmacy
- Fourth Military Medical University
- Xi'an 710032
- China
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37
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Chen H, Wang C, Qi M, Ge L, Tian Z, Li J, Zhang M, Wang M, Huang L, Tang X. Anti-tumor Effect of Rhaponticum uniflorum Ethyl Acetate Extract by Regulation of Peroxiredoxin1 and Epithelial-to-Mesenchymal Transition in Oral Cancer. Front Pharmacol 2017; 8:870. [PMID: 29218012 PMCID: PMC5703707 DOI: 10.3389/fphar.2017.00870] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2017] [Accepted: 11/10/2017] [Indexed: 12/16/2022] Open
Abstract
Objective: To explore whether Rhaponticum uniflorum (R. uniflorum) had anti-tumor effects in oral cancer and investigate the molecular mechanisms involved in these anti-tumor effects. Methods: Chemical compositions of R. uniflorum ethyl acetate (RUEA) extracts were detected by ultra-performance liquid chromatography-Q/time-of-flight mass spectrometry (UPLC-Q/TOF-MS), followed by pharmacology-based network prediction analysis. The effects of RUEA extracts on proliferation, apoptosis, migration, and invasion ability of human oral squamous cell carcinoma (OSCC) cell line SCC15 were evaluated by CCK8 assay, Annexin V- fluorescein isothiocyanate/propidium iodide staining, wound healing assay, and Matrigel invasion assay, respectively. The mRNA and protein expression of peroxiredoxin1 (Prx1), the epithelial-to-mesenchymal transition (EMT) marker E-cadherin, vimentin, and Snail were determined by quantitative real-time reverse transcription polymerase chain reaction and western blotting. A mouse xenograft model of SCC15 cells was established to further evaluate the effect of RUEA extracts in vivo. Immunohistochemical assessment of Ki67 and terminal deoxynucleotidyl transferase dUTP nick end labeling staining of apoptotic cells were performed on the tumor tissues to assess the effects of RUEA extracts on proliferation and apoptosis. Results: Fourteen compounds were identified from RUEA extracts by UPLC-Q/TOF-MS. The pharmacology-based network prediction analysis showed that Prx1 could be a potential binder of RUEA extracts. In SCC15 cells, RUEA extracts inhibited cell viability, induced apoptosis, and suppressed cell invasion and migration in a concentration-dependent manner. After treatment with RUEA extracts, the mRNA and protein expression of E-cadherin increased, whereas those of Prx1, vimentin, and Snail decreased. RUEA extracts also affected the EMT program and suppressed cell invasion and migration in Prx1 knockdown SCC15 cells. In an OSCC mouse xenograft model, RUEA extracts (25 and 250 mg/kg) significantly inhibited the growth of tumors. Compared with the control group, Ki67 expression was reduced and apoptosis rates were elevated in the transplanted tumors treated with RUEA extracts. RUEA extracts increased the expression of E-cadherin and decreased the expression of Prx1, vimentin, and Snail in vivo. Conclusion: RUEA extracts inhibited tumor growth and invasion by reducing Prx1 expression and suppressing the EMT process in OSCC. RUEA extracts may be a potential candidate for OSCC treatment.
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Affiliation(s)
- Hui Chen
- Division of Oral Pathology, Beijing Institute of Dental Research, Beijing Stomatological Hospital, School of Stomatology, Capital Medical University, Beijing, China
| | - Chunxiao Wang
- Division of Oral Pathology, Beijing Institute of Dental Research, Beijing Stomatological Hospital, School of Stomatology, Capital Medical University, Beijing, China
| | - Moci Qi
- Division of Oral Pathology, Beijing Institute of Dental Research, Beijing Stomatological Hospital, School of Stomatology, Capital Medical University, Beijing, China
| | - Lihua Ge
- Division of Oral Pathology, Beijing Institute of Dental Research, Beijing Stomatological Hospital, School of Stomatology, Capital Medical University, Beijing, China
| | - Zhenchuan Tian
- Division of Oral Pathology, Beijing Institute of Dental Research, Beijing Stomatological Hospital, School of Stomatology, Capital Medical University, Beijing, China
| | - Jinhua Li
- Institute of Medicinal Plant Development, Chinese Academy of Medical Sciences, Peking Union Medical College, Beijing, China
| | - Min Zhang
- Division of Oral Pathology, Beijing Institute of Dental Research, Beijing Stomatological Hospital, School of Stomatology, Capital Medical University, Beijing, China
| | - Min Wang
- Division of Oral Pathology, Beijing Institute of Dental Research, Beijing Stomatological Hospital, School of Stomatology, Capital Medical University, Beijing, China
| | - Linfang Huang
- Institute of Medicinal Plant Development, Chinese Academy of Medical Sciences, Peking Union Medical College, Beijing, China
| | - Xiaofei Tang
- Division of Oral Pathology, Beijing Institute of Dental Research, Beijing Stomatological Hospital, School of Stomatology, Capital Medical University, Beijing, China
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38
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Peng L, Zhu W, Liao B, Duan Y, Chen M, Chen Y, Yang J. Screening drug-target interactions with positive-unlabeled learning. Sci Rep 2017; 7:8087. [PMID: 28808275 PMCID: PMC5556112 DOI: 10.1038/s41598-017-08079-7] [Citation(s) in RCA: 24] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2017] [Accepted: 07/04/2017] [Indexed: 02/03/2023] Open
Abstract
Identifying drug-target interaction (DTI) candidates is crucial for drug repositioning. However, usually only positive DTIs are deposited in known databases, which challenges computational methods to predict novel DTIs due to the lack of negative samples. To overcome this dilemma, researchers usually randomly select negative samples from unlabeled drug-target pairs, which introduces a lot of false-positives. In this study, a negative sample extraction method named NDTISE is first developed to screen strong negative DTI examples based on positive-unlabeled learning. A novel DTI screening framework, PUDTI, is then designed to infer new drug repositioning candidates by integrating NDTISE, probabilities that remaining ambiguous samples belong to the positive and negative classes, and an SVM-based optimization model. We investigated the effectiveness of NDTISE on a DTI data provided by NCPIS. NDTISE is much better than random selection and slightly outperforms NCPIS. We then compared PUDTI with 6 state-of-the-art methods on 4 classes of DTI datasets from human enzymes, ion channels, GPCRs and nuclear receptors. PUDTI achieved the highest AUC among the 7 methods on all 4 datasets. Finally, we validated a few top predicted DTIs through mining independent drug databases and literatures. In conclusion, PUDTI provides an effective pre-filtering method for new drug design.
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Affiliation(s)
- Lihong Peng
- Key Laboratory for Embedded and Network Computing of Hunan Province, College of Information Science and Engineering, Hunan University, Changsha Hunan, 410082, China
- College of Information Engineering, Changsha Medical University, Changsha Hunan, 410219, China
| | - Wen Zhu
- Key Laboratory for Embedded and Network Computing of Hunan Province, College of Information Science and Engineering, Hunan University, Changsha Hunan, 410082, China
| | - Bo Liao
- Key Laboratory for Embedded and Network Computing of Hunan Province, College of Information Science and Engineering, Hunan University, Changsha Hunan, 410082, China.
| | - Yu Duan
- Hunan University of Commerce, Changsha Hunan, 410205, China
| | - Min Chen
- Key Laboratory for Embedded and Network Computing of Hunan Province, College of Information Science and Engineering, Hunan University, Changsha Hunan, 410082, China
| | - Yi Chen
- College of Drug, Changsha Medical University, Changsha Hunan, 410219, China
| | - Jialiang Yang
- Department of Genetics and Genomic Sciences, Icahn School of Medicine, Mount Sinai, NY, 10029, USA
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39
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Momota R, Ohtsuka A. Network of anatomical texts (NAnaTex), an open-source project for visualizing the interaction between anatomical terms. Anat Sci Int 2017; 93:149-153. [DOI: 10.1007/s12565-017-0410-1] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2017] [Accepted: 07/16/2017] [Indexed: 10/19/2022]
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40
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Chen S, Feng Z, Wang Y, Ma S, Hu Z, Yang P, Chai Y, Xie X. Discovery of Novel Ligands for TNF-α and TNF Receptor-1 through Structure-Based Virtual Screening and Biological Assay. J Chem Inf Model 2017; 57:1101-1111. [PMID: 28422491 PMCID: PMC6732210 DOI: 10.1021/acs.jcim.6b00672] [Citation(s) in RCA: 51] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Abstract
Tumor necrosis factor α (TNF-α) is overexpressed in various diseases, and it has been a validated therapeutic target for autoimmune diseases. All therapeutics currently used to target TNF-α are biomacromolecules, and limited numbers of TNF-α chemical inhibitors have been reported, which makes the identification of small-molecule alternatives an urgent need. Recent studies have mainly focused on identifying small molecules that directly bind to TNF-α or TNF receptor-1 (TNFR1), inhibit the interaction between TNF-α and TNFR1, and/or regulate related signaling pathways. In this study, we combined in silico methods with biophysical and cell-based assays to identify novel antagonists that bind to TNF-α or TNFR1. Pharmacophore model filtering and molecular docking were applied to identify potential TNF-α antagonists. In regard to TNFR1, we constructed a three-dimensional model of the TNF-α-TNFR1 complex and carried out molecular dynamics simulations to sample the conformations. The residues in TNF-α that have been reported to play important roles in the TNF-α-TNFR1 complex were removed to form a pocket for further virtual screening of TNFR1-binding ligands. We obtained 20 virtual hits and tested them using surface plasmon resonance-based assays, which resulted in one ligand that binds to TNFR1 and four ligands with different scaffolds that bind to TNF-α. T1 and R1, the two most active compounds with Kd values of 11 and 16 μM for TNF-α and TNFR1, respectively, showed activities similar to those of known antagonists. Further cell-based assays also demonstrated that T1 and R1 have similar activities compared to the known TNF-α antagonist C87. Our work has not only produced several TNF-α and TNFR1 antagonists with novel scaffolds for further structural optimization but also showcases the power of our in silico methods for TNF-α- and TNFR1-based drug discovery.
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Affiliation(s)
- Si Chen
- Department of Pharmaceutical Sciences and Computational Chemical Genomics Screening Center, School of Pharmacy, National Center of Excellence for Computational Drug Abuse Research, Drug Discovery Institute, and Departments of Computational Biology and Structural Biology, School of Medicine, University of Pittsburgh, Pittsburgh, Pennsylvania 15260, United States
- School of Pharmacy, Second Military Medical University, 325 Guohe Road, Shanghai, 200433, China
| | - Zhiwei Feng
- Department of Pharmaceutical Sciences and Computational Chemical Genomics Screening Center, School of Pharmacy, National Center of Excellence for Computational Drug Abuse Research, Drug Discovery Institute, and Departments of Computational Biology and Structural Biology, School of Medicine, University of Pittsburgh, Pittsburgh, Pennsylvania 15260, United States
| | - Yun Wang
- School of Pharmacy, Second Military Medical University, 325 Guohe Road, Shanghai, 200433, China
| | - Shifan Ma
- Department of Pharmaceutical Sciences and Computational Chemical Genomics Screening Center, School of Pharmacy, National Center of Excellence for Computational Drug Abuse Research, Drug Discovery Institute, and Departments of Computational Biology and Structural Biology, School of Medicine, University of Pittsburgh, Pittsburgh, Pennsylvania 15260, United States
| | - Ziheng Hu
- Department of Pharmaceutical Sciences and Computational Chemical Genomics Screening Center, School of Pharmacy, National Center of Excellence for Computational Drug Abuse Research, Drug Discovery Institute, and Departments of Computational Biology and Structural Biology, School of Medicine, University of Pittsburgh, Pittsburgh, Pennsylvania 15260, United States
| | - Peng Yang
- Department of Pharmaceutical Sciences and Computational Chemical Genomics Screening Center, School of Pharmacy, National Center of Excellence for Computational Drug Abuse Research, Drug Discovery Institute, and Departments of Computational Biology and Structural Biology, School of Medicine, University of Pittsburgh, Pittsburgh, Pennsylvania 15260, United States
| | - Yifeng Chai
- School of Pharmacy, Second Military Medical University, 325 Guohe Road, Shanghai, 200433, China
| | - Xiangqun Xie
- Department of Pharmaceutical Sciences and Computational Chemical Genomics Screening Center, School of Pharmacy, National Center of Excellence for Computational Drug Abuse Research, Drug Discovery Institute, and Departments of Computational Biology and Structural Biology, School of Medicine, University of Pittsburgh, Pittsburgh, Pennsylvania 15260, United States
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Chen S, Li X, Yuan W, Zou Y, Guo Z, Chai Y, Lu W. Rapid identification of dual p53-MDM2/MDMX interaction inhibitors through virtual screening and hit-based substructure search. RSC Adv 2017. [DOI: 10.1039/c7ra00473g] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
Abstract
A virtual screening method coupled with hit-based substructure search strategy was developed to identify dual inhibitors of the p53-MDM2/MDMX interactions and a series of novel scaffolds with moderate inhibitory activity were obtained.
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Affiliation(s)
- Si Chen
- School of Pharmacy
- Second Military Medical University
- Shanghai 200433
- People's Republic of China
| | - Xiang Li
- School of Pharmacy
- Second Military Medical University
- Shanghai 200433
- People's Republic of China
- Institute of Human Virology
| | - Weirong Yuan
- Institute of Human Virology
- University of Maryland School of Medicine
- Baltimore
- USA
| | - Yan Zou
- School of Pharmacy
- Second Military Medical University
- Shanghai 200433
- People's Republic of China
| | - Zhongwu Guo
- School of Pharmacy
- Second Military Medical University
- Shanghai 200433
- People's Republic of China
| | - Yifeng Chai
- School of Pharmacy
- Second Military Medical University
- Shanghai 200433
- People's Republic of China
| | - Wuyuan Lu
- Institute of Human Virology
- University of Maryland School of Medicine
- Baltimore
- USA
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42
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Xiang H, Wang G, Qu J, Xia S, Tao X, Qi B, Zhang Q, Shang D. Yin-Chen-Hao Tang Attenuates Severe Acute Pancreatitis in Rat: An Experimental Verification of In silico Network Target Prediction. Front Pharmacol 2016; 7:378. [PMID: 27790147 PMCID: PMC5061810 DOI: 10.3389/fphar.2016.00378] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2016] [Accepted: 09/28/2016] [Indexed: 12/12/2022] Open
Abstract
Yin-Chen-Hao Tang (YCHT) is a classical Chinese medicine compound that has a long history of clinical use in China for the treatment of inflammatory diseases. However, the efficacy and mechanisms of YCHT for the treatment of severe acute pancreatitis (SAP) are not known. The current study investigated the pharmacological properties of YCHT against SAP and its underlying mechanisms. A computational prediction of potential targets of YCHT was initially established based on a network pharmacology simulation. The model suggested that YCHT attenuated SAP progress by apoptosis inducement, anti-inflammation, anti-oxidation and blood lipid regulation. These effects were validated in SAP rats. YCHT administration produced the following results: (1) significantly inhibited the secretion of pancreatic enzymes and protected pancreatic tissue; (2) obviously increased the number of in situ terminal deoxynucleotidyl transferase dUTP nick-end labeling (TUNEL)-positive cells and induced apoptosis; (3) markedly inhibited neutrophil infiltration to the impaired pancreas and reduced the inflammatory reaction; (4) notably enhanced the activities of antioxidant enzymes and decreased the nitric oxide synthase levels; (5) significantly reduced the levels of triglycerides, total cholesterol and low-density lipoprotein and increased high-density lipoprotein; and (6) significantly up-regulated peroxisome proliferator-activated receptor-γ (PPARγ) and down-regulated nuclear factor-kappa B (NF-κB). In summary, these results demonstrated that YCHT attenuated SAP progress by inducing apoptosis, repressing inflammation, alleviating oxidative stress and regulating lipid metabolism partially via regulation of the NF-κB/PPARγ signal pathway.
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Affiliation(s)
- Hong Xiang
- College (Institute) of Integrative Medicine, Dalian Medical University Dalian, China
| | - Guijun Wang
- Department of General Surgery, The First Affiliated Hospital of Jinzhou Medical University Jinzhou, China
| | - Jialin Qu
- Clinical Laboratory of Integrative Medicine, The First Affiliated Hospital of Dalian Medical University Dalian, China
| | - Shilin Xia
- Clinical Laboratory of Integrative Medicine, The First Affiliated Hospital of Dalian Medical University Dalian, China
| | - Xufeng Tao
- College of Pharmacy, Dalian Medical University Dalian, China
| | - Bing Qi
- Department of General Surgery, The First Affiliated Hospital of Dalian Medical University Dalian, China
| | - Qingkai Zhang
- Department of General Surgery, The First Affiliated Hospital of Dalian Medical University Dalian, China
| | - Dong Shang
- College (Institute) of Integrative Medicine, Dalian Medical UniversityDalian, China; Department of General Surgery, The First Affiliated Hospital of Dalian Medical UniversityDalian, China
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