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Mishra S, Rout M, Singh MK, Dehury B, Pati S. Classical molecular dynamics simulation identifies catechingallate as a promising antiviral polyphenol against MPOX palmitoylated surface protein. Comput Biol Chem 2024; 110:108070. [PMID: 38678726 DOI: 10.1016/j.compbiolchem.2024.108070] [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: 01/24/2024] [Revised: 04/04/2024] [Accepted: 04/06/2024] [Indexed: 05/01/2024]
Abstract
Cumulative global prevalence of the emergent monkeypox (MPX) infection in the non-endemic countries has been professed as a global public health predicament. Lack of effective MPX-specific treatments sets the baseline for designing the current study. This research work uncovers the effective use of known antiviral polyphenols against MPX viral infection, and recognises their mode of interaction with the target F13 protein, that plays crucial role in formation of enveloped virions. Herein, we have employed state-of-the-art machine learning based AlphaFold2 to predict the three-dimensional structure of F13 followed by molecular docking and all-atoms molecular dynamics (MD) simulations to investigate the differential mode of F13-polyphenol interactions. Our extensive computational approach identifies six potent polyphenols Rutin, Epicatechingallate, Catechingallate, Quercitrin, Isoquecitrin and Hyperoside exhibiting higher binding affinity towards F13, buried inside a positively charged binding groove. Intermolecular contact analysis of the docked and MD simulated complexes divulges three important residues Asp134, Ser137 and Ser321 that are observed to be involved in ligand binding through hydrogen bonds. Our findings suggest that ligand binding induces minor conformational changes in F13 to affect the conformation of the binding site. Concomitantly, essential dynamics of the six-MD simulated complexes reveals Catechin gallate, a known antiviral agent as a promising polyphenol targeting F13 protein, dominated with a dense network of hydrophobic contacts. However, assessment of biological activities of these polyphenols need to be confirmed through in vitro and in vivo assays, which may pave the way for development of new novel antiviral drugs.
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Affiliation(s)
- Sarbani Mishra
- Bioinformatics Division, ICMR-Regional Medical Research Centre, Nalco Square, Chandrasekharpur, Bhubaneswar, Odisha 751023, India
| | - Madhusmita Rout
- Bioinformatics Division, ICMR-Regional Medical Research Centre, Nalco Square, Chandrasekharpur, Bhubaneswar, Odisha 751023, India
| | - Mahender Kumar Singh
- Data Science Laboratory, National Brain Research Centre, Gurgaon, Haryana 122052, India
| | - Budheswar Dehury
- Bioinformatics Division, ICMR-Regional Medical Research Centre, Nalco Square, Chandrasekharpur, Bhubaneswar, Odisha 751023, India; Department of Bioinformatics, Manipal School of Life Sciences, Manipal Academy of Higher Education, Manipal 576104, India.
| | - Sanghamitra Pati
- Bioinformatics Division, ICMR-Regional Medical Research Centre, Nalco Square, Chandrasekharpur, Bhubaneswar, Odisha 751023, India.
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Dehury B, Raina V, Misra N, Suar M. Effect of mutation on structure, function and dynamics of receptor binding domain of human SARS-CoV-2 with host cell receptor ACE2: a molecular dynamics simulations study. J Biomol Struct Dyn 2020; 39:7231-7245. [PMID: 32762417 PMCID: PMC7484587 DOI: 10.1080/07391102.2020.1802348] [Citation(s) in RCA: 31] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
Abstract
Recent studies have pointed the role of angiotensin-converting enzyme-II (ACE2) in mediating the entry of SARS-CoV-2 to the host cell by binding to the receptor-binding domain (RBD) of viral spike protein, and successive priming by cellular proteases initiates the infection. SARS-CoV replication rate and disease severity is controlled by the binding affinity of RBD with ACE2. To understand, how mutations in the conserved residues of RBD affect the molecular interaction with ACE2, we generated five alanine mutants i.e. Y449A, N487A, Y489A, N501A and Y505A in the receptor binding motif (RBM) of the ACE2-RBD SARS-CoV-2 complex (PDB: 6M0J). Computational site directed mutagenesis induced dynamics in wild-type and mutant complexes were extensively studied through all-atoms molecular dynamics (MD) simulations of 150 ns. In silico mutational analysis revealed loss of important intermolecular hydrogen bonds and other non-bonded contacts, critical for molecular recognition of SARS-CoV-2 RBD to ACE2, which is well supported by saturation mutagenesis study of binding interface residues. MD simulations results showed that RBM motif is flexible, where mutant residues are relatively more mobile than corresponding wild-type residues. Global motion analysis through principal component studies revealed that RBD exhibits protuberant in-ward motion towards the human ACE2 binding interface which may be crucial for molecular interaction. Conclusively, the present finding are in congruence with previous experimental reports and provides detailed information on the structural basis of receptor binding by human SARS-CoV-2, which will crucial for the development of novel inhibitors or drugs to combat against SARS-CoV-2. Communicated by Ramaswamy H. Sarma
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Affiliation(s)
- Budheswar Dehury
- School of Biotechnology, Kalinga Institute of Industrial Technology (KIIT), Deemed to be University, Bhubaneswar, India
| | - Vishakha Raina
- School of Biotechnology, Kalinga Institute of Industrial Technology (KIIT), Deemed to be University, Bhubaneswar, India
| | - Namrata Misra
- School of Biotechnology, Kalinga Institute of Industrial Technology (KIIT), Deemed to be University, Bhubaneswar, India.,KIIT-Technology Business Incubator (KIIT-TBI), Kalinga Institute of Industrial Technology (KIIT), Deemed to be University, Bhubaneswar, India
| | - Mrutyunjay Suar
- School of Biotechnology, Kalinga Institute of Industrial Technology (KIIT), Deemed to be University, Bhubaneswar, India.,KIIT-Technology Business Incubator (KIIT-TBI), Kalinga Institute of Industrial Technology (KIIT), Deemed to be University, Bhubaneswar, India
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Rout AK, Paramanik S, Dehury B, Acharya V, Swain HS, Pradhan SK, Behera B, Pati SK, Behera BK, Das BK. Elucidating the molecular interaction of Zebrafish (Danio rerio) peptidoglycan recognition protein 2 with diaminopimelic acid and lysine type peptidoglycans using in silico approaches. J Biomol Struct Dyn 2019; 38:3687-3699. [DOI: 10.1080/07391102.2019.1666742] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Affiliation(s)
- Ajaya Kumar Rout
- Biotechnology Laboratory, ICAR-Central Inland Fisheries Research Institute, Barrackpore, Kolkata, India
| | - Sunanda Paramanik
- Department of Bioinformatics, Orissa University of Agriculture and Technology, Bhubaneswar, India
| | - Budheswar Dehury
- Department of Chemistry, Technical University of Denmark, Kongens Lyngby, Denmark
| | - Varsha Acharya
- Biotechnology Laboratory, ICAR-Central Inland Fisheries Research Institute, Barrackpore, Kolkata, India
| | - Himanshu Sekhar Swain
- Biotechnology Laboratory, ICAR-Central Inland Fisheries Research Institute, Barrackpore, Kolkata, India
| | - Sukanta Kumar Pradhan
- Department of Bioinformatics, Orissa University of Agriculture and Technology, Bhubaneswar, India
| | - Bhaskar Behera
- Department of Biosciences and Biotechnology, Fakir Mohan University, Balasore, India
| | - Soumen Kumar Pati
- Department of Bioinformatics, Maulana Abul Kalam Azad University of Technology, Haringhata, India
| | - Bijay Kumar Behera
- Biotechnology Laboratory, ICAR-Central Inland Fisheries Research Institute, Barrackpore, Kolkata, India
| | - Basanta Kumar Das
- Biotechnology Laboratory, ICAR-Central Inland Fisheries Research Institute, Barrackpore, Kolkata, India
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Dikhit MR, Das S, Mahantesh V, Kumar A, Singh AK, Dehury B, Rout AK, Ali V, Sahoo GC, Topno RK, Pandey K, Das VNR, Bimal S, Das P. The potential HLA Class I-restricted epitopes derived from LeIF and TSA of Leishmania donovani evoke anti-leishmania CD8+ T lymphocyte response. Sci Rep 2018; 8:14175. [PMID: 30242172 PMCID: PMC6154976 DOI: 10.1038/s41598-018-32040-x] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2018] [Accepted: 08/14/2018] [Indexed: 12/12/2022] Open
Abstract
To explore new protective measure against visceral leishmaniasis, reverse vaccinology approach was employed to identify key immunogenic regions which can mediate long-term immunity. In-depth computational analysis revealed nine promiscuous epitopes which can possibly be presented by 46 human leukocyte antigen, thereby broadening the worldwide population up to 94.16%. This is of reasonable significance that most of the epitopes shared 100% sequence homology with other Leishmania species and could evoke a common pattern of protective immune response. Transporter associated with antigen processing binding affinity, molecular docking approach followed by dynamics simulation and human leukocyte antigen stabilization assay suggested that the best five optimal set of epitopes bind in between α1 and α2 binding groove with sufficient affinity and stability which allows the translocation of intact epitope to the cell surface. Fascinatingly, the human leukocyte antigen stabilization assay exhibited a modest correlation with the positive immunogenicity score predicted by class I pMHC immunogenicity predictor. A support for this notion came from ELISA and FACS analysis where the epitopes as a cocktail induced CD8+ IFN-γ and Granzyme B levels significantly in treated visceral leishmaniasis subject which suggests the immunogenic ability of the selected epitopes.
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Affiliation(s)
- Manas Ranjan Dikhit
- BioMedical Informatics Division, Rajendra Memorial Research Institute of Medical Sciences, Agamkuan, Patna, 800007, Bihar, India.,Department of Immunology, Rajendra Memorial Research Institute of Medical Sciences, Agamkuan, Patna, 800007, Bihar, India
| | - Sushmita Das
- Department of Microbiology, All India Institute of Medical Sciences, Patna, 801507, Bihar, India
| | - Vijaya Mahantesh
- Department of Immunology, Rajendra Memorial Research Institute of Medical Sciences, Agamkuan, Patna, 800007, Bihar, India
| | - Akhilesh Kumar
- Department of Immunology, Rajendra Memorial Research Institute of Medical Sciences, Agamkuan, Patna, 800007, Bihar, India
| | - Ashish Kumar Singh
- Department of Immunology, Rajendra Memorial Research Institute of Medical Sciences, Agamkuan, Patna, 800007, Bihar, India
| | - Budheswar Dehury
- BioMedical Informatics Centre, ICMR-Regional Medical Research Centre, Bhubaneswar, 751023, Odisha, India
| | - Ajaya Kumar Rout
- Biotechnology Laboratory, ICAR-Central Inland Fisheries Research Institute, Barrackpore, Kolkata, 700120, West Bengal, India
| | - Vahab Ali
- Department of Clinical Biochemistry, Rajendra Memorial Research Institute of Medical Sciences, Agamkuan, Patna, 800007, Bihar, India
| | - Ganesh Chandra Sahoo
- BioMedical Informatics Division, Rajendra Memorial Research Institute of Medical Sciences, Agamkuan, Patna, 800007, Bihar, India
| | - Roshan Kamal Topno
- Department of Epidemiology, Rajendra Memorial Research Institute of Medical Sciences, Agamkuan, Patna, 800007, Bihar, India
| | - Krishna Pandey
- Department of Clinical Medicine, Rajendra Memorial Research Institute of Medical Sciences, Agamkuan, Patna, 800007, Bihar, India
| | - V N R Das
- Department of Clinical Medicine, Rajendra Memorial Research Institute of Medical Sciences, Agamkuan, Patna, 800007, Bihar, India
| | - Sanjiva Bimal
- Department of Immunology, Rajendra Memorial Research Institute of Medical Sciences, Agamkuan, Patna, 800007, Bihar, India
| | - Pradeep Das
- Department of Molecular Parasitology, Rajendra Memorial Research Institute of Medical Sciences, Agamkuan, Patna, 800007, Bihar, India.
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Wang C, Greene D, Xiao L, Qi R, Luo R. Recent Developments and Applications of the MMPBSA Method. Front Mol Biosci 2018; 4:87. [PMID: 29367919 PMCID: PMC5768160 DOI: 10.3389/fmolb.2017.00087] [Citation(s) in RCA: 345] [Impact Index Per Article: 57.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/18/2017] [Accepted: 11/30/2017] [Indexed: 12/23/2022] Open
Abstract
The Molecular Mechanics Poisson-Boltzmann Surface Area (MMPBSA) approach has been widely applied as an efficient and reliable free energy simulation method to model molecular recognition, such as for protein-ligand binding interactions. In this review, we focus on recent developments and applications of the MMPBSA method. The methodology review covers solvation terms, the entropy term, extensions to membrane proteins and high-speed screening, and new automation toolkits. Recent applications in various important biomedical and chemical fields are also reviewed. We conclude with a few future directions aimed at making MMPBSA a more robust and efficient method.
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Affiliation(s)
- Changhao Wang
- Chemical and Materials Physics Graduate Program, University of California, Irvine, Irvine, CA, United States
- Department of Molecular Biology and Biochemistry, University of California, Irvine, Irvine, CA, United States
- Department of Physics and Astronomy, University of California, Irvine, Irvine, CA, United States
| | - D'Artagnan Greene
- Department of Molecular Biology and Biochemistry, University of California, Irvine, Irvine, CA, United States
| | - Li Xiao
- Department of Molecular Biology and Biochemistry, University of California, Irvine, Irvine, CA, United States
- Department of Biomedical Engineering, University of California, Irvine, Irvine, CA, United States
| | - Ruxi Qi
- Department of Molecular Biology and Biochemistry, University of California, Irvine, Irvine, CA, United States
| | - Ray Luo
- Chemical and Materials Physics Graduate Program, University of California, Irvine, Irvine, CA, United States
- Department of Molecular Biology and Biochemistry, University of California, Irvine, Irvine, CA, United States
- Department of Biomedical Engineering, University of California, Irvine, Irvine, CA, United States
- Department of Chemical Engineering and Materials Science, University of California, Irvine, Irvine, CA, United States
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Generation of dTALEs and Libraries of Synthetic TALE-Activated Promoters for Engineering of Gene Regulatory Networks in Plants. Methods Mol Biol 2017. [PMID: 28623587 DOI: 10.1007/978-1-4939-7125-1_13] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/28/2023]
Abstract
Transcription factors with programmable DNA-binding specificity constitute valuable tools for the design of orthogonal gene regulatory networks for synthetic biology. Transcription activator-like effectors (TALEs), as natural transcription regulators, were used to design, build, and test libraries of synthetic TALE-activated promoters (STAPs) that show a broad range of expression levels in plants. In this chapter, we present protocols for the construction of artificial TALEs and corresponding STAPs.
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Streubel J, Baum H, Grau J, Stuttman J, Boch J. Dissection of TALE-dependent gene activation reveals that they induce transcription cooperatively and in both orientations. PLoS One 2017; 12:e0173580. [PMID: 28301511 PMCID: PMC5354296 DOI: 10.1371/journal.pone.0173580] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2016] [Accepted: 02/22/2017] [Indexed: 11/19/2022] Open
Abstract
Plant-pathogenic Xanthomonas bacteria inject transcription activator-like effector proteins (TALEs) into host cells to specifically induce transcription of plant genes and enhance susceptibility. Although the DNA-binding mode is well-understood it is still ambiguous how TALEs initiate transcription and whether additional promoter elements are needed to support this. To systematically dissect prerequisites for transcriptional initiation the activity of one TALE was compared on different synthetic Bs4 promoter fragments. In addition, a large collection of artificial TALEs spanning the OsSWEET14 promoter was compared. We show that the presence of a TALE alone is not sufficient to initiate transcription suggesting the requirement of additional supporting promoter elements. At the OsSWEET14 promoter TALEs can initiate transcription from various positions, in a synergistic manner of multiple TALEs binding in parallel to the promoter, and even by binding in reverse orientation. TALEs are known to shift the transcriptional start site, but our data show that this shift depends on the individual position of a TALE within a promoter context. Our results implicate that TALEs function like classical enhancer-binding proteins and initiate transcription in both orientations which has consequences for in planta target gene prediction and design of artificial activators.
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Affiliation(s)
- Jana Streubel
- Institute of Plant Genetics, Leibniz Universität Hannover, Hannover, Germany
- Department of Plant Genetics, Martin-Luther-Universität Halle-Wittenberg, Halle (Saale), Germany
| | - Heidi Baum
- Department of Plant Genetics, Martin-Luther-Universität Halle-Wittenberg, Halle (Saale), Germany
| | - Jan Grau
- Institute of Computer Science, Martin-Luther-Universität Halle-Wittenberg, Halle (Saale), Germany
| | - Johannes Stuttman
- Department of Plant Genetics, Martin-Luther-Universität Halle-Wittenberg, Halle (Saale), Germany
| | - Jens Boch
- Institute of Plant Genetics, Leibniz Universität Hannover, Hannover, Germany
- Department of Plant Genetics, Martin-Luther-Universität Halle-Wittenberg, Halle (Saale), Germany
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Structural dynamics of Casein Kinase I (CKI) from malarial parasite Plasmodium falciparum (Isolate 3D7): Insights from theoretical modelling and molecular simulations. J Mol Graph Model 2016; 71:154-166. [PMID: 27923179 DOI: 10.1016/j.jmgm.2016.11.012] [Citation(s) in RCA: 48] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2016] [Revised: 10/24/2016] [Accepted: 11/18/2016] [Indexed: 12/21/2022]
Abstract
The protein kinases (PKs), belonging to serine/threonine kinase (STKs), are important drug targets for a wide spectrum of diseases in human. Among protein kinases, the Casein Kinases (CKs) are vastly expanded in various organisms, where, the malarial parasite Plasmodium falciparum possesses a single member i.e., PfCKI, which can phosphorylate various proteins in parasite extracts in vitro condition. But, the structure-function relationship of PfCKI and dynamics of ATP binding is yet to be understood. Henceforth, an attempt was made to study the dynamics, stability, and ATP binding mechanisms of PfCKI through computational modelling, docking, molecular dynamics (MD) simulations, and MM/PBSA binding free energy estimation. Bi-lobed catalytic domain of PfCKI shares a high degree of secondary structure topology with CKI domains of rice, human, and mouse indicating co-evolution of these kinases. Molecular docking study revealed that ATP binds to the active site where the glycine-rich ATP-binding motif (G16-X-G18-X-X-G21) along with few conserved residues plays a crucial role maintaining stability of the complex. Structural superposition of PfCKI with close structural homologs depicted that the location and length of important loops are different, indicating the dynamic properties of these loops among CKIs, which is consistent with principal component analysis (PCA). PCA displayed that the overall global motion of ATP-bound form is comparatively higher than that of apo form. The present study provides insights into the structural features of PfCKI, which could contribute towards further understanding of related protein structures, dynamics of catalysis and phosphorylation mechanism in these important STKs from malarial parasite in near future.
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Harish Vagadia B, Vanga SK, Singh A, Raghavan V. Effects of thermal and electric fields on soybean trypsin inhibitor protein: A molecular modelling study. INNOV FOOD SCI EMERG 2016. [DOI: 10.1016/j.ifset.2016.03.004] [Citation(s) in RCA: 36] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022]
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