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Madan LK, Welsh CL, Kornev AP, Taylor SS. The "violin model": Looking at community networks for dynamic allostery. J Chem Phys 2023; 158:081001. [PMID: 36859094 PMCID: PMC9957607 DOI: 10.1063/5.0138175] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2022] [Accepted: 02/03/2023] [Indexed: 02/09/2023] Open
Abstract
Allosteric regulation of proteins continues to be an engaging research topic for the scientific community. Models describing allosteric communication have evolved from focusing on conformation-based descriptors of protein structural changes to appreciating the role of internal protein dynamics as a mediator of allostery. Here, we explain a "violin model" for allostery as a contemporary method for approaching the Cooper-Dryden model based on redistribution of protein thermal fluctuations. Based on graph theory, the violin model makes use of community network analysis to functionally cluster correlated protein motions obtained from molecular dynamics simulations. This Review provides the theory and workflow of the methodology and explains the application of violin model to unravel the workings of protein kinase A.
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Affiliation(s)
- Lalima K. Madan
- Author to whom correspondence should be addressed: and . Telephone: 843.792.4525. Fax: 843.792.0481
| | - Colin L. Welsh
- Department of Cell and Molecular Pharmacology and Experimental Therapeutics, Medical University of South Carolina, 173 Ashley Ave., Charleston, South Carolina 29425, USA
| | - Alexandr P. Kornev
- Department of Pharmacology, University of California San Diego, 9500 Gilman Drive, San Diego, California, 92093, USA
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2
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Zhang M, Chen X, Zhang Y, Zhao X, Zhao J, Wang X. The potential of functionalized dressing releasing flavonoids facilitates scar-free healing. Front Med (Lausanne) 2022; 9:978120. [PMID: 36262272 PMCID: PMC9573991 DOI: 10.3389/fmed.2022.978120] [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: 07/05/2022] [Accepted: 09/12/2022] [Indexed: 12/02/2022] Open
Abstract
Scars are pathological marks left after an injury heals that inflict physical and psychological harm, especially the great threat to development and aesthetics posed by oral and maxillofacial scars. The differential expression of genes such as transforming growth factor-β, local adherent plaque kinase, and yes-related transcriptional regulators at infancy or the oral mucosa is thought to be the reason of scarless regenerative capacity after tissue defects. Currently, tissue engineering products for defect repair frequently overlook the management of postoperative scars, and inhibitors of important genes alone have negative consequences for the organism. Natural flavonoids have hemostatic, anti-inflammatory, antioxidant, and antibacterial properties, which promote wound healing and have anti-scar properties by interfering with the transmission of key signaling pathways involved in scar formation. The combination of flavonoid-rich drug dressings provides a platform for clinical translation of compounds that aid in drug disintegration, prolonged release, and targeted delivery. Therefore, we present a review of the mechanisms and effects of flavonoids in promoting scar-free regeneration and the application of flavonoid-laden dressings.
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Affiliation(s)
- Mengyuan Zhang
- School and Hospital of Stomatology, Shanxi Medical University, Taiyuan, China,Shanxi Province Key Laboratory of Oral Diseases Prevention and New Materials, Taiyuan, China
| | - Xiaohang Chen
- School and Hospital of Stomatology, Shanxi Medical University, Taiyuan, China,Shanxi Province Key Laboratory of Oral Diseases Prevention and New Materials, Taiyuan, China
| | - Yuan Zhang
- School and Hospital of Stomatology, Shanxi Medical University, Taiyuan, China,Shanxi Province Key Laboratory of Oral Diseases Prevention and New Materials, Taiyuan, China
| | - Xiangyu Zhao
- School and Hospital of Stomatology, Shanxi Medical University, Taiyuan, China,Shanxi Province Key Laboratory of Oral Diseases Prevention and New Materials, Taiyuan, China
| | - Jing Zhao
- School and Hospital of Stomatology, Shanxi Medical University, Taiyuan, China,Shanxi Province Key Laboratory of Oral Diseases Prevention and New Materials, Taiyuan, China,Jing Zhao,
| | - Xing Wang
- School and Hospital of Stomatology, Shanxi Medical University, Taiyuan, China,Shanxi Province Key Laboratory of Oral Diseases Prevention and New Materials, Taiyuan, China,*Correspondence: Xing Wang,
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3
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ZHANG BY, ZHENG YF, ZHAO J, KANG D, WANG Z, XU LJ, LIU AL, DU GH. Identification of multi-target anti-cancer agents from TCM formula by in silico prediction and in vitro validation. Chin J Nat Med 2022; 20:332-351. [DOI: 10.1016/s1875-5364(22)60180-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2021] [Indexed: 11/03/2022]
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4
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Qi F, Liu Y, Zhang K, Zhang Y, Xu K, Zhou M, Zhao H, Zhu S, Chen J, Li P, Du J. Artificial Intelligence Uncovers Natural MMP Inhibitor Crocin as a Potential Treatment of Thoracic Aortic Aneurysm and Dissection. Front Cardiovasc Med 2022; 9:871486. [PMID: 35463768 PMCID: PMC9019136 DOI: 10.3389/fcvm.2022.871486] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2022] [Accepted: 02/25/2022] [Indexed: 11/13/2022] Open
Abstract
Thoracic aortic aneurysm and dissection (TAAD) is a lethal cardiovascular condition without effective pharmaceutical therapy. Identifying novel drugs that target the key pathogenetic components is an urgent need. Bioinformatics analysis of pathological studies indicated “extracellular matrix organization” as the most significant functional pathway related to TAAD, in which matrix metallopeptidase (MMP) 2 and MMP9 ranked above other proteases. MMP1-14 were designated as the prototype molecules for docking against PubChem Compound Database using Surflex-Dock, and nine natural compounds were identified. Using a generic MMP activity assay and an aminopropionitrile (BAPN)-induced TAAD mouse model, we identified crocin as an effective MMP inhibitor, suppressing the occurrence and rupture of TAAD. Biolayer interferometry and AI/bioinformatics analyses indicated that crocin may inhibit MMP2 activity by direct binding. Possible binding sites were investigated. Overall, the integration of artificial intelligence and functional experiments identified crocin as an MMP inhibitor with strong therapeutic potential.
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Affiliation(s)
- Feiran Qi
- Beijing Anzhen Hospital, Capital Medical University, Beijing, China
- Beijing Institute of Heart Lung and Blood Vessel Diseases, Beijing, China
- Beijing Collaborative Innovation Centre for Cardiovascular Disorders, Beijing, China
- The Key Laboratory of Remodeling-Related Cardiovascular Diseases, Ministry of Education, Beijing, China
| | - Yan Liu
- Beijing Anzhen Hospital, Capital Medical University, Beijing, China
- Beijing Institute of Heart Lung and Blood Vessel Diseases, Beijing, China
- Beijing Collaborative Innovation Centre for Cardiovascular Disorders, Beijing, China
- The Key Laboratory of Remodeling-Related Cardiovascular Diseases, Ministry of Education, Beijing, China
| | - Kunlin Zhang
- School of Life Sciences, Beijing University of Chinese Medicine, Beijing, China
- CAS Key Laboratory of Mental Health, Institute of Psychology, Chinese Academy of Sciences, Beijing, China
- Department of Psychology, University of Chinese Academy of Sciences, Beijing, China
| | - Yanzhenzi Zhang
- Beijing Anzhen Hospital, Capital Medical University, Beijing, China
- Beijing Institute of Heart Lung and Blood Vessel Diseases, Beijing, China
- Beijing Collaborative Innovation Centre for Cardiovascular Disorders, Beijing, China
- The Key Laboratory of Remodeling-Related Cardiovascular Diseases, Ministry of Education, Beijing, China
| | - Ke Xu
- Beijing Anzhen Hospital, Capital Medical University, Beijing, China
- Beijing Institute of Heart Lung and Blood Vessel Diseases, Beijing, China
- Beijing Collaborative Innovation Centre for Cardiovascular Disorders, Beijing, China
- The Key Laboratory of Remodeling-Related Cardiovascular Diseases, Ministry of Education, Beijing, China
| | - Mei Zhou
- Department of Physiology and Pathophysiology, School of Basic Medical Sciences, Tianjin Medical University, Tianjin, China
| | - Huinan Zhao
- Beijing Anzhen Hospital, Capital Medical University, Beijing, China
- Beijing Institute of Heart Lung and Blood Vessel Diseases, Beijing, China
- Beijing Collaborative Innovation Centre for Cardiovascular Disorders, Beijing, China
- The Key Laboratory of Remodeling-Related Cardiovascular Diseases, Ministry of Education, Beijing, China
| | - Shuolin Zhu
- Beijing Anzhen Hospital, Capital Medical University, Beijing, China
- Beijing Institute of Heart Lung and Blood Vessel Diseases, Beijing, China
- Beijing Collaborative Innovation Centre for Cardiovascular Disorders, Beijing, China
- The Key Laboratory of Remodeling-Related Cardiovascular Diseases, Ministry of Education, Beijing, China
| | - Jianxin Chen
- School of Life Sciences, Beijing University of Chinese Medicine, Beijing, China
- *Correspondence: Jianxin Chen
| | - Ping Li
- Beijing Anzhen Hospital, Capital Medical University, Beijing, China
- Beijing Institute of Heart Lung and Blood Vessel Diseases, Beijing, China
- Beijing Collaborative Innovation Centre for Cardiovascular Disorders, Beijing, China
- The Key Laboratory of Remodeling-Related Cardiovascular Diseases, Ministry of Education, Beijing, China
- Ping Li
| | - Jie Du
- Beijing Anzhen Hospital, Capital Medical University, Beijing, China
- Beijing Institute of Heart Lung and Blood Vessel Diseases, Beijing, China
- Beijing Collaborative Innovation Centre for Cardiovascular Disorders, Beijing, China
- The Key Laboratory of Remodeling-Related Cardiovascular Diseases, Ministry of Education, Beijing, China
- Jie Du
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5
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Abstract
Significance: Since protein disulfide isomerase (PDI) was first described in 1963, researchers have shown conclusively that PDI and sibling proteins are quintessential for thrombus formation. PDI, endoplasmic reticulum protein (ERp)5, ERp57, and ERp72 are released from platelets and vascular cells and interact with integrin αIIbβ3 on the outer surface of platelets. Recent Advances: At the cell surface they influence protein folding and function, propagating thrombosis and maintaining hemostasis. TMX1, which is a transmembrane thiol isomerase, is the first family member shown to negatively regulate platelets. Targets of thiol isomerases have been identified, including integrin α2β1, Von Willebrand Factor, GpIbα, nicotinamide adenine dinucleotide phosphate oxidase (Nox)-1, Nox-2, and tissue factor, all of which are pro-thrombotic, and several of which are on the cell surface. In spite of this, PDI can paradoxically catalyze the delivery of nitric oxide to platelets, which decrease thrombus formation. Critical Issues: Although the overall effect of PDI is to positively regulate platelet activation, it is still unclear how thiol isomerases function in pro-thrombotic states, such as obesity, diabetes, and cancer. In parallel, there has been a surge in the development of novel thiol isomerase inhibitors, which display selectivity, potency and modulate thrombosis and hemostasis. The availability of selective thiol isomerase inhibitors has culminated in clinical trials, with promising outcomes for the prevention of cancer-associated thrombosis. Future Directions: Altogether, thiol isomerases are perceived as an orchestrating force that regulates thrombus development. In the current review, we will explore the history of PDI in cardiovascular biology, detail known mechanisms of action, and summarize known thiol isomerase inhibitors.
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Affiliation(s)
- Renato Simões Gaspar
- Institute for Cardiovascular and Metabolic Research, School of Biological Sciences, University of Reading, Reading, United Kingdom
| | - Jonathan M Gibbins
- Institute for Cardiovascular and Metabolic Research, School of Biological Sciences, University of Reading, Reading, United Kingdom
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Evans L, Shen Y, Bender A, Burnett LE, Li M, Habibian JS, Zhou T, Ferguson BS. Divergent and Overlapping Roles for Selected Phytochemicals in the Regulation of Pathological Cardiac Hypertrophy. Molecules 2021; 26:molecules26051210. [PMID: 33668293 PMCID: PMC7956446 DOI: 10.3390/molecules26051210] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2021] [Revised: 02/18/2021] [Accepted: 02/19/2021] [Indexed: 02/07/2023] Open
Abstract
Plant-based foods, like fruits, vegetables, whole grains, legumes, nuts, seeds and other foodstuffs, have been deemed as heart healthy. The chemicals within these plant-based foods, i.e., phytochemicals, are credited with protecting the heart. However, the mechanistic actions of phytochemicals, which prevent clinical endpoints, such as pathological cardiac hypertrophy, are still being elucidated. We sought to characterize the overlapping and divergent mechanisms by which 18 selected phytochemicals prevent phenylephrine- and phorbol 12-myristate 13-acetate-mediated cardiomyocyte enlargement. Of the tested 18 compounds, six attenuated PE- and PMA-mediated enlargement of neonatal rat ventricular myocytes. Cell viability assays showed that apigenin, baicalein, berberine hydrochloride, emodin, luteolin and quercetin dihydrate did not reduce cell size through cytotoxicity. Four of the six phytochemicals, apigenin, baicalein, berberine hydrochloride and emodin, robustly inhibited stress-induced hypertrophy and were analyzed further against intracellular signaling and genome-wide changes in mRNA expression. The four phytochemicals differentially regulated mitogen-activated protein kinases and protein kinase D. RNA-sequencing further showed divergence in gene regulation, while pathway analysis demonstrated overlap in the regulation of inflammatory pathways. Combined, this study provided a comprehensive analysis of cardioprotective phytochemicals. These data highlight two defining observations: (1) that these compounds predominantly target divergent gene pathways within cardiac myocytes and (2) that regulation of overlapping signaling and gene pathways may be of particular importance for the anti-hypertrophic actions of these phytochemicals. Despite these new findings, future works investigating rodent models of heart failure are still needed to understand the roles for these compounds in the heart.
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Affiliation(s)
- Levi Evans
- Department of Nutrition, University of Nevada, Reno, NV 89557, USA; (L.E.); (Y.S.); (A.B.); (L.E.B.)
- Environmental Sciences Program, University of Nevada, Reno, NV 89557, USA
| | - Yiqui Shen
- Department of Nutrition, University of Nevada, Reno, NV 89557, USA; (L.E.); (Y.S.); (A.B.); (L.E.B.)
| | - Abigail Bender
- Department of Nutrition, University of Nevada, Reno, NV 89557, USA; (L.E.); (Y.S.); (A.B.); (L.E.B.)
| | - Leah E. Burnett
- Department of Nutrition, University of Nevada, Reno, NV 89557, USA; (L.E.); (Y.S.); (A.B.); (L.E.B.)
| | - Musheng Li
- Department of Pharmacology and Physiology, University of Nevada, Reno, NV 89557, USA; (M.L.); (T.Z.)
| | | | - Tong Zhou
- Department of Pharmacology and Physiology, University of Nevada, Reno, NV 89557, USA; (M.L.); (T.Z.)
| | - Bradley S. Ferguson
- Department of Nutrition, University of Nevada, Reno, NV 89557, USA; (L.E.); (Y.S.); (A.B.); (L.E.B.)
- Environmental Sciences Program, University of Nevada, Reno, NV 89557, USA
- Center of Biomedical Research Excellence for Molecular and Cellular Signal Transduction in the Cardiovascular System, University of Nevada, Reno, NV 89557, USA
- Correspondence:
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7
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Shetve VV, Bhowmick S, Alissa SA, Alothman ZA, Wabaidu SM, Asmary FA, Alhajri HM, Islam MA. Identification of selective Lyn inhibitors from the chemical databases through integrated molecular modelling approaches. SAR AND QSAR IN ENVIRONMENTAL RESEARCH 2021; 32:1-27. [PMID: 33161767 DOI: 10.1080/1062936x.2020.1799433] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/22/2020] [Accepted: 07/19/2020] [Indexed: 06/11/2023]
Abstract
In the current study, the Asinex and ChEBI databases were virtually screened for the identification of potential Lyn protein inhibitors. Therefore, a multi-steps molecular docking study was carried out using the VSW utility tool embedded in Maestro user interface of the Schrödinger suite. On initial screening, molecules having a higher XP-docking score and binding free energy compared to Staurosporin were considered for further assessment. Based on in silico pharmacokinetic analysis and a common-feature pharmacophore mapping model developed from the Staurosporin, four molecules were proposed as promising Lyn inhibitors. The binding interactions of all proposed Lyn inhibitors revealed strong ligand efficiency in terms of energy score obtained in molecular modelling analyses. Furthermore, the dynamic behaviour of each molecule in association with the Lyn protein-bound state was assessed through an all-atoms molecular dynamics (MD) simulation study. MD simulation analyses were confirmed with notable intermolecular interactions and consistent stability for the Lyn protein-ligand complexes throughout the simulation. High negative binding free energy of identified four compounds calculated through MM-PBSA approach demonstrated a strong binding affinity towards the Lyn protein. Hence, the proposed compounds might be taken forward as potential next-generation Lyn kinase inhibitors for managing numerous Lyn associated diseases or health complications after experimental validation.
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Affiliation(s)
- V V Shetve
- Department of Bioinformatics, Rajiv Gandhi Institute of IT and Biotechnology, Bharati Vidyapeeth Deemed University , Pune, India
| | - S Bhowmick
- Department of Chemical Technology, University of Calcutta , Kolkata, India
| | - S A Alissa
- Chemistry Department, College of Science, Princess Nourah Bint Abdulrahman University , Riyadh, Saudi Arabia
| | - Z A Alothman
- Department of Chemistry, College of Science, King Saud University , Riyadh, Saudi Arabia
| | - S M Wabaidu
- Department of Chemistry, College of Science, King Saud University , Riyadh, Saudi Arabia
| | - F A Asmary
- Department of Chemistry, College of Science, King Saud University , Riyadh, Saudi Arabia
| | - H M Alhajri
- Department of Chemistry, College of Science, King Saud University , Riyadh, Saudi Arabia
| | - M A Islam
- Division of Pharmacy and Optometry, School of Health Sciences, Faculty of Biology, Medicine and Health, University of Manchester , Manchester, UK
- School of Health Sciences, University of Kwazulu-Natal , Durban, South Africa
- Department of Chemical Pathology, Faculty of Health Sciences, University of Pretoria and National Health Laboratory Service Tshwane Academic Division , Pretoria, South Africa
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8
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Zhai Y, Yang J, Zhang J, Yang J, Li Q, Zheng T. Src-family Protein Tyrosine Kinases: A promising target for treating Cardiovascular Diseases. Int J Med Sci 2021; 18:1216-1224. [PMID: 33526983 PMCID: PMC7847615 DOI: 10.7150/ijms.49241] [Citation(s) in RCA: 16] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/08/2020] [Accepted: 12/18/2020] [Indexed: 02/07/2023] Open
Abstract
The Src-family protein tyrosine kinases (SFKs), a subfamily of non-receptor tyrosine kinases, are ubiquitously expressed in various cell types. Numerous studies have suggested that SFKs are related to signal transduction in major cardiac physiological and pathological processes, it is the activity of SFKs that is connected with the maintenance of cardiovascular homeostasis. Upon stimulation of various injury factors or stress, the phosphorylation state of SFKs is changed, which has been found to modulate different cardiac pathological conditions, such as hypertension, coronary heart disease, ischemic heart disease, myocardial ischemia-reperfusion injury, arrhythmia and cardiomyopathy via regulating cell growth, differentiation, movement and function, electrophysiologic signals. This review summarizes the basic information about SFKs, updates its role in the different processes underlying the development of multiple cardiovascular diseases (CVDs), and highlights their potential role as disease biomarkers and therapeutic targets, which would help understand the pathophysiology of CVDs and promote the further potential clinical adhibition.
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Affiliation(s)
- Yuhong Zhai
- Department of Cardiology, The First College of Clinical Medical Science, China Three Gorges University, Yichang 443000, China.,Institute of Cardiovascular Diseases, China Three Gorges University, Yichang 443000, China.,Central Laboratory, Yichang Central People's Hospital, Yichang 443000, China
| | - Jun Yang
- Department of Cardiology, The First College of Clinical Medical Science, China Three Gorges University, Yichang 443000, China.,Institute of Cardiovascular Diseases, China Three Gorges University, Yichang 443000, China
| | - Jing Zhang
- Institute of Cardiovascular Diseases, China Three Gorges University, Yichang 443000, China.,Central Laboratory, Yichang Central People's Hospital, Yichang 443000, China
| | - Jian Yang
- Department of Cardiology, The First College of Clinical Medical Science, China Three Gorges University, Yichang 443000, China
| | - Qi Li
- Department of Cardiology, The First College of Clinical Medical Science, China Three Gorges University, Yichang 443000, China.,Institute of Cardiovascular Diseases, China Three Gorges University, Yichang 443000, China.,Central Laboratory, Yichang Central People's Hospital, Yichang 443000, China
| | - Tao Zheng
- Department of Cardiology, The First College of Clinical Medical Science, China Three Gorges University, Yichang 443000, China.,Institute of Cardiovascular Diseases, China Three Gorges University, Yichang 443000, China.,Central Laboratory, Yichang Central People's Hospital, Yichang 443000, China
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9
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Zheng S, Baak JP, Li S, Xiao W, Ren H, Yang H, Gan Y, Wen C. Network pharmacology analysis of the therapeutic mechanisms of the traditional Chinese herbal formula Lian Hua Qing Wen in Corona virus disease 2019 (COVID-19), gives fundamental support to the clinical use of LHQW. PHYTOMEDICINE : INTERNATIONAL JOURNAL OF PHYTOTHERAPY AND PHYTOPHARMACOLOGY 2020; 79:153336. [PMID: 32949888 PMCID: PMC7474845 DOI: 10.1016/j.phymed.2020.153336] [Citation(s) in RCA: 38] [Impact Index Per Article: 9.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/13/2020] [Revised: 08/24/2020] [Accepted: 09/04/2020] [Indexed: 05/04/2023]
Abstract
BACKGROUND The traditional Chinese Medicine (TCM) herbal formula Lian Hua Qing Wen (LHQW) improves the results of COVID-19 treatment. Three very recent studies analyzed with network pharmacology some working mechanisms of LHQW. However, we used more techniques and also included Angiotensin converting enzyme 2 (ACE2) (a SARS-CoV receptor, possibly the viral entry point in alveolar lung cells) and the immune system, as cytokine storm is essential in the late phase. PURPOSE Extensive detailed Network Pharmacology analysis of the LHQW- treatment mechanism in COVID-19. METHODS TCM-herb-meridian and protein interaction network (PIN) of LHQW, based on LHQW herbs meridian information and the protein-protein interaction (PPI) information of the LHQW-component targets. Hub and topological property analyses to obtain crucial targets and construct the crucial LHQW-PIN. Functional modules determination using MCODE, GO and KEGG pathway analysis of biological processes and pathway enrichment. Intersection calculations between the LHQW-proteins and ACE2 co-expression-proteins. RESULTS LHQW herbs have relationships to Stomach-, Heart-, Liver- and Spleen-systems, but most (10 of the 13 herbs) to the Lung system, indicating specific effects in lung diseases. The crucial LHQW PIN has the scale-free property, contains 2,480 targets, 160,266 PPIs and thirty functional modules. Six modules are enriched in leukocyte-mediated immunity, the interferon-gamma-mediated signaling pathway, immune response regulating signaling pathway, interleukin 23 mediated signaling pathway and Fc gamma receptor-mediated phagocytosis (GO analysis). These 6 are also enriched in cancer, immune system-, and viral infection diseases (KEGG). LHQW shared 189 proteins with ACE2 co-expression proteins. CONCLUSIONS Detailed network analysis shows, that LHQW herbal TCM treatment modulates the inflammatory process, exerts antiviral effects and repairs lung injury. Moreover, it also relieves the "cytokine storm" and improves ACE2-expression-disorder-caused symptoms. These innovative findings give a rational pharmacological basis and support for treating COVID-19 and possibly other diseases with LHQW.
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Affiliation(s)
- Shichao Zheng
- Chengdu University of Traditional Chinese Medicine, Chengdu 61711137, China
| | - Jan P Baak
- Stavanger University Hospital, 4068 Stavanger, Norway; Dr. Med Jan Baak AS, 4056 Tananger, Norway.
| | - Shuang Li
- Chengdu University of Traditional Chinese Medicine, Chengdu 61711137, China
| | - Wenke Xiao
- Chengdu University of Traditional Chinese Medicine, Chengdu 61711137, China
| | - Hong Ren
- Chengdu University of Traditional Chinese Medicine, Chengdu 61711137, China
| | - Huan Yang
- Chengdu University of Traditional Chinese Medicine, Chengdu 61711137, China
| | - Yanxiong Gan
- Chengdu University of Traditional Chinese Medicine, Chengdu 61711137, China; China Pharmaceutical University, Nanjing 210009, China.
| | - Chuanbiao Wen
- Chengdu University of Traditional Chinese Medicine, Chengdu 61711137, China.
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10
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Jasso-Miranda C, Herrera-Camacho I, Flores-Mendoza LK, Dominguez F, Vallejo-Ruiz V, Sanchez-Burgos GG, Pando-Robles V, Santos-Lopez G, Reyes-Leyva J. Antiviral and immunomodulatory effects of polyphenols on macrophages infected with dengue virus serotypes 2 and 3 enhanced or not with antibodies. Infect Drug Resist 2019; 12:1833-1852. [PMID: 31303775 PMCID: PMC6611719 DOI: 10.2147/idr.s210890] [Citation(s) in RCA: 42] [Impact Index Per Article: 8.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2019] [Accepted: 05/26/2019] [Indexed: 12/30/2022] Open
Abstract
Background: There is a lack of specific antiviral therapy against dengue virus (DENV) in current use. Therefore, a great proportion of dengue cases progress to severe clinical forms due to a complex interplay between virus and host immune response. It has been hypothesized that heterotypic non-neutralizing antibodies enhance DENV infection in phagocytic cells, and this induces an inflammatory response that is involved in the pathogenesis of severe dengue. Purpose: To identify the antiviral and immunomodulatory effects of polyphenols on dengue virus infection. Methods: Human U937-DC-SIGN macrophages were infected with DENV serotypes 2 or 3 in the presence or not of enhancing antibody 4G2. Viral titers and the secretion of tumor necrosis factor-alpha, IL-6, IL-10 and interferon-alpha were analyzed timely. Results: DENV infection alone induced high production of IL-6 and TNF-α, but in the presence of 4G2 antibody, viral titers and TNF-α secretion were potentiated. Based on anti-inflammatory antecedents, the polyphenols curcumin, fisetin, resveratrol, apigenin, quercetin and rutin were tested for antiviral and immunomodulatory properties. Only quercetin and fisetin inhibited DENV-2 and DENV-3 infection in the absence or presence of enhancing antibody (>90%, p<0.001); they also inhibited TNF-α and IL-6 secretion (p<0.001). Conclusion: Quercetin and fisetin down-regulate the production of proinflammatory cytokines induced by DENV infection enhanced by antibodies a mechanism involved in severe dengue.
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Affiliation(s)
- Carolina Jasso-Miranda
- Laboratory of Immunology and Virology, East Biomedical Research Center, Mexican Institute of Social Security (IMSS), CP 74360 Metepec, Puebla, México.,Laboratory of Biochemistry and Molecular Biology, Center of Chemistry, Institute of Sciences, Meritorious Autonomous University of Puebla, CP 72570 San Manuel, Puebla, Mexico
| | - Irma Herrera-Camacho
- Laboratory of Biochemistry and Molecular Biology, Center of Chemistry, Institute of Sciences, Meritorious Autonomous University of Puebla, CP 72570 San Manuel, Puebla, Mexico
| | - Lilian Karem Flores-Mendoza
- Department of Chemical, Biologic and Agricultural Sciences, Science and Enginery Division, University of Sonora, CP 85880 Navojoa, Sonora, Mexico
| | - Fabiola Dominguez
- Laboratory of Immunology and Virology, East Biomedical Research Center, Mexican Institute of Social Security (IMSS), CP 74360 Metepec, Puebla, México
| | - Veronica Vallejo-Ruiz
- Laboratory of Immunology and Virology, East Biomedical Research Center, Mexican Institute of Social Security (IMSS), CP 74360 Metepec, Puebla, México
| | | | - Victoria Pando-Robles
- Infectious Disease Research Center, National Institute of Public Health, CP 62100 Cuernavaca, Morelos, Mexico
| | - Gerardo Santos-Lopez
- Laboratory of Immunology and Virology, East Biomedical Research Center, Mexican Institute of Social Security (IMSS), CP 74360 Metepec, Puebla, México
| | - Julio Reyes-Leyva
- Laboratory of Immunology and Virology, East Biomedical Research Center, Mexican Institute of Social Security (IMSS), CP 74360 Metepec, Puebla, México
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11
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Das D, Biswal S, Barhwal KK, Bhardwaj P, Kumar A, Hota SK, Chaurasia OP, Kumar B. Methanolic root extract of Codonopsis clematidea prevents hypoxia induced procoagulant state by inhibition of GPIb receptor regulated Lyn kinase activation. PHYTOMEDICINE : INTERNATIONAL JOURNAL OF PHYTOTHERAPY AND PHYTOPHARMACOLOGY 2019; 59:152903. [PMID: 30981188 DOI: 10.1016/j.phymed.2019.152903] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/07/2018] [Revised: 03/23/2019] [Accepted: 03/26/2019] [Indexed: 06/09/2023]
Abstract
BACKGROUND The prevalence of procoagulant state under prolonged hypoxic exposures and the complications and lack of specificity associated with use of existing anti-thrombotic agents have necessitated the search for safer and natural therapeutics. Codonopsis, a widely studied medicinal herb, has been reported to decrease whole blood viscosity but the bioactive ingredients involved, and their mechanism of action therein however remain to be investigated. PURPOSE The present study aimed at evaluating the efficacy of C. clematidea root extract and mechanism of action of its bioactive constituent flavonoid, Kaempferol, in ameliorating hypobaric hypoxia induced procoagulant state. METHODS Fingerprinting analysis of methanolic extract of C. clematidea root was performed by RP-HPLC. In vitro toxicity study was conducted using HUVEC cell line and in vivo acute and sub-acute toxicity were done according to OECD guidelines (section-4, number-420 and 407 respectively). Adult male Sprague-Dawley rats weighing 230-250 g were exposed to global hypoxia simulating an altitude of 7600 m (282 mmHg), in animal decompression chamber for 3, 7, 14 and 21 days for in vivo studies. Dose optimisation of the extract was done by quantification of Thromboxane A2 in the serum of hypoxic rats. C. clematidea root extract was also evaluated for its in vitro and in vivo antioxidant properties. Procoagulant changes were studied by biochemical plasma coagulation assays and expression analysis of the signalling molecules of the platelet activation cascade like vWF, platelet activation marker CD41, GpIb-IX-V (CD42), Lyn kinase, p-PI3K, p-ERK and p-PLCγ were conducted to investigate C. clematidea mediated signalling mechanisms. RESULTS Methanolic extract of C. clematidea root showed improved antioxidant status and improvement in bleeding time and in vitro coagulation assays like pT, aPTT, INR. Decreased concentrations of D-Dimers along with that of platelet activation marker CD41 and serum concentration of Thromboxane A2 were observed in C. clematidea root extract supplemented hypoxic animals. Phosphorylation of Lyn kinase, was reduced despite increase in concentration of activating ligand vWF. CONCLUSION C. clematidea root extract was effective in preventing hypoxia induced platelet activation and resultant procoagulant state by inhibiting Lyn kinase, a serine threonine kinase effector of vWF signalling cascade.
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Affiliation(s)
- Debashree Das
- Experimental Biology Division, Defence Institute of High Altitude Research, C/o 56 APO, Leh-Ladakh, Jammu & Kashmir, 901205, India
| | - Suryanarayan Biswal
- Experimental Biology Division, Defence Institute of High Altitude Research, C/o 56 APO, Leh-Ladakh, Jammu & Kashmir, 901205, India
| | | | - Pushpender Bhardwaj
- Experimental Biology Division, Defence Institute of High Altitude Research, C/o 56 APO, Leh-Ladakh, Jammu & Kashmir, 901205, India
| | - Ashish Kumar
- Experimental Biology Division, Defence Institute of High Altitude Research, C/o 56 APO, Leh-Ladakh, Jammu & Kashmir, 901205, India
| | - Sunil Kumar Hota
- Experimental Biology Division, Defence Institute of High Altitude Research, C/o 56 APO, Leh-Ladakh, Jammu & Kashmir, 901205, India.
| | - Om Prakash Chaurasia
- Experimental Biology Division, Defence Institute of High Altitude Research, C/o 56 APO, Leh-Ladakh, Jammu & Kashmir, 901205, India
| | - Bhuvnesh Kumar
- Defence Institute of Physiology and Allied Sciences, Delhi, 110054, India
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Amanzadeh E, Esmaeili A, Abadi REN, Kazemipour N, Pahlevanneshan Z, Beheshti S. Quercetin conjugated with superparamagnetic iron oxide nanoparticles improves learning and memory better than free quercetin via interacting with proteins involved in LTP. Sci Rep 2019; 9:6876. [PMID: 31053743 PMCID: PMC6499818 DOI: 10.1038/s41598-019-43345-w] [Citation(s) in RCA: 47] [Impact Index Per Article: 9.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2018] [Accepted: 04/23/2019] [Indexed: 01/20/2023] Open
Abstract
Biomedical application of quercetin (QT) as an effective flavonoid has limitations due to its low bioavailability. Superparamagnetic iron oxide nanoparticle (SPION) is a novel drug delivery system that enhances the bioavailability of quercetin. The effect of short time usage of quercetin on learning and memory function and its signaling pathways in the healthy rat is not well understood. The aim of this study was to investigate the effect of free quercetin and in conjugation with SPION on learning and memory in healthy rats and to find quercetin target proteins involved in learning and memory using Morris water maze (MWM) and computational methods respectively. Results of MWM show an improvement in learning and memory of rats treated with either quercetin or QT-SPION. Better learning and memory functions using QT-SPION reveal increased bioavailability of quercetin. Comparative molecular docking studies show the better binding affinity of quercetin to RSK2, MSK1, CytC, Cdc42, Apaf1, FADD, CRK proteins. Quercetin in comparison to specific inhibitors of each protein also demonstrates a better QT binding affinity. This suggests that quercetin binds to proteins leading to prevent neural cell apoptosis and improves learning and memory. Therefore, SPIONs could increase the bioavailability of quercetin and by this way improve learning and memory.
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Affiliation(s)
- Elnaz Amanzadeh
- Department of Biology, Faculty of Sciences, University of Isfahan, Isfahan, Iran
| | - Abolghasem Esmaeili
- Department of Biology, Faculty of Sciences, University of Isfahan, Isfahan, Iran.
| | | | - Nasrin Kazemipour
- Department of Basic Sciences, School of Veterinary Medicine, Shiraz University, Shiraz, Iran
| | - Zari Pahlevanneshan
- Department of Chemistry, Catalysis Division, University of Isfahan, Isfahan, Iran
| | - Siamak Beheshti
- Department of Biology, Faculty of Sciences, University of Isfahan, Isfahan, Iran
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13
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Aziz N, Kim MY, Cho JY. Anti-inflammatory effects of luteolin: A review of in vitro, in vivo, and in silico studies. JOURNAL OF ETHNOPHARMACOLOGY 2018; 225:342-358. [PMID: 29801717 DOI: 10.1016/j.jep.2018.05.019] [Citation(s) in RCA: 334] [Impact Index Per Article: 55.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/20/2017] [Revised: 05/16/2018] [Accepted: 05/16/2018] [Indexed: 06/08/2023]
Abstract
ETHNOPHARMACOLOGICAL RELEVANCE Luteolin (3', 4', 5,7-tetrahydroxyflavone) has been identified as commonly present in plants. Plants with a high luteolin content have been used ethnopharmacologically to treat inflammation-related symptoms. Both isolated luteolin and extracts from luteolin-rich plants have been studied using various models and exhibited anti-inflammatory activity. AIM OF THE REVIEW This paper uses recent research findings with a broad range of study models to describe the anti-inflammatory activity of luteolin, particularly its mechanisms at the molecular level; provide guidance for future research; and evaluate the feasibility of developing luteolin into an anti-inflammatory drug. MATERIALS AND METHODS We summarize reports about the anti-inflammatory activity of luteolin published since 2009, which we found in MEDLINE/PubMed, Scopus, Web of Knowledge, and Google Scholar. To acquire broad information, we extended our search to online FDA documents. RESULTS Luteolin is a flavonoid commonly found in medicinal plants and has strong anti-inflammatory activity in vitro and in vivo. Some of its derivatives, such as luteolin-7-O-glucoside, have also shown anti-inflammatory activity. The action mechanism of luteolin varies, but Src in the nuclear factor (NF)-κB pathway, MAPK in the activator protein (AP)- 1 pathway, and SOCS3 in the signal transducer and activator of transcription 3 (STAT3) pathway are its major target transcription factors. A clinical trial with a formulation containing luteolin showed excellent therapeutic effect against inflammation-associated diseases. CONCLUSION In silico, in vitro, in vivo, and clinical studies strongly suggest that the major pharmacological mechanism of luteolin is its anti-inflammatory activity, which derives from its regulation of transcription factors such as STAT3, NF-κB, and AP-1. Much work remains to ensure the safety, quality, and efficacy of luteolin before it can be used to treat inflammation-related diseases in humans.
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Affiliation(s)
- Nur Aziz
- Department of Genetic Engineering, Sungkyunkwan University, Suwon 16419, Republic of Korea
| | - Mi-Yeon Kim
- School of Systems Biomedical Science, Soongsil University, Seoul 06978, Republic of Korea.
| | - Jae Youl Cho
- Department of Genetic Engineering, Sungkyunkwan University, Suwon 16419, Republic of Korea.
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Nakano S, Megro SI, Hase T, Suzuki T, Isemura M, Nakamura Y, Ito S. Computational Molecular Docking and X-ray Crystallographic Studies of Catechins in New Drug Design Strategies. Molecules 2018; 23:E2020. [PMID: 30104534 PMCID: PMC6222539 DOI: 10.3390/molecules23082020] [Citation(s) in RCA: 26] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/24/2018] [Revised: 08/09/2018] [Accepted: 08/11/2018] [Indexed: 12/16/2022] Open
Abstract
Epidemiological and laboratory studies have shown that green tea and green tea catechins exert beneficial effects on a variety of diseases, including cancer, metabolic syndrome, infectious diseases, and neurodegenerative diseases. In most cases, (-)-epigallocatechin gallate (EGCG) has been shown to play a central role in these effects by green tea. Catechins from other plant sources have also shown health benefits. Many studies have revealed that the binding of EGCG and other catechins to proteins is involved in its action mechanism. Computational docking analysis (CMDA) and X-ray crystallographic analysis (XCA) have provided detailed information on catechin-protein interactions. Several of these studies have revealed that the galloyl moiety anchors it to the cleft of proteins through interactions with its hydroxyl groups, explaining the higher activity of galloylated catechins such as EGCG and epicatechin gallate than non-galloylated catechins. In this paper, we review the results of CMDA and XCA of EGCG and other plant catechins to understand catechin-protein interactions with the expectation of developing new drugs with health-promoting properties.
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Affiliation(s)
- Shogo Nakano
- School of Food and Nutritional Sciences, Shizuoka University, Yada, Shizuoka 422-8526, Japan.
| | - Shin-Ichi Megro
- Biological Science Research, Kao Corporation, Ichikai-machi, Haga-gun, Tochigi 321-3497, Japan.
| | - Tadashi Hase
- Research and Development, Core Technology, Kao Corporation, Sumida, Tokyo 131-8501, Japan.
| | - Takuji Suzuki
- Faculty of Education, Art and Science, Yamagata University, Yamagata 990-8560, Japan.
| | - Mamoru Isemura
- School of Food and Nutritional Sciences, Shizuoka University, Yada, Shizuoka 422-8526, Japan.
| | - Yoriyuki Nakamura
- School of Food and Nutritional Sciences, Shizuoka University, Yada, Shizuoka 422-8526, Japan.
| | - Sohei Ito
- School of Food and Nutritional Sciences, Shizuoka University, Yada, Shizuoka 422-8526, Japan.
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Sassi N, Mattarei A, Espina V, Liotta L, Zoratti M, Paradisi C, Biasutto L. Potential anti-cancer activity of 7- O -pentyl quercetin: Efficient, membrane-targeted kinase inhibition and pro-oxidant effect. Pharmacol Res 2017; 124:9-19. [DOI: 10.1016/j.phrs.2017.07.016] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/20/2017] [Revised: 07/04/2017] [Accepted: 07/14/2017] [Indexed: 12/14/2022]
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16
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Boonpawa R, Spenkelink A, Punt A, Rietjens IMCM. Physiologically based kinetic modeling of hesperidin metabolism and its use to predict in vivo effective doses in humans. Mol Nutr Food Res 2017; 61. [PMID: 28218440 DOI: 10.1002/mnfr.201600894] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2016] [Revised: 01/31/2017] [Accepted: 02/13/2017] [Indexed: 01/01/2023]
Abstract
SCOPE To develop a physiologically based kinetic (PBK) model that describes the absorption, distribution, metabolism, and excretion of hesperidin in humans, enabling the translation of in vitro concentration-response curves to in vivo dose-response curves. METHODS AND RESULTS The PBK model for hesperidin in humans was developed based on in vitro metabolic parameters. Hesperidin was predicted to mainly occur in the systemic circulation as different monoglucuronides. The plasma concentrations of hesperidin aglycone (hesperetin) was predicted to be <0.02 mg/L at an oral dose of 50 mg/kg bw. The developed PBK model allowed conversion of in vitro concentration-response curves for different effects to in vivo dose-response curves. The BMD05 (benchmark dose for 5% response) values for protein kinase A inhibition ranged between 135 and 529 mg/kg bw hesperidin, and for inhibition of endothelial cell migration and prostaglandin E2 and nitric oxide production ranged between 2.19 and 44 mg/kg bw hesperidin. These values are in line with reported human data showing in vivo effects by hesperidin and show that these effects may occur at Western dietary and supplementary intake of hesperidin. CONCLUSIONS The developed PBK model adequately predicts absorption, distribution, metabolism, and excretion of hesperidin in humans and allows to evaluate the human in vivo situation without the need for human intervention studies.
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Affiliation(s)
- Rungnapa Boonpawa
- Division of Toxicology, Wageningen University & Research, Wageningen, The Netherlands
| | - Albertus Spenkelink
- Division of Toxicology, Wageningen University & Research, Wageningen, The Netherlands
| | - Ans Punt
- Division of Toxicology, Wageningen University & Research, Wageningen, The Netherlands
| | - Ivonne M C M Rietjens
- Division of Toxicology, Wageningen University & Research, Wageningen, The Netherlands
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Abstract
CVD remain the leading cause of death globally. Effective dietary strategies for their reduction are of high priority. Increasing evidence suggests that phytochemicals, particularly dietary flavonoids and nitrates, are key modulators of CVD risk reduction through impact on multiple risk factors. The aim of this review is to explore the evidence for the impact of flavonoid- and nitrate-rich foods and supplements on CVD risk, with specific reference to their importance as mediators of vascular health and platelet function. There is accumulating evidence to support benefits of dietary flavonoids on cardiovascular health. Dose-dependent recovery of endothelial function and lowering of blood pressure have been reported for the flavanol (-)-epicatechin, found in cocoa, apples and tea, through production and availability of endothelial nitric oxide (NO). Furthermore, flavonoids, including quercetin and its metabolites, reduce in vitro and ex vivo platelet function via inhibition of phosphorylation-dependent cellular signalling pathways, although further in vivo studies are required to substantiate these mechanistic effects. Hypotensive effects of dietary nitrates have been consistently reported in healthy subjects in acute and chronic settings, although there is less evidence for these effects in patient groups. Proposed mechanisms of actions include endothelial-independent NO availability, which is dependent on the entro-salivary circulation and microbial conversion of dietary nitrate to nitrite in the mouth. In conclusion, flavonoid- and nitrate-rich foods show promising effects on vascular function, yet further randomly controlled studies are required to confirm these findings and to determine effective doses.
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Affiliation(s)
- Julie A Lovegrove
- Hugh Sinclair Unit of Human Nutrition,Department of Food and Nutritional Sciences,Reading RG6 6AP,UK
| | - Alex Stainer
- Institute for Cardiovascular and Metabolic Research (ICMR),University of Reading,Whiteknights,Reading RG6 6AP,UK
| | - Ditte A Hobbs
- Hugh Sinclair Unit of Human Nutrition,Department of Food and Nutritional Sciences,Reading RG6 6AP,UK
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Lin YF, Cheng CW, Shih CS, Hwang JK, Yu CS, Lu CH. MIB: Metal Ion-Binding Site Prediction and Docking Server. J Chem Inf Model 2016; 56:2287-2291. [PMID: 27976886 DOI: 10.1021/acs.jcim.6b00407] [Citation(s) in RCA: 159] [Impact Index Per Article: 19.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
The structure of a protein determines its biological function(s) and its interactions with other factors; the binding regions tend to be conserved in sequence and structure, and the interacting residues involved are usually in close 3D space. The Protein Data Bank currently contains more than 110 000 protein structures, approximately one-third of which contain metal ions. Identifying and characterizing metal ion-binding sites is thus essential for investigating a protein's function(s) and interactions. However, experimental approaches are time-consuming and costly. The web server reported here was built to predict metal ion-binding residues and to generate the predicted metal ion-bound 3D structure. Binding templates have been constructed for regions that bind 12 types of metal ion-binding residues have been used to construct binding templates. The templates include residues within 3.5 Å of the metal ion, and the fragment transformation method was used for structural comparison between query proteins and templates without any data training. Through the adjustment of scoring functions, which are based on the similarity of structure and binding residues. Twelve kinds of metal ions (Ca2+, Cu2+, Fe3+, Mg2+, Mn2+, Zn2+, Cd2+, Fe2+, Ni2+, Hg2+, Co2+, and Cu+) binding residues prediction are supported. MIB also provides the metal ions docking after prediction. The MIB server is available at http://bioinfo.cmu.edu.tw/MIB/ .
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Affiliation(s)
- Yu-Feng Lin
- Institute of Bioinformatics and Systems Biology, National Chiao Tung University , Hsinchu, 30050 Taiwan
| | - Chih-Wen Cheng
- Institute of Bioinformatics and Systems Biology, National Chiao Tung University , Hsinchu, 30050 Taiwan
| | - Chung-Shiuan Shih
- Institute of Bioinformatics and Systems Biology, National Chiao Tung University , Hsinchu, 30050 Taiwan
| | - Jenn-Kang Hwang
- Institute of Bioinformatics and Systems Biology, National Chiao Tung University , Hsinchu, 30050 Taiwan
| | | | - Chih-Hao Lu
- Graduate Institute of Basic Medical Science, China Medical University , Taichung 40402, Taiwan
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