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Dai R, Gao H, Su R. Computer-aided drug design for virtual-screening and active-predicting of main protease (M pro) inhibitors against SARS-CoV-2. Front Pharmacol 2023; 14:1288363. [PMID: 38026989 PMCID: PMC10661973 DOI: 10.3389/fphar.2023.1288363] [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: 09/04/2023] [Accepted: 10/26/2023] [Indexed: 12/01/2023] Open
Abstract
Introduction: SARS-CoV-2 is a novel coronavirus with highly contagious and has posed a significant threat to global public health. The main protease (Mpro) is a promising target for antiviral drugs against SARS-CoV-2. Methods: In this study, we have used pharmacophore-based drug design technology to identify potential compounds from drug databases as Mpro inhibitors. Results: The procedure involves pharmacophore modeling, validation, and pharmacophore-based virtual screening, which identifies 257 compounds with promising inhibitory activity. Discussion: Molecular docking and non-bonding interactions between the targeted protein Mpro and compounds showed that ENA482732 was the best compound. These results provided a theoretical foundation for future studies of Mpro inhibitors against SARS-CoV-2.
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Affiliation(s)
| | - Hongwei Gao
- School of Life Science, Ludong University, Yantai, Shandong, China
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2
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Gao H, Dai R, Su R. Computer-aided drug design for the pain-like protease (PL pro) inhibitors against SARS-CoV-2. Biomed Pharmacother 2023; 159:114247. [PMID: 36689835 PMCID: PMC9841087 DOI: 10.1016/j.biopha.2023.114247] [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: 11/25/2022] [Revised: 01/10/2023] [Accepted: 01/12/2023] [Indexed: 01/19/2023] Open
Abstract
A new coronavirus, known as Severe Acute Respiratory Syndrome Coronavirus 2 (SARS-CoV-2), is a highly contagious virus and has caused a massive worldwide health crisis. While large-scale vaccination efforts are underway, the management of population health, economic impact and asof-yet unknown long-term effects on physical and mental health will be a key challenge for the next decade. The papain-like protease (PLpro) of SARS-CoV-2 is a promising target for antiviral drugs. This report used pharmacophore-based drug design technology to identify potential compounds as PLpro inhibitors against SARS-CoV-2. The optimal pharmacophore model was fully validated using different strategies and then was employed to virtually screen out 10 compounds with inhibitory. Molecular docking and non-bonding interactions between the targeted protein PLpro and compounds showed that UKR1129266 was the best compound. These results provided a theoretical foundation for future studies of PLpro inhibitors against SARS-CoV-2.
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Affiliation(s)
- Hongwei Gao
- School of Life Science, Ludong University, Yantai, Shandong 264025, China.
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3
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Ahuja A, Tyagi PK, Tyagi S, Kumar A, Kumar M, Sharifi-Rad J. Potential of Pueraria tuberosa (Willd.) DC. to rescue cognitive decline associated with BACE1 protein of Alzheimer's disease on Drosophila model: An integrated molecular modeling and in vivo approach. Int J Biol Macromol 2021; 179:586-600. [PMID: 33705837 DOI: 10.1016/j.ijbiomac.2021.03.032] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2020] [Revised: 03/05/2021] [Accepted: 03/05/2021] [Indexed: 01/04/2023]
Abstract
The indispensable role of Beta-site amyloid precursor protein cleaving enzyme-1 (BACE1) in Amyloid beta (Aβ) plaques generation and Aβ-mediated synaptic dysfunctions makes it a crucial target for therapeutic intervention in Alzheimer's disease (AD). In order to find out the potential inhibitors of BACE1, the present study focused on five phytochemicals from Pueraria tuberosa, namely, daidzin, genistin, mangiferin, puerarin, and tuberosin. A molecular docking study showed that all five phytochemicals presented the strongest BACE1 inhibition. Integrated molecular dynamics simulations and free energy calculations demonstrated that all five natural compounds have stable and favorable energies causing strong binding with the pocket site of BACE1 on 50 ns. All these molecules also passed Lipinski's rule of five. To validate the molecular modeling based findings, we primarily targeted the cognitive decline associated with BACE1 expression in AD flies with P. tuberosa. Significant improvement in cognitive decline was observed in AD flies in different behavioral assays such as Larval crawling assay (16.38%), Larval light preference assay (26.39%), Climbing assay (32.97%), Cold sensitivity assay (43.6%), and Thermal sensitivity assay (44.42%). The present findings suggest that P. tuberosa may be considered as a promising dietary supplement that can significantly ameliorate cognitive decline caused by BACE1 in Alzheimer's disease (AD).
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Affiliation(s)
- Anami Ahuja
- Research Scholar, Department of Biotechnology, Dr. A.P.J. Abdul Kalam Technical University, Lucknow 226031, Uttar Pradesh, India; Department of Biotechnology, Meerut Institute of Engineering and Technology, Meerut 250005, Uttar Pradesh, India.
| | - Pankaj Kumar Tyagi
- Department of Biotechnology Engineering, Noida Institute of Engineering & Technology, Greater Noida 201306, Uttar Pradesh, India.
| | - Shruti Tyagi
- Department of Biotechnology Engineering, Noida Institute of Engineering & Technology, Greater Noida 201306, Uttar Pradesh, India
| | - Anuj Kumar
- Advanced Centre for Computational and Applied Biotechnology, Uttarakhand Council for Biotechnology (UCB), Dehradun 248007, Uttarakhand, India
| | - Manoj Kumar
- Chemical and Biochemical Processing Division, ICAR - Central Institute for Research on Cotton Technology, Mumbai 400019, India
| | - Javad Sharifi-Rad
- Phytochemistry Research Center, Shahid Beheshti University of Medical Sciences, Tehran, Iran; Facultad de Medicina, Universidad del Azuay, Cuenca, Ecuador.
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4
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Huang TT, Wang X, Qiang SJ, Zhao ZN, Wu ZX, Ashby CR, Li JZ, Chen ZS. The Discovery of Novel BCR-ABL Tyrosine Kinase Inhibitors Using a Pharmacophore Modeling and Virtual Screening Approach. Front Cell Dev Biol 2021; 9:649434. [PMID: 33748144 PMCID: PMC7969810 DOI: 10.3389/fcell.2021.649434] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2021] [Accepted: 02/10/2021] [Indexed: 11/23/2022] Open
Abstract
Chronic myelogenous leukemia (CML) typically results from a reciprocal translocation between chromosomes 9 and 22 to produce the bcr-abl oncogene that when translated, yields the p210 BCR-ABL protein in more than 90% of all CML patients. This protein has constitutive tyrosine kinase activity that activates numerous downstream pathways that ultimately produces uncontrolled myeloid proliferation. Although the use of the BCR-ABL tyrosine kinase inhibitors (TKIs), such as imatinib, nilotinib, dasatinib, bosutinib, and ponatinib have increased the overall survival of CML patients, their use is limited by drug resistance and severe adverse effects. Therefore, there is the need to develop novel compounds that can overcome these problems that limit the use of these drugs. Therefore, in this study, we sought to find novel compounds using Hypogen and Hiphip pharmacophore models based on the structures of clinically approved BCR-ABL TKIs. We also used optimal pharmacophore models such as three-dimensional queries to screen the ZINC database to search for potential BCR-ABL inhibitors. The hit compounds were further screened using Lipinski’s rule of five, ADMET and molecular docking, and the efficacy of the hit compounds was evaluated. Our in vitro results indicated that compound ZINC21710815 significantly inhibited the proliferation of K562, BaF3/WT, and BaF3/T315I leukemia cells by inducing cell cycle arrest. The compound ZINC21710815 decreased the expression of p-BCR-ABL, STAT5, and Crkl and produced apoptosis and autophagy. Our results suggest that ZINC21710815 may be a potential BCR-ABL inhibitor that should undergo in vivo evaluation.
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Affiliation(s)
| | - Xin Wang
- School of Pharmacy, Lanzhou University, Lanzhou, China
| | | | - Zhen-Nan Zhao
- School of Pharmacy, Lanzhou University, Lanzhou, China
| | - Zhuo-Xun Wu
- College of Pharmacy and Health Sciences, St. John's University, Queens, NY, United States
| | - Charles R Ashby
- College of Pharmacy and Health Sciences, St. John's University, Queens, NY, United States
| | - Jia-Zhong Li
- School of Pharmacy, Lanzhou University, Lanzhou, China
| | - Zhe-Sheng Chen
- College of Pharmacy and Health Sciences, St. John's University, Queens, NY, United States
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Marahatha R, Basnet S, Bhattarai BR, Budhathoki P, Aryal B, Adhikari B, Lamichhane G, Poudel DK, Parajuli N. Potential natural inhibitors of xanthine oxidase and HMG-CoA reductase in cholesterol regulation: in silico analysis. BMC Complement Med Ther 2021; 21:1. [PMID: 33386071 PMCID: PMC7775628 DOI: 10.1186/s12906-020-03162-5] [Citation(s) in RCA: 61] [Impact Index Per Article: 20.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2020] [Accepted: 11/23/2020] [Indexed: 12/30/2022] Open
Abstract
Background Hypercholesterolemia has posed a serious threat of heart diseases and stroke worldwide. Xanthine oxidase (XO), the rate-limiting enzyme in uric acid biosynthesis, is regarded as the root of reactive oxygen species (ROS) that generate atherosclerosis and cholesterol crystals. β-Hydroxy β-methylglutaryl-coenzyme A reductase (HMGR) is a rate-limiting enzyme in cholesterol biosynthesis. Although some commercially available enzyme inhibiting drugs have effectively reduced cholesterol levels, most of them have failed to meet potential drug candidates’ requirements. Here, we have carried out an in-silico analysis of secondary metabolites that have already shown good inhibitory activity against XO and HMGR in a wet lab setup. Methods Out of 118 secondary metabolites reviewed, sixteen molecules inhibiting XO and HMGR were selected based on the IC50 values reported in in vitro assays. Further, receptor-based virtual screening was carried out against secondary metabolites using GOLD Protein-Ligand Docking Software, combined with subsequent post-docking, to study the binding affinities of ligands to the enzymes. In-silico ADMET analysis was carried out to explore their pharmacokinetic properties, followed by toxicity prediction through ProTox-II. Results The molecular docking of amentoflavone (GOLD score 70.54, ∆G calc. = − 10.4 Kcal/mol) and ganomycin I (GOLD score 59.61, ∆G calc. = − 6.8 Kcal/mol) displayed that the drug has effectively bound at the competitive site of XO and HMGR, respectively. Besides, 6-paradol and selgin could be potential drug candidates inhibiting XO. Likewise, n-octadecanyl-O-α-D-glucopyranosyl (6′ → 1″)-O-α-D-glucopyranoside could be potential drug candidates to maintain serum cholesterol. In-silico ADMET analysis has shown that these sixteen metabolites were optimal within the categorical range compared to commercially available XO and HMGR inhibitors, respectively. Toxicity analysis through ProTox-II revealed that 6-gingerol, ganoleucoin K, and ganoleucoin Z are toxic for human use. Conclusion This computational analysis supports earlier experimental evidence towards the inhibition of XO and HMGR by natural products. Further study is necessary to explore the clinical efficacy of these secondary molecules, which might be alternatives for the treatment of hypercholesterolemia.
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Affiliation(s)
- Rishab Marahatha
- Central Department of Chemistry, Tribhuvan University, Kirtipur, Kathmandu, Nepal
| | - Saroj Basnet
- Center for Drug Design and Molecular Simulation Division, Cancer Care Nepal and Research Center, Jorpati, Kathmandu, Nepal
| | - Bibek Raj Bhattarai
- Central Department of Chemistry, Tribhuvan University, Kirtipur, Kathmandu, Nepal
| | - Prakriti Budhathoki
- Central Department of Chemistry, Tribhuvan University, Kirtipur, Kathmandu, Nepal
| | - Babita Aryal
- Central Department of Chemistry, Tribhuvan University, Kirtipur, Kathmandu, Nepal
| | - Bikash Adhikari
- Central Department of Chemistry, Tribhuvan University, Kirtipur, Kathmandu, Nepal
| | - Ganesh Lamichhane
- Central Department of Chemistry, Tribhuvan University, Kirtipur, Kathmandu, Nepal
| | - Darbin Kumar Poudel
- Central Department of Chemistry, Tribhuvan University, Kirtipur, Kathmandu, Nepal
| | - Niranjan Parajuli
- Central Department of Chemistry, Tribhuvan University, Kirtipur, Kathmandu, Nepal.
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Dighe SN, Tippana M, van Akker S, Collet TA. Structure-Based Scaffold Repurposing toward the Discovery of Novel Cholinesterase Inhibitors. ACS OMEGA 2020; 5:30971-30979. [PMID: 33324805 PMCID: PMC7726787 DOI: 10.1021/acsomega.0c03848] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/10/2020] [Accepted: 11/12/2020] [Indexed: 05/06/2023]
Abstract
Cholinesterases (ChE) are well-known drug targets for the treatment of Alzheimer's disease (AD). In continuation of work to develop novel cholinesterase inhibitors, we utilized a structure-based scaffold repurposing approach and discovered six novel ChE inhibitors from our recently developed DNA gyrase inhibitor library. Among the identified hits, two compounds (denoted 3 and 18) were found to be the most potent inhibitor of acetylcholinesterase (AChE, IC50 = 6.10 ± 1.01 μM) and butyrylcholinesterase (BuChE, IC50 = 5.50 ± 0.007 μM), respectively. Compound 3 was responsible for the formation of H-bond and π-π stacking interactions within the active site of AChE. In contrast, compound 18 was well fitted in the choline-binding pocket and catalytic site of BuChE. Results obtained from in vitro cytotoxicity assays and in silico derived physicochemical and absorption, distribution, metabolism, and excretion (ADME) properties indicate that repurposed scaffold 3 and 18 could be potential drug candidates for further development as novel ChE inhibitors.
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Zeb A, Son M, Yoon S, Kim JH, Park SJ, Lee KW. Computational Simulations Identified Two Candidate Inhibitors of Cdk5/p25 to Abrogate Tau-associated Neurological Disorders. Comput Struct Biotechnol J 2019; 17:579-590. [PMID: 31073393 PMCID: PMC6495220 DOI: 10.1016/j.csbj.2019.04.010] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2019] [Revised: 04/14/2019] [Accepted: 04/17/2019] [Indexed: 01/26/2023] Open
Abstract
Deregulation of Cdk5 is a hallmark in neurodegenerative diseases and its complex with p25 forms Cdk5/p25, thereby causes severe neuropathological insults. Cdk5/p25 abnormally phosphorylates tau protein, and induces tau-associated neurofibrillary tangles in neurological disorders. Therefore, the pharmacological inhibition of Cdk5/p25 alleviates tau-associated neurological disorders. Herein, computational simulations probed two candidate inhibitors of Cdk5/p25. Structure-based pharmacophore investigated the essential complementary chemical features of ATP-binding site of Cdk5 in complex with roscovitine. Resultant pharmacophore harbored polar interactions with Cys83 and Asp86 residues and non-polar interactions with Ile10, Phe80, and Lys133 residues of Cdk5. The chemical space of selected pharmacophore was comprised of two hydrogen bond donors, one hydrogen bond acceptor, and three hydrophobic features. Decoy test validation of pharmacophore obtained highest Guner-Henry score (0.88) and enrichment factor score (7.23). The screening of natural product drug-like databases by validated pharmacophore retrieved 1126 compounds as candidate inhibitors of Cdk5/p25. The docking of candidate inhibitors filtered 10 molecules with docking score >80.00 and established polar and non-polar interactions with the ATP-binding site residues of Cdk5/p25. Finally, molecular dynamics simulation and binding free energy analyses identified two candidate inhibitors of Cdk5/p25. During 30 ns simulation, the candidate inhibitors established <3.0 Å root mean square deviation and stable hydrogen bond interactions with the ATP-binding site residues of Cdk5/p25. The final candidate inhibitors obtained lowest binding free energies of -122.18 kJ/mol and - 117.26 kJ/mol with Cdk5/p25. Overall, we recommend two natural product candidate inhibitors to target the pharmacological inhibition of Cdk5/p25 in tau-associated neurological disorders.
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Key Words
- 2D, Two-dimentional
- 3D, Three-dimentional
- AD, Alzheimer's disease
- ADMET, Absorption, distribution, metabolism, excretion, and toxicity
- ASP, Astex statistical potential
- Aβ, Amyloid beta
- BBB, Blood-brain barrier
- CGMC, Cyclin-dependent kinases, mitogen-activated protein kinases, glycogen synthase kinases, and Cdk-like kinases
- Cdk5, Cyclin-dependent kinase 5
- Cdk5/p25 inhibitors
- Cdks, Cyclin-dependent kinases
- DS, Discovery Studio
- EF, Enrichment factor
- GA, Genetic algorithm
- GFA, Genetic Function Approximation
- GH, Guner-Henry
- GOLD, Genetic optimization of ligand docking
- GROMACS, Groningen Machine for Chemical Simulation
- H-bond, Hydrogen bond
- HBA, Hydrogen bond acceptor
- HBD, Hydrogen bond donor
- HD, Hungtington's disease
- HYP, Hydrophobic
- IBS, InterBioScreen
- K, kelvin
- MD, Molecular dynamics
- MPTP, 1-methyl-4-phenyl-1,2,3,6-tetrahydropyridine
- Molecular docking
- Molecular dynamics simulation
- NPT, Number particle, pressure, and temperature
- NVT, Number of particles, volume, and temperature
- P5, A 24-residues mimetic peptide of p35
- PD, Parkinson's disease
- PDB, Protein databank
- PLP, Piecewise linear potential
- PME, Particle mesh ewald
- RMSD, Root mean square deviation
- ROF, Rule of five
- Structure-based pharmacophore modeling
- TAT, Twin-arginine targeting
- TIP3P, Transferable intermolecular potential with 3 points
- Tau-pathogenesis
- ZNPD, Zinc Natural Product Database
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Affiliation(s)
- Amir Zeb
- Division of Life Science, Division of Applied Life Sciences (BK21 Plus), Research Institute of Natural Sciences (RINS), Gyeongsang National University (GNU), 501 Jinju-daero, Jinju 52828, Gyeongnam, Republic of Korea
| | - Minky Son
- Division of Life Science, Division of Applied Life Sciences (BK21 Plus), Research Institute of Natural Sciences (RINS), Gyeongsang National University (GNU), 501 Jinju-daero, Jinju 52828, Gyeongnam, Republic of Korea
| | - Sanghwa Yoon
- Division of Life Science, Division of Applied Life Sciences (BK21 Plus), Research Institute of Natural Sciences (RINS), Gyeongsang National University (GNU), 501 Jinju-daero, Jinju 52828, Gyeongnam, Republic of Korea
| | - Ju Hyun Kim
- Department of Chemistry (BK21 Plus), Research Institute of Natural Science (RINS), Geyongsang National University (GNU), 501 Jinju-daero, Jinju 52828, Gyeongnam, Republic of Korea
| | - Seok Ju Park
- Department of Internal Medicine, College of Medicine, Busan Paik Hospital, Inje University, Busan 47392, Republic of Korea
| | - Keun Woo Lee
- Division of Life Science, Division of Applied Life Sciences (BK21 Plus), Research Institute of Natural Sciences (RINS), Gyeongsang National University (GNU), 501 Jinju-daero, Jinju 52828, Gyeongnam, Republic of Korea
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Jiang Y, Gao H. Pharmacophore-based drug design for potential AChE inhibitors from Traditional Chinese Medicine Database. Bioorg Chem 2018; 76:400-414. [DOI: 10.1016/j.bioorg.2017.12.015] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2017] [Revised: 11/07/2017] [Accepted: 12/03/2017] [Indexed: 11/17/2022]
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Deshpande S, Basu SK, Li X, Chen X. Smart, Innovative and Intelligent Technologies Used in Drug Designing. PHARMACEUTICAL SCIENCES 2017. [DOI: 10.4018/978-1-5225-1762-7.ch045] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022] Open
Abstract
Smart and intelligent computational methods are essential nowadays for designing, manufacturing and optimizing new drugs. New and innovative computational tools and algorithms are consistently developed and applied for the development of novel therapeutic compounds in many research projects. Rapid developments in the architecture of computers have also provided complex calculations to be performed in a smart, intelligent and timely manner for desired quality outputs. Research groups worldwide are developing drug discovery platforms and innovative tools following smart manufacturing ideas using highly advanced biophysical, statistical and mathematical methods for accelerated discovery and analysis of smaller molecules. This chapter discusses novel innovative applications in drug discovery involving use of structure-based drug design which utilizes geometrical knowledge of the three-dimensional protein structures. It discusses statistical and physics based methods such as quantum mechanics and classical molecular dynamics which can also play a major role in improving the performance and in prediction of computational drug discovery. Lastly, the authors provide insights on recent developments in cloud computing with significant increase in smart and intelligent computational power thus allowing larger data sets to be analyzed simultaneously on multi processor cloud systems. Future directions for the research are outlined.
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Affiliation(s)
| | | | - X. Li
- Industrial Crop Research Institute, Yunan Academy of Agricultural Sciences, China
| | - X. Chen
- Institute of Food Crops, Yunan Academy of Agricultural Sciences, China
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Hernández-Rodríguez M, Correa-Basurto J, Gutiérrez A, Vitorica J, Rosales-Hernández MC. Asp32 and Asp228 determine the selective inhibition of BACE1 as shown by docking and molecular dynamics simulations. Eur J Med Chem 2016; 124:1142-1154. [DOI: 10.1016/j.ejmech.2016.08.028] [Citation(s) in RCA: 32] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/21/2015] [Revised: 08/10/2016] [Accepted: 08/13/2016] [Indexed: 11/28/2022]
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Anantaraju HS, Battu MB, Viswanadha S, Sriram D, Yogeeswari P. Cathepsin D inhibitors as potential therapeutics for breast cancer treatment: Molecular docking and bioevaluation against triple-negative and triple-positive breast cancers. Mol Divers 2015; 20:521-35. [PMID: 26563150 DOI: 10.1007/s11030-015-9645-8] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2015] [Accepted: 10/24/2015] [Indexed: 10/22/2022]
Abstract
The main aim of this study was to discover small molecule inhibitors against Cathepsin D (CatD) (EC.3.4.23.5), a clinically proven prognostic marker for breast cancer, and to explore the mechanisms by which CatD could be a useful therapeutic target for triple-positive and triple-negative breast cancers (TPBC & TNBC). The crystal structure of CatD at 2.5 Å resolution (PDB: 1LYB), which was complexed with Pepstatin A, was selected for computer-aided molecular modeling. The methods used in our study were pharmacophore modeling and molecular docking. Virtual screening was performed to identify small molecules from an in-house database and a large commercial chemical library. Cytotoxicity studies were performed on human normal cell line HEK293T and growth inhibition studies on breast adenocarcinoma cell lines, namely MCF-7, MDA-MB-231, SK-BR-3, and MDA-MB-468. Furthermore, RT-PCR analysis, in vitro enzyme assay, and cell cycle analysis ascertained the validity of the selected molecules. A set of 28 molecules was subjected to an in vitro fluorescence-based inhibitory activity assay, and among them six molecules exhibited >50 % inhibition at 25μM. These molecules also exhibited good growth inhibition against TPBC and TNBC cancer types. Among them, molecules 1 and 17 showed single-digit micromolar GI50 values against MCF-7 and MDA-MB-231 cell lines.
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Affiliation(s)
- Hasitha Shilpa Anantaraju
- Computer-Aided Drug Design Laboratory, Department of Pharmacy, Birla Institute of Technology & Science- Pilani, Hyderabad Campus, Shameerpet, R.R. District, Hyderabad, 500078, Telangana, India
| | - Madhu Babu Battu
- Computer-Aided Drug Design Laboratory, Department of Pharmacy, Birla Institute of Technology & Science- Pilani, Hyderabad Campus, Shameerpet, R.R. District, Hyderabad, 500078, Telangana, India
| | - Srikant Viswanadha
- Incozen Therapeutics (P)Ltd, Shameerpet, R.R. District, Hyderabad, 500078, Telangana, India
| | - Dharmarajan Sriram
- Computer-Aided Drug Design Laboratory, Department of Pharmacy, Birla Institute of Technology & Science- Pilani, Hyderabad Campus, Shameerpet, R.R. District, Hyderabad, 500078, Telangana, India.,Yogee'S Bioinnovations Private Limited, Room No. 5, Technology Business Incubator, Birla Institute of Technology & Science- Pilani, Hyderabad Campus, Shameerpet, Hyderabad, 500078, Telangana, India
| | - Perumal Yogeeswari
- Computer-Aided Drug Design Laboratory, Department of Pharmacy, Birla Institute of Technology & Science- Pilani, Hyderabad Campus, Shameerpet, R.R. District, Hyderabad, 500078, Telangana, India. .,Yogee'S Bioinnovations Private Limited, Room No. 5, Technology Business Incubator, Birla Institute of Technology & Science- Pilani, Hyderabad Campus, Shameerpet, Hyderabad, 500078, Telangana, India.
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do Prado RS, Alves RJ, de Oliveira CMA, Kato L, da Silva RA, Quintino GO, do Desterro Cunha S, de Almeida Soares CM, Pereira M. Inhibition of Paracoccidioides lutzii Pb01 isocitrate lyase by the natural compound argentilactone and its semi-synthetic derivatives. PLoS One 2014; 9:e94832. [PMID: 24752170 PMCID: PMC3994062 DOI: 10.1371/journal.pone.0094832] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/02/2013] [Accepted: 03/20/2014] [Indexed: 11/08/2022] Open
Abstract
The dimorphic fungus Paracoccidioides spp. is responsible for paracoccidioidomycosis, the most prevalent systemic mycosis in Latin America, causing serious public health problems. Adequate treatment of mycotic infections is difficult, since fungi are eukaryotic organisms with a structure and metabolism similar to those of eukaryotic hosts. In this way, specific fungus targets have become important to search of new antifungal compound. The role of the glyoxylate cycle and its enzymes in microbial virulence has been reported in many fungal pathogens, including Paracoccidioides spp. Here, we show the action of argentilactone and its semi-synthetic derivative reduced argentilactone on recombinant and native isocitrate lyase from Paracoccidioides lutzii Pb01 (PbICL) in the presence of different carbon sources, acetate and glucose. Additionally, argentilactone and its semi-synthetic derivative reduced argentilactone exhibited relevant inhibitory activity against P. lutzii Pb01 yeast cells and dose-dependently influenced the transition from the mycelium to yeast phase. The other oxygenated derivatives tested, epoxy argentilactone and diol argentilactone-, did not show inhibitory action on the fungus. The results were supported by in silico experiments.
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Affiliation(s)
- Renata Silva do Prado
- Laboratório de Biologia Molecular, Instituto de Ciências Biológicas, Universidade Federal de Goiás, Goiânia, Goiás, Brazil
| | - Ricardo Justino Alves
- Laboratório de Produtos Naturais, Instituto de Química, Universidade Federal de Goiás, Goiânia, Goiás, Brazil
| | | | - Lucília Kato
- Laboratório de Produtos Naturais, Instituto de Química, Universidade Federal de Goiás, Goiânia, Goiás, Brazil
| | - Roosevelt Alves da Silva
- Núcleo Colaborativo de BioSistemas, Campus Jataí, Universidade Federal de Goiás, Jataí, Goiás, Brazil
| | | | - Silvio do Desterro Cunha
- Instituto de Química, Departamento de Química Orgânica, Universidade Federal da Bahia, Salvador, Bahia, Brazil
| | - Célia Maria de Almeida Soares
- Laboratório de Biologia Molecular, Instituto de Ciências Biológicas, Universidade Federal de Goiás, Goiânia, Goiás, Brazil
| | - Maristela Pereira
- Laboratório de Biologia Molecular, Instituto de Ciências Biológicas, Universidade Federal de Goiás, Goiânia, Goiás, Brazil
- * E-mail:
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13
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Sharma V, Sarkar IN. Bioinformatics opportunities for identification and study of medicinal plants. Brief Bioinform 2012; 14:238-50. [PMID: 22589384 DOI: 10.1093/bib/bbs021] [Citation(s) in RCA: 56] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022] Open
Abstract
Plants have been used as a source of medicine since historic times and several commercially important drugs are of plant-based origin. The traditional approach towards discovery of plant-based drugs often times involves significant amount of time and expenditure. These labor-intensive approaches have struggled to keep pace with the rapid development of high-throughput technologies. In the era of high volume, high-throughput data generation across the biosciences, bioinformatics plays a crucial role. This has generally been the case in the context of drug designing and discovery. However, there has been limited attention to date to the potential application of bioinformatics approaches that can leverage plant-based knowledge. Here, we review bioinformatics studies that have contributed to medicinal plants research. In particular, we highlight areas in medicinal plant research where the application of bioinformatics methodologies may result in quicker and potentially cost-effective leads toward finding plant-based remedies.
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Affiliation(s)
- Vivekanand Sharma
- Department of Microbiology and Molecular Genetics, University of Vermont, 89 Beaumont Avenue, Given Courtyard N309, Burlington, VT 05405, USA
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