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Zhao J, Shi X, Wang Z, Xiong S, Lin Y, Wei X, Li Y, Tang X. Hepatotoxicity assessment investigations on PFASs targeting L-FABP using binding affinity data and machine learning-based QSAR model. ECOTOXICOLOGY AND ENVIRONMENTAL SAFETY 2023; 262:115310. [PMID: 37523843 DOI: 10.1016/j.ecoenv.2023.115310] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/25/2023] [Revised: 07/23/2023] [Accepted: 07/27/2023] [Indexed: 08/02/2023]
Abstract
Per- and polyfluoroalkyl substances (PFASs) are persistent organic pollutants that have been detected in various environmental media and human serum, but their safety assessment remains challenging. PFASs may accumulate in liver tissues and cause hepatotoxicity by binding to liver fatty acid binding protein (L-FABP). Therefore, evaluating the binding affinity of PFASs to L-FABP is crucial in assessing the potential hepatotoxic effects. In this study, two binding sites of L-FABP were evaluated, results suggested that the outer site possessed high affinity to polyfluoroalkyl sulfates and the inner site preferred perfluoroalkyl sulfonamides, overall, the inner site of L-FABP was more sensitive to PFASs. The binding affinity data of PFASs to L-FABP were used as training set to develop a machine learning model-based quantitative structure-activity relationship (QSAR) for efficient prediction of potentially hazardous PFASs. Further Bayesian Kernel Machine Regression (BKMR) model disclosed flexibility as the determinant molecular property on PFASs-induced hepatotoxicity. It can influence affinity of PFASs to target protein through affecting binding conformations directly (individual effect) as well as integrating with other molecular properties (joint effect). Our present work provided more understanding on hepatotoxicity of PFASs, which could be significative in hepatotoxicity gradation, administration guidance, and safer alternatives development of PFASs.
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Affiliation(s)
- Jiayi Zhao
- Department of Medical Chemistry, School of Pharmacy, Qingdao University, Qingdao 266071, China; Department of Occupational and Environmental Health, School of Public Health, Qingdao University, Qingdao 266071, China
| | - Xiaoyue Shi
- Department of Occupational and Environmental Health, School of Public Health, Qingdao University, Qingdao 266071, China
| | - Zhiqin Wang
- Department of Occupational and Environmental Health, School of Public Health, Qingdao University, Qingdao 266071, China
| | - Sijie Xiong
- Department of Medical Chemistry, School of Pharmacy, Qingdao University, Qingdao 266071, China
| | - Yongfeng Lin
- Department of Occupational and Environmental Health, School of Public Health, Qingdao University, Qingdao 266071, China
| | - Xiaoran Wei
- Department of Occupational and Environmental Health, School of Public Health, Qingdao University, Qingdao 266071, China
| | - Yanwei Li
- Environment Research Institute, Shandong University, Qingdao 266237, China
| | - Xiaowen Tang
- Department of Medical Chemistry, School of Pharmacy, Qingdao University, Qingdao 266071, China.
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2
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Ma Y, Zhang F, Zhong Y, Huang Y, Yixizhuoma, Jia Q, Zhang S. A label-free LC/MS-based enzymatic activity assay for the detection of PDE5A inhibitors. Front Chem 2023; 11:1097027. [PMID: 36860644 PMCID: PMC9968969 DOI: 10.3389/fchem.2023.1097027] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/13/2022] [Accepted: 01/30/2023] [Indexed: 02/15/2023] Open
Abstract
Phosphodiesterase type 5 (PDE5), a cyclic nucleotide phosphodiesterase, controls the duration of the cyclic guanosine monophosphate (cGMP) signal by hydrolyzing cGMP to GMP. Inhibiting the activity of PDE5A has proven to be an effective strategy for treating pulmonary arterial hypertension and erectile dysfunction. Current enzymatic activity assay methods for PDE5A mainly use fluorescent or isotope-labeled substrates, which are expensive and inconvenient. Here, we developed an LC/MS-based enzymatic activity assay for PDE5A without labeling, which detects the enzymatic activity of PDE5A by quantifying the substrate cGMP and product GMP at a concentration of 100 nM. The accuracy of this method was verified by a fluorescently labeled substrate. Moreover, a new inhibitor of PDE5A was identified by this method and virtual screening. It inhibited PDE5A with an IC50 value of 870 nM. Overall, the proposed strategy provides a new method for screening PDE5A inhibitors.
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Affiliation(s)
- Yufeng Ma
- State Key Laboratory of Plateau Ecology and Agriculture, Qinghai University, Xining, China,Department of Pharmacy, Medical College of Qinghai University, Xining, China
| | - Fengsen Zhang
- State Key Laboratory of Plateau Ecology and Agriculture, Qinghai University, Xining, China,Department of Pharmacy, Medical College of Qinghai University, Xining, China
| | - Yijing Zhong
- Department of Pharmacy, Medical College of Qinghai University, Xining, China
| | - Yongchun Huang
- Department of Pharmacy, Medical College of Qinghai University, Xining, China
| | - Yixizhuoma
- State Key Laboratory of Plateau Ecology and Agriculture, Qinghai University, Xining, China
| | - Qiangqiang Jia
- State Key Laboratory of Plateau Ecology and Agriculture, Qinghai University, Xining, China,*Correspondence: Qiangqiang Jia, ; Shoude Zhang,
| | - Shoude Zhang
- State Key Laboratory of Plateau Ecology and Agriculture, Qinghai University, Xining, China,Department of Pharmacy, Medical College of Qinghai University, Xining, China,*Correspondence: Qiangqiang Jia, ; Shoude Zhang,
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3
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Li Z, Wu C, Li Y, Liu R, Lu K, Wang R, Liu J, Gong C, Yang C, Wang X, Zhan CG, Luo HB. Free energy perturbation-based large-scale virtual screening for effective drug discovery against COVID-19. THE INTERNATIONAL JOURNAL OF HIGH PERFORMANCE COMPUTING APPLICATIONS 2023; 37:45-57. [PMID: 38603271 PMCID: PMC9396747 DOI: 10.1177/10943420221117797] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/01/2023]
Abstract
As a theoretically rigorous and accurate method, FEP-ABFE (Free Energy Perturbation-Absolute Binding Free Energy) calculations showed great potential in drug discovery, but its practical application was difficult due to high computational cost. To rapidly discover antiviral drugs targeting SARS-CoV-2 Mpro and TMPRSS2, we performed FEP-ABFE-based virtual screening for ∼12,000 protein-ligand binding systems on a new generation of Tianhe supercomputer. A task management tool was specifically developed for automating the whole process involving more than 500,000 MD tasks. In further experimental validation, 50 out of 98 tested compounds showed significant inhibitory activity towards Mpro, and one representative inhibitor, dipyridamole, showed remarkable outcomes in subsequent clinical trials. This work not only demonstrates the potential of FEP-ABFE in drug discovery but also provides an excellent starting point for further development of anti-SARS-CoV-2 drugs. Besides, ∼500 TB of data generated in this work will also accelerate the further development of FEP-related methods.
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Affiliation(s)
- Zhe Li
- School of Pharmaceutical Sciences, Sun Yat-Sen University, Guangzhou, P. R. China
| | - Chengkun Wu
- State Key Laboratory of High Performance Computing, Changsha, P. R. China
| | - Yishui Li
- State Key Laboratory of High Performance Computing, Changsha, P. R. China
| | - Runduo Liu
- School of Pharmaceutical Sciences, Sun Yat-Sen University, Guangzhou, P. R. China
| | - Kai Lu
- State Key Laboratory of High Performance Computing, Changsha, P. R. China
| | - Ruibo Wang
- State Key Laboratory of High Performance Computing, Changsha, P. R. China
| | - Jie Liu
- State Key Laboratory of High Performance Computing, Changsha, P. R. China
| | - Chunye Gong
- State Key Laboratory of High Performance Computing, Changsha, P. R. China
| | - Canqun Yang
- National Supercomputer Center in Tianjin, Tianjin, P. R. China
| | - Xin Wang
- School of Medicine and Pharmacy, Ocean University of China, Qingdao, P. R. China
- Marine Biomedical Research Institute of Qingdao, Qingdao, P. R. China
| | - Chang-Guo Zhan
- Molecular Modeling and Biopharmaceutical Center, College of Pharmacy, University of Kentucky, Lexington, KY, USA
- Department of Pharmaceutical Sciences, College of Pharmacy, University of Kentucky, Lexington, KY, USA
| | - Hai-Bin Luo
- School of Pharmaceutical Sciences, Sun Yat-Sen University, Guangzhou, P. R. China
- School of Pharmaceutical Sciences, Hainan University, Haikou, P. R. China
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4
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Wu Y, He L, Yang Y, Yan Z, Zhang Z, Yao X, Luo P. Influence of heat processing on the anti-inflammatory activity of fresh Smilax glabra based on PDE4 inhibition. Food Chem X 2022; 15:100425. [PMID: 36211720 PMCID: PMC9532784 DOI: 10.1016/j.fochx.2022.100425] [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: 05/27/2022] [Revised: 06/09/2022] [Accepted: 08/08/2022] [Indexed: 11/28/2022] Open
Abstract
Heat processing plays a key role in chemical profiles and health benefits of fresh SG. Fresh SG exhibits significant anti‐inflammatory effect based on PDE4 inhibition. The heat-labile quality and safety aspects of four astilbin isomers are compared.
Smilax glabra Roxb. (SG) is widely used as functional food with various beneficial effects. Fresh SG without processing has been eaten directly for anti-inflammation from ancient China, while the underlying mechanism remains underexplored. This study aims to investigate the anti-inflammatory activity of fresh SG by using metabolites profiles, affinity ultrafiltration mass spectrometry, PDE4 enzyme inhibition assay, and in silico analysis. Encouragingly, fresh SG showed promising anti-inflammatory effect with IC50 value (0.009 μg/μL) on PDE4 was about 12 times higher than that of processed SG (0.110 μg/μL). Astilbin was identified as the main bioactive compound of fresh SG responsible for PDE4 inhibitory activity. We found that heat processing strongly affected astilbin isomerization, leading to significant changes in contents and PDE4 inhibitory activities of four astilbin isomers, resulting in decreased anti-inflammatory activity of fresh SG. This finding will provide theoretical basis for systematic research and food/nutraceutical applications of fresh Smilax glabra in the future.
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Affiliation(s)
- Youjiao Wu
- State Key Laboratories for Quality Research in Chinese Medicines, Faculty of Chinese Medicine, Macau University of Science and Technology, Macau 853, China
| | - Lili He
- State Key Laboratories for Quality Research in Chinese Medicines, Faculty of Chinese Medicine, Macau University of Science and Technology, Macau 853, China
- National Engineering Institute for the Research and Development of Endangered Medicinal Resources in Southwest China, Guangxi Botanical Garden of Medicinal Plants, Nanning 530023, Guangxi Province, China
| | - Yi Yang
- State Key Laboratories for Quality Research in Chinese Medicines, Faculty of Chinese Medicine, Macau University of Science and Technology, Macau 853, China
| | - Zhigang Yan
- National Engineering Institute for the Research and Development of Endangered Medicinal Resources in Southwest China, Guangxi Botanical Garden of Medicinal Plants, Nanning 530023, Guangxi Province, China
| | - Zhifeng Zhang
- State Key Laboratories for Quality Research in Chinese Medicines, Faculty of Chinese Medicine, Macau University of Science and Technology, Macau 853, China
- Institute of Qinghai-Tibetan Plateau, Southwest Minzu University, Chengdu 610041, Sichuan Province, China
| | - Xiaojun Yao
- State Key Laboratories for Quality Research in Chinese Medicines, Faculty of Chinese Medicine, Macau University of Science and Technology, Macau 853, China
| | - Pei Luo
- State Key Laboratories for Quality Research in Chinese Medicines, Faculty of Chinese Medicine, Macau University of Science and Technology, Macau 853, China
- Corresponding author.
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5
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Wu D, Zheng X, Liu R, Li Z, Jiang Z, Zhou Q, Huang Y, Wu XN, Zhang C, Huang YY, Luo HB. Free energy perturbation (FEP)-guided scaffold hopping. Acta Pharm Sin B 2022; 12:1351-1362. [PMID: 35530128 PMCID: PMC9072250 DOI: 10.1016/j.apsb.2021.09.027] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2021] [Revised: 09/03/2021] [Accepted: 09/24/2021] [Indexed: 12/01/2022] Open
Abstract
Scaffold hopping refers to computer-aided screening for active compounds with different structures against the same receptor to enrich privileged scaffolds, which is a topic of high interest in organic and medicinal chemistry. However, most approaches cannot efficiently predict the potency level of candidates after scaffold hopping. Herein, we identified potent PDE5 inhibitors with a novel scaffold via a free energy perturbation (FEP)-guided scaffold-hopping strategy, and FEP shows great advantages to precisely predict the theoretical binding potencies ΔG FEP between ligands and their target, which were more consistent with the experimental binding potencies ΔG EXP (the mean absolute deviations| Δ G FEP - Δ G EXP | < 2 kcal/mol) than those ΔG MM-PBSA or ΔG MM-GBSA predicted by the MM-PBSA or MM-GBSA method. Lead L12 had an IC50 of 8.7 nmol/L and exhibited a different binding pattern in its crystal structure with PDE5 from the famous starting drug tadalafil. Our work provides the first report via the FEP-guided scaffold hopping strategy for potent inhibitor discovery with a novel scaffold, implying that it will have a variety of future applications in rational molecular design and drug discovery.
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Key Words
- ABFE, absolute binding free energy
- BAR, Bennet acceptance ratio
- Binding potencies
- DCM, dichloromethane
- DMF, N,N-dimethylformamide
- DMSO, dimethyl sulfoxide
- Drug discovery
- FEP, free energy perturbation
- Free energy perturbation
- GAFF, general AMBER force field
- HPLC, high performance liquid chromatography
- HRMS, High resolution mass spectra
- IC50, half-inhibitory concentration
- IPTG, isopropyl b-d-thiogalactopyranoside
- LV, left ventricle
- MAD, mean absolute deviations
- MD, molecular dynamics
- MM-GBSA, molecular mechanics/generalized born surface area
- Molecular design
- PAH, pulmonary arterial hypertension
- PDB, protein data bank
- PDE, phosphodiesterase
- PDE5 inhibitors
- PDE5, phosphodiesterase-5
- PME, particle mesh Ewald
- Privileged scaffolds
- Pulmonary arterial hypertension
- RBFE, relative binding free energy
- RED, restraint energy distribution
- RESP, restrained electrostatic potential
- RV, right ventricle
- RVHI, right ventricle hypertrophy index
- SARs, structure–activity relationships
- Scaffold hopping
- THF, tetrahydrofuran
- TLC, thin-layer chromatography
- WT, wall thickness
- ip, intraperitoneal injection
- iv, intravenous administration
- mPAP, pulmonary artery pressure
- po, oral administration (per os)
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Affiliation(s)
- Deyan Wu
- School of Pharmaceutical Sciences, Hainan University, Haikou 570228, China
- School of Pharmaceutical Sciences, Sun Yat-sen University, Guangzhou 510006, China
| | - Xuehua Zheng
- School of Pharmaceutical Sciences, Guangzhou Medical University, Guangzhou 511436, China
| | - Runduo Liu
- School of Pharmaceutical Sciences, Sun Yat-sen University, Guangzhou 510006, China
| | - Zhe Li
- School of Pharmaceutical Sciences, Sun Yat-sen University, Guangzhou 510006, China
| | - Zan Jiang
- School of Pharmaceutical Sciences, Guangzhou Medical University, Guangzhou 511436, China
| | - Qian Zhou
- School of Pharmaceutical Sciences, Sun Yat-sen University, Guangzhou 510006, China
| | - Yue Huang
- School of Pharmaceutical Sciences, Sun Yat-sen University, Guangzhou 510006, China
| | - Xu-Nian Wu
- School of Pharmaceutical Sciences, Sun Yat-sen University, Guangzhou 510006, China
| | - Chen Zhang
- School of Pharmaceutical Sciences, Sun Yat-sen University, Guangzhou 510006, China
| | - Yi-You Huang
- School of Pharmaceutical Sciences, Hainan University, Haikou 570228, China
- School of Pharmaceutical Sciences, Sun Yat-sen University, Guangzhou 510006, China
| | - Hai-Bin Luo
- School of Pharmaceutical Sciences, Hainan University, Haikou 570228, China
- School of Pharmaceutical Sciences, Sun Yat-sen University, Guangzhou 510006, China
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6
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A novel inhibitor of N 6-methyladenosine demethylase FTO induces mRNA methylation and shows anti-cancer activities. Acta Pharm Sin B 2022; 12:853-866. [PMID: 35256950 PMCID: PMC8897214 DOI: 10.1016/j.apsb.2021.08.028] [Citation(s) in RCA: 38] [Impact Index Per Article: 19.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2021] [Revised: 08/19/2021] [Accepted: 08/24/2021] [Indexed: 11/26/2022] Open
Abstract
N6-methyladenosine (m6A) modification is critical for mRNA splicing, nuclear export, stability and translation. Fat mass and obesity-associated protein (FTO), the first identified m6A demethylase, is critical for cancer progression. Herein, we developed small-molecule inhibitors of FTO by virtual screening, structural optimization, and bioassay. As a result, two FTO inhibitors namely 18077 and 18097 were identified, which can selectively inhibit demethylase activity of FTO. Specifically, 18097 bound to the active site of FTO and then inhibited cell cycle process and migration of cancer cells. In addition, 18097 reprogrammed the epi-transcriptome of breast cancer cells, particularly for genes related to P53 pathway. 18097 increased the abundance of m6A modification of suppressor of cytokine signaling 1 (SOCS1) mRNA, which recruited IGF2BP1 to increase mRNA stability of SOCS1 and subsequently activated the P53 signaling pathway. Further, 18097 suppressed cellular lipogenesis via downregulation of peroxisome proliferator-activated receptor gamma (PPARγ), CCAAT/enhancer-binding protein alpha (C/EBPα), and C/EBPβ. Animal studies confirmed that 18097 can significantly suppress in vivo growth and lung colonization of breast cancer cells. Collectively, we identified that FTO can work as a potential drug target and the small-molecule inhibitor 18097 can serve as a potential agent against breast cancer.
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Zhang F, Chen X, Chen J, Xu Y, Li S, Guo Y, Pu X. Probing Allosteric Regulation Mechanism of W7.35 on Agonist-Induced Activity for μOR by Mutation Simulation. J Chem Inf Model 2021; 62:5120-5135. [PMID: 34779608 DOI: 10.1021/acs.jcim.1c00650] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
The residue located at 15 positions before the most conserved residue in TM7 (7.35 of Ballesteros-Weinstein number) plays important roles in ligand binding and the receptor activity for class A GPCRs. Nevertheless, its regulation mechanism has not been clearly clarified in experiments, and some controversies also exist for its impact on μ-opioid receptors (μOR) bound by agonists. Thus, we chose the μ-opioid receptor (μOR) of class A GPCRs as a representative and utilized a microsecond accelerated molecular dynamics simulation (aMD) coupled with a protein structure network (PSN) to explore the effect of W3187.35 on its functional activity induced by the agonist endomorphin2 mainly by a comparison of the wild system and its W7.35A mutant. When endomorphin2 binds to the wild-type μOR, TM6 in μOR moves outward to form an open intracellular conformation that is beneficial to accommodating the β-arrestin transducer, rather than the G-protein transducer due to the clash with the α5 helix of G-protein, thus acting as a β-arrestin biased agonist. However, the W318A mutation induces the intracellular part of μOR to form a closed state, which disfavors coupling with either G-protein or β-arrestin. The allosteric pathway analysis further reveals that the binding of endomorphin2 to the wild-type μOR transmits more activation signals to the β-arrestin binding site while the W318A mutation induces more structural signals to transmit to common binding residues of the G protein and β-arrestin. More interestingly, the residue at the 7.35 position regulates the shortest allosteric pathway in indirect ways by influencing the interactions between other ligand-binding residues and endomorphin2. W2936.48 and F2896.44 are important for regulating the different activities of μOR induced either by the agonist or by the mutation. Y3367.53, F3438.50, and D3408.47 play crucial roles in activating the β-arrestin biased signal induced by the agonist endomorphin2, while L1583.43 and V2866.41 devote important contributions to the change in the activity of endomorphin2 from the β-arrestin biased agonist to the antagonist upon the W318A mutation.
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Affiliation(s)
- Fuhui Zhang
- College of Chemistry, Sichuan University, Chengdu 610064, China
| | - Xin Chen
- College of Chemistry, Sichuan University, Chengdu 610064, China
| | - Jianfang Chen
- College of Chemistry, Sichuan University, Chengdu 610064, China
| | - Yanjiani Xu
- College of Chemistry, Sichuan University, Chengdu 610064, China
| | - Shiqi Li
- College of Chemistry, Sichuan University, Chengdu 610064, China
| | - Yanzhi Guo
- College of Chemistry, Sichuan University, Chengdu 610064, China
| | - Xuemei Pu
- College of Chemistry, Sichuan University, Chengdu 610064, China
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Huang Y, Wu XN, Zhou Q, Wu Y, Zheng D, Li Z, Guo L, Luo HB. Rational Design of 2-Chloroadenine Derivatives as Highly Selective Phosphodiesterase 8A Inhibitors. J Med Chem 2020; 63:15852-15863. [PMID: 33291877 DOI: 10.1021/acs.jmedchem.0c01573] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/07/2023]
Abstract
To validate the hypothesis that Tyr748 is a crucial residue to aid the discovery of highly selective phosphodiesterase 8A (PDE8A) inhibitors, we identified a series of 2-chloroadenine derivatives based on the hit clofarabine. Structure-based design targeting Tyr748 in PDE8 resulted in the lead compound 3a (IC50 = 0.010 μM) with high selectivity with a reasonable druglike profile. In the X-ray crystal structure, 3a bound to PDE8A with a different mode from 3-isobutyl-1-methylxanthine (a pan-PDE inhibitor) and gave a H-bond of 2.7 Å with Tyr748, which possibly interprets the 220-fold selectivity of 3a against PDE2A. Additionally, oral administration of compound 3a achieved remarkable therapeutic effects against vascular dementia (VaD), indicating that PDE8 inhibitors could serve as potential anti-VaD agents.
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Affiliation(s)
- Yadan Huang
- School of Pharmaceutical Sciences, Sun Yat-Sen University, Guangzhou 510006, P. R. China
| | - Xu-Nian Wu
- School of Pharmaceutical Sciences, Sun Yat-Sen University, Guangzhou 510006, P. R. China
| | - Qian Zhou
- School of Pharmaceutical Sciences, Sun Yat-Sen University, Guangzhou 510006, P. R. China
| | - Yinuo Wu
- School of Pharmaceutical Sciences, Sun Yat-Sen University, Guangzhou 510006, P. R. China
| | - Dongxiao Zheng
- Key Laboratory of Tropical Biological Resources of Ministry of Education, School of Life and Pharmaceutical Sciences, Hainan University, Haikou 570228, Hainan, China
| | - Zhe Li
- School of Pharmaceutical Sciences, Sun Yat-Sen University, Guangzhou 510006, P. R. China
| | - Lei Guo
- School of Pharmaceutical Sciences, Sun Yat-Sen University, Guangzhou 510006, P. R. China
| | - Hai-Bin Luo
- School of Pharmaceutical Sciences, Sun Yat-Sen University, Guangzhou 510006, P. R. China.,Key Laboratory of Tropical Biological Resources of Ministry of Education, School of Life and Pharmaceutical Sciences, Hainan University, Haikou 570228, Hainan, China
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9
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Yu YF, Zhang C, Huang YY, Zhang S, Zhou Q, Li X, Lai Z, Li Z, Gao Y, Wu Y, Guo L, Wu D, Luo HB. Discovery and Optimization of Chromone Derivatives as Novel Selective Phosphodiesterase 10 Inhibitors. ACS Chem Neurosci 2020; 11:1058-1071. [PMID: 32105440 DOI: 10.1021/acschemneuro.0c00024] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022] Open
Abstract
Phosphodiesterase 10 (PDE10) inhibitors have received much attention as promising therapeutic agents for central nervous system (CNS) disorders such as schizophrenia and Huntington's disease. Recently, a hit compound 1 with a novel chromone scaffold has shown moderate inhibitory activity against PDE10A (IC50 = 500 nM). Hit-to-lead optimization has resulted in compound 3e with an improved inhibitory activity (IC50 = 6.5 nM), remarkable selectivity (>95-fold over other PDEs), and good metabolic stability (RLM t1/2 = 105 min) by using an integrated strategy (molecular modeling, chemical synthesis, bioassay, and cocrystal structure). The cocrystal structural information provides insights into the binding pattern of 3e in the PDE10A catalytic domain to highlight the key role of the halogen and hydrogen bonds toward Tyr524 and Tyr693, respectively, thereby resulting in high selectivity against other PDEs. These new observations are of benefit for the rational design of the next generation PDE10 inhibitors for CNS disorders.
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Affiliation(s)
- Yan-Fa Yu
- School of Pharmaceutical Sciences, Sun Yat-sen University, Guangzhou 510006, China
| | - Chen Zhang
- School of Pharmaceutical Sciences, Sun Yat-sen University, Guangzhou 510006, China
| | - Yi-You Huang
- School of Pharmaceutical Sciences, Sun Yat-sen University, Guangzhou 510006, China
| | - Sirui Zhang
- School of Pharmaceutical Sciences, Sun Yat-sen University, Guangzhou 510006, China
| | - Qian Zhou
- School of Pharmaceutical Sciences, Sun Yat-sen University, Guangzhou 510006, China
| | - Xiangmin Li
- School of Pharmaceutical Sciences, Sun Yat-sen University, Guangzhou 510006, China
| | - Zengwei Lai
- School of Pharmaceutical Sciences, Sun Yat-sen University, Guangzhou 510006, China
| | - Zhe Li
- School of Pharmaceutical Sciences, Sun Yat-sen University, Guangzhou 510006, China
| | - Yuqi Gao
- School of Pharmaceutical Sciences, Sun Yat-sen University, Guangzhou 510006, China
| | - Yinuo Wu
- School of Pharmaceutical Sciences, Sun Yat-sen University, Guangzhou 510006, China
| | - Lei Guo
- School of Pharmaceutical Sciences, Sun Yat-sen University, Guangzhou 510006, China
| | - Deyan Wu
- School of Pharmaceutical Sciences, Sun Yat-sen University, Guangzhou 510006, China
| | - Hai-Bin Luo
- School of Pharmaceutical Sciences, Sun Yat-sen University, Guangzhou 510006, China
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10
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Furlan V, Konc J, Bren U. Inverse Molecular Docking as a Novel Approach to Study Anticarcinogenic and Anti-Neuroinflammatory Effects of Curcumin. Molecules 2018; 23:E3351. [PMID: 30567342 PMCID: PMC6321024 DOI: 10.3390/molecules23123351] [Citation(s) in RCA: 51] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2018] [Revised: 12/07/2018] [Accepted: 12/17/2018] [Indexed: 11/16/2022] Open
Abstract
Research efforts are placing an ever increasing emphasis on identifying signal transduction pathways related to the chemopreventive activity of curcumin. Its anticarcinogenic effects are presumably mediated by the regulation of signaling cascades, including nuclear factor κB (NF-κB), activator protein 1 (AP-1), and mitogen-activated protein kinases (MAPK). By modulating signal transduction pathways, curcumin induces apoptosis in malignant cells, thus inhibiting cancer development and progression. Due to the lack of mechanistic insight in the scientific literature, we developed a novel inverse molecular docking protocol based on the CANDOCK algorithm. For the first time, we performed inverse molecular docking of curcumin into a collection of 13,553 available human protein structures from the Protein Data Bank resulting in prioritized target proteins of curcumin. Our predictions were in agreement with the scientific literature and confirmed that curcumin binds to folate receptor β, DNA (cytosine-5)-methyltransferase 3A, metalloproteinase-2, mitogen-activated protein kinase 9, epidermal growth factor receptor and apoptosis-inducing factor 1. We also identified new potential protein targets of curcumin, namely deoxycytidine kinase, NAD-dependent protein deacetylase sirtuin-1 and -2, ecto-5'-nucleotidase, core histone macro-H2A.1, tyrosine-protein phosphatase non-receptor type 11, macrophage colony-stimulating factor 1 receptor, GTPase HRas, aflatoxin B1 aldehyde reductase member 3, aldo-keto reductase family 1 member C3, amiloride-sensitive amine oxidase, death-associated protein kinase 2 and tryptophan-tRNA ligase, that may all play a crucial role in its observed anticancer effects. Moreover, our inverse docking results showed that curcumin potentially binds also to the proteins cAMP-specific 3',5'-cyclic phosphodiesterase 4D and 17-β-hydroxysteroid dehydrogenase type 10, which provides a new explanation for its efficiency in the treatment of Alzheimer's disease. We firmly believe that our computational results will complement and direct future experimental studies on curcumin's anticancer activity as well as on its therapeutic effects against Alzheimer's disease.
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Affiliation(s)
- Veronika Furlan
- Faculty of Chemistry and Chemical Technology, University of Maribor, Smetanova 17, SI-2000 Maribor, Slovenia.
| | - Janez Konc
- National Institute of Chemistry, Hajdrihova 19, SI-1000 Ljubljana, Slovenia.
| | - Urban Bren
- Faculty of Chemistry and Chemical Technology, University of Maribor, Smetanova 17, SI-2000 Maribor, Slovenia.
- National Institute of Chemistry, Hajdrihova 19, SI-1000 Ljubljana, Slovenia.
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11
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Wu D, Huang Y, Chen Y, Huang YY, Geng H, Zhang T, Zhang C, Li Z, Guo L, Chen J, Luo HB. Optimization of Chromeno[2,3-c]pyrrol-9(2H)-ones as Highly Potent, Selective, and Orally Bioavailable PDE5 Inhibitors: Structure–Activity Relationship, X-ray Crystal Structure, and Pharmacodynamic Effect on Pulmonary Arterial Hypertension. J Med Chem 2018; 61:8468-8473. [DOI: 10.1021/acs.jmedchem.8b01209] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/24/2023]
Affiliation(s)
- Deyan Wu
- School of Pharmaceutical Sciences, Sun Yat-Sen University, Guangzhou 510006, P. R. China
| | - Yadan Huang
- School of Pharmaceutical Sciences, Sun Yat-Sen University, Guangzhou 510006, P. R. China
| | - Yiping Chen
- School of Pharmaceutical Sciences, Sun Yat-Sen University, Guangzhou 510006, P. R. China
| | - Yi-You Huang
- School of Pharmaceutical Sciences, Sun Yat-Sen University, Guangzhou 510006, P. R. China
| | - Haiju Geng
- School of Pharmaceutical Sciences, Sun Yat-Sen University, Guangzhou 510006, P. R. China
| | - Tianhua Zhang
- School of Pharmaceutical Sciences, Sun Yat-Sen University, Guangzhou 510006, P. R. China
| | - Chen Zhang
- School of Pharmaceutical Sciences, Sun Yat-Sen University, Guangzhou 510006, P. R. China
| | - Zhe Li
- School of Pharmaceutical Sciences, Sun Yat-Sen University, Guangzhou 510006, P. R. China
| | - Lei Guo
- School of Pharmaceutical Sciences, Sun Yat-Sen University, Guangzhou 510006, P. R. China
| | - Jianwen Chen
- School of Pharmaceutical Sciences, Sun Yat-Sen University, Guangzhou 510006, P. R. China
| | - Hai-Bin Luo
- School of Pharmaceutical Sciences, Sun Yat-Sen University, Guangzhou 510006, P. R. China
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12
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Discovery of novel purine nucleoside derivatives as phosphodiesterase 2 (PDE2) inhibitors: Structure-based virtual screening, optimization and biological evaluation. Bioorg Med Chem 2018; 26:119-133. [DOI: 10.1016/j.bmc.2017.11.022] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/02/2017] [Revised: 10/30/2017] [Accepted: 11/12/2017] [Indexed: 12/13/2022]
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13
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Liang T, Yuan Y, Wang R, Guo Y, Li M, Pu X, Li C. Structural Features and Ligand Selectivity for 10 Intermediates in the Activation Process of β 2-Adrenergic Receptor. ACS OMEGA 2017; 2:8557-8567. [PMID: 30023586 PMCID: PMC6045391 DOI: 10.1021/acsomega.7b01031] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 07/19/2017] [Accepted: 09/14/2017] [Indexed: 06/08/2023]
Abstract
It has already been suggested by researchers that there should be multiple intermediate states in the activation process for G-protein-coupled receptors (GPCRs). However, the intermediate states are very short-lived and hardly captured by the experiments, leading to very limited understanding of their structural features and drug efficacies. In this work, a novel joint strategy of targeted molecular dynamics simulation, conventional molecular dynamics simulation, and virtual screening is developed to address the problems. The results from 10 intermediate conformations obtained from the work reveal that the ligand pocket is very unstable and fluctuates between the inactive state and the active one in the case of ligand-free, in particular for ECL2 as a gate-keeper of the ligand-binding. The ligand-binding site could be stable in the active state with a small volume and a completely closed ECL2, only when the G-protein-binding region is fully activated. In addition, the activations of the ligand-binding pocket and G-protein-binding site are relatively independent and exhibit a loose allosteric coupling, which contributes to the existence of multiple intermediate conformations. Interestingly, the screening performance of the agonists does not increase on increasing the overall activity of the intermediate state, but is dependent on the activated extent of the ligand pocket. The receptor is prone to bind the agonist when closing ECL2 and reducing the ligand-binding pocket volume, whereas it is more favorable for binding the antagonist when opening ECL2 and increasing the pocket volume. These observations added to previous studies could help us better understand the activation mechanism of GPCRs and provide valuable information for drug design.
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Affiliation(s)
- Tao Liang
- College
of Chemistry and College of Computer Science, Sichuan University, No. 29 Jiuyanqiao Wangjiang Road, Chengdu 610064, People’s Republic
of China
| | - Yuan Yuan
- College
of Management, Southwest University for
Nationalities, No. 16 South Section 4, Yihuan Road, Chengdu 610041, People’s Republic
of China
| | - Ran Wang
- College
of Chemistry and College of Computer Science, Sichuan University, No. 29 Jiuyanqiao Wangjiang Road, Chengdu 610064, People’s Republic
of China
| | - Yanzhi Guo
- College
of Chemistry and College of Computer Science, Sichuan University, No. 29 Jiuyanqiao Wangjiang Road, Chengdu 610064, People’s Republic
of China
| | - Menglong Li
- College
of Chemistry and College of Computer Science, Sichuan University, No. 29 Jiuyanqiao Wangjiang Road, Chengdu 610064, People’s Republic
of China
| | - Xuemei Pu
- College
of Chemistry and College of Computer Science, Sichuan University, No. 29 Jiuyanqiao Wangjiang Road, Chengdu 610064, People’s Republic
of China
| | - Chuan Li
- College
of Chemistry and College of Computer Science, Sichuan University, No. 29 Jiuyanqiao Wangjiang Road, Chengdu 610064, People’s Republic
of China
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14
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Zheng X, Zhou S, Zhang C, Wu D, Luo HB, Wu Y. Docking-assisted 3D-QSAR studies on xanthones as α-glucosidase inhibitors. J Mol Model 2017; 23:272. [DOI: 10.1007/s00894-017-3438-1] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/17/2017] [Accepted: 08/01/2017] [Indexed: 10/19/2022]
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15
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The discovery, complex crystal structure, and recognition mechanism of a novel natural PDE4 inhibitor from Selaginella pulvinata. Biochem Pharmacol 2017; 130:51-59. [DOI: 10.1016/j.bcp.2017.01.016] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/27/2016] [Accepted: 01/24/2017] [Indexed: 01/06/2023]
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16
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Knott EP, Assi M, Rao SNR, Ghosh M, Pearse DD. Phosphodiesterase Inhibitors as a Therapeutic Approach to Neuroprotection and Repair. Int J Mol Sci 2017; 18:E696. [PMID: 28338622 PMCID: PMC5412282 DOI: 10.3390/ijms18040696] [Citation(s) in RCA: 51] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/17/2017] [Revised: 03/10/2017] [Accepted: 03/15/2017] [Indexed: 12/21/2022] Open
Abstract
A wide diversity of perturbations of the central nervous system (CNS) result in structural damage to the neuroarchitecture and cellular defects, which in turn are accompanied by neurological dysfunction and abortive endogenous neurorepair. Altering intracellular signaling pathways involved in inflammation and immune regulation, neural cell death, axon plasticity and remyelination has shown therapeutic benefit in experimental models of neurological disease and trauma. The second messengers, cyclic adenosine monophosphate (cyclic AMP) and cyclic guanosine monophosphate (cyclic GMP), are two such intracellular signaling targets, the elevation of which has produced beneficial cellular effects within a range of CNS pathologies. The only known negative regulators of cyclic nucleotides are a family of enzymes called phosphodiesterases (PDEs) that hydrolyze cyclic nucleotides into adenosine monophosphate (AMP) or guanylate monophosphate (GMP). Herein, we discuss the structure and physiological function as well as the roles PDEs play in pathological processes of the diseased or injured CNS. Further we review the approaches that have been employed therapeutically in experimental paradigms to block PDE expression or activity and in turn elevate cyclic nucleotide levels to mediate neuroprotection or neurorepair as well as discuss both the translational pathway and current limitations in moving new PDE-targeted therapies to the clinic.
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Affiliation(s)
- Eric P Knott
- Herbert Wertheim College of Medicine, Florida International University, Miami, FL 33199, USA.
| | - Mazen Assi
- The Miami Project to Cure Paralysis, The Miller School of Medicine at the University of Miami, Miami, FL 33136, USA.
| | - Sudheendra N R Rao
- The Miami Project to Cure Paralysis, The Miller School of Medicine at the University of Miami, Miami, FL 33136, USA.
| | - Mousumi Ghosh
- The Miami Project to Cure Paralysis, The Miller School of Medicine at the University of Miami, Miami, FL 33136, USA.
- The Department of Neurological Surgery, The Miller School of Medicine at the University of Miami, Miami, FL 33136, USA.
| | - Damien D Pearse
- The Miami Project to Cure Paralysis, The Miller School of Medicine at the University of Miami, Miami, FL 33136, USA.
- The Department of Neurological Surgery, The Miller School of Medicine at the University of Miami, Miami, FL 33136, USA.
- The Neuroscience Program, The Miller School of Medicine at the University of Miami, Miami, FL 33136, USA.
- The Interdisciplinary Stem Cell Institute, The Miller School of Medicine at the University of Miami, Miami, FL 33136, USA.
- Bruce Wayne Carter Department of Veterans Affairs Medical Center, Miami, FL 33136, USA.
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17
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Zhang C, Feng LJ, Huang Y, Wu D, Li Z, Zhou Q, Wu Y, Luo HB. Discovery of Novel Phosphodiesterase-2A Inhibitors by Structure-Based Virtual Screening, Structural Optimization, and Bioassay. J Chem Inf Model 2017; 57:355-364. [DOI: 10.1021/acs.jcim.6b00551] [Citation(s) in RCA: 35] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/03/2023]
Affiliation(s)
- Chen Zhang
- School
of Pharmaceutical Sciences, Sun Yat-Sen University, Guangzhou, 510006, China
| | - Ling-Jun Feng
- School
of Pharmaceutical Sciences, Sun Yat-Sen University, Guangzhou, 510006, China
| | - Yiyou Huang
- School
of Pharmaceutical Sciences, Sun Yat-Sen University, Guangzhou, 510006, China
| | - Deyan Wu
- School
of Pharmaceutical Sciences, Sun Yat-Sen University, Guangzhou, 510006, China
| | - Zhe Li
- School
of Pharmaceutical Sciences, Sun Yat-Sen University, Guangzhou, 510006, China
| | - Qian Zhou
- School
of Pharmaceutical Sciences, Sun Yat-Sen University, Guangzhou, 510006, China
| | - Yinuo Wu
- School
of Pharmaceutical Sciences, Sun Yat-Sen University, Guangzhou, 510006, China
| | - Hai-Bin Luo
- School
of Pharmaceutical Sciences, Sun Yat-Sen University, Guangzhou, 510006, China
- Collaborative
Innovation Center of High Performance Computing, National University of Defense Technology, Changsha 410073, China
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18
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Rasti B, Schaduangrat N, Shahangian SS, Nantasenamat C. Exploring the origin of phosphodiesterase inhibition via proteochemometric modeling. RSC Adv 2017. [DOI: 10.1039/c7ra02332d] [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] Open
Abstract
A proteochemometric study of a set of phosphodiesterase 4B and 4D inhibitors sheds light on the origin of their inhibition and selectivities.
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Affiliation(s)
- Behnam Rasti
- Department of Microbiology
- Faculty of Basic Sciences
- Lahijan Branch
- Islamic Azad University (IAU)
- Lahijan
| | - Nalini Schaduangrat
- Center of Data Mining and Biomedical Informatics
- Faculty of Medical Technology
- Mahidol University
- Bangkok 10700
- Thailand
| | - S. Shirin Shahangian
- Department of Biology
- Faculty of Sciences
- University of Guilan
- Rasht 41938-33697
- Iran
| | - Chanin Nantasenamat
- Center of Data Mining and Biomedical Informatics
- Faculty of Medical Technology
- Mahidol University
- Bangkok 10700
- Thailand
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19
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Ye L, Wu J, Chen W, Feng Y, Shen Z. Novel anti-cancer agents based on germacrone: design, synthesis, biological activity, docking studies and MD simulations. RSC Adv 2017. [DOI: 10.1039/c6ra26944c] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023] Open
Abstract
Germacrone is a major activity component found in Curcuma zedoaria oil product, which is extracted from Curcuma zedoaria.
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Affiliation(s)
- Lianbao Ye
- Medicinal Chemistry of Department
- Guangdong Pharmaceutical University
- Guangzhou 510006
- China
| | - Jie Wu
- Medicinal Chemistry of Department
- Guangdong Pharmaceutical University
- Guangzhou 510006
- China
| | - Weiqiang Chen
- School of Basic Courses
- Guangdong Pharmaceutical University
- Guangzhou 510006
- China
| | - Yu Feng
- Medicinal Chemistry of Department
- Guangdong Pharmaceutical University
- Guangzhou 510006
- China
| | - Zhibing Shen
- School of Traditional Chinese Medicine
- Guangdong Pharmaceutical University
- Guangzhou
- China
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20
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D'Ursi P, Guariento S, Trombetti G, Orro A, Cichero E, Milanesi L, Fossa P, Bruno O. Further Insights in the Binding Mode of Selective Inhibitors to Human PDE4D Enzyme Combining Docking and Molecular Dynamics. Mol Inform 2016; 35:369-81. [PMID: 27546041 PMCID: PMC5094559 DOI: 10.1002/minf.201501033] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/14/2015] [Accepted: 05/19/2016] [Indexed: 12/18/2022]
Abstract
Alzheimer's disease has recently emerged as a possible field of application for PDE4D inhibitors (PDE4DIs). The great structure similarity among the various PDE4 isoforms and, furthermore, the lack of the full length crystal structure of the enzyme, impaired the rational design of new selective PDE4DIs. In this paper, with the aim of exploring new insights into the PDE4D binding, we tackled the problem by performing a computational study based on docking simulations combined with molecular dynamics (D-MD). Our work uniquely identified the binding mode and the key residues involved in the interaction with a number of in-house catechol iminoether derivatives, acting as PDE4DIs. Moreover, the new binding mode was tested using a series of analogues previously reported by us and it was used to confirm their key structural features to allow PDE4D inhibition. The binding model disclosed within the current computational study may prove to be useful to further advance the design and synthesis of novel, more potent and selective, PDE4D inhibitors.
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Affiliation(s)
- Pasqualina D'Ursi
- Institute for Biomedical Technologies e National Research Council (ITB-CNR), Via Fratelli Cervi 93, 20090, Segrate (MI, Italy
| | - Sara Guariento
- Department of Pharmacy, Section of Medicinal Chemistry, School of Medical and Pharmaceutical Sciences, University of Genoa, Viale Benedetto XV 3, 16132, Genova (GE, Italy
| | - Gabriele Trombetti
- Institute for Biomedical Technologies e National Research Council (ITB-CNR), Via Fratelli Cervi 93, 20090, Segrate (MI, Italy
| | - Alessandro Orro
- Institute for Biomedical Technologies e National Research Council (ITB-CNR), Via Fratelli Cervi 93, 20090, Segrate (MI, Italy
| | - Elena Cichero
- Department of Pharmacy, Section of Medicinal Chemistry, School of Medical and Pharmaceutical Sciences, University of Genoa, Viale Benedetto XV 3, 16132, Genova (GE, Italy
| | - Luciano Milanesi
- Institute for Biomedical Technologies e National Research Council (ITB-CNR), Via Fratelli Cervi 93, 20090, Segrate (MI, Italy
| | - Paola Fossa
- Department of Pharmacy, Section of Medicinal Chemistry, School of Medical and Pharmaceutical Sciences, University of Genoa, Viale Benedetto XV 3, 16132, Genova (GE, Italy .
| | - Olga Bruno
- Department of Pharmacy, Section of Medicinal Chemistry, School of Medical and Pharmaceutical Sciences, University of Genoa, Viale Benedetto XV 3, 16132, Genova (GE, Italy
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21
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New insights into selective PDE4D inhibitors: 3-(Cyclopentyloxy)-4-methoxybenzaldehyde O-(2-(2,6-dimethylmorpholino)-2-oxoethyl) oxime (GEBR-7b) structural development and promising activities to restore memory impairment. Eur J Med Chem 2016; 124:82-102. [PMID: 27560284 DOI: 10.1016/j.ejmech.2016.08.018] [Citation(s) in RCA: 28] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/21/2016] [Revised: 08/09/2016] [Accepted: 08/10/2016] [Indexed: 12/11/2022]
Abstract
Phosphodiesterase type 4D (PDE4D) has been indicated as a promising target for treating neurodegenerative pathologies such as Alzheimer's Disease (AD). By preventing cAMP hydrolysis, PDE4 inhibitors (PDE4Is) increase the cAMP response element-binding protein (CREB) phosphorylation, synaptic plasticity and long-term memory formation. Pharmacological and behavioral studies on our hit GEBR-7b demonstrated that selective PDE4DIs could improve memory without causing emesis and sedation. The hit development led to new molecule series, herein reported, characterized by a catechol structure bonded to five member heterocycles. Molecular modeling studies highlighted the pivotal role of a polar alkyl chain in conferring selective enzyme interaction. Compound 8a showed PDE4D3 selective inhibition and was able to increase intracellular cAMP levels in neuronal cells, as well as in the hippocampus of freely moving rats. Furthermore, 8a was able to readily cross the blood-brain barrier and enhanced memory performance in mice without causing any emetic-like behavior. These data support the view that PDE4D is an adequate molecular target to restore memory deficits in different neuropathologies, including AD, and also indicate compound 8a as a promising candidate for further preclinical development.
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22
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Li J, Zhou N, Liu W, Li J, Feng Y, Wang X, Wu C, Bao J. Discover natural compounds as potential phosphodiesterase-4B inhibitors via computational approaches. J Biomol Struct Dyn 2016; 34:1101-12. [PMID: 26159554 DOI: 10.1080/07391102.2015.1070749] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/05/2023]
Abstract
cAMP, intracellular cyclic adenosine monophosphate, is a ubiquitous second messenger that plays a key role in many physiological processes. PDE4B which can reduce the cAMP level by hydrolyzing cAMP to 5'-AMP has become a therapeutic target for the treatment of human diseases such as respiratory disorders, inflammation diseases, neurological and psychiatric disorders. However, the use of currently available PDE4B inhibitors is restricted due to serious side effects caused by targeting PDE4D. Hence, we are attempting to find out subfamily-selective PDE4B inhibitors from natural products, using computer-aided approaches such as virtual screening, docking, and molecular dynamics simulation. Finally, four potential PDE4B-selective inhibitors (ZINC67912770, ZINC67912780, ZINC72320169, and ZINC28882432) were found. Compared to the reference drug (roflumilast), they scored better during the virtual screening process. Binding free energy for them was -317.51, -239.44, -215.52, and -165.77 kJ/mol, better than -129.05 kJ/mol of roflumilast. The pharmacophore model of the four candidate inhibitors comprised six features, including one hydrogen bond donor, four hydrogen bond acceptors, and one aromatic ring feature. It is expected that our study will pave the way for the design of potent PDE4B-selective inhibitors of new drugs to treat a wide variety of diseases such as asthma, COPD, psoriasis, depression, etc.
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Affiliation(s)
- Jing Li
- a College of Life Sciences & Key Laboratory for Bio-resources of Ministry of Education , Sichuan University , Chengdu 610064 , China
| | - Nan Zhou
- a College of Life Sciences & Key Laboratory for Bio-resources of Ministry of Education , Sichuan University , Chengdu 610064 , China
| | - Wen Liu
- a College of Life Sciences & Key Laboratory for Bio-resources of Ministry of Education , Sichuan University , Chengdu 610064 , China
| | - Jianzong Li
- a College of Life Sciences & Key Laboratory for Bio-resources of Ministry of Education , Sichuan University , Chengdu 610064 , China
| | - Yu Feng
- a College of Life Sciences & Key Laboratory for Bio-resources of Ministry of Education , Sichuan University , Chengdu 610064 , China
| | - Xiaoyun Wang
- a College of Life Sciences & Key Laboratory for Bio-resources of Ministry of Education , Sichuan University , Chengdu 610064 , China
| | - Chuanfang Wu
- a College of Life Sciences & Key Laboratory for Bio-resources of Ministry of Education , Sichuan University , Chengdu 610064 , China
| | - Jinku Bao
- a College of Life Sciences & Key Laboratory for Bio-resources of Ministry of Education , Sichuan University , Chengdu 610064 , China.,b State Key Laboratory of Biotherapy/Collaborative Innovation Center for Biotherapy, West China Hospital , Sichuan University , Chengdu 610041 , China.,c State Key Laboratory of Oral Diseases , West China College of Stomatology, Sichuan University , Chengdu 610041 , China
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23
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Cai YH, Guo Y, Li Z, Wu D, Li X, Zhang H, Yang J, Lu H, Sun Z, Luo HB, Yin S, Wu Y. Discovery and modelling studies of natural ingredients from Gaultheria yunnanensis (FRANCH.) against phosphodiesterase-4. Eur J Med Chem 2015; 114:134-40. [PMID: 26978121 DOI: 10.1016/j.ejmech.2015.12.002] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/17/2015] [Revised: 11/30/2015] [Accepted: 12/01/2015] [Indexed: 01/07/2023]
Abstract
Phosphodiesterase-4 (PDE4) is an anti-inflammatory target for treatment of asthma and chronic obstructive pulmonary disease (COPD). Here, we report the isolation and characterization of 13 compounds (G1-G13) by bioassay-guided fractionation of the ethyl acetate extraction of Gaultheria yunnanensis (FRANCH.), one of which pentacyclic triterpene (G1) has never been reported. Four of them (G1, G2, G4, and G5) inhibit PDE4 with the IC50 values < 20 μM and G1 is the most potent ingredient with an IC50 of 245 nM and moderate selectivity over other PDE families. Molecular dynamics simulations suggest that G1 forms a hydrogen bond with Asn362, in addition to the hydrogen bond with Gln369 and π-π interactions with Phe372, which are commonly observed in the binding of most PDE4 inhibitors. The calculated binding free energies for the interactions of PDE4-G1 and PDE4-G2 are -19.4 and -18.8 kcal/mol, in consistence with the bioassay that G1 and G2 have IC50 of 245 nM and 542 nM, respectively. The modelling results of these active compounds may aid the rational design of novel PDE4 inhibitors as anti-inflammatory agents.
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Affiliation(s)
- Ying-Hong Cai
- School of Pharmaceutical Sciences, Sun Yat-Sen University, Guangzhou 510006, PR China
| | - Yanqiong Guo
- School of Pharmaceutical Sciences, Sun Yat-Sen University, Guangzhou 510006, PR China
| | - Zhe Li
- School of Pharmaceutical Sciences, Sun Yat-Sen University, Guangzhou 510006, PR China
| | - Deyang Wu
- School of Pharmaceutical Sciences, Sun Yat-Sen University, Guangzhou 510006, PR China
| | - Xiruo Li
- School of Pharmaceutical Sciences, Sun Yat-Sen University, Guangzhou 510006, PR China
| | - Heng Zhang
- School of Pharmaceutical Sciences, Sun Yat-Sen University, Guangzhou 510006, PR China
| | - Junjie Yang
- School of Pharmaceutical Sciences, Sun Yat-Sen University, Guangzhou 510006, PR China
| | - Heng Lu
- School of Pharmaceutical Sciences, Sun Yat-Sen University, Guangzhou 510006, PR China
| | - Zhaowei Sun
- School of Pharmaceutical Sciences, Sun Yat-Sen University, Guangzhou 510006, PR China
| | - Hai-Bin Luo
- School of Pharmaceutical Sciences, Sun Yat-Sen University, Guangzhou 510006, PR China
| | - Sheng Yin
- School of Pharmaceutical Sciences, Sun Yat-Sen University, Guangzhou 510006, PR China.
| | - Yinuo Wu
- School of Pharmaceutical Sciences, Sun Yat-Sen University, Guangzhou 510006, PR China.
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24
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Zhong JS, Huang YY, Zhang TH, Liu YP, Ding WJ, Wu XF, Xie ZY, Luo HB, Wan JZ. Natural phosphodiesterase-4 inhibitors from the leaf skin of Aloe barbadensis Miller. Fitoterapia 2015; 100:68-74. [DOI: 10.1016/j.fitote.2014.11.018] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2014] [Revised: 11/19/2014] [Accepted: 11/21/2014] [Indexed: 01/20/2023]
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25
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Understanding the effects on constitutive activation and drug binding of a D130N mutation in the β2 adrenergic receptor via molecular dynamics simulation. J Mol Model 2014; 20:2491. [PMID: 25342155 DOI: 10.1007/s00894-014-2491-2] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2014] [Accepted: 10/06/2014] [Indexed: 01/21/2023]
Abstract
G-protein-coupled receptors (GPCRs) are currently one of the largest families of drug targets. The constitutive activation induced by mutation of key GPCR residues is associated closely with various diseases. However, the structural basis underlying such activation and its role in drug binding has remained unclear. Herein, we used all-atom molecular dynamics simulations and free energy calculations to study the effects of a D130N mutation on the structure of β2 adrenergic receptor (β2AR) and its binding of the agonist salbutamol. The results indicate that the mutation caused significant changes in some key helices. In particular, the mutation leads to the departure of transmembrane 3 (TM3) from transmembrane 6 (TM6) and marked changes in the NPxxY region as well as the complete disruption of a key ionic lock, all of which contribute to the observed constitutive activation. In addition, the D130N mutation weakens some important H-bonds, leading to structural changes in these regions. Binding free energy calculations indicate that van der Waals and electrostatic interactions are the main driving forces in binding salbutamol; however, binding strength in the mutant β2AR is significantly enhanced mainly through modifying electrostatic interactions. Further analysis revealed that the increase in binding energy upon mutation stems mainly from the H-bonds formed between the hydroxyl group of salbutamol and the serine residues of TM5. This observation suggests that modifications of the H-bond groups of this drug could significantly influence drug efficacy in the treatment of diseases associated with this mutation.
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26
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Li Z, Lu X, Feng LJ, Gu Y, Li X, Wu Y, Luo HB. Molecular dynamics-based discovery of novel phosphodiesterase-9A inhibitors with non-pyrazolopyrimidinone scaffolds. MOLECULAR BIOSYSTEMS 2014; 11:115-25. [PMID: 25328054 DOI: 10.1039/c4mb00389f] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/14/2023]
Abstract
Phosphodiesterase-9A (PDE9A) is a promising therapeutic target for the treatment of diabetes and Alzheimer's disease (AD). The Pfizer PDE9A inhibitor PF-04447943 has completed Phase II clinical trials in subjects with mild to moderate AD in 2013. However, most of the reported PDE9A inhibitors share the same scaffold as pyrazolopyrimidinone, which lacks structural diversity and is unfavorable for the development of novel PDE9A inhibitors. In the present study, a combinatorial method including pharmacophores, molecular docking, molecular dynamics simulations, binding free energy calculations, and bioassay was used to discover novel PDE9A inhibitors with new scaffolds rather than pyrazolopyrimidinones from the SPECS database containing about 200,000 compounds. As a result, 15 hits out of 29 molecules (a hit rate of 52%) with five novel scaffolds were identified to be PDE9A inhibitors with inhibitory affinities no more than 50 μM to enrich the structural diversity, different from the pyrazolopyrimidinone-derived family. The high hit ratio of 52% for this virtual screening method indicated that the combinatorial method is a good compromise between computational cost and accuracy. Binding pattern analyses indicate that those hits with non-pyrazolopyrimidinone scaffolds can bind the same active site pocket of PDE9A as classical PDE9A inhibitors. In addition, structural modification of compound AG-690/40135604 (IC50=8.0 μM) led to a new one, 16, with an improved inhibitory affinity of 2.1 μM as expected. The five novel scaffolds discovered in the present study can be used for the rational design of PDE9A inhibitors with higher affinities.
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Affiliation(s)
- Zhe Li
- School of Pharmaceutical Sciences, SunYat-Sen University, Guangzhou 510006, P. R. China.
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27
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LBVS: an online platform for ligand-based virtual screening using publicly accessible databases. Mol Divers 2014; 18:829-40. [DOI: 10.1007/s11030-014-9545-3] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/24/2014] [Accepted: 08/12/2014] [Indexed: 12/20/2022]
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28
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Lin TT, Huang YY, Tang GH, Cheng ZB, Liu X, Luo HB, Yin S. Prenylated coumarins: natural phosphodiesterase-4 inhibitors from Toddalia asiatica. JOURNAL OF NATURAL PRODUCTS 2014; 77:955-962. [PMID: 24597921 DOI: 10.1021/np401040d] [Citation(s) in RCA: 56] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/03/2023]
Abstract
Bioassay-guided fractionation of the ethanolic extract of the roots of Toddalia asiatica led to the isolation of seven new prenylated coumarins (1-7) and 14 known analogues (8-21). The structures of 1-7 were elucidated by spectroscopic analysis, and their absolute configurations were determined by combined chemical methods and chiral separation analysis. Compounds 1-5, named toddalin A, 3‴-O-demethyltoddalin A, and toddalins B-D, represent an unusual group of phenylpropenoic acid-coupled prenylated coumarins. Compounds 1-21 and four modified analogues, 10a, 11a, 13a, and 17a, were screened by using tritium-labeled adenosine 3',5'-cyclic monophosphate ([3H]-cAMP) as substrate for their inhibitory activity against phosphodiesterase-4 (PDE4), which is a drug target for the treatment of asthma and chronic obstructive pulmonary disease. Compounds 3, 8, 10, 10a, 11, 11a, 12, 13, 17, and 21 exhibited inhibition with IC50 values less than 10 μM. Toddacoumalone (8), the most active compound (IC50=0.14 μM), was more active than the positive control, rolipram (IC50=0.59 μM). In addition, the structure-activity relationship and possible inhibitory mechanism of the active compounds are also discussed.
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Affiliation(s)
- Ting-Ting Lin
- School of Pharmaceutical Sciences, Sun Yat-sen University , Guangzhou, Guangdong 510006, People's Republic of China
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29
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Liu YN, Huang YY, Bao JM, Cai YH, Guo YQ, Liu SN, Luo HB, Yin S. Natural phosphodiesterase-4 (PDE4) inhibitors from Crotalaria ferruginea. Fitoterapia 2014; 94:177-82. [PMID: 24594242 DOI: 10.1016/j.fitote.2014.02.010] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/30/2013] [Revised: 02/20/2014] [Accepted: 02/22/2014] [Indexed: 11/25/2022]
Abstract
Bioassay-guided fractionation of the ethanol extract of the Chinese folk medicine Crotalaria ferruginea led to the isolation of a new isoflavonoid, 4'-hydroxy-2'-methylalpinum-isoflavone (1), and eight known analogs (2-9). Their structures were elucidated by spectroscopic analysis. Compounds 1, 2, 5, and 8 showed inhibitory activities against phosphodiesterase-4 (PDE4), a therapeutic target of asthma, with IC50 values ranging from 2.57 to 8.94 μM. The possible action mechanism and the structure-activity relationship (SAR) of the active isoflavonoids were explored by using molecular docking and molecular dynamics (MD) simulation methods. Our study herein may explain the anti-inflammatory function of this plant in Chinese folk medicine.
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Affiliation(s)
- Ye-Na Liu
- School of Pharmaceutical Sciences, Sun Yat-sen University, Guangzhou, Guangdong 510006, China
| | - Yi-You Huang
- School of Pharmaceutical Sciences, Sun Yat-sen University, Guangzhou, Guangdong 510006, China
| | - Jing-Mei Bao
- School of Pharmaceutical Sciences, Sun Yat-sen University, Guangzhou, Guangdong 510006, China
| | - Ying-Hong Cai
- School of Pharmaceutical Sciences, Sun Yat-sen University, Guangzhou, Guangdong 510006, China
| | - Yan-Qiong Guo
- School of Pharmaceutical Sciences, Sun Yat-sen University, Guangzhou, Guangdong 510006, China
| | - Shao-Nan Liu
- School of Pharmaceutical Sciences, Sun Yat-sen University, Guangzhou, Guangdong 510006, China
| | - Hai-Bin Luo
- School of Pharmaceutical Sciences, Sun Yat-sen University, Guangzhou, Guangdong 510006, China.
| | - Sheng Yin
- School of Pharmaceutical Sciences, Sun Yat-sen University, Guangzhou, Guangdong 510006, China.
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30
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Sun ZH, Cai YH, Fan CQ, Tang GH, Luo HB, Yin S. Six new tetraprenylated alkaloids from the South China Sea gorgonian Echinogorgia pseudossapo. Mar Drugs 2014; 12:672-81. [PMID: 24473168 PMCID: PMC3944508 DOI: 10.3390/md12020672] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/25/2013] [Revised: 12/10/2013] [Accepted: 01/13/2014] [Indexed: 12/02/2022] Open
Abstract
Six new tetraprenylated alkaloids, designated as malonganenones L–Q (1–6), were isolated from the gorgonian Echinogorgia pseudossapo, collected in Daya Bay of Guangdong Province, China. The structures of 1–6 featuring a methyl group at N-3 and a tetraprenyl chain at N-7 in the hypoxanthine core were established by extensive spectroscopic analyses. Compounds 1–6 were tested for their inhibitory activity against the phosphodiesterases (PDEs)-4D, 5A, and 9A, and compounds 1 and 6 exhibited moderate inhibitory activity against PDE4D with IC50 values of 8.5 and 20.3 µM, respectively.
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Affiliation(s)
- Zhang-Hua Sun
- School of Pharmaceutical Sciences, Sun Yat-sen University, Guangzhou, Guangdong 510006, China.
| | - Ying-Hong Cai
- School of Pharmaceutical Sciences, Sun Yat-sen University, Guangzhou, Guangdong 510006, China.
| | - Cheng-Qi Fan
- East China Sea Fisheries Research Institute, Chinese Academy of Fishery Sciences, Shanghai 200090, China.
| | - Gui-Hua Tang
- School of Pharmaceutical Sciences, Sun Yat-sen University, Guangzhou, Guangdong 510006, China.
| | - Hai-Bin Luo
- School of Pharmaceutical Sciences, Sun Yat-sen University, Guangzhou, Guangdong 510006, China.
| | - Sheng Yin
- School of Pharmaceutical Sciences, Sun Yat-sen University, Guangzhou, Guangdong 510006, China.
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Zhong J, Huang Y, Ding W, Wu X, Wan J, Luo H. Chemical constituents of Aloe barbadensis Miller and their inhibitory effects on phosphodiesterase-4D. Fitoterapia 2013; 91:159-165. [DOI: 10.1016/j.fitote.2013.08.027] [Citation(s) in RCA: 27] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/22/2013] [Revised: 08/28/2013] [Accepted: 08/30/2013] [Indexed: 10/26/2022]
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32
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Huang YY, Li Z, Cai YH, Feng LJ, Wu Y, Li X, Luo HB. The Molecular Basis for the Selectivity of Tadalafil toward Phosphodiesterase 5 and 6: A Modeling Study. J Chem Inf Model 2013; 53:3044-53. [DOI: 10.1021/ci400458z] [Citation(s) in RCA: 28] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/06/2023]
Affiliation(s)
- Yi-You Huang
- School of Pharmaceutical
Sciences, Sun Yat-Sen University, Guangzhou 510006, China
| | - Zhe Li
- School of Pharmaceutical
Sciences, Sun Yat-Sen University, Guangzhou 510006, China
| | - Ying-Hong Cai
- School of Pharmaceutical
Sciences, Sun Yat-Sen University, Guangzhou 510006, China
| | - Ling-Jun Feng
- School of Pharmaceutical
Sciences, Sun Yat-Sen University, Guangzhou 510006, China
| | - Yinuo Wu
- School of Pharmaceutical
Sciences, Sun Yat-Sen University, Guangzhou 510006, China
| | - Xingshu Li
- School of Pharmaceutical
Sciences, Sun Yat-Sen University, Guangzhou 510006, China
| | - Hai-Bin Luo
- School of Pharmaceutical
Sciences, Sun Yat-Sen University, Guangzhou 510006, China
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Ge H, Wang Y, Li C, Chen N, Xie Y, Xu M, He Y, Gu X, Wu R, Gu Q, Zeng L, Xu J. Molecular Dynamics-Based Virtual Screening: Accelerating the Drug Discovery Process by High-Performance Computing. J Chem Inf Model 2013; 53:2757-64. [DOI: 10.1021/ci400391s] [Citation(s) in RCA: 38] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Hu Ge
- School of Pharmaceutical Sciences & Institute of Human Virology, Sun Yat-Sen University, 132 East Circle Road at University City, Guangzhou 510006, China
| | - Yu Wang
- School of Pharmaceutical Sciences & Institute of Human Virology, Sun Yat-Sen University, 132 East Circle Road at University City, Guangzhou 510006, China
| | - Chanjuan Li
- School of Pharmaceutical Sciences & Institute of Human Virology, Sun Yat-Sen University, 132 East Circle Road at University City, Guangzhou 510006, China
| | - Nanhao Chen
- School of Pharmaceutical Sciences & Institute of Human Virology, Sun Yat-Sen University, 132 East Circle Road at University City, Guangzhou 510006, China
| | - Yufang Xie
- School of Pharmaceutical Sciences & Institute of Human Virology, Sun Yat-Sen University, 132 East Circle Road at University City, Guangzhou 510006, China
| | - Mengyan Xu
- School of Pharmaceutical Sciences & Institute of Human Virology, Sun Yat-Sen University, 132 East Circle Road at University City, Guangzhou 510006, China
| | - Yingyan He
- School of Pharmaceutical Sciences & Institute of Human Virology, Sun Yat-Sen University, 132 East Circle Road at University City, Guangzhou 510006, China
| | - Xinchun Gu
- School of Pharmaceutical Sciences & Institute of Human Virology, Sun Yat-Sen University, 132 East Circle Road at University City, Guangzhou 510006, China
| | - Ruibo Wu
- School of Pharmaceutical Sciences & Institute of Human Virology, Sun Yat-Sen University, 132 East Circle Road at University City, Guangzhou 510006, China
| | - Qiong Gu
- School of Pharmaceutical Sciences & Institute of Human Virology, Sun Yat-Sen University, 132 East Circle Road at University City, Guangzhou 510006, China
| | - Liang Zeng
- College of Computer
Sciences, National University of Defense Technology, Changsha 410073, China
| | - Jun Xu
- School of Pharmaceutical Sciences & Institute of Human Virology, Sun Yat-Sen University, 132 East Circle Road at University City, Guangzhou 510006, China
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Cichero E, D'Ursi P, Moscatelli M, Bruno O, Orro A, Rotolo C, Milanesi L, Fossa P. Homology Modeling, Docking Studies and Molecular Dynamic Simulations Using Graphical Processing Unit Architecture to Probe the Type-11 Phosphodiesterase Catalytic Site: A Computational Approach for the Rational Design of Selective Inhibitors. Chem Biol Drug Des 2013; 82:718-31. [DOI: 10.1111/cbdd.12193] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/17/2013] [Revised: 06/14/2013] [Accepted: 07/09/2013] [Indexed: 01/21/2023]
Affiliation(s)
- Elena Cichero
- Dipartimento di Farmacia; Sezione di Chimica del Farmaco e del Prodotto Cosmetico; Università degli Studi di Genova; Viale Benedetto XV 3 16132 Genova Italy
| | - Pasqualina D'Ursi
- Institute for Biomedical Technologies-National Research Council (ITB-CNR); Via Fratelli Cervi 93 20090 Segrate (MI) Italy
| | - Marco Moscatelli
- Institute for Biomedical Technologies-National Research Council (ITB-CNR); Via Fratelli Cervi 93 20090 Segrate (MI) Italy
- University of Milano-Bicocca; DISAT; Piazza della Scienza 1 20126 Milan Italy
| | - Olga Bruno
- Dipartimento di Farmacia; Sezione di Chimica del Farmaco e del Prodotto Cosmetico; Università degli Studi di Genova; Viale Benedetto XV 3 16132 Genova Italy
| | - Alessandro Orro
- Institute for Biomedical Technologies-National Research Council (ITB-CNR); Via Fratelli Cervi 93 20090 Segrate (MI) Italy
| | - Chiara Rotolo
- Dipartimento di Farmacia; Sezione di Chimica del Farmaco e del Prodotto Cosmetico; Università degli Studi di Genova; Viale Benedetto XV 3 16132 Genova Italy
| | - Luciano Milanesi
- Institute for Biomedical Technologies-National Research Council (ITB-CNR); Via Fratelli Cervi 93 20090 Segrate (MI) Italy
| | - Paola Fossa
- Dipartimento di Farmacia; Sezione di Chimica del Farmaco e del Prodotto Cosmetico; Università degli Studi di Genova; Viale Benedetto XV 3 16132 Genova Italy
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35
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Zhao P, Chen SK, Cai YH, Lu X, Li Z, Cheng YK, Zhang C, Hu X, He X, Luo HB. The molecular basis for the inhibition of phosphodiesterase-4D by three natural resveratrol analogs. Isolation, molecular docking, molecular dynamics simulations, binding free energy, and bioassay. BIOCHIMICA ET BIOPHYSICA ACTA-PROTEINS AND PROTEOMICS 2013; 1834:2089-96. [PMID: 23871879 DOI: 10.1016/j.bbapap.2013.07.004] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/10/2013] [Revised: 06/22/2013] [Accepted: 07/10/2013] [Indexed: 01/26/2023]
Abstract
The phosphodiesterase-4 (PDE4) enzyme is a promising therapeutic target for several diseases. Our previous studies found resveratrol and moracin M to be natural PDE4 inhibitors. In the present study, three natural resveratrol analogs [pterostilbene, (E)-2',3,5',5-tetrahydroxystilbene (THSB), and oxyresveratrol] are structurally related to resveratrol and moracin M, but their inhibition and mechanism against PDE4 are still unclear. A combined method consisting of molecular docking, molecular dynamics (MD) simulations, binding free energy, and bioassay was performed to better understand their inhibitory mechanism. The binding pattern of pterostilbene demonstrates that it involves hydrophobic/aromatic interactions with Phe340 and Phe372, and forms hydrogen bond(s) with His160 and Gln369 in the active site pocket. The present work also reveals that oxyresveratrol and THSB can bind to PDE4D and exhibits less negative predicted binding free energies than pterostilbene, which was qualitatively validated by bioassay (IC50=96.6, 36.1, and 27.0μM, respectively). Additionally, a linear correlation (R(2)=0.953) is achieved for five PDE4D/ligand complexes between the predicted binding free energies and the experimental counterparts approximately estimated from their IC50 values (≈RT ln IC50). Our results imply that hydrophobic/aromatic forces are the primary factors in explaining the mechanism of inhibition by the three products. Results of the study help to understand the inhibitory mechanism of the three natural products, and thus help the discovery of novel PDE4 inhibitors from resveratrol, moracin M, and other natural products.
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Affiliation(s)
- Peng Zhao
- School of Pharmaceutical Sciences, Sun Yat-Sen University, Guangzhou 510006, China
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