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Zhang Y, Dou W, Zhao Z, Li G, Li C, Chen X, Mou L. Stereo-selectivity of enantiomeric inhibitors to ubiquitin-specific protease 7 (USP7) dissected by molecular docking, molecular dynamics simulations, and binding free energy calculations. Mol Divers 2025; 29:1725-1735. [PMID: 39298085 DOI: 10.1007/s11030-024-10948-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/20/2024] [Accepted: 07/25/2024] [Indexed: 09/21/2024]
Abstract
The ubiquitin-specific protease 7 (USP7), as a member of deubiquitination enzymes, represents an attractive therapeutic target for various cancers, including prostate cancer and liver cancer. The change of the inhibitor stereocenter from the S to R stereochemistry (S-ALM → R-ALM34) markedly improved USP7 inhibitory activity. However, the molecular mechanism for the stereo-selectivity of enantiomeric inhibitors to USP7 is still unclear. In this work, molecular docking, molecular dynamics (MD) simulations, molecular mechanics/Generalized-Born surface area (MM/GBSA) calculations, and free energy landscapes were performed to address this mystery. MD simulations revealed that S-ALM34 showed a high degree of conformational flexibility compared to the R-ALM34 counterpart, and S-ALM34 binding led to the enhanced intradomain motions of USP7, especially the BL1 and BL2 loops and the two helices α4 and α5. MM/GBSA calculations showed that the binding strength of R-ALM34 to USP7 was stronger than that of S-ALM34 by - 4.99 kcal/mol, a similar trend observed by experimental data. MM/GBSA free energy decomposition was further performed to differentiate the ligand-residue spectrum. These analyses not only identified the hotspot residues interacting with R-ALM34, but also revealed that the hydrophobic interactions from F409, K420, H456, and Y514 play the major determinants in the binding of R-ALM34 to USP7. This result is anticipated to shed light on energetic basis and conformational dynamics information to aid in the design of more potent and selective inhibitors targeting USP7.
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Affiliation(s)
- Yusheng Zhang
- Department of Urology, Affiliated Hospital of Shandong Second Medical University, Shandong Second Medical University, Weifang, 261031, Shandong, China
| | - Wenwen Dou
- Department of Infectious Diseases, Affiliated Hospital of Shandong Second Medical University, Shandong Second Medical University, Weifang, 261031, Shandong, China
| | - Ziqi Zhao
- Department of Urology, Affiliated Hospital of Shandong Second Medical University, Shandong Second Medical University, Weifang, 261031, Shandong, China
| | - Guozhen Li
- Department of Urology, Affiliated Hospital of Shandong Second Medical University, Shandong Second Medical University, Weifang, 261031, Shandong, China
| | - Chunlong Li
- Department of Urology, Affiliated Hospital of Shandong Second Medical University, Shandong Second Medical University, Weifang, 261031, Shandong, China.
| | - Xiangyu Chen
- School of Medical Laboratory, Shandong Second Medical University, Weifang, 261031, Shandong, China.
| | - Linkai Mou
- Department of Urology, Affiliated Hospital of Shandong Second Medical University, Shandong Second Medical University, Weifang, 261031, Shandong, China.
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Singh S, Ghosh P, Roy R, Behera A, Sahadevan R, Kar P, Sadhukhan S, Sonawane A. 4″-Alkyl EGCG Derivatives Induce Cytoprotective Autophagy Response by Inhibiting EGFR in Glioblastoma Cells. ACS OMEGA 2024; 9:2286-2301. [PMID: 38250397 PMCID: PMC10795032 DOI: 10.1021/acsomega.3c06110] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/17/2023] [Revised: 11/08/2023] [Accepted: 11/16/2023] [Indexed: 01/23/2024]
Abstract
Epidermal growth factor receptor (EGFR)-targeted therapy has been proven vital in the last two decades for the treatment of multiple cancer types, including nonsmall cell lung cancer, glioblastoma, breast cancer and head and neck squamous cell carcinoma. Unfortunately, the majority of approved EGFR inhibitors fall into the drug resistance category because of continuous mutations and acquired resistance. Recently, autophagy has surfaced as one of the emerging underlying mechanisms behind resistance to EGFR-tyrosine kinase inhibitors (TKIs). Previously, we developed a series of 4″-alkyl EGCG (4″-Cn EGCG, n = 6, 8, 10, 12, 14, 16, and 18) derivatives with enhanced anticancer effects and stability. Therefore, the current study hypothesized that 4″-alkyl EGCG might induce cytoprotective autophagy upon EGFR inhibition, and inhibition of autophagy may lead to improved cytotoxicity. In this study, we have observed growth inhibition and caspase-3-dependent apoptosis in 4″-alkyl EGCG derivative-treated glioblastoma cells (U87-MG). We also confirmed that 4″-alkyl EGCG could inhibit EGFR in the cells, as well as mutant L858R/T790M EGFR, through an in vitro kinase assay. Furthermore, we have found that EGFR inhibition with 4″-alkyl EGCG induces cytoprotective autophagic responses, accompanied by the blockage of the AKT/mTOR signaling pathway. In addition, cytotoxicity caused by 4″-C10 EGCG, 4″-C12 EGCG, and 4″-C14 EGCG was significantly increased after the inhibition of autophagy by the pharmacological inhibitor chloroquine. These findings enhance our understanding of the autophagic response toward EGFR inhibitors in glioblastoma cells and suggest a potent combinatorial strategy to increase the therapeutic effectiveness of EGFR-TKIs.
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Affiliation(s)
- Satyam Singh
- Department
of Biosciences and Biomedical Engineering, Indian Institute of Technology Indore, Indore, Madhya Pradesh 453 552, India
| | - Priya Ghosh
- Department
of Biosciences and Biomedical Engineering, Indian Institute of Technology Indore, Indore, Madhya Pradesh 453 552, India
| | - Rajarshi Roy
- Department
of Biosciences and Biomedical Engineering, Indian Institute of Technology Indore, Indore, Madhya Pradesh 453 552, India
| | - Ananyaashree Behera
- School
of Biotechnology, KIIT Deemed to be University, Bhubaneswar, Orissa 751 024, India
| | - Revathy Sahadevan
- Department
of Chemistry, Indian Institute of Technology
Palakkad, Palakkad, Kerala 678 623, India
| | - Parimal Kar
- Department
of Biosciences and Biomedical Engineering, Indian Institute of Technology Indore, Indore, Madhya Pradesh 453 552, India
| | - Sushabhan Sadhukhan
- Department
of Chemistry, Indian Institute of Technology
Palakkad, Palakkad, Kerala 678 623, India
| | - Avinash Sonawane
- Department
of Biosciences and Biomedical Engineering, Indian Institute of Technology Indore, Indore, Madhya Pradesh 453 552, India
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Moschovou K, Antoniou M, Chontzopoulou E, Papavasileiou KD, Melagraki G, Afantitis A, Mavromoustakos T. Exploring the Binding Effects of Natural Products and Antihypertensive Drugs on SARS-CoV-2: An In Silico Investigation of Main Protease and Spike Protein. Int J Mol Sci 2023; 24:15894. [PMID: 37958877 PMCID: PMC10649947 DOI: 10.3390/ijms242115894] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2023] [Revised: 10/27/2023] [Accepted: 10/28/2023] [Indexed: 11/15/2023] Open
Abstract
In this in silico study, we conducted an in-depth exploration of the potential of natural products and antihypertensive molecules that could serve as inhibitors targeting the key proteins of the SARS-CoV-2 virus: the main protease (Mpro) and the spike (S) protein. By utilizing Induced Fit Docking (IFD), we assessed the binding affinities of the molecules under study to these crucial viral components. To further comprehend the stability and molecular interactions of the "protein-ligand" complexes that derived from docking studies, we performed molecular dynamics (MD) simulations, shedding light on the molecular basis of potential drug candidates for COVID-19 treatment. Moreover, we employed Molecular Mechanics Generalized Born Surface Area (MM-GBSA) calculations on all "protein-ligand" complexes, underscoring the robust binding capabilities of rosmarinic acid, curcumin, and quercetin against Mpro, and salvianolic acid b, rosmarinic acid, and quercetin toward the S protein. Furthermore, in order to expand our search for potent inhibitors, we conducted a structure similarity analysis, using the Enalos Suite, based on the molecules that indicated the most favored results in the in silico studies. The Enalos Suite generated 115 structurally similar compounds to salvianolic acid, rosmarinic acid, and quercetin. These compounds underwent IFD calculations, leading to the identification of two salvianolic acid analogues that exhibited strong binding to all the examined binding sites in both proteins, showcasing their potential as multi-target inhibitors. These findings introduce exciting possibilities for the development of novel therapeutic agents aiming to effectively disrupt the SARS-CoV-2 virus lifecycle.
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Affiliation(s)
- Kalliopi Moschovou
- Department of Chemistry, National and Kapodistrian University of Athens, 15771 Athens, Greece
| | - Maria Antoniou
- Department of ChemoInformatics, NovaMechanics Ltd., 1046 Nicosia, Cyprus
- Department of Chemoinformatics, NovaMechanics MIKE, 18536 Piraeus, Greece
| | - Eleni Chontzopoulou
- Department of Chemistry, National and Kapodistrian University of Athens, 15771 Athens, Greece
| | - Konstantinos D. Papavasileiou
- Department of ChemoInformatics, NovaMechanics Ltd., 1046 Nicosia, Cyprus
- Department of Chemoinformatics, NovaMechanics MIKE, 18536 Piraeus, Greece
| | - Georgia Melagraki
- Division of Physical Sciences & Applications, Hellenic Military Academy, 16672 Vari, Greece
| | - Antreas Afantitis
- Department of ChemoInformatics, NovaMechanics Ltd., 1046 Nicosia, Cyprus
- Department of Chemoinformatics, NovaMechanics MIKE, 18536 Piraeus, Greece
| | - Thomas Mavromoustakos
- Department of Chemistry, National and Kapodistrian University of Athens, 15771 Athens, Greece
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Koirala S, Roy R, Samanta S, Mahapatra S, Kar P. Plant derived active compounds of ayurvedic neurological formulation, Saraswatharishta as a potential dual leucine zipper kinase inhibitor: an in-silico study. J Biomol Struct Dyn 2023; 42:11201-11214. [PMID: 37771163 DOI: 10.1080/07391102.2023.2260892] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/11/2023] [Accepted: 09/14/2023] [Indexed: 09/30/2023]
Abstract
Recent findings have highlighted the essential role of dual leucine zipper kinase (DLK) in neuronal degeneration. Saraswatharishta (SWRT), an ayurvedic formulation utilized in traditional Indian medicine, has demonstrated effectiveness in addressing neurodegenerative diseases. Herein, we aim to delve into the atomistic details of the mode of action of phytochemicals present in SWRT against DLK. Our screening process encompassed over 500 distinct phytochemicals derived from the main ingredients of the SWRT formulation. Through a comparative analysis of docking scores and relative poses, we successfully identified four novel compounds, which underwent further investigation via 2 × 500 ns long molecular dynamics (MD) simulations. Among the top four compounds, CID16066851 sourced from the Acorus calamus displayed the most stable complex with DLK. The molecular mechanics Poisson - Boltzmann surface area (MM-PBSA) calculations highlighted the significance of electrostatic and van der Waals interactions in the binding recognition process. Additionally, we identified key residues, namely Phe192, Leu243, Val139, and Leu141, as hotspots that predominantly govern the DLK-inhibitor interaction. Notably, the leading compounds are sourced from the Acorus calamus, Syzygium aromaticum, Zingiber officinale, and Anethum sowa plants present in the SWRT formulation. Overall, the findings of our study hold promise for future drug development endeavors combating neurodegenerative conditions.Communicated by Ramaswamy H. Sarma.
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Affiliation(s)
- Suman Koirala
- Department of Biosciences and Biomedical Engineering, Indian Institute of Technology Indore, Simrol, MP, India
| | - Rajarshi Roy
- Department of Medicinal Chemistry and Molecular Pharmacology, Purdue University, West Lafayette, IN, USA
| | - Sunanda Samanta
- Department of Biosciences and Biomedical Engineering, Indian Institute of Technology Indore, Simrol, MP, India
| | - Subhasmita Mahapatra
- Department of Biosciences and Biomedical Engineering, Indian Institute of Technology Indore, Simrol, MP, India
| | - Parimal Kar
- Department of Biosciences and Biomedical Engineering, Indian Institute of Technology Indore, Simrol, MP, India
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