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Metwally K, Abo-Dya NE, Hamdan AME, Alrashidi MN, Alturki MS, Aly OM, Aljoundi A, Ibrahim M, Soliman MES. Investigation of Simultaneous and Sequential Cooperative Homotropic Inhibitor Binding to the Catalytic Chamber of SARS-CoV-2 RNA-dependent RNA Polymerase (RdRp). Cell Biochem Biophys 2023; 81:697-706. [PMID: 37658974 DOI: 10.1007/s12013-023-01163-y] [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] [Accepted: 08/05/2023] [Indexed: 09/05/2023]
Abstract
In our previous report, the unique architecture of the catalytic chamber of the SARS-CoV-2 RNA-dependent RNA polymerase (RdRp), which harbours two distinctive binding sites, was fully characterized at molecular level. The significant differences in the two binding sites BS1 and BS2 in terms of binding pockets motif, as well as the preferential affinities of eight anti-viral drugs to each of the two binding sites were described. Recent Cryogenic Electron Microscopy (Cryo-EM) studies on the RdRp revealed that two suramin molecules, a SARS-CoV-2 inhibitor, bind to RdRp in two different sites with distinctive interaction landscape. Here, we provide the first account of investigating the combined inhibitor binding to both binding sites, and whether the binding of two inhibitors molecules concurrently is "Cooperative binding" or not. It should be noted that the binding of inhibitors to different sites do not necessary constitute mutually independent events, therefore, we investigated two scenarios to better understand cooperativity: simultaneous binding and sequential binding. It has been demonstrated by binding free energy calculations (MM/PBSA) and piecewise linear potential (PLP) interaction energy analysis that the co-binding of two suramin molecules is not cooperative in nature; rather, when compared to individual binding, both molecules adversely affect one another's binding affinities. This observation appeared to be primarily due to RdRp's rigidity, which prevented both ligands from fitting comfortably within the catalytic chamber. Instead, the suramin molecules showed a tendency to change their orientation within the binding pockets in order to maintain their binding to the protein, but at the expense of the ligand internal energies. Although co-binding resulted in the loss of several important key interactions, a few interactions were conserved, and these appear to be crucial in preserving the binding of ligands in the active site. The structural and mechanistic details of this study will be useful for future research on creating and developing RdRp inhibitors against SARS-CoV-2.
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Affiliation(s)
- Kamel Metwally
- Department of Pharmaceutical Chemistry, Faculty of Pharmacy, University of Tabuk, Tabuk, 71491, Saudi Arabia.
- Department of Medicinal Chemistry, Faculty of Pharmacy, Zagazig University, Zagazig, 44519, Egypt.
| | - Nader E Abo-Dya
- Department of Pharmaceutical Chemistry, Faculty of Pharmacy, University of Tabuk, Tabuk, 71491, Saudi Arabia
- Department of Pharmaceutical Organic Chemistry, Faculty of Pharmacy, Zagazig University, Zagazig, 44519, Egypt
| | - Ahmed M E Hamdan
- Department of Pharmacy Practice, Faculty of Pharmacy, University of Tabuk, Tabuk, 71491, Saudi Arabia
| | - Maram N Alrashidi
- Pharm D Program, Faculty of Pharmacy, University of Tabuk, Tabuk, 71491, Saudi Arabia
| | - Mansour S Alturki
- Department of Pharmaceutical Chemistry, College of Clinical Pharmacy, Imam Abdulrahman Bin Faisal University, Dammam, 34212, Saudi Arabia
| | - Omar M Aly
- Medicinal Chemistry Department Faculty of Pharmacy Port Said University, Port Said, 42526, Egypt
| | - Aimen Aljoundi
- Molecular Bio-computation and Drug Design Laboratory, School of Health Sciences, University of KwaZulu-Natal, Westville Campus, Durban, 4001, South Africa
| | - Mahmoud Ibrahim
- CompChem Lab, Chemistry Department, Faculty of Science, Minia University, Minia, 61519, Egypt
| | - Mahmoud E S Soliman
- Molecular Bio-computation and Drug Design Laboratory, School of Health Sciences, University of KwaZulu-Natal, Westville Campus, Durban, 4001, South Africa.
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Diabate O, Cisse C, Sangare M, Soremekun O, Fatumo S, Shaffer JG, Doumbia S, Wele M. Identification of promising high-affinity inhibitors of SARS-CoV-2 main protease from African Natural Products Databases by Virtual Screening. RESEARCH SQUARE 2023:rs.3.rs-2673755. [PMID: 36993208 PMCID: PMC10055610 DOI: 10.21203/rs.3.rs-2673755/v1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 03/31/2023]
Abstract
With the rapid spread of the new severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), the pathogen agent of COVID-19 pandemic created a serious threat to global public health, requiring the most urgent research for potential therapeutic agents. The availability of genomic data of SARS-CoV-2 and efforts to determine the protein structure of the virus facilitated the identification of potent inhibitors by using structure-based approach and bioinformatics tools. Many pharmaceuticals have been proposed for the treatment of COVID-19, although their effectiveness has not been assessed yet. However, it is important to find out new-targeted drugs to overcome the resistance concern. Several viral proteins such as proteases, polymerases or structural proteins have been considered as potential therapeutic targets. But the virus target must be essential for host invasion match some drugability criterion. In this Work, we selected the highly validated pharmacological target main protease Mpro and we performed high throughput virtual screening of African Natural Products Databases such as NANPDB, EANPDB, AfroDb, and SANCDB to identify the most potent inhibitors with the best pharmacological properties. In total, 8753 natural compounds were virtually screened by AutoDock vina against the main protease of SARS-CoV-2. Two hundred and five (205) compounds showed high-affinity scores (less than - 10.0 Kcal/mol), while fifty-eight (58) filtered through Lipinski's rules showed better affinity than known Mpro inhibitors (i.e., ABBV-744, Onalespib, Daunorubicin, Alpha-ketoamide, Perampanel, Carprefen, Celecoxib, Alprazolam, Trovafloxacin, Sarafloxacin, Ethyl biscoumacetate…). Those promising compounds could be considered for further investigations toward the developpement of SARS-CoV-2 drug development.
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Affiliation(s)
- Oudou Diabate
- University of Sciences, Technics and Technologies of Bamako (USTTB)
| | - Cheickna Cisse
- University of Sciences, Technics and Technologies of Bamako (USTTB)
| | | | | | - Segun Fatumo
- University of Sciences, Technics and Technologies of Bamako (USTTB)
| | | | - Seydou Doumbia
- University of Sciences, Technics and Technologies of Bamako (USTTB)
| | - Mamadou Wele
- University of Sciences, Technics and Technologies of Bamako (USTTB)
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Metwally K, Abo-Dya NE, Alahmdi MI, Albalawi MZ, Yahya G, Aljoundi A, Salifu EY, Elamin G, Ibrahim MAA, Sayed Y, Fanucchi S, Soliman MES. The Unusual Architecture of RNA-Dependent RNA Polymerase (RdRp)'s Catalytic Chamber Provides a Potential Strategy for Combination Therapy against COVID-19. Molecules 2023; 28:molecules28062806. [PMID: 36985777 PMCID: PMC10057333 DOI: 10.3390/molecules28062806] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2023] [Revised: 03/10/2023] [Accepted: 03/13/2023] [Indexed: 03/30/2023] Open
Abstract
The unusual and interesting architecture of the catalytic chamber of the SARS-CoV-2 RNA-dependent RNA polymerase (RdRp) was recently explored using Cryogenic Electron Microscopy (Cryo-EM), which revealed the presence of two distinctive binding cavities within the catalytic chamber. In this report, first, we mapped out and fully characterized the variations between the two binding sites, BS1 and BS2, for significant differences in their amino acid architecture, size, volume, and hydrophobicity. This was followed by investigating the preferential binding of eight antiviral agents to each of the two binding sites, BS1 and BS2, to understand the fundamental factors that govern the preferential binding of each drug to each binding site. Results showed that, in general, hydrophobic drugs, such as remdesivir and sofosbuvir, bind better to both binding sites than relatively less hydrophobic drugs, such as alovudine, molnupiravir, zidovudine, favilavir, and ribavirin. However, suramin, which is a highly hydrophobic drug, unexpectedly showed overall weaker binding affinities in both binding sites when compared to other drugs. This unexpected observation may be attributed to its high binding solvation energy, which disfavors overall binding of suramin in both binding sites. On the other hand, hydrophobic drugs displayed higher binding affinities towards BS1 due to its higher hydrophobic architecture when compared to BS2, while less hydrophobic drugs did not show a significant difference in binding affinities in both binding sites. Analysis of binding energy contributions revealed that the most favorable components are the ΔEele, ΔEvdw, and ΔGgas, whereas ΔGsol was unfavorable. The ΔEele and ΔGgas for hydrophobic drugs were enough to balance the unfavorable ΔGsol, leaving the ΔEvdw to be the most determining factor of the total binding energy. The information presented in this report will provide guidelines for tailoring SARS-CoV-2 inhibitors with enhanced binding profiles.
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Affiliation(s)
- Kamel Metwally
- Department of Pharmaceutical Chemistry, Faculty of Pharmacy, University of Tabuk, Tabuk 71491, Saudi Arabia
- Department of Medicinal Chemistry, Faculty of Pharmacy, Zagazig University, Zagazig 44519, Egypt
| | - Nader E Abo-Dya
- Department of Pharmaceutical Chemistry, Faculty of Pharmacy, University of Tabuk, Tabuk 71491, Saudi Arabia
- Department of Pharmaceutical Organic Chemistry, Faculty of Pharmacy, Zagazig University, Zagazig 44519, Egypt
| | - Mohammed Issa Alahmdi
- Department of Chemistry, Faculty of Science, University of Tabuk, Tabuk 71491, Saudi Arabia
| | - Maha Z Albalawi
- Pharm D Program, Faculty of Pharmacy, University of Tabuk, Tabuk 71491, Saudi Arabia
| | - Galal Yahya
- Department of Microbiology and Immunology, Faculty of Pharmacy, Zagazig University, Zagazig 44519, Egypt
| | - Aimen Aljoundi
- Molecular Bio-Computation and Drug Design Laboratory, School of Health Sciences, University of KwaZulu-Natal, Westville Campus, Durban 4001, South Africa
| | - Elliasu Y Salifu
- Molecular Bio-Computation and Drug Design Laboratory, School of Health Sciences, University of KwaZulu-Natal, Westville Campus, Durban 4001, South Africa
| | - Ghazi Elamin
- Molecular Bio-Computation and Drug Design Laboratory, School of Health Sciences, University of KwaZulu-Natal, Westville Campus, Durban 4001, South Africa
| | - Mahmoud A A Ibrahim
- Molecular Bio-Computation and Drug Design Laboratory, School of Health Sciences, University of KwaZulu-Natal, Westville Campus, Durban 4001, South Africa
- CompChem Lab, Chemistry Department, Faculty of Science, Minia University, Minia 61519, Egypt
| | - Yasien Sayed
- Protein Structure-Function Research Unit, School of Molecular and Cell Biology, University of the Witwatersrand, Johannesburg 2050, South Africa
| | - Sylvia Fanucchi
- Protein Structure-Function Research Unit, School of Molecular and Cell Biology, University of the Witwatersrand, Johannesburg 2050, South Africa
| | - Mahmoud E S Soliman
- Molecular Bio-Computation and Drug Design Laboratory, School of Health Sciences, University of KwaZulu-Natal, Westville Campus, Durban 4001, South Africa
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Firoozjah MH, Homayouni A, Shahrbanian S, Shahriari S, Janinejad D. Behavioral activation / inhibition systems and lifestyle as predictors of mental disorders in adolescent athletes during Covid19 pandemic. BMC Public Health 2022; 22:1444. [PMID: 35906564 PMCID: PMC9334982 DOI: 10.1186/s12889-022-13816-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2022] [Accepted: 07/19/2022] [Indexed: 12/02/2022] Open
Abstract
The following study investigates the correlational relationship between behavioral activation/inhibition systems, lifestyle and mental disorders in Adolescent Athletes during the Covid-19 pandemic. Methods: Research methods are descriptive and correlational; “Of the eligible participants who were available during a COVID-19 quarantine period from June through August 2020 (N = 180), the Krejcie and Morgan Sampling Method was used to simplify the process of determining the sample size for a finite population [46], resulting in a calculation of N = 130 sample participants. to respond to Carver & White’s Behavioral activation/inhibition systems Scale (BIS/BAS), Mille’s Lifestyle Questionnaire and Goldberg & Williams’s General Health Questionnaire (GHQ-12). Data was analyzed using linear regression analysis and Pearson’s correlation coefficient. Results: Findings showed a positive correlation of statistical significance between behavioral inhibition systems (BIS) and mental disorders in Adolescent Athletes at the 0.01 level and a negative correlation of statistical significance between scaling components of the behavioral activation systems (BAS), lifestyle and mental disorders in Adolescent Athletes at the 0.05 level. Conclusions: Analyzing the data, it can thus be concluded that whilst behavioral inhibition and activation systems seem to work together to significantly predict mental disorders, lifestyle cannot.
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Affiliation(s)
| | - Alireza Homayouni
- Department of Psychology, Bandargaz Branch, Islamic Azad University, Bandargaz, Iran
| | - Shahnaz Shahrbanian
- Department of Sport Science, Faculty of Humanities, Tarbiat Modarres University, Tehran, Iran
| | - Shaghayegh Shahriari
- Department of Psychology, Bandargaz Branch, Islamic Azad University, Bandargaz, Iran
| | - Diana Janinejad
- Undergraduate Psychology/Cognitive Sciences Researcher, University of California Irvine, California, USA
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Shaik FB, Swarnalatha K, Mohan M, Thomas A, Chikati R, Sandeep G, Maddu N. Novel antiviral effects of chloroquine, hydroxychloroquine, and green tea catechins against SARS CoV-2 main protease (Mpro) and 3C-like protease for COVID-19 treatment. CLINICAL NUTRITION OPEN SCIENCE 2022; 42:62-72. [PMID: 35106518 PMCID: PMC8795779 DOI: 10.1016/j.nutos.2021.12.004] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2021] [Accepted: 12/30/2021] [Indexed: 11/29/2022] Open
Abstract
OBJECTIVES Coronaviruses are globally emerging viruses that threaten our health care systems and have become a popular pandemic around the world. This causes a sudden rise in positive coronavirus cases and related deaths to occur worldwide, representing a significant health hazard to humans and the economy. METHODS We examined predominantly catechins of green tea include epigallocatechin-3-gallate (EGCG), epicatechin-3-gallate (ECG), and drugs of chloroquine (CQ), and hydroxychloroquine (HCQ) appearing to reveal anti-viral activities. Data were collected from PubMed, Google Scholar, and Science Direct databases. To investigate the role of antiviral effects (CQ and HCQ), green tea catechins, beneficial use of convalescent plasma; covaxin in COVID-19 patients faced a dangerous healthiness issue. Computational docking analysis has been used for this purpose. RESULTS The lead compounds are EGCG and ECG act as potential inhibitors bind to the active site region of the HKU4-CoV 3CL protease and M-Pro protease enzymes of coronavirus. Conclusions: SARS-COV-2 is a pathogen of substantial vigour concern and the review unveils the role of catechins associated with many viral diseases. We suggested that the function of green tea catechins, novel drugs of CQ, and HCQ exhibit antiviral activities against positive-sense single-stranded RNA viruses (CoVs).
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Affiliation(s)
- Fareeda Begum Shaik
- Department of Biochemistry, Sri Krishnadevaraya University, Anantapur, 515003, A.P. India
| | - K. Swarnalatha
- Department of Biochemistry, Sri Krishnadevaraya University, Anantapur, 515003, A.P. India
| | | | - Anu Thomas
- Department of Nursing, Banaswadi College of Nursing, Bangalore, Karnataka, India
| | - Rajasekhar Chikati
- Department of Biochemistry, Yogivemana University, Kadapa, 516005, A.P. India
| | - G. Sandeep
- Division of Molecular Biology, Department of Zoology, Sri Venkateswara University, Tirupati, 517502, A.P, India
| | - Narendra Maddu
- Department of Biochemistry, Sri Krishnadevaraya University, Anantapur, 515003, A.P. India,Corresponding author. Department of Biochemistry, Sri Krishnadevaraya University, Ananthapuramu, 515003, Andhra Pradesh, India. Tel.: +91 9441983797
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6
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Thakur K, Borah N, Gangurde S, Rathod H. Mutation in RNA viruses: A challenge to effective vaccine development. MEDICAL JOURNAL OF DR. D.Y. PATIL VIDYAPEETH 2022. [DOI: 10.4103/mjdrdypu.mjdrdypu_315_22] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022] Open
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Rajasekhar S, Das S, Balamurali MM, Chanda K. Therapeutic Inhibitory Activities of
N
‐Hydroxy Derived Cytidines: A Patent Overview. ChemistrySelect 2021. [DOI: 10.1002/slct.202102856] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
Affiliation(s)
- Sreerama Rajasekhar
- Department of Chemistry School of Advanced Sciences Vellore Institute of Technology Vellore 632014 India
| | - Soumyadip Das
- Department of Chemistry School of Advanced Sciences Vellore Institute of Technology Vellore 632014 India
| | - M. M. Balamurali
- Division of Chemistry School of Advanced Sciences Vellore Institute of Technology, Chennai campus Vandalur-Kelambakkam Road Chennai 600 127 Tamil Nadu India
| | - Kaushik Chanda
- Department of Chemistry School of Advanced Sciences Vellore Institute of Technology Vellore 632014 India
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8
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Neouchy Z, Verhoeven J, Kong H, Zhao Y, Wang W, Brambilla M, Van Hecke K, Meerpoel L, Thuring JW, Verniest G, Winne J. Stereodivergent Synthesis of Biologically Active Spironucleoside Scaffolds via Catalytic Cyclopropanation of 4- exo-Methylene Furanosides. J Org Chem 2021; 86:17344-17361. [PMID: 34748342 DOI: 10.1021/acs.joc.1c01611] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/12/2023]
Abstract
Cyclopropane fusion of the only rotatable carbon-carbon bond in furanosyl nucleosides (i.e., exocyclic 4'-5') is a powerful design strategy to arrive at conformationally constrained analogues. Herein, we report a direct stereodivergent route toward the synthesis of the four possible configurations of 4-spirocyclopropane furanoses, which have been transformed into the corresponding 4'-spirocyclic adenosine analogues. The latter showed differential inhibition of the protein methyltransferase PRMT5-MEP50 complex, with one analogue inhibiting more effectively than adenosine itself, demonstrating the utility of rationally probing 4'-5' side chain orientations.
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Affiliation(s)
- Zeina Neouchy
- Department of Organic and Macromolecular Chemistry, Ghent University, Krijgslaan 281-S4, 9000 Ghent, Belgium
| | - Jonas Verhoeven
- Janssen Pharmaceutica NV, Turnhoutseweg 30, 2340 Beerse, Belgium
| | - Hanchu Kong
- Department of Synthetic Chemistry, Pharmaron Beijing Co., Ltd., 6 Taihe Road BDA, Beijing 100176, China
| | - Yongbin Zhao
- Department of Synthetic Chemistry, Pharmaron Beijing Co., Ltd., 6 Taihe Road BDA, Beijing 100176, China
| | - Wenbin Wang
- Department of Synthetic Chemistry, Pharmaron Beijing Co., Ltd., 6 Taihe Road BDA, Beijing 100176, China
| | - Marta Brambilla
- Janssen Pharmaceutica NV, Turnhoutseweg 30, 2340 Beerse, Belgium
| | - Kristof Van Hecke
- XStruct, Department of Chemistry, Ghent University, Krijgslaan 281-S3, 9000 Ghent, Belgium
| | - Lieven Meerpoel
- Janssen Pharmaceutica NV, Turnhoutseweg 30, 2340 Beerse, Belgium
| | | | - Guido Verniest
- Janssen Pharmaceutica NV, Turnhoutseweg 30, 2340 Beerse, Belgium
| | - Johan Winne
- Department of Organic and Macromolecular Chemistry, Ghent University, Krijgslaan 281-S4, 9000 Ghent, Belgium
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Zella D, Giovanetti M, Cella E, Borsetti A, Ciotti M, Ceccarelli G, D’Ettorre G, Pezzuto A, Tambone V, Campanozzi L, Magheri M, Unali F, Bianchi M, Benedetti F, Pascarella S, Angeletti S, Ciccozzi M. The importance of genomic analysis in cracking the coronavirus pandemic. Expert Rev Mol Diagn 2021; 21:547-562. [PMID: 33849359 PMCID: PMC8095159 DOI: 10.1080/14737159.2021.1917998] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2021] [Accepted: 04/13/2021] [Indexed: 12/11/2022]
Abstract
Introduction: Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) pandemic has pushed the scientific community to undertake intense research efforts. Understanding SARS-CoV-2 biology is necessary to discover therapeutic or preventive strategies capable of containing the pandemic. Knowledge of the structural characteristics of the virus genome and proteins is essential to find targets for therapies and immunological interventions.Areas covered: This review covers different areas of expertise, genomic analysis of circulating strains, structural biology, viral mutations, molecular diagnostics, disease, and vaccines. In particular, the review is focused on the molecular approaches and modern clinical strategies used in these fields.Expert opinion: Molecular approaches to SARS-CoV-2 pandemic have been critical to shorten time for new diagnostic, therapeutic and prevention strategies. In this perspective, the entire scientific community is moving in the same direction. Vaccines, together with the development of new drugs to treat the disease, represent the most important strategy to protect human from viral disease and prevent further spread. In this regard, new molecular technologies have been successfully implemented. The use of a novel strategy of communication is suggested for a better diffusion to the broader public of new data and results.
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Affiliation(s)
- Davide Zella
- Institute of Human Virology, Department of Biochemistry and Molecular Biology, School of Medicine, University of Maryland, Baltimore, USA
- , Member of the Global Virus Network, Baltimore, USA
| | - Marta Giovanetti
- Flavivirus Laboratory, Oswaldo Cruz Institute Oswaldo Cruz Foundation, Rio De Janeiro, Brazil
| | - Eleonora Cella
- Burnett School of Biomedical Sciences, University of Central Florida, Orlando, Florida, USA
| | - Alessandra Borsetti
- Department of infectious diseases, National HIV/AIDS Research Center Istituto Superiore Di Sanità, Rome, Italy
| | - Marco Ciotti
- Virology Unit, Laboratory of Clinical Microbiology and Virology, Polyclinic Tor Vergata Foundation, Rome, Italy
| | - Giancarlo Ceccarelli
- Department of Public Health and Infectious Diseases, Sapienza University of Rome, Rome, Italy
| | - Gabriella D’Ettorre
- Department of Public Health and Infectious Diseases, Sapienza University of Rome, Rome, Italy
| | - Aldo Pezzuto
- Cardiovascular-Respiratory Science Department, Sant’ Andrea Hospital-Sapienza University, Rome, Italy
| | - Vittoradolfo Tambone
- Institute of Philosophy of Scientific and Technological Practice, Campus Bio-Medico University, Rome, Italy
| | - Laura Campanozzi
- Institute of Philosophy of Scientific and Technological Practice, Campus Bio-Medico University, Rome, Italy
| | - Marco Magheri
- Communication Division, University Campus Bio-Medico of Rome, Rome, Italy
| | - Francesco Unali
- Communication Division, University Campus Bio-Medico of Rome, Rome, Italy
| | - Martina Bianchi
- Department of Biochemical Sciences “A. Rossi Fanelli”, University of Rome “La Sapienza”, Rome, Italy
| | - Francesca Benedetti
- Institute of Human Virology, Department of Biochemistry and Molecular Biology, School of Medicine, University of Maryland, Baltimore, USA
| | - Stefano Pascarella
- Department of Biochemical Sciences “A. Rossi Fanelli”, University of Rome “La Sapienza”, Rome, Italy
| | - Silvia Angeletti
- Unit of Clinical Laboratory Science, University Campus Bio-Medico of Rome, Rome, Italy
| | - Massimo Ciccozzi
- Unit of Medical Statistics and Molecular Epidemiology, University Campus Bio-Medico of Rome, Rome, Italy
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Haimed AMA, Saba T, Albasha A, Rehman A, Kolivand M. Viral reverse engineering using Artificial Intelligence and big data COVID-19 infection with Long Short-term Memory (LSTM). ENVIRONMENTAL TECHNOLOGY & INNOVATION 2021; 22:101531. [PMID: 33824882 PMCID: PMC8016547 DOI: 10.1016/j.eti.2021.101531] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/29/2020] [Revised: 03/01/2021] [Accepted: 03/30/2021] [Indexed: 06/12/2023]
Abstract
This research presents a reverse engineering approach to discover the patterns and evolution behavior of SARS-CoV-2 using AI and big data. Accordingly, we have studied five viral families (Orthomyxoviridae, Retroviridae, Filoviridae, Flaviviridae, and Coronaviridae) that happened in the era of the past one hundred years. To capture the similarities, common characteristics, and evolution behavior for prediction concerning SARS-CoV-2. And how reverse engineering using Artificial intelligence (AI) and big data is efficient and provides wide horizons. The results show that SARS-CoV-2 shares the same highest active amino acids (S, L, and T) with the mentioned viral families. As known, that affects the building function of the proteins. We have also devised a mathematical formula representing how we calculate the evolution difference percentage between each virus concerning its phylogenic tree. It shows that SARS-CoV-2 has fast mutation evolution concerning its time of arising. Artificial Intelligence (AI) is used to predict the next evolved instance of SARS-CoV-2 by utilizing the phylogenic tree data as a corpus using Long Short-term Memory (LSTM). This paper has shown the evolved viral instance prediction process on ORF7a protein from SARS-CoV-2 as the first stage to predict the complete mutant virus. Finally, in this research, we have focused on analyzing the virus to its primary factors by reverse engineering using AI and big data to understand the viral similarities, patterns, and evolution behavior to predict future viral mutations of the virus artificially in a systematic and logical way.
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Affiliation(s)
- Ahmad M Abu Haimed
- Artificial Intelligence & Data Analytics Lab CCIS, Prince Sultan University, Riyadh, Saudi Arabia
| | - Tanzila Saba
- Artificial Intelligence & Data Analytics Lab CCIS, Prince Sultan University, Riyadh, Saudi Arabia
| | - Ayman Albasha
- Artificial Intelligence & Data Analytics Lab CCIS, Prince Sultan University, Riyadh, Saudi Arabia
| | - Amjad Rehman
- Artificial Intelligence & Data Analytics Lab CCIS, Prince Sultan University, Riyadh, Saudi Arabia
| | - Mahyar Kolivand
- Department of Medicine, University of Liverpool, Liverpool, UK
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Mahmood Y, Ishtiaq S, Khoo MBC, Teh SY, Khan H. Monitoring of three-phase variations in the mortality of COVID-19 pandemic using control charts: where does Pakistan stand? Int J Qual Health Care 2021; 33:6210507. [PMID: 33822932 PMCID: PMC8365500 DOI: 10.1093/intqhc/mzab062] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/17/2020] [Revised: 01/26/2021] [Accepted: 04/03/2021] [Indexed: 12/31/2022] Open
Abstract
BACKGROUND At the end of December 2019, the world in general and Wuhan, the industrial hub of China, in particular, experienced the COVID-19 pandemic. Massive increment of cases and deaths occurred in China and 209 countries in Europe, America, Australia, Asia and Pakistan. Pakistan was first hit by COVID-19 when a case was reported in Karachi on 26 February 2020. Several methods were presented to model the death rate due to the COVID-19 pandemic and to forecast the pinnacle of reported deaths. Still, these methods were not used in identifying the first day when Pakistan enters or exits the early exponential growth phase. OBJECTIVE The present study intends to monitor variations in deaths and identify the growth phases such as pre-growth, growth, and post-growth phases in Pakistan due to the COVID-19 pandemic. METHODS New approaches are needed that display the death patterns and signal an alarming situation so that corrective actions can be taken before the condition worsens. To meet this purpose, secondary data on daily reported deaths due to the COVID-19 pandemic have been considered, and the $c$ and exponentially weighted moving average (EWMA) control charts are used To meet this purpose, secondary data on daily reported deaths in Pakistan due to the COVID-19 pandemic have been considered. The $ c$ and exponentially weighted moving average (EWMA) control charts have been used for monitoring variations. RESULTS The chart shows that Pakistan switches from the pre-growth to the growth phase on 31 March 2020. The EWMA chart demonstrates that Pakistan remains in the growth phase from 31 March 2020 to 17 August 2020, with some indications signaling a decrease in deaths. It is found that Pakistan moved to a post-growth phase for a brief period from 27 July 2020 to 28 July 2020. Pakistan switches to re-growth phase with an alarm on 31/7/2020, right after the short-term post-growth phase. The number of deaths starts decreasing in August in that Pakistan may approach the post-growth phase shortly. CONCLUSION This amalgamation of control charts illustrates a systematic implementation of the charts for government leaders and forefront medical teams to facilitate the rapid detection of daily reported deaths due to COVID-19. Besides government and public health officials, it is also the public's responsibility to follow the enforced standard operating procedures as a temporary remedy of this pandemic in ensuring public safety while awaiting a suitable vaccine to be discovered.
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Affiliation(s)
- Yasar Mahmood
- School of Mathematical Sciences, Universiti Sains Malaysia, Penang, Malaysia.,Department of Statistics, Government College University, Lahore, Pakistan
| | | | - Michael B C Khoo
- School of Mathematical Sciences, Universiti Sains Malaysia, Penang, Malaysia
| | - Sin Yin Teh
- School of Management, Universiti Sains Malaysia, Penang, Malaysia
| | - Hina Khan
- Department of Statistics, Government College University, Lahore, Pakistan
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Roy D, Ramasamy R, Schmidt AM. Journey to a Receptor for Advanced Glycation End Products Connection in Severe Acute Respiratory Syndrome Coronavirus 2 Infection: With Stops Along the Way in the Lung, Heart, Blood Vessels, and Adipose Tissue. Arterioscler Thromb Vasc Biol 2021; 41:614-627. [PMID: 33327744 PMCID: PMC7837689 DOI: 10.1161/atvbaha.120.315527] [Citation(s) in RCA: 20] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/24/2020] [Accepted: 11/30/2020] [Indexed: 01/08/2023]
Abstract
The severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) has affected millions of people worldwide and the pandemic has yet to wane. Despite its associated significant morbidity and mortality, there are no definitive cures and no fully preventative measures to combat SARS-CoV-2. Hence, the urgency to identify the pathobiological mechanisms underlying increased risk for and the severity of SARS-CoV-2 infection is mounting. One contributing factor, the accumulation of damage-associated molecular pattern molecules, is a leading trigger for the activation of nuclear factor-kB and the IRF (interferon regulatory factors), such as IRF7. Activation of these pathways, particularly in the lung and other organs, such as the heart, contributes to a burst of cytokine release, which predisposes to significant tissue damage, loss of function, and mortality. The receptor for advanced glycation end products (RAGE) binds damage-associated molecular patterns is expressed in the lung and heart, and in priming organs, such as the blood vessels (in diabetes) and adipose tissue (in obesity), and transduces the pathological signals emitted by damage-associated molecular patterns. It is proposed that damage-associated molecular pattern-RAGE enrichment in these priming tissues, and in the lungs and heart during active infection, contributes to the widespread tissue damage induced by SARS-CoV-2. Accordingly, the RAGE axis might play seminal roles in and be a target for therapeutic intervention in SARS-CoV-2 infection.
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Affiliation(s)
- Divya Roy
- Diabetes Research Program, Division of Endocrinology, Diabetes and Metabolism, Department of Medicine, NYU Grossman School of Medicine (D.R., R.R., A.M.S.)
- New York Institute of Technology College of Osteopathic Medicine, Glen Head (D.R.)
| | - Ravichandran Ramasamy
- Diabetes Research Program, Division of Endocrinology, Diabetes and Metabolism, Department of Medicine, NYU Grossman School of Medicine (D.R., R.R., A.M.S.)
| | - Ann Marie Schmidt
- Diabetes Research Program, Division of Endocrinology, Diabetes and Metabolism, Department of Medicine, NYU Grossman School of Medicine (D.R., R.R., A.M.S.)
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Mohan S, Anjum MR, Kodidasu A, Prathyusha TVNS, Mrunalini NV, Kishori B. SARS-CoV-2 infection: a global outbreak and its implication on public health. BULLETIN OF THE NATIONAL RESEARCH CENTRE 2021; 45:139. [PMID: 34366657 PMCID: PMC8330185 DOI: 10.1186/s42269-021-00599-7] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/05/2021] [Accepted: 07/25/2021] [Indexed: 05/07/2023]
Abstract
BACKGROUND A novel corona virus is formally named as severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), which results in causing coronavirus disease 2019 (COVID-19). It is the latest prevalent pandemic worldwide when compared to other infectious diseases like Avian flu, Middle East respiratory syndrome and severe acute respiratory syndrome (SARS). MAIN BODY Coronavirus disease 2019 (COVID-19) is currently occurring pandemic over world. It was emerged in Wuhan, China, in the end of December 2019 and spreading across worldwide. As the coronavirus is spreading easily through direct contact with infected people droplets, inhalation, and also air droplets, it hit up a huge amount of population even reported with death. Still, with small amounts of asymptomatic transmission between people it spreads throughout the globe. People need special care to protect from the transmission of disease. However, there are no drugs so far that shows efficacy; there is an immediate need for the development of vaccines. In order to decrease the COVID-19 cases, organizations rapidly involve in the preparation of vaccine and many vaccines have been developed by various countries. The governments took safety measures to control the spread of virus and also to minimize morbidity and mortality rate to least possible. CONCLUSION The purpose of this review article is to increase our understanding of COVID-19 and facilitate the people to take a move in facing challenges of the world.
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Affiliation(s)
- Sankari Mohan
- Sri Padmavathi Mahila Visvavidyalayam (Women’s University), Tirupati, Andhra Pradesh India
| | - M. Reshma Anjum
- Sri Padmavathi Mahila Visvavidyalayam (Women’s University), Tirupati, Andhra Pradesh India
| | - Anusha Kodidasu
- Sri Padmavathi Mahila Visvavidyalayam (Women’s University), Tirupati, Andhra Pradesh India
| | | | | | - B. Kishori
- Sri Padmavathi Mahila Visvavidyalayam (Women’s University), Tirupati, Andhra Pradesh India
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14
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Kandeel M, Kitade Y, Almubarak A. Repurposing FDA-approved phytomedicines, natural products, antivirals and cell protectives against SARS-CoV-2 (COVID-19) RNA-dependent RNA polymerase. PeerJ 2020; 8:e10480. [PMID: 33335812 PMCID: PMC7713599 DOI: 10.7717/peerj.10480] [Citation(s) in RCA: 17] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/21/2020] [Accepted: 11/12/2020] [Indexed: 12/18/2022] Open
Abstract
Following the recent emergence of SARS-CoV-2 or coronavirus disease 2019 (COVID-19), drug discovery and vaccine design to combat this fatal infection are critical. In this study, an essential enzyme in the SARS-CoV-2 replication machinery, RNA-dependent RNA polymerase (RDRP), is targeted in a virtual screening assay using a set of 1,664 FDA-approved drugs, including sets of botanical and synthetic derivatives. A set of 22 drugs showed a high docking score of >-7. Notably, approximately one-third of the top hits were either from natural products or biological molecules. The FDA-approved phytochemicals were sennosides, digoxin, asiaticoside, glycyrrhizin, neohesperidin, taxifolin, quercetin and aloin. These approved natural products and phytochemicals are used as general tonics, antioxidants, cell protectives, and immune stimulants (nadid, thymopentin, asiaticoside, glycyrrhizin) and in other miscellaneous systemic or topical applications. A comprehensive analysis was conducted on standard precision and extra precision docking, two-step molecular dynamics simulations, binding energy calculations and a post dynamics analysis. The results reveal that two drugs, docetaxel and neohesperidin, showed strong binding profiles with SARS CoV-2 RdRP. These results can be used as a primer for further drug discovery studies in the treatment of COVID-19. This initiative repurposes safe FDA-approved drugs against COVID-19 RdRP, providing a rapid channel for the discovery and application of new anti-CoV therapeutics.
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Affiliation(s)
- Mahmoud Kandeel
- King Faisal University, Al-Ahsa, Al-Ahsa, Saudi Arabia
- Kafrelshikh University, Kafrelshikh, Kafrelshikh, Egypt
| | - Yukio Kitade
- Gifu University, Gifu, Japan
- Aichi Institute of Technology, Toyota, Aichi, Japan
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15
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Shanmugam A, Muralidharan N, Velmurugan D, Gromiha MM. Therapeutic Targets and Computational Approaches on Drug Development for COVID-19. Curr Top Med Chem 2020; 20:2210-2220. [DOI: 10.2174/1568026620666200710105507] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/2020] [Revised: 03/20/2020] [Accepted: 04/10/2020] [Indexed: 12/12/2022]
Abstract
World Health Organization declared coronavirus disease (COVID-19) caused by SARS
coronavirus-2 (SARS-CoV-2) as pandemic. Its outbreak started in China in Dec 2019 and rapidly spread
all over the world. SARS-CoV-2 has infected more than 800,000 people and caused about 35,000 deaths
so far, moreover, no approved drugs are available to treat COVID-19. Several investigations have been
carried out to identify potent drugs for COVID-19 based on drug repurposing, potential novel compounds
from ligand libraries, natural products, short peptides, and RNAseq analysis. This review is focused
on three different aspects; (i) targets for drug design (ii) computational methods to identify lead
compounds and (iii) drugs for COVID-19. It also covers the latest literature on various hit molecules
proposed by computational methods and experimental techniques.
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Affiliation(s)
- Anusuya Shanmugam
- Department of Pharmaceutical Engineering, Vinayaka Mission’s KirupanandaVariyar Engineering College, Vinayaka Mission’s Research Foundation (Deemed to be University), Salem – 636308, Tamil Nadu, India
| | - Nisha Muralidharan
- Department of Biotechnology, Bhupat and Jyoti Mehta School of Biosciences, Indian Institute of Technology Madras, Chennai – 600036, Tamil Nadu, India
| | - Devadasan Velmurugan
- Centre of Advanced Study in Crystallography and Biophysics, University of Madras, Guindy Campus, Chennai - 600025, India
| | - M. Michael Gromiha
- Department of Biotechnology, Bhupat and Jyoti Mehta School of Biosciences, Indian Institute of Technology Madras, Chennai – 600036, Tamil Nadu, India
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Shrestha DB, Budhathoki P, Khadka S, Shah PB, Pokharel N, Rashmi P. Favipiravir versus other antiviral or standard of care for COVID-19 treatment: a rapid systematic review and meta-analysis. Virol J 2020; 17:141. [PMID: 32972430 PMCID: PMC7512218 DOI: 10.1186/s12985-020-01412-z] [Citation(s) in RCA: 67] [Impact Index Per Article: 16.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/07/2020] [Accepted: 09/16/2020] [Indexed: 01/25/2023] Open
Abstract
BACKGROUND The COVID-19 causing coronavirus is an enveloped RNA virus that utilizes an enzyme RNA dependent RNA polymerase for its replication. Favipiravir (FVP) triphosphate, a purine nucleoside analog, inhibits that enzyme. We have conducted this systematic review and meta-analysis on efficacy and safety of the drug FVP as a treatment for COVID-19. METHODS Databases like Pubmed, Pubmed Central, Scopus, Embase, Google Scholar, preprint sites, and clinicaltirals.gov were searched. The studies with the standard of care (SOC) and FVP as a treatment drug were considered as the treatment group and the SOC with other antivirals and supportive care as the control group. Quantitative synthesis was done using RevMan 5.4. Clinical improvement, negative conversion of reverse transcription-polymerase chain reaction (RT-PCR), adverse effects, and oxygen requirements were studied. RESULTS We identified a total of 1798 studies after searching the electronic databases. Nine in the qualitative studies and four studies in the quantitative synthesis met the criteria. There was a significant clinical improvement in the FVP group on the 14th day compared to the control group (RR 1.29, 1.08-1.54). Clinical deterioration rates were less likely in the FVP group though statistically not significant (OR 0.59, 95% CI 0.30-1.14) at the endpoint of study (7-15 days). The meta-analysis showed no significant differences between the two groups on viral clearance (day 14: RR 1.06, 95% CI 0.84-1.33), non-invasive ventilation or oxygen requirement (OR 0.76, 95% CI 0.42-1.39), and adverse effects (OR 0.69, 0.13-3.57). There are 31 randomized controlled trials (RCTs) registered in different parts of the world focusing FVP for COVID-19 treatment. CONCLUSION There is a significant clinical and radiological improvement following treatment with FVP in comparison to the standard of care with no significant differences on viral clearance, oxygen support requirement and side effect profiles.
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Affiliation(s)
| | | | - Sitaram Khadka
- Shree Birendra Hospital, Nepalese Army Institute of Health Sciences, Kathmandu, Nepal
| | | | - Nisheem Pokharel
- KIST Medical College and Teaching Hospital, Lalitpur, Kathmandu, Nepal
| | - Prama Rashmi
- Nepal Medical College and Teaching Hospital, Kathmandu, Nepal
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Artika IM, Dewantari AK, Wiyatno A. Molecular biology of coronaviruses: current knowledge. Heliyon 2020; 6:e04743. [PMID: 32835122 PMCID: PMC7430346 DOI: 10.1016/j.heliyon.2020.e04743] [Citation(s) in RCA: 59] [Impact Index Per Article: 14.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/09/2020] [Revised: 08/13/2020] [Accepted: 08/13/2020] [Indexed: 02/07/2023] Open
Abstract
The emergence of the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) late December 2019 in Wuhan, China, marked the third introduction of a highly pathogenic coronavirus into the human population in the twenty-first century. The constant spillover of coronaviruses from natural hosts to humans has been linked to human activities and other factors. The seriousness of this infection and the lack of effective, licensed countermeasures clearly underscore the need of more detailed and comprehensive understanding of coronavirus molecular biology. Coronaviruses are large, enveloped viruses with a positive sense single-stranded RNA genome. Currently, coronaviruses are recognized as one of the most rapidly evolving viruses due to their high genomic nucleotide substitution rates and recombination. At the molecular level, the coronaviruses employ complex strategies to successfully accomplish genome expression, virus particle assembly and virion progeny release. As the health threats from coronaviruses are constant and long-term, understanding the molecular biology of coronaviruses and controlling their spread has significant implications for global health and economic stability. This review is intended to provide an overview of our current basic knowledge of the molecular biology of coronaviruses, which is important as basic knowledge for the development of coronavirus countermeasures.
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Affiliation(s)
- I. Made Artika
- Biosafety Level 3 Unit, Eijkman Institute for Molecular Biology, Jalan Diponegoro 69, Jakarta, 10430, Indonesia
- Department of Biochemistry, Faculty of Mathematics and Natural Sciences, Bogor Agricultural University, Darmaga Campus, Bogor, 16680, Indonesia
| | - Aghnianditya Kresno Dewantari
- Emerging Virus Research Unit, Eijkman Institute for Molecular Biology, Jalan Diponegoro 69, Jakarta, 10430, Indonesia
| | - Ageng Wiyatno
- Emerging Virus Research Unit, Eijkman Institute for Molecular Biology, Jalan Diponegoro 69, Jakarta, 10430, Indonesia
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Koulgi S, Jani V, Uppuladinne MVN, Sonavane U, Joshi R. Remdesivir-bound and ligand-free simulations reveal the probable mechanism of inhibiting the RNA dependent RNA polymerase of severe acute respiratory syndrome coronavirus 2. RSC Adv 2020; 10:26792-26803. [PMID: 35515752 PMCID: PMC9055499 DOI: 10.1039/d0ra04743k] [Citation(s) in RCA: 39] [Impact Index Per Article: 9.8] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2020] [Accepted: 07/10/2020] [Indexed: 01/18/2023] Open
Abstract
The efforts towards developing a potential drug against the current global pandemic, COVID-19, have increased in the past few months. Drug development strategies to target the RNA dependent RNA polymerase (RdRP) of Severe Acute Respiratory Syndrome Coronavirus 2 (SARS-CoV-2) are being tried worldwide. The gene encoding this protein, is known to be conserved amongst positive strand RNA viruses. This enables an avenue to repurpose the drugs designed against earlier reported inhibitors of RdRP. One such strong inhibitor is remdesivir which has been used against EBOLA infections. The binding of remdesivir to RdRP of SARS-CoV-2 has been studied using the classical molecular dynamics and ensemble docking approach. A comparative study of the simulations of RdRP in the apo and remdesivir-bound form revealed blocking of the template entry site in the presence of remdesivir. The conformation changes leading to this event were captured through principal component analysis. The conformational and thermodynamic parameters supported the experimental information available on the involvement of crucial arginine, serine and aspartate residues belonging to the conserved motifs in RdRP functioning. The catalytic site comprising of SER 759, ASP 760, and ASP 761 (SDD) was observed to form strong contacts with remdesivir. The significantly strong interactions of these residues with remdesivir may infer the latter's binding similar to the normal nucleotides thereby remaining unidentified by the exonuclease activity of RdRP. The ensemble docking of remdesivir too, comprehended the involvement of similar residues in interaction with the inhibitor. This information on crucial interactions between conserved residues of RdRP with remdesivir through in silico approaches may be useful in designing inhibitors.
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Affiliation(s)
- Shruti Koulgi
- High Performance Computing Medical and Bioinformatics Applications Group, Centre for Development of Advanced Computing (C-DAC) Panchvati, Pashan Pune India
| | - Vinod Jani
- High Performance Computing Medical and Bioinformatics Applications Group, Centre for Development of Advanced Computing (C-DAC) Panchvati, Pashan Pune India
| | - Mallikarjunachari V N Uppuladinne
- High Performance Computing Medical and Bioinformatics Applications Group, Centre for Development of Advanced Computing (C-DAC) Panchvati, Pashan Pune India
| | - Uddhavesh Sonavane
- High Performance Computing Medical and Bioinformatics Applications Group, Centre for Development of Advanced Computing (C-DAC) Panchvati, Pashan Pune India
| | - Rajendra Joshi
- High Performance Computing Medical and Bioinformatics Applications Group, Centre for Development of Advanced Computing (C-DAC) Panchvati, Pashan Pune India
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Benedetti F, Pachetti M, Marini B, Ippodrino R, Ciccozzi M, Zella D. SARS-CoV-2: March toward adaptation. J Med Virol 2020; 92:2274-2276. [PMID: 32598499 PMCID: PMC7361333 DOI: 10.1002/jmv.26233] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2020] [Revised: 06/23/2020] [Accepted: 06/25/2020] [Indexed: 12/22/2022]
Affiliation(s)
- Francesca Benedetti
- Department of Biochemistry and Molecular Biology, School of Medicine, Institute of Human Virology, University of Maryland, Baltimore, Maryland
| | - Maria Pachetti
- Department of Physics, Elettra Sincrotrone Trieste, University of Trieste, Trieste, Italy
| | | | | | - Massimo Ciccozzi
- Medical Statistic and Molecular Epidemiology Unit, University of Biomedical Campus, Rome, Italy
| | - Davide Zella
- Department of Biochemistry and Molecular Biology, School of Medicine, Institute of Human Virology, University of Maryland, Baltimore, Maryland.,Global Virus Network, Baltimore, Maryland
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