1
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Pozzi C, Vanet A, Francesconi V, Tagliazucchi L, Tassone G, Venturelli A, Spyrakis F, Mazzorana M, Costi MP, Tonelli M. Antitarget, Anti-SARS-CoV-2 Leads, Drugs, and the Drug Discovery-Genetics Alliance Perspective. J Med Chem 2023; 66:3664-3702. [PMID: 36857133 PMCID: PMC10005815 DOI: 10.1021/acs.jmedchem.2c01229] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/02/2023]
Abstract
The most advanced antiviral molecules addressing major SARS-CoV-2 targets (Main protease, Spike protein, and RNA polymerase), compared with proteins of other human pathogenic coronaviruses, may have a short-lasting clinical efficacy. Accumulating knowledge on the mechanisms underlying the target structural basis, its mutational progression, and the related biological significance to virus replication allows envisaging the development of better-targeted therapies in the context of COVID-19 epidemic and future coronavirus outbreaks. The identification of evolutionary patterns based solely on sequence information analysis for those targets can provide meaningful insights into the molecular basis of host-pathogen interactions and adaptation, leading to drug resistance phenomena. Herein, we will explore how the study of observed and predicted mutations may offer valuable suggestions for the application of the so-called "synthetic lethal" strategy to SARS-CoV-2 Main protease and Spike protein. The synergy between genetics evidence and drug discovery may prioritize the development of novel long-lasting antiviral agents.
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Affiliation(s)
- Cecilia Pozzi
- Department of Biotechnology, Chemistry and Pharmacy,
University of Siena, via Aldo Moro 2, 53100 Siena,
Italy
| | - Anne Vanet
- Université Paris Cité,
CNRS, Institut Jacques Monod, F-75013 Paris,
France
| | - Valeria Francesconi
- Department of Pharmacy, University of
Genoa, viale Benedetto XV n.3, 16132 Genoa, Italy
| | - Lorenzo Tagliazucchi
- Department of Life Science, University of
Modena and Reggio Emilia, via Campi 103, 41125 Modena,
Italy
- Doctorate School in Clinical and Experimental Medicine
(CEM), University of Modena and Reggio Emilia, Via Campi 287,
41125 Modena, Italy
| | - Giusy Tassone
- Department of Biotechnology, Chemistry and Pharmacy,
University of Siena, via Aldo Moro 2, 53100 Siena,
Italy
| | - Alberto Venturelli
- Department of Life Science, University of
Modena and Reggio Emilia, via Campi 103, 41125 Modena,
Italy
| | - Francesca Spyrakis
- Department of Drug Science and Technology,
University of Turin, Via Giuria 9, 10125 Turin,
Italy
| | - Marco Mazzorana
- Diamond Light Source, Harwell Science and
Innovation Campus, Didcot, Oxfordshire OX11 0DE,
U.K.
| | - Maria P. Costi
- Department of Life Science, University of
Modena and Reggio Emilia, via Campi 103, 41125 Modena,
Italy
| | - Michele Tonelli
- Department of Pharmacy, University of
Genoa, viale Benedetto XV n.3, 16132 Genoa, Italy
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2
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Hossain R, Mahmud S, Khalipha ABR, Saikat ASM, Dey D, Khan RA, Rauf A, Wadood AA, Rafique H, Bawazeer S, Khalil AA, Almarhoon ZM, Mabkhot YN, Alzahrani KJ, Islam MT, Alsharif KF, Khan H. Amentoflavone derivatives against SARS-CoV-2 main protease (MPRO): An in silico study. MAIN GROUP CHEMISTRY 2023. [DOI: 10.3233/mgc-220077] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/12/2023]
Abstract
Globally, novel coronavirus (nCoV19) outbreak is a great concern to humanity owing to the unavailability of effective medication or vaccine to date. Therefore, the development of drugs having anti-COVID-19 potential is a need of time. In this milieu, in-silico studies have proven to be rapid, inexpensive and effective as compared to other experimental studies. Evidently, natural products have shown significant potential in drug development to curtail different ailments, which have opened a new horizon in the screening of anti-COVID-19 agents. In this study, in-silico analysis were performed on derivatives of amentoflavone (4′, 4′′′-Dimethylamentoflavone, 4′′′, 7-Di-O-Methylamentoflavone, 4′′′′′′-methylamentoflavone, 4′-Monomethylamentoflavone, 7,4′-Dimethylamentoflavone, 7′-O-Methylamentoflavone, 7-O-methylamentoflavone, Heveaflavone, kayaflavone, and Sciadopitysin) and FDA approved anti-viral drug (camostatmesylate). All the derivatives of amentoflavone and FDA-approved anti-viral drugs were docked against SARS-CoV2 main protease (MPRO). The ten derivatives of amentoflavone showed strong interactions with the MPRO protein. In all cases, derivatives of amentoflavone showed good interaction with the targeted protein and better binding/docking score (–9.0351, –8.8566, –8.8509, –8.7746, –8.6192, –8.2537, –8.0876, –7.9501, –7.6429, and –7.6248 respectively) than FDA approved anti-viral drug. Therefore, derivatives of amentoflavone may be potent leads in drug discovery to combat HCoVs, such as SARS-CoV2. Moreover, to support the outcomes of this study further in-vivo investigations are required.
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Affiliation(s)
- Rajib Hossain
- Department of Pharmacy, Life Science Faculty, Bangabandhu Sheikh Mujibur Rahman Science and Technology University, Gopalganj (Dhaka), Bangladesh
| | - Shafi Mahmud
- Department of Genetic Engineering and Biotechnology, Microbiology Laboratory, Bioinformatics Division, Faculty of Life Science, University of Rajshahi, Rajshahi, Bangladesh
| | - Abul Bashar Ripon Khalipha
- Department of Pharmacy, Life Science Faculty, Bangabandhu Sheikh Mujibur Rahman Science and Technology University, Gopalganj (Dhaka), Bangladesh
| | - Abu Saim Mohammad Saikat
- Department of Biochemistry and Molecular Biology, Bangabandhu Sheikh Mujibur Rahman Science and Technology University, Gopalganj (Dhaka), Bangladesh
| | - Dipta Dey
- Pharmacy Discipline, School of Life Science, Khulna University, Khulna, Bangladesh
| | - Rasel Ahmed Khan
- Pharmacy Discipline, School of Life Science, Khulna University, Khulna, Bangladesh
| | - Abdur Rauf
- Department of Chemistry University of Swabi, Swabi, Anbar KPK, Pakistan
| | - Abdur Abdul Wadood
- Department of Biochemistry, Abdul Wali Khan University Mardan, KP, Pakistan
| | - Humaria Rafique
- Department of Biochemistry, Abdul Wali Khan University Mardan, KP, Pakistan
| | - Sami Bawazeer
- Department of Pharmacognosy, Faculty of Pharmacy, Umm Al-Qura University, Makkah, Kingdom of Saudi Arabia
| | - Anees Ahmed Khalil
- University Institute of Diet and Nutritional Sciences, Faculty of Allied Health Sciences, The University of Lahore, Pakistan
| | - Zainab M. Almarhoon
- Department of Chemistry, College of Science, King Saud University, Riyadh, Saudi Arabia
| | - Yahia N. Mabkhot
- Department of Pharmaceutical Chemistry, College of Pharmacy, King Khalid University, Abha, Saudi Arabia
| | - Khalid J. Alzahrani
- Department of Clinical Laboratories Sciences, College of Applied Medical Sciences, Taif University, Taif, Saudi Arabia
| | - Muhammad Torequl Islam
- Department of Pharmacy, Life Science Faculty, Bangabandhu Sheikh Mujibur Rahman Science and Technology University, Gopalganj (Dhaka), Bangladesh
| | - Khalaf F. Alsharif
- Department of Clinical Laboratory, College of Applied Medical Science, Taif University, Taif, Saudi Arabia
| | - Haroon Khan
- Department of Pharmacy, Abdul Wali Khan University Mardan, Mardan Pakistan
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3
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Dey SK, Saini M, Dhembla C, Bhatt S, Rajesh AS, Anand V, Das HK, Kundu S. Suramin, penciclovir, and anidulafungin exhibit potential in the treatment of COVID-19 via binding to nsp12 of SARS-CoV-2. J Biomol Struct Dyn 2022; 40:14067-14083. [PMID: 34784490 DOI: 10.1080/07391102.2021.2000498] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2022]
Abstract
COVID-19, for which no confirmed therapeutic agents are available, has claimed over 48,14,000 lives globally. A feasible and quicker method to resolve this problem may be 'drug repositioning'. We investigated selected FDA and WHO-EML approved drugs based on their previously promising potential as antivirals, antibacterials or antifungals. These drugs were docked onto the nsp12 protein, which reigns the RNA-dependent RNA polymerase activity of SARS-CoV-2, a key therapeutic target for coronaviruses. Docked complexes were reevaluated using MM-GBSA analysis and the top three inhibitor-protein complexes were subjected to 100 ns long molecular dynamics simulation followed by another round of MM-GBSA analysis. The RMSF plots, binding energies and the mode of physicochemical interaction of the active site of the protein with the drugs were evaluated. Suramin, Penciclovir, and Anidulafungin were found to bind to nsp12 with similar binding energies as that of Remdesivir, which has been used as a therapy for COVID-19. In addition, recent experimental evidences indicate that these drugs exhibit antiviral efficacy against SARS-CoV-2. Such evidence, along with the significant and varied physical interactions of these drugs with the key viral enzyme outlined in this investigation, indicates that they might have a prospective therapeutic potential in the treatment of COVID-19 as monotherapy or combination therapy with Remdesivir.
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Affiliation(s)
- Sanjay Kumar Dey
- Center for Advanced Biotechnology and Medicine, Rutgers University, New Brunswick, New Jersey, USA.,Department of Biochemistry, University of Delhi South Campus, New Delhi, India.,Dr. B.R. Ambedkar Center for Biomedical Research, University of Delhi, Delhi, India
| | - Manisha Saini
- Department of Biochemistry, University of Delhi South Campus, New Delhi, India
| | - Chetna Dhembla
- Department of Biochemistry, University of Delhi South Campus, New Delhi, India
| | - Shruti Bhatt
- Department of Biochemistry, University of Delhi South Campus, New Delhi, India
| | - A Sai Rajesh
- Department of Biosciences and Biotechnology, Fakir Mohan University, Odisha, India
| | - Varnita Anand
- Department of Biochemistry, University of Delhi South Campus, New Delhi, India
| | | | - Suman Kundu
- Department of Biochemistry, University of Delhi South Campus, New Delhi, India
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4
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Trivedi VS, Magnusen AF, Rani R, Marsili L, Slavotinek AM, Prows DR, Hopkin RJ, McKay MA, Pandey MK. Targeting the Complement-Sphingolipid System in COVID-19 and Gaucher Diseases: Evidence for a New Treatment Strategy. Int J Mol Sci 2022; 23:ijms232214340. [PMID: 36430817 PMCID: PMC9695449 DOI: 10.3390/ijms232214340] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/23/2022] [Revised: 11/08/2022] [Accepted: 11/10/2022] [Indexed: 11/22/2022] Open
Abstract
Severe Acute Respiratory Syndrome Coronavirus-2 (SARS-CoV-2)-induced disease (COVID-19) and Gaucher disease (GD) exhibit upregulation of complement 5a (C5a) and its C5aR1 receptor, and excess synthesis of glycosphingolipids that lead to increased infiltration and activation of innate and adaptive immune cells, resulting in massive generation of pro-inflammatory cytokines, chemokines and growth factors. This C5a-C5aR1-glycosphingolipid pathway- induced pro-inflammatory environment causes the tissue damage in COVID-19 and GD. Strikingly, pharmaceutically targeting the C5a-C5aR1 axis or the glycosphingolipid synthesis pathway led to a reduction in glycosphingolipid synthesis and innate and adaptive immune inflammation, and protection from the tissue destruction in both COVID-19 and GD. These results reveal a common involvement of the complement and glycosphingolipid systems driving immune inflammation and tissue damage in COVID-19 and GD, respectively. It is therefore expected that combined targeting of the complement and sphingolipid pathways could ameliorate the tissue destruction, organ failure, and death in patients at high-risk of developing severe cases of COVID-19.
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Affiliation(s)
- Vyoma Snehal Trivedi
- Cincinnati Children’s Hospital Medical Center, Division of Human Genetics, 3333 Burnet Avenue, Building R1, MLC 7016, Cincinnati, OH 45229, USA
| | - Albert Frank Magnusen
- Cincinnati Children’s Hospital Medical Center, Division of Human Genetics, 3333 Burnet Avenue, Building R1, MLC 7016, Cincinnati, OH 45229, USA
| | - Reena Rani
- Cincinnati Children’s Hospital Medical Center, Division of Human Genetics, 3333 Burnet Avenue, Building R1, MLC 7016, Cincinnati, OH 45229, USA
| | - Luca Marsili
- Department of Neurology, James J. and Joan A. Gardner Center for Parkinson’s Disease and Movement Disorders, University of Cincinnati, 3113 Bellevue Ave, Cincinnati, OH 45219, USA
| | - Anne Michele Slavotinek
- Cincinnati Children’s Hospital Medical Center, Division of Human Genetics, 3333 Burnet Avenue, Building R1, MLC 7016, Cincinnati, OH 45229, USA
- Department of Pediatrics, College of Medicine, University of Cincinnati, 3230 Eden Ave, Cincinnati, OH 45267, USA
| | - Daniel Ray Prows
- Cincinnati Children’s Hospital Medical Center, Division of Human Genetics, 3333 Burnet Avenue, Building R1, MLC 7016, Cincinnati, OH 45229, USA
- Department of Pediatrics, College of Medicine, University of Cincinnati, 3230 Eden Ave, Cincinnati, OH 45267, USA
| | - Robert James Hopkin
- Cincinnati Children’s Hospital Medical Center, Division of Human Genetics, 3333 Burnet Avenue, Building R1, MLC 7016, Cincinnati, OH 45229, USA
- Department of Pediatrics, College of Medicine, University of Cincinnati, 3230 Eden Ave, Cincinnati, OH 45267, USA
| | - Mary Ashley McKay
- Cincinnati Children’s Hospital Medical Center, Division of Human Genetics, 3333 Burnet Avenue, Building R1, MLC 7016, Cincinnati, OH 45229, USA
| | - Manoj Kumar Pandey
- Cincinnati Children’s Hospital Medical Center, Division of Human Genetics, 3333 Burnet Avenue, Building R1, MLC 7016, Cincinnati, OH 45229, USA
- Department of Pediatrics, College of Medicine, University of Cincinnati, 3230 Eden Ave, Cincinnati, OH 45267, USA
- Correspondence:
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5
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Khorsandi Z, Afshinpour M, Molaei F, Askandar RH, Keshavarzipour F, Abbasi M, Sadeghi-Aliabadi H. Design and synthesis of novel phe-phe hydroxyethylene derivatives as potential coronavirus main protease inhibitors. J Biomol Struct Dyn 2022; 40:7940-7948. [PMID: 33784944 PMCID: PMC8022343 DOI: 10.1080/07391102.2021.1905549] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2020] [Accepted: 03/15/2021] [Indexed: 12/03/2022]
Abstract
In response to the current pandemic caused by the novel SARS-CoV-2, we design new compounds based on Lopinavir structure as an FDA-approved antiviral agent which is currently under more evaluation in clinical trials for COVID-19 patients. This is the first example of the preparation of Lopinavir isosteres from the main core of Lopinavir conducted to various heterocyclic fragments. It is proposed that main protease inhibitors play an important role in the cycle life of coronavirus. Thus, the protease inhibition effect of synthesized compounds was studied by molecular docking method. All of these 10 molecules, showing a good docking score compared. Molecular dynamics (MD) simulations also confirmed the stability of the best-designed compound in Mpro active site.Communicated by Ramaswamy H. Sarma.
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Affiliation(s)
- Zahra Khorsandi
- Department of Chemistry, Isfahan University of Technology, Isfahan, Iran
| | - Maral Afshinpour
- Bioinformatics Lab., Department of Biology, School of Sciences, Razi University, Kermanshah, Iran
| | - Fatemeh Molaei
- Department of Anaesthesiology, Facility of Paramedical, Jahrom University of medical science, Jahrom, Iran
| | | | - Fariba Keshavarzipour
- Isfahan Pharmaceutical Sciences Research Center, School of Pharmacy, Isfahan University of Medical Sciences, Isfahan, Iran
| | - Maryam Abbasi
- Department of Medicinal Chemistry, Faculty of Pharmacy, Hormozgan University of Medical Sciences, Bandar Abbas, Iran
| | - Hojjat Sadeghi-Aliabadi
- Department of Medicinal Chemistry, Faculty of Pharmacy, Isfahan University of Medical Sciences, Isfahan, Iran
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6
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Kaur I, Behl T, Sehgal A, Singh S, Sharma N, Subramanian V, Fuloria S, Fuloria NK, Sekar M, Dailah HG, Alsubayiel AM, Bhatia S, Al-Harrasi A, Aleya L, Bungau S. A motley of possible therapies of the COVID-19: reminiscing the origin of the pandemic. ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH INTERNATIONAL 2022; 29:67685-67703. [PMID: 35933528 PMCID: PMC9362373 DOI: 10.1007/s11356-022-22345-w] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/06/2022] [Accepted: 07/28/2022] [Indexed: 05/20/2023]
Abstract
The 2019 outbreak of corona virus disease began from Wuhan (China), transforming into a leading pandemic, posing an immense threat to the global population. The WHO coined the term nCOVID-19 for the disease on 11th February, 2020 and the International Committee of Taxonomy of Viruses named it SARS-CoV-2, on account of its similarity with SARS-CoV-1 of 2003. The infection is associated with fever, cough, pneumonia, lung damage, and ARDS along with clinical implications of lung opacities. Brief understanding of the entry target of virus, i.e., ACE2 receptors has enabled numerous treatment options as discussed in this review. The manuscript provides a holistic picture of treatment options in COVID-19, such as non-specific anti-viral drugs, immunosuppressive agents, anti-inflammatory candidates, anti-HCV, nucleotide inhibitors, antibodies and anti-parasitic, RNA-dependent RNA polymerase inhibitors, anti-retroviral, vitamins and hormones, JAK inhibitors, and blood plasma therapy. The text targets to enlist the investigations conducted on all the above categories of drugs, with respect to the COVID-19 pandemic, to accelerate their significance in hindering the disease progression. The data collected primarily targets recently published articles and most recent records of clinical trials, focusing on the last 10-year database. The current review provides a comprehensive view on the critical need of finding a suitable treatment for the currently prevalent COVID-19 disease, and an opportunity for the researchers to investigate the varying possibilities to find and optimized treatment approach to mitigate and ameliorate the chaos created by the pandemic worldwide.
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Affiliation(s)
- Ishnoor Kaur
- Chitkara College of Pharmacy, Chitkara University, Punjab, India
| | - Tapan Behl
- Chitkara College of Pharmacy, Chitkara University, Punjab, India.
| | - Aayush Sehgal
- Chitkara College of Pharmacy, Chitkara University, Punjab, India
| | - Sukhbir Singh
- MM College of Pharmacy, Maharishi Markandeshwar (Deemed to be University), Mullana-Ambala, Haryana, 133207, India
| | - Neelam Sharma
- MM College of Pharmacy, Maharishi Markandeshwar (Deemed to be University), Mullana-Ambala, Haryana, 133207, India
| | | | - Shivkanya Fuloria
- Faculty of Pharmacy & Center of Excellence for Biomaterials Engineering, AIMST University, Bedong, Kedah, Malaysia
| | - Neeraj Kumar Fuloria
- Faculty of Pharmacy & Center of Excellence for Biomaterials Engineering, AIMST University, Bedong, Kedah, Malaysia
| | - Mahendran Sekar
- Department of Pharmaceutical Chemistry, Faculty of Pharmacy and Health Sciences, Universiti Kuala Lumpur, Royal College of Medicine, Perak, Ipoh, Malaysia
| | - Hamed Ghaleb Dailah
- Research and Scientific Studies Unit, College of Nursing, Jazan University, Jazan, Saudi Arabia
| | - Amal M Alsubayiel
- Department of Pharmaceutics, College of Pharmacy, Qassim University, Buraydah, Kingdom of Saudi Arabia
| | - Saurabh Bhatia
- Natural & Medical Sciences Research Center, University of Nizwa, Nizwa, Oman
- School of Health Science, University of Petroleum and Energy Studies, Dehradun, Uttarakhand, India
| | - Ahmed Al-Harrasi
- Natural & Medical Sciences Research Center, University of Nizwa, Nizwa, Oman
| | - Lotfi Aleya
- Chrono-Environment Laboratory, UMR CNRS 6249, Bourgogne Franche-Comté University, Besançon, France
| | - Simona Bungau
- Department of Pharmacy, Faculty of Medicine and Pharmacy, University of Oradea, Oradea, Romania
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7
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Morenikeji OB, Adegbaju MS, Okoh OS, Babalola AE, Grytsay A, Braimah OA, Akinyemi MO, Thomas BN. Deciphering inhibitory mechanism of coronavirus replication through host miRNAs-RNA-dependent RNA polymerase interactome. Front Genet 2022; 13:973252. [PMID: 36092931 PMCID: PMC9459146 DOI: 10.3389/fgene.2022.973252] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2022] [Accepted: 07/28/2022] [Indexed: 11/13/2022] Open
Abstract
Despite what we know so far, Covid-19, caused by SARS-CoV-2 virus, remains a pandemic that still require urgent healthcare intervention. The frequent mutations of the SARS-CoV-2 virus has rendered disease control with vaccines and antiviral drugs quite challenging, with newer variants surfacing constantly. There is therefore the need for newer, effective and efficacious drugs against coronaviruses. Considering the central role of RNA dependent, RNA polymerase (RdRp) as an enzyme necessary for the virus life cycle and its conservation among coronaviruses, we investigated potential host miRNAs that can be employed as broad-range antiviral drugs averse to coronaviruses, with particular emphasis on BCoV, MERS-CoV, SARS-CoV and SARS-CoV-2. miRNAs are small molecules capable of binding mRNA and regulate expression at transcriptional or translational levels. Our hypothesis is that host miRNAs have the potential of blocking coronavirus replication through miRNA-RdRp mRNA interaction. To investigate this, we retrieved the open reading frame (ORF1ab) nucleotide sequences and used them to interrogate miRNA databases for miRNAs that can bind them. We employed various bioinformatics tools to predict and identify the most effective host miRNAs. In all, we found 27 miRNAs that target RdRp mRNA sequence of multiple coronaviruses, of which three - hsa-miR-1283, hsa-miR-579-3p, and hsa-miR-664b-3p target BCoV, SARS-CoV and SARS-CoV-2. Additionally, hsa-miR-374a-5p has three bovine miRNA homologs viz bta-miR-374a, bta-miR-374b, and bta-miR-374c. Inhibiting the expression of RdRp enzyme via non-coding RNA is novel and of great therapeutic importance in the control of coronavirus replication, and could serve as a broad-spectrum antiviral, with hsa-miR-1283, hsa-miR-579-3p, and hsa-miR-664b-3p as highly promising.
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Affiliation(s)
- Olanrewaju B. Morenikeji
- Division of Biological and Health Sciences, University of Pittsburgh at Bradford, Bradford, PA, United States
- *Correspondence: Olanrewaju B. Morenikeji,
| | - Muyiwa S. Adegbaju
- Institute for Plant Biotechnology, Stellenbosch University, Stellenbosch, South Africa
| | - Olayinka S. Okoh
- Department of Chemical Sciences, Anchor University, Lagos, Nigeria
| | | | - Anastasia Grytsay
- Division of Biological and Health Sciences, University of Pittsburgh at Bradford, Bradford, PA, United States
| | - Olubumi A. Braimah
- Division of Biological and Health Sciences, University of Pittsburgh at Bradford, Bradford, PA, United States
| | - Mabel O. Akinyemi
- Department of Biological Sciences, Fairleigh Dickinson University, Madison, NJ, United States
| | - Bolaji N. Thomas
- Department of Biomedical Sciences, Rochester Institute of Technology, Rochester, NY, United States
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8
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Mahgoub MA, Alnaem A, Fadlelmola M, Abo-Idris M, Makki AA, Abdelgadir AA, Alzain AA. Discovery of novel potential inhibitors of TMPRSS2 and Mpro of SARS-CoV-2 using E-pharmacophore and docking-based virtual screening combined with molecular dynamic and quantum mechanics. J Biomol Struct Dyn 2022:1-14. [PMID: 35997154 DOI: 10.1080/07391102.2022.2112080] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/18/2023]
Abstract
The pandemic of coronavirus disease is caused by the SARS-CoV-2 which is considered a global health issue. The main protease of COVID 19 (Mpro) has an important role in viral multiplication in the host cell. Inhibiting Mpro is a novel approach to drug discovery and development. Also, transmembrane serine proteases (TMPSS2) facilitate viral activation by cleavage S glycoproteins, thus considered one of the essential host factors for COVID-19 pathogenicity. Computational tools were widely used to reduce time and costs in search of effective inhibitors. A chemical library that contains over two million molecules was virtually screened against TMPRSS2. Also, XP docking for the top hits was screened against (Mpro) to identify dual-target inhibitors. Furthermore, MM-GBSA and predictive ADMET were performed. The top hits were further studied through density functional theory (DFT) calculation and showed good binding to the active sites. Moreover, molecular dynamics (MD) for the top hits were performed which gave information about the stability of the protein-ligand complex during the simulation period. This study has led to the discovery of potential dual-target inhibitors Z751959696, Z751954014, and Z56784282 for COVID-19 with acceptable pharmacokinetic properties. The outcome of this study can participate in the development of novel inhibitors to defeat SARS-CoV-2.Communicated by Ramaswamy H. Sarma.
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Affiliation(s)
- Mohanad A Mahgoub
- Department of Pharmaceutical Chemistry, Faculty of Pharmacy, University of Gezira, Gezira, Sudan
| | - Ahmed Alnaem
- Department of Pharmaceutical Chemistry, Faculty of Pharmacy, University of Gezira, Gezira, Sudan
| | - Mohammed Fadlelmola
- Department of Pharmaceutical Chemistry, Faculty of Pharmacy, University of Gezira, Gezira, Sudan
| | - Mazin Abo-Idris
- Department of Pharmaceutical Chemistry, Faculty of Pharmacy, University of Gezira, Gezira, Sudan
| | - Alaa A Makki
- Department of Pharmaceutical Chemistry, Faculty of Pharmacy, University of Gezira, Gezira, Sudan
| | | | - Abdulrahim A Alzain
- Department of Pharmaceutical Chemistry, Faculty of Pharmacy, University of Gezira, Gezira, Sudan
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9
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Phytochemicals as potential inhibitors for COVID-19 revealed by molecular docking, molecular dynamic simulation and DFT studies. Struct Chem 2022; 33:1423-1443. [PMID: 35729939 PMCID: PMC9189813 DOI: 10.1007/s11224-022-01982-4] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2022] [Accepted: 05/30/2022] [Indexed: 10/26/2022]
Abstract
The COVID-19 pandemic outbreak demands the designing of potential drugs as there is no specific treatment available. Thanks to their safety and effectiveness, phytochemicals have been used to treat various diseases, including antiviral therapeutics. Molecular docking is a simple, quick, and effective way to screen a variety of molecules for structure-based drug design. Here, we investigate molecular docking experiments on compounds present in plant species, Cocculus hirsutus and Rhodiola rosea and show their potential for the treatment of COVID-19. Almost all the components showed higher binding affinity than the built-in ligand, and those with significantly higher binding affinity were explored further. Molecular mechanics-based generalized born surface area calculations were used to re-rank the top candidates, rhodionidin and cocsoline, and their stability in association with viral protease was confirmed. Density functional theory was used for detailed investigations of the geometries, and electrical properties of rhodionidin and cocsoline. Using the frontier molecular orbitals method, the charge transfer within the molecule was calculated. Chemical reactivity and intermolecular interactions were studied using molecular electrostatic potential maps. These in silico discoveries will simulate the identification of powerful COVID-19 inhibitors, and similar research is likely to make a significant contribution to antiviral drug discovery. Supplementary information The online version contains supplementary material available at 10.1007/s11224-022-01982-4.
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10
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Mongia A, Jain S, Chouzenoux E, Majumdar A. DeepVir: Graphical Deep Matrix Factorization for In Silico Antiviral Repositioning-Application to COVID-19. J Comput Biol 2022; 29:441-452. [PMID: 35394368 DOI: 10.1089/cmb.2021.0108] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022] Open
Abstract
This study formulates antiviral repositioning as a matrix completion problem wherein the antiviral drugs are along the rows and the viruses are along the columns. The input matrix is partially filled, with ones in positions where the antiviral drug has been known to be effective against a virus. The curated metadata for antivirals (chemical structure and pathways) and viruses (genomic structure and symptoms) are encoded into our matrix completion framework as graph Laplacian regularization. We then frame the resulting multiple graph regularized matrix completion (GRMC) problem as deep matrix factorization. This is solved by using a novel optimization method called HyPALM (Hybrid Proximal Alternating Linearized Minimization). Results of our curated RNA drug-virus association data set show that the proposed approach excels over state-of-the-art GRMC techniques. When applied to in silico prediction of antivirals for COVID-19, our approach returns antivirals that are either used for treating patients or are under trials for the same.
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11
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Vesce F, Battisti C, Crudo M. The Inflammatory Cytokine Imbalance for Miscarriage, Pregnancy Loss and COVID-19 Pneumonia. Front Immunol 2022; 13:861245. [PMID: 35359975 PMCID: PMC8961687 DOI: 10.3389/fimmu.2022.861245] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/25/2022] [Accepted: 02/17/2022] [Indexed: 12/27/2022] Open
Abstract
Pregnancy can be defined a vascular event upon endocrine control. In the human hemo-chorial placentation the chorionic villi penetrate the wall of the uterine spiral arteries, to provide increasing amounts of nutrients and oxygen for optimal fetal growth. In any physiological pregnancy the natural maternal response is of a Th1 inflammatory type, aimed at avoiding blood loss through the arteriolar wall openings. The control of the vascular function, during gestation as in any other condition, is achieved through the action of two main types of prostanoids: prostaglandin E2 and thromboxane on the one hand (for vasoconstriction and coagulation), prostacyclin on the other (for vasodilation and blood fluidification). The control of the maternal immune response is upon the responsibility of the fetus itself. Indeed, the chorionic villi are able to counteract the natural maternal response, thus changing the inflammatory Th1 type into the anti-inflammatory Th2. Clinical and experimental research in the past half century address to inflammation as the leading cause of abortion, pregnancy loss, premature delivery and related pulmonary, cerebral, intestinal fetal syndromes. Increased level of Interleukin 6, Interleukin 1-beta, Tumor Necrosis Factor-alfa, Interferon-gamma, are some among the well-known markers of gestational inflammation. On the other side, COVID-19 pneumonia is a result of extensive inflammation induced by viral replication within the cells of the respiratory tract. As it may happen in the uterine arteries in the absence of an effective fetal control, viral pneumonia triggers pulmonary vascular coagulation. The cytokines involved in the process are the same as those in gestational inflammation. As the fetus breathes throughout the placenta, fetal death from placental thrombosis is similar to adult death from pulmonary thrombosis. Preventing and counteracting inflammation is mandatory in both conditions. The most relevant literature dealing with the above-mentioned concepts is reviewed in the present article.
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12
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P N, R. N, B. V, S. R, A. S. COVID-19: Invasion, pathogenesis and possible cure - A review. J Virol Methods 2022; 300:114434. [PMID: 34919978 PMCID: PMC8669942 DOI: 10.1016/j.jviromet.2021.114434] [Citation(s) in RCA: 16] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/17/2020] [Revised: 12/08/2021] [Accepted: 12/13/2021] [Indexed: 12/24/2022]
Abstract
Today, Coronavirus disease (COVID-19) which is believed to be transmitted from bats to humans where the people of Wuhan city, China exposed to the wet animal market is an important international public health anxiety (Xiong et al., 2020). Although, several measures were undertaken to treat the diseases by various medical advancements and by a variety of treatment procedures, still the mortality is higher. Hence, social distancing has been implemented to control the current outburst of this pandemic which spreads through human to human transmission. As a consequence, there is a need to completely understand the route of invasions of the virus into the humans and the target receptors besides the other factors leading to the disease. Several vaccines and drugs have been developed with its own pros and cons. Many are still under the various phase of R&D and clinical trials. Here we highlight the possible entry molecules, pathogenesis, symptomatology, probable cure and the recently developed vaccines for the existing pandemic due to the COVID-19.
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Affiliation(s)
- Nitin P
- Research and Development Section, Verena Haptic & VR Systems, Bhuvaneswari Nagar, Velachery, Chennai, 600042, Tamil Nadu, India
| | - Nandhakumar R.
- Department of Applied Chemistry, Karunya Institute of Technology and Sciences (Deemed to be University), Coimbatore, 641114, Tamil Nadu, India,Corresponding author at: Professor, Department of Applied Chemistry, Karunya Institute of Technology and Sciences(deemed to be University), Coimbatore - 641114, Tamil Nadu, India
| | - Vidhya B.
- Centre for Nanoscience and Genomics, Karunya Institute of Technology and Sciences (Deemed to be University), Coimbatore, 641114, Tamil Nadu, India,Corresponding author
| | - Rajesh S.
- Department of Applied Physics, Karunya Institute of Technology and Sciences (Deemed to be University), Coimbatore, 641114, Tamil Nadu, India
| | - Sakunthala A.
- Department of Applied Physics, Karunya Institute of Technology and Sciences (Deemed to be University), Coimbatore, 641114, Tamil Nadu, India
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13
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Elfiky AA, Mahran HA, Ibrahim IM, Ibrahim MN, Elshemey WM. Molecular dynamics simulations and MM-GBSA reveal novel guanosine derivatives against SARS-CoV-2 RNA dependent RNA polymerase. RSC Adv 2022; 12:2741-2750. [PMID: 35425333 PMCID: PMC8979119 DOI: 10.1039/d1ra07447d] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/07/2021] [Accepted: 12/06/2021] [Indexed: 01/18/2023] Open
Abstract
According to the World Health Organization (WHO), SARS-CoV-2 is responsible for more than 5 M deaths and is reported in 223 countries infecting +250 M people.
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Affiliation(s)
- Abdo A. Elfiky
- Biophysics Department, Faculty of Science, Cairo University, Giza, Egypt
| | - Hanan A. Mahran
- Biophysics Department, Faculty of Science, Cairo University, Giza, Egypt
| | - Ibrahim M. Ibrahim
- Biophysics Department, Faculty of Science, Cairo University, Giza, Egypt
| | - Mohamed N. Ibrahim
- Clinical Laboratories Department, College of Applied Medical Sciences, Jouf University, Sakakah, Kingdom of Saudi Arabia
- Microbiology Department, Faculty of Science, Ain Shams University, Cairo, Egypt
| | - Wael M. Elshemey
- Biophysics Department, Faculty of Science, Cairo University, Giza, Egypt
- Physics Department, Faculty of Science, Islamic University in Madinah, KSA
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14
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IMTIAZ F, PASHA MK. A systematic review of RdRp of SARS-CoV-2 through artificial intelligence and machine learning utilizing structure-based drug design strategy. Turk J Chem 2021; 46:583-594. [PMID: 37720604 PMCID: PMC10503974 DOI: 10.55730/1300-0527.3355] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/10/2021] [Revised: 06/16/2022] [Accepted: 12/27/2021] [Indexed: 11/13/2022] Open
Abstract
Since the coronavirus disease has been declared a global pandemic, it had posed a challenge among researchers and raised common awareness and collaborative efforts towards finding the solution. Caused by severe acute respiratory coronavirus syndrome-2 (SARS-CoV-2), coronavirus drug design strategy needs to be optimized. It is understandable that cognizance of the pathobiology of COVID-19 can help scientists in the development and discovery of therapeutically effective antiviral drugs by elucidating the unknown viral pathways and structures. Considering the role of artificial intelligence and machine learning with its advancements in the field of science, it is rational to use these methods which can aid in the discovery of new potent candidates in silico. Our review utilizes similar methodologies and focuses on RNA-dependent RNA polymerase (RdRp), based on its importance as an essential element for virus replication and also a promising target for COVID-19 therapeutics. Artificial neural network technique was used to shortlist articles with the support of PRISMA, from different research platforms including Scopus, PubMed, PubChem, and Web of Science, through a combination of keywords. "English language", from the year "2000" and "published articles in journals" were selected to carry out this research. We summarized that structural details of the RdRp reviewed in this analysis will have the potential to be taken into consideration when developing therapeutic solutions and if further multidisciplinary efforts are taken in this domain then potential clinical candidates for RdRp of SARS-CoV-2 could be successfully delivered for experimental validations.
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Affiliation(s)
- Fariha IMTIAZ
- Punjab University College of Pharmacy, University of the Punjab, Lahore,
Pakistan
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15
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In Silico Screening of Natural Products as Potential Inhibitors of SARS-CoV-2 Using Molecular Docking Simulation. Chin J Integr Med 2021; 28:249-256. [PMID: 34913151 PMCID: PMC8672856 DOI: 10.1007/s11655-021-3504-5] [Citation(s) in RCA: 17] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 01/13/2021] [Indexed: 12/23/2022]
Abstract
Objective To explore potential natural products against severe acute respiratory syndrome coronavirus (SARS-CoV-2) via the study of structural and non-structural proteins of human coronaviruses. Methods In this study, we performed an in-silico survey of 25 potential natural compounds acting against SARS-CoV-2. Molecular docking studies were carried out using compounds against 3-chymotrypsin-like protease (3CLPRO), papain-like protease (PLPRO), RNA-dependent RNA polymerase (RdRp), non-structural protein (nsp), human angiotensin converting enzyme 2 receptor (hACE2R), spike glycoprotein (S protein), abelson murine leukemia viral oncogene homolog 1 (ABL1), calcineurin-nuclear factor of activated T-cells (NFAT) and transmembrane protease serine 2. Results Among the screened compounds, amentoflavone showed the best binding affinity with the 3CLPRO, RdRp, nsp13, nsp15, hACE2R. ABL1 and calcineurin-NFAT; berbamine with hACE2R and ABL1; cepharanthine with nsp10, nsp14, nsp16, S protein and ABL1; glucogallin with nsp15; and papyriflavonol A with PLPRO protein. Other good interacting compounds were juglanin, betulinic acid, betulonic acid, broussooflavan A, tomentin A, B and E, 7-methoxycryptopleurine, aloe emodin, quercetin, tanshinone I, tylophorine and furruginol, which also showed excellent binding affinity towards a number of target proteins. Most of these compounds showed better binding affinities towards the target proteins than the standard drugs used in this study. Conclusion Natural products or their derivatives may be one of the potential targets to fight against SARS-CoV-2. Electronic Supplementary Material Supplementary materials (Appendixes 1–6) are available in the online version of this article at DOI: 10.1007/s11655-021-3504-5
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16
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Dhankhar P, Dalal V, Kumar V. Screening of Severe Acute Respiratory Syndrome Coronavirus 2 RNA-Dependent RNA Polymerase Inhibitors Using Computational Approach. J Comput Biol 2021; 28:1228-1247. [PMID: 34847746 DOI: 10.1089/cmb.2020.0639] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/18/2023] Open
Abstract
The detrimental effect of coronavirus disease 2019 (COVID-19) pandemic has manifested itself as a global crisis. Currently, no specific treatment options are available for COVID-19, so therapeutic interventions to tackle the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) infection must be urgently established. Therefore, cohesive and multidimensional efforts are required to identify new therapies or investigate the efficacy of small molecules and existing drugs against SARS-CoV-2. Since the RNA-dependent RNA Polymerase (RdRP) of SARS-CoV-2 is a promising therapeutic target, this study addresses the identification of antiviral molecules that can specifically target SARS-CoV-2 RdRP. The computational approach of drug development was used to screen the antiviral molecules from two antiviral libraries (Life Chemicals [LC] and ASINEX) against RdRP. Here, we report six antiviral molecules (F3407-4105, F6523-2250, F6559-0746 from LC and BDG 33693278, BDG 33693315, LAS 34156196 from ASINEX), which show substantial interactions with key amino acid residues of the active site of SARS-CoV-2 RdRP and exhibit higher binding affinity (>7.5 kcalmol-1) than Galidesivir, an Food and Drug Administration-approved inhibitor of the same. Further, molecular dynamics simulation and Molecular Mechanics Poisson-Boltzmann Surface Area results confirmed that identified molecules with RdRP formed higher stable RdRP-inhibitor(s) complex than RdRP-Galidesvir complex. Our findings suggest that these molecules could be potential inhibitors of SARS-CoV-2 RdRP. However, further in vitro and preclinical experiments would be required to validate these potential inhibitors of SARS-CoV-2 protein.
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Affiliation(s)
- Poonam Dhankhar
- Department of Medicinal Chemistry, Virginia Commonwealth University, Richmond, Virginia, USA
| | - Vikram Dalal
- Department of Anesthesiology, Washington University in St. Louis, St. Louis, Missouri, USA
| | - Viney Kumar
- Department of Biotechnology, Indian Institute of Technology, Roorkee, India
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17
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Shirbhate E, Pandey J, Patel VK, Kamal M, Jawaid T, Gorain B, Kesharwani P, Rajak H. Understanding the role of ACE-2 receptor in pathogenesis of COVID-19 disease: a potential approach for therapeutic intervention. Pharmacol Rep 2021; 73:1539-1550. [PMID: 34176080 PMCID: PMC8236094 DOI: 10.1007/s43440-021-00303-6] [Citation(s) in RCA: 40] [Impact Index Per Article: 13.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2021] [Revised: 06/19/2021] [Accepted: 06/21/2021] [Indexed: 12/16/2022]
Abstract
Angiotensin-converting enzyme (ACE) and its homologue, ACE2, are commonly allied with hypertension, renin-angiotensin-aldosterone system pathway, and other cardiovascular system disorders. The recent pandemic of COVID-19 has attracted the attention of numerous researchers on ACE2 receptors, where the causative viral particle, SARS-CoV-2, is established to exploit these receptors for permitting their entry into the human cells. Therefore, studies on the molecular origin and pathophysiology of the cell response in correlation to the role of ACE2 receptors to these viruses are bringing novel theories. The varying level of manifestation and importance of ACE proteins, underlying irregularities and disorders, intake of specific medications, and persistence of assured genomic variants at the ACE genes are potential questions raising nowadays while observing the marked alteration in response to the SARS-CoV-2-infected patients. Therefore, the present review has focused on several raised opinions associated with the role of the ACE2 receptor and its impact on COVID-19 pathogenesis.
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Affiliation(s)
- Ekta Shirbhate
- Institute of Pharmaceutical Sciences, Guru Ghasidas University (A Central University), Bilaspur, Chhattisgarh, 495 009, India
| | - Jaiprakash Pandey
- Institute of Pharmaceutical Sciences, Guru Ghasidas University (A Central University), Bilaspur, Chhattisgarh, 495 009, India
| | - Vijay K Patel
- Institute of Pharmaceutical Sciences, Guru Ghasidas University (A Central University), Bilaspur, Chhattisgarh, 495 009, India
| | - Mehnaz Kamal
- Department of Pharmaceutical Chemistry, College of Pharmacy, Prince Sattam Bin Abdulaziz University, P.O. Box No. 173, Al-Kharj, 11942, Kingdom of Saudi Arabia
| | - Talha Jawaid
- Department of Pharmacology, College of Medicine, Al Imam Bin Saud Islamic University, Riyadh, 13314, Kingdom of Saudi Arabia
| | - Bapi Gorain
- School of Pharmacy, Faculty of Health and Medical Sciences, Taylor's University, 47500, Subang Jaya, Selangor, Malaysia
| | - Prashant Kesharwani
- Department of Pharmaceutics, School of Pharmaceutical Education and Research, Jamia Hamdard, New Delhi, 110062, India.
| | - Harish Rajak
- Institute of Pharmaceutical Sciences, Guru Ghasidas University (A Central University), Bilaspur, Chhattisgarh, 495 009, India.
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18
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Mobarak S, Salasi M, Hormati A, Khodadadi J, Ziaee M, Abedi F, Ebrahimzadeh A, Azarkar Z, Mansour-Ghanaei F, Joukar F, Yeganeh S, Yaghubi Kalurazi T, Naghipour M, Mehrabi Z, Bahadori AR, Yaghoubi S, Moslemi R, Abbaspour Kasgari H, Fakheri H, Moghimi M, Shabani AM, Nekoukar Z, Babamahmoodi F, Davoudi Badabi AR, Davoodi L, Hassaniazad M, Barahimi E, Tousi A, Sadeghi A, Hosamirudsari H, Ali Asgari A, Abdollahi M, Anushiravani A, Shabani M, Shokouhi S, Khajavirad N, Salehi M, Dehghan Manshadi SA, Mousavi H, Zolfaghari F, Azimi E, Zeinali A, Akbarpour E, Merat D, Eslami G, Mousaviasl S, Sayar S, Radmanesh E, Ebrahimzadeh M, Arizavi Z, Jelvay S, Salmanzadeh S, Esmaeilian H, Mobarak M, Karimi J, Poormontaseri Z, Hasooni Bahrini N, Bonyadi A, Dehghani F, Mirzaei H, Noori Jangi M, Pourmasoomi H, Rezaie Keikhaie L, Afshari M, Nateghi Baygi A, Nateghi Baygi H, Levi J, McCann K, Wentzel H, Simmons B, Hill A, Merat S. Evaluation of the effect of sofosbuvir and daclatasvir in hospitalized COVID-19 patients: a randomized double-blind clinical trial (DISCOVER). J Antimicrob Chemother 2021; 77:758-766. [PMID: 34849957 PMCID: PMC8690191 DOI: 10.1093/jac/dkab433] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2021] [Accepted: 10/29/2021] [Indexed: 12/15/2022] Open
Abstract
Background The combination of sofosbuvir and daclatasvir has shown preliminary efficacy for hospitalized patients with COVID-19 in four open-label studies with small sample sizes. This larger trial aimed to assess if the addition of sofosbuvir/daclatasvir to standard care improved clinical outcomes in hospitalized patients with COVID-19. Methods This was a placebo-controlled, double-blind, randomized clinical trial in adults hospitalized with COVID-19 at 19 hospitals in Iran. Patients were randomized to oral sofosbuvir/daclatasvir 400/60 mg once-daily or placebo in addition to standard of care. Patients were included if they had positive PCR or diagnostic chest CT, O2 saturation <95% and compatible symptoms. The primary outcome was hospital discharge within 10 days of randomization. Secondary outcomes included mortality and time to clinical events. The trial is registered on the Iran Registry of Clinical Trials under IRCT20200624047908N1. Results Between July and October 2020, 1083 patients were randomized to either the sofosbuvir/daclatasvir arm (n = 541) or the placebo arm (n = 542). No significant difference was observed in the primary outcome of hospital discharge within 10 days, which was achieved by 415/541 (77%) in the sofosbuvir/daclatasvir arm and 411/542 (76%) in the placebo arm [risk ratio (RR) 1.01, 95% CI 0.95–1.08, P = 0.734]. In-hospital mortality was 60/541 (11%) in the sofosbuvir/daclatasvir arm versus 55/542 (10%) in the placebo arm (RR 1.09, 95% CI 0.77–1.54, P = 0.615). No differences were observed in time to hospital discharge or time to in-hospital mortality. Conclusions We observed no significant effect of sofosbuvir/daclatasvir versus placebo on hospital discharge or survival in hospitalized COVID-19 patients.
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Affiliation(s)
- Sara Mobarak
- Abadan University of Medical Sciences, Abadan, Iran
| | - Mehdi Salasi
- Imam Khomeini Hospital of Abadan Petroleum Health Organization, Abadan, Iran
| | - Ahmad Hormati
- Colorectal Research Center, Iran University of Medical Sciences, Tehran, Iran.,Gastroenterology and Hepatology Disease Research Center, Qom University of Medical Sciences, Qom, Iran
| | - Javad Khodadadi
- Infectious Disease Department, Qom University of Medical Sciences, Qom, Iran
| | - Masood Ziaee
- Infectious Diseases Research Center, Birjand University of Medical Sciences, Birjand, Iran
| | - Farshid Abedi
- Infectious Diseases Research Center, Birjand University of Medical Sciences, Birjand, Iran
| | - Azadeh Ebrahimzadeh
- Infectious Diseases Research Center, Birjand University of Medical Sciences, Birjand, Iran
| | - Zohreh Azarkar
- Infectious Diseases Research Center, Birjand University of Medical Sciences, Birjand, Iran
| | - Fariborz Mansour-Ghanaei
- Gastrointestinal and Liver Diseases Research Center, Guilan University of Medical Sciences, Rasht, Iran
| | - Farahnaz Joukar
- Gastrointestinal and Liver Diseases Research Center, Guilan University of Medical Sciences, Rasht, Iran
| | - Sara Yeganeh
- Caspian Digestive Diseases Research Center, Guilan University of Medical Sciences, Rasht, Iran
| | - Tofigh Yaghubi Kalurazi
- Department of Health, Nutrition & Infectious Diseases, Guilan University of Medical Sciences, Rasht, Iran
| | - Mohammadreza Naghipour
- Gastrointestinal and Liver Diseases Research Center, Guilan University of Medical Sciences, Rasht, Iran
| | - Zeinab Mehrabi
- Department of Infectious Diseases, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Amir Reza Bahadori
- Student Research Committee, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Shoeleh Yaghoubi
- Department of Infectious Diseases, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Rohollah Moslemi
- Department of Clinical Pharmacy, Shiraz University of Medical Sciences, Shiraz, Iran
| | | | - Hafez Fakheri
- Gut and Liver Research Center, Non-communicable Disease Institute, Mazandaran University of Medical Sciences, Sari, Iran
| | - Minoo Moghimi
- Department of Clinical Pharmacy, Mazandaran University of Medical Sciences, Sari, Iran
| | - Amir Mohammad Shabani
- Department of Clinical Pharmacy, Mazandaran University of Medical Sciences, Sari, Iran
| | - Zahra Nekoukar
- Department of Clinical Pharmacy, Mazandaran University of Medical Sciences, Sari, Iran
| | - Farhang Babamahmoodi
- Antimicrobial Resistance Research Center, Communicable Diseases Institute, Mazandaran University of Medical Sciences, Sari, Iran
| | - Ali Reza Davoudi Badabi
- Antimicrobial Resistance Research Center, Communicable Diseases Institute, Mazandaran University of Medical Sciences, Sari, Iran
| | - Lotfollah Davoodi
- Antimicrobial Resistance Research Center, Communicable Diseases Institute, Mazandaran University of Medical Sciences, Sari, Iran
| | - Mehdi Hassaniazad
- Infectious and Tropical Diseases Research Center, Hormozgan University of Medical Sciences, Bandar Abbas, Iran
| | - Elham Barahimi
- Infectious and Tropical Diseases Research Center, Hormozgan University of Medical Sciences, Bandar Abbas, Iran
| | - Abdolali Tousi
- Student Research Committee, Hormozgan University of Medical Sciences, Bandar Abbas, Iran
| | - Anahita Sadeghi
- Digestive Diseases Research Institute, Tehran University of Medical Sciences, Tehran, Iran
| | | | - Ali Ali Asgari
- Digestive Diseases Research Institute, Tehran University of Medical Sciences, Tehran, Iran
| | - Mohammad Abdollahi
- Digestive Diseases Research Institute, Tehran University of Medical Sciences, Tehran, Iran
| | - Amir Anushiravani
- Digestive Diseases Research Institute, Tehran University of Medical Sciences, Tehran, Iran
| | - Minoosh Shabani
- Department of Infectious Diseases and Tropical Medicine, Loghman Hakim Hospital, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Shervin Shokouhi
- Department of Infectious Diseases and Tropical Medicine, Loghman Hakim Hospital, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Nasim Khajavirad
- Department of Internal Medicine, Tehran University of Medical Sciences, Tehran, Iran
| | - Mohammadreza Salehi
- Infectious Diseases Department, Tehran University of Medical Sciences, Tehran, Iran
| | | | - Hashem Mousavi
- Digestive Diseases Research Institute, Tehran University of Medical Sciences, Tehran, Iran
| | - Farnaz Zolfaghari
- Student Research Committee, School of Medicine, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Elmira Azimi
- Digestive Diseases Research Institute, Tehran University of Medical Sciences, Tehran, Iran
| | - Aida Zeinali
- Department of Cardiology, Tehran University of Medical Sciences, Tehran, Iran
| | - Elham Akbarpour
- Digestive Diseases Research Institute, Tehran University of Medical Sciences, Tehran, Iran
| | - Dorsa Merat
- Digestive Diseases Research Institute, Tehran University of Medical Sciences, Tehran, Iran
| | | | | | - Sara Sayar
- Abadan University of Medical Sciences, Abadan, Iran
| | | | | | | | - Saeed Jelvay
- Abadan University of Medical Sciences, Abadan, Iran
| | | | | | | | - Jalal Karimi
- Department of Infectious Disease, Fasa University of Medical Sciences, Fasa, Iran
| | - Zahra Poormontaseri
- Department of Infectious Disease, Fasa University of Medical Sciences, Fasa, Iran
| | | | - Atefeh Bonyadi
- Imam Khomeini Hospital of Abadan Petroleum Health Organization, Abadan, Iran
| | - Fatemeh Dehghani
- Imam Khomeini Hospital of Abadan Petroleum Health Organization, Abadan, Iran
| | - Hadi Mirzaei
- Department of Biotechnology, School of Medicine, Zabol University of Medical Sciences, Zabol, Iran
| | - Masoome Noori Jangi
- Department of Infectious Diseases, School of Medicine, Zabol University of Medical Sciences, Zabol, Iran
| | - Hossein Pourmasoomi
- Department of Infectious Diseases, School of Medicine, Zabol University of Medical Sciences, Zabol, Iran
| | - Lili Rezaie Keikhaie
- Department of Infectious Diseases, School of Medicine, Zabol University of Medical Sciences, Zabol, Iran
| | - Mahdi Afshari
- Pediatric Gastroenterology and Hepatology Research Center, Zabol University of Medical Sciences, Zabol, Iran
| | - Alireza Nateghi Baygi
- Research and Development Department, Fanavaran Rojan Mohaghegh Darou Co., Tehran, Iran
| | - Helia Nateghi Baygi
- Research and Development Department, Fanavaran Rojan Mohaghegh Darou Co., Tehran, Iran
| | - Jacob Levi
- Department of Intensive Care, University College London Hospital, London, UK
| | - Kaitlyn McCann
- School of Public Health, Imperial College London, London, UK
| | - Hannah Wentzel
- School of Public Health, Imperial College London, London, UK
| | - Bryony Simmons
- Department of Infectious Diseases, Imperial College London, London, UK
| | - Andrew Hill
- Department of Pharmacology and Therapeutics, University of Liverpool, Liverpool, UK
| | - Shahin Merat
- Digestive Diseases Research Institute, Tehran University of Medical Sciences, Tehran, Iran
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19
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Lighvan ZM, Khonakdar HA, Akbari A, Jahromi MD, Ramezanpour A, Kermagoret A, Heydari A, Jabbari E. Synthesis and biological evaluation of novel tetranuclear cyclopalladated complex bearing thiosemicarbazone scaffold ligand: Interactions with double‐strand DNA, coronavirus, and molecular modeling studies. Appl Organomet Chem 2021. [DOI: 10.1002/aoc.6502] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
Affiliation(s)
- Zohreh Mehri Lighvan
- Department of Polymer Processing Iran Polymer and Petrochemical Institute Tehran Iran
| | - Hossein Ali Khonakdar
- Department of Polymer Processing Iran Polymer and Petrochemical Institute Tehran Iran
- Leibniz‐Institut für Polymerforschung Dresdene. V Dresden Germany
| | - Ali Akbari
- Solid Tumor Research Center, Cellular and Molecular Medicine Research Institute Urmia University of Medical Sciences Urmia Iran
| | | | - Azar Ramezanpour
- Department of Chemistry Isfahan University of Technology Isfahan Iran
| | | | - Abolfazl Heydari
- Polymer Institute of the Slovak Academy of Sciences Bratislava Slovakia
| | - Esmaiel Jabbari
- Department of Chemical Engineering University of South Carolina Columbia South Carolina USA
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20
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Thakur Y, Pande R. Exploration of In-silico screening of therapeutic agents against SARS-CoV-2. Chem Phys 2021; 551:111354. [PMID: 34511699 PMCID: PMC8416701 DOI: 10.1016/j.chemphys.2021.111354] [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: 12/23/2020] [Revised: 08/24/2021] [Accepted: 09/02/2021] [Indexed: 12/28/2022]
Abstract
In the present investigation, molecular docking studies have been performed using AutoDock Vina to investigate the role of ligand-binding affinity at the hydrophobic pocket of COVID-19. The knowledge of the binding of protein receptors with ligand molecules is essential in drug discovery processes. Hydroxamic acids with reported biological activity, have been investigated for docking to an important target, SARS-CoV-2, in order to predict their therapeutic efficacy. The spike protein of the coronavirus is responsible for the attachment to host cells and a positive-sense single-strand RNA, (+)ssRNA, is a genetic material that can be translated into protein in the host cell. We modeled the structure of SARS-CoV-2 with the ligands, hydroxamic acids. They show binding capability with both, Spike protein and (+)ssRNA. The twain exhibit negative binding energies which signify that reactions are spontaneous, strong, and fast. The present research proposed hydroxamic acids as molecules which can be used for the development of anti-virals therapeutics against SARS-CoV-2.
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Affiliation(s)
- Yamini Thakur
- Center for Basic Sciences, Pt. Ravishankar Shukla University, Raipur, Chhattisgarh 492010, India
| | - Rama Pande
- School of Studies in Chemistry, Pt Ravishankar Shukla University, Raipur, Chhattisgarh 492010, India
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21
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Jukič M, Janežič D, Bren U. Potential Novel Thioether-Amide or Guanidine-Linker Class of SARS-CoV-2 Virus RNA-Dependent RNA Polymerase Inhibitors Identified by High-Throughput Virtual Screening Coupled to Free-Energy Calculations. Int J Mol Sci 2021; 22:11143. [PMID: 34681802 PMCID: PMC8540652 DOI: 10.3390/ijms222011143] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/21/2021] [Revised: 10/10/2021] [Accepted: 10/13/2021] [Indexed: 01/18/2023] Open
Abstract
SARS-CoV-2, or severe acute respiratory syndrome coronavirus 2, represents a new pathogen from the family of Coronaviridae that caused a global pandemic of COVID-19 disease. In the absence of effective antiviral drugs, research of novel therapeutic targets such as SARS-CoV-2 RNA-dependent RNA polymerase (RdRp) becomes essential. This viral protein is without a human counterpart and thus represents a unique prospective drug target. However, in vitro biological evaluation testing on RdRp remains difficult and is not widely available. Therefore, we prepared a database of commercial small-molecule compounds and performed an in silico high-throughput virtual screening on the active site of the SARS-CoV-2 RdRp using ensemble docking. We identified a novel thioether-amide or guanidine-linker class of potential RdRp inhibitors and calculated favorable binding free energies of representative hits by molecular dynamics simulations coupled with Linear Interaction Energy calculations. This innovative procedure maximized the respective phase-space sampling and yielded non-covalent inhibitors representing small optimizable molecules that are synthetically readily accessible, commercially available as well as suitable for further biological evaluation and mode of action studies.
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Affiliation(s)
- Marko Jukič
- Laboratory of Physical Chemistry and Chemical Thermodynamics, Faculty of Chemistry and Chemical Engineering, University of Maribor, Smetanova 17, SI-2000 Maribor, Slovenia;
- Faculty of Mathematics, Natural Sciences and Information Technologies, University of Primorska, Glagoljaška 8, SI-6000 Koper, Slovenia
| | - Dušanka Janežič
- Faculty of Mathematics, Natural Sciences and Information Technologies, University of Primorska, Glagoljaška 8, SI-6000 Koper, Slovenia
| | - Urban Bren
- Laboratory of Physical Chemistry and Chemical Thermodynamics, Faculty of Chemistry and Chemical Engineering, University of Maribor, Smetanova 17, SI-2000 Maribor, Slovenia;
- Faculty of Mathematics, Natural Sciences and Information Technologies, University of Primorska, Glagoljaška 8, SI-6000 Koper, Slovenia
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22
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Bibi S, Hasan MM, Wang YB, Papadakos SP, Yu H. Cordycepin as a Promising Inhibitor of SARS-CoV-2 RNA dependent RNA polymerase (RdRp). Curr Med Chem 2021; 29:152-162. [PMID: 34420502 DOI: 10.2174/0929867328666210820114025] [Citation(s) in RCA: 23] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2021] [Revised: 06/21/2021] [Accepted: 06/28/2021] [Indexed: 11/22/2022]
Abstract
BACKGROUND SARS-CoV-2, which emerged in Wuhan, China, is a new global threat that has killed millions of people and continues to do so. This pandemic has not only threatened human life but has also triggered economic downturns across the world. Researchers have made significant strides in discovering molecular insights into SARS-CoV-2 pathogenesis and developing vaccines, but there is still no successful cure for SARS-CoV-2 infected patients. OBJECTIVE The present study has proposed a drug-repositioning pipeline for the design and discovery of an effective fungal-derived bioactive metabolite as a drug candidate against SARS-CoV-2. METHODS Fungal derivative "Cordycepin" was selected for this study to investigate the inhibitory properties against RNA-dependent RNA polymerase (RdRp) (PDB ID: 6M71) of SARS-CoV-2. The pharmacological profile, intermolecular interactions, binding energy, and stability of the compound were determined utilizing cheminformatic approaches. Subsequently, molecular dynamic simulation was performed to better understand the binding mechanism of cordycepin to RdRp. RESULTS The pharmacological data and retrieved molecular dynamics simulations trajectories suggest excellent drug-likeliness and greater structural stability of cordycepin, while the catalytic residues (Asp760, Asp761), as well as other active site residues (Trp617, Asp618, Tyr619, Trp800, Glu811) of RdRp, showed better stability during the overall simulation span. CONCLUSION Promising results of pharmacological investigation along with molecular simulations revealed that cordycepin exhibited strong inhibitory potential against SARS-CoV-2 polymerase enzyme (RdRp). Hence, cordycepin should be highly recommended to test in a laboratory to confirm its inhibitory potential against the SARS-CoV-2 polymerase enzyme (RdRp).
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Affiliation(s)
- Shabana Bibi
- Yunnan Herbal Laboratory, College of Ecology and Environmental Sciences, Yunnan University, Kunming 650091, Yunnan. China
| | - Mohammad Mehedi Hasan
- Department of Biochemistry and Molecular Biology, Faculty of Life Science, Mawlana Bhashani Science and Technology University, Tangail 1902. Bangladesh
| | - Yuan-Bing Wang
- Yunnan Herbal Laboratory, College of Ecology and Environmental Sciences, Yunnan University, Kunming 650091, Yunnan. China
| | - Stavros P Papadakos
- First Department of Pathology, School of Medicine, National and Kapodistrian University of Athens (NKUA), Athens. Greece
| | - Hong Yu
- Yunnan Herbal Laboratory, College of Ecology and Environmental Sciences, Yunnan University, Kunming 650091, Yunnan. China
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23
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Abd El Hadi SR, Zien El-Deen EE, Bahaa MM, Sadakah AA, Yassin HA. COVID-19: Vaccine Delivery System, Drug Repurposing and Application of Molecular Modeling Approach. Drug Des Devel Ther 2021; 15:3313-3330. [PMID: 34366663 PMCID: PMC8335551 DOI: 10.2147/dddt.s320320] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/18/2021] [Accepted: 07/03/2021] [Indexed: 12/14/2022] Open
Abstract
The acute respiratory syndrome coronavirus (SARS-CoV-2) has spread across the world, resulting in a pandemic COVID-19 which is a human zoonotic disease that is caused by a novel coronavirus (CoV) strain thought to have originated in wild or captive bats in the initial COVID outbreak region. The global COVID-19 outbreak started in Guangdong Province, China's southernmost province. The global response to the COVID-19 pandemic has been hampered by the sheer number of infected people, many of whom need intensive care before succumbing to the disease. The epidemic is being handled by a combination of disease control by public health interventions and compassionate treatment for those who have been impacted. There is no clear anti-COVID-19 medication available at this time. However, the need to find medications that can turn the tide has led to the development of a number of investigational drugs as potential candidates for improving outcomes, especially in the severely and critically ill. Although many of these adjunctive medications are still being studied in clinical trials, professional organizations have attempted to define the circumstances in which their use is deemed off-label or compassionate. It is important to remind readers that new information about COVID-19's clinical features, treatment options, and outcomes is released on a regular basis. The mainstay of treatment remains optimized supportive care, and the therapeutic effectiveness of the subsequent agents is still being studied.
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Affiliation(s)
- Soha R Abd El Hadi
- Pharmaceutical Chemistry Department, Faculty of Pharmacy, Egyptian Russian University, Badr City, Cairo, Egypt
| | - Esmat E Zien El-Deen
- Pharmaceutical Technology Department, Faculty of Pharmacy, Tanta University, Tanta, Egypt
- Pharmaceutics Department, Faculty of Pharmacy, Egyptian Russian University, Badr City, Cairo, Egypt
| | - Mostafa M Bahaa
- Pharmacy Practice Department, Faculty of Pharmacy, Horus University, New Damietta, Egypt
| | - Abdelfattah A Sadakah
- Oral and Maxillofacial Surgery, Department, Faculty of Dentistry, Tanta University, Tanta, Egypt
- Oral and Maxillofacial Surgery, Department, Faculty of Dentistry, AlSalam University, Tanta, Egypt
| | - Heba A Yassin
- Pharmaceutics Department. Faculty of Pharmacy, AlSalam University, Tanta, Egypt
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24
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Sayad B, Khodarahmi R, Najafi F, Miladi R, Mohseni Afshar Z, Mansouri F, Rahimi Z, Shirvani M, Salimi M, Vaziri S, Janbakhsh A, Khosravi Shadmani F, Bozorgomid A, Zamanian MH, Afsharian M. Efficacy and safety of sofosbuvir/velpatasvir versus the standard of care in adults hospitalized with COVID-19: a single-centre, randomized controlled trial. J Antimicrob Chemother 2021; 76:2158-2167. [PMID: 34037760 PMCID: PMC8194643 DOI: 10.1093/jac/dkab152] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/28/2020] [Accepted: 04/13/2021] [Indexed: 12/19/2022] Open
Abstract
Objectives Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) is responsible for the COVID-19 pandemic. The majority of patients experience asymptomatic to mild self-limited disease, but some cases progress to respiratory and multi-organ failure. However, so far, no approved antiviral therapy has been available for treatment of COVID-19. Sofosbuvir/velpatasvir (SOF/VEL) is an approved anti-HCV drug that is capable of suppressing other families of positive-sense RNA viruses with conserved polymerase and may be effective against SARS-CoV-2. This study was conducted to evaluate the efficacy of the SOF/VEL combination in addition to the national standard of care versus the national standard of care alone (hydroxychloroquine and lopinavir/ritonavir as well as supportive care) in patients with moderate to severe COVID-19 infection. Methods This single-centre, randomized, open-labelled, prospective clinical trial was done in patients with moderate to severe COVID-19 admitted to Farabi Hospital in Kermanshah Province, Iran. Eligible patients were randomly assigned in a 1:1 ratio to the SOF/VEL arm (SOF/VEL plus the national standard of care) or the control arm (the national standard of care alone). The main outcome of the study was the mortality on Day 28 after randomization. Secondary outcomes were time from the start of medication to clinical improvement, hospital length of stay, need for mechanical ventilation, duration of mechanical ventilation and conversion of RT–PCR results from positive to negative from the time of randomization to discharge. Adverse events were evaluated in all patients who started their assigned treatment. Results Between 11 April and 8 June 2020, 80 patients were recruited and randomly assigned into the SOF/VEL (n = 40) and control (n = 40) arms. The primary outcome was not significantly different between the two arms (P = 1.00). Secondary outcomes, including time to clinical improvement, hospital length of stay, need for mechanical ventilation, duration of mechanical ventilation and RT–PCR conversion, were not significantly different between arms either (P > 0.05). SOF/VEL treatment and the national standard of care were tolerated similarly. Conclusions Although treatment with SOF/VEL was safe, adding SOF/VEL to the standard of care did not improve the clinical status or reduce mortality in patients with moderate to severe COVID-19. However, larger randomized clinical trials including more parameters are needed for accurate estimation of the efficacy of SOF/VEL.
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Affiliation(s)
- Babak Sayad
- Infectious Diseases Research Center, Health Institute, Kermanshah University of Medical Sciences, Kermanshah, Iran.,Clinical Research Development Center, Imam Reza Hospital, Kermanshah University of Medical Sciences, Kermanshah, Iran
| | - Reza Khodarahmi
- Medical Biology Research Center, Health Technology Institute, Kermanshah University of Medical Sciences, Kermanshah, Iran.,Department of Pharmacognosy and Biotechnology, Faculty of Pharmacy, Kermanshah University of Medical Sciences, Kermanshah, Iran
| | - Farid Najafi
- Research Center for Environmental Determinants of Health, Health Institute, Kermanshah University of Medical Sciences, Kermanshah, Iran
| | - Ronak Miladi
- Clinical Research Development Center, Imam Reza Hospital, Kermanshah University of Medical Sciences, Kermanshah, Iran.,Department of Infectious Disease, School of Medicine, Kermanshah University of Medical Sciences, Kermanshah, Iran
| | - Zeinab Mohseni Afshar
- Clinical Research Development Center, Imam Reza Hospital, Kermanshah University of Medical Sciences, Kermanshah, Iran.,Department of Infectious Disease, School of Medicine, Kermanshah University of Medical Sciences, Kermanshah, Iran
| | - Feizollah Mansouri
- Clinical Research Development Center, Imam Reza Hospital, Kermanshah University of Medical Sciences, Kermanshah, Iran.,Department of Infectious Disease, School of Medicine, Kermanshah University of Medical Sciences, Kermanshah, Iran
| | - Zohreh Rahimi
- Department of Clinical Biochemistry, School of Medicine, Kermanshah University of Medical Sciences, Kermanshah, Iran
| | - Maria Shirvani
- Clinical Research Development Center, Imam Reza Hospital, Kermanshah University of Medical Sciences, Kermanshah, Iran.,Department of Infectious Disease, School of Medicine, Kermanshah University of Medical Sciences, Kermanshah, Iran
| | - Mehdi Salimi
- Clinical Research Development Center, Imam Reza Hospital, Kermanshah University of Medical Sciences, Kermanshah, Iran.,Department of Infectious Disease, School of Medicine, Kermanshah University of Medical Sciences, Kermanshah, Iran
| | - Siavash Vaziri
- Department of Infectious Disease, School of Medicine, Kermanshah University of Medical Sciences, Kermanshah, Iran.,Clinical Research Development Center, Imam Khomeini and Mohammad Kermanshahi and Farabi Hospitals, Kermanshah University of Medical Sciences, Kermanshah, Iran
| | - Alireza Janbakhsh
- Clinical Research Development Center, Imam Reza Hospital, Kermanshah University of Medical Sciences, Kermanshah, Iran.,Department of Infectious Disease, School of Medicine, Kermanshah University of Medical Sciences, Kermanshah, Iran
| | - Fatemeh Khosravi Shadmani
- Research Center for Environmental Determinants of Health, Health Institute, Kermanshah University of Medical Sciences, Kermanshah, Iran
| | - Arezoo Bozorgomid
- Infectious Diseases Research Center, Health Institute, Kermanshah University of Medical Sciences, Kermanshah, Iran.,Clinical Research Development Center, Imam Reza Hospital, Kermanshah University of Medical Sciences, Kermanshah, Iran
| | - Mohammad Hossein Zamanian
- Clinical Research Development Center, Imam Reza Hospital, Kermanshah University of Medical Sciences, Kermanshah, Iran.,Department of Infectious Disease, School of Medicine, Kermanshah University of Medical Sciences, Kermanshah, Iran
| | - Mandana Afsharian
- Clinical Research Development Center, Imam Reza Hospital, Kermanshah University of Medical Sciences, Kermanshah, Iran.,Department of Infectious Disease, School of Medicine, Kermanshah University of Medical Sciences, Kermanshah, Iran
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25
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Kumar P, Erturk VS, Murillo-Arcila M, Banerjee R, Manickam A. A case study of 2019-nCOV cases in Argentina with the real data based on daily cases from March 03, 2020 to March 29, 2021 using classical and fractional derivatives. ADVANCES IN DIFFERENCE EQUATIONS 2021; 2021:341. [PMID: 34306044 PMCID: PMC8290213 DOI: 10.1186/s13662-021-03499-2] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/16/2021] [Accepted: 07/07/2021] [Indexed: 05/31/2023]
Abstract
In this study, our aim is to explore the dynamics of COVID-19 or 2019-nCOV in Argentina considering the parameter values based on the real data of this virus from March 03, 2020 to March 29, 2021 which is a data range of more than one complete year. We propose a Atangana-Baleanu type fractional-order model and simulate it by using predictor-corrector (P-C) method. First we introduce the biological nature of this virus in theoretical way and then formulate a mathematical model to define its dynamics. We use a well-known effective optimization scheme based on the renowned trust-region-reflective (TRR) method to perform the model calibration. We have plotted the real cases of COVID-19 and compared our integer-order model with the simulated data along with the calculation of basic reproductive number. Concerning fractional-order simulations, first we prove the existence and uniqueness of solution and then write the solution along with the stability of the given P-C method. A number of graphs at various fractional-order values are simulated to predict the future dynamics of the virus in Argentina which is the main contribution of this paper.
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Affiliation(s)
- Pushpendra Kumar
- Department of Mathematics and Statistics, School of Basic and Applied Sciences, Central University of Punjab, Bathinda, Punjab 151001 India
| | - Vedat Suat Erturk
- Department of Mathematics, Faculty of Arts and Sciences, Ondokuz Mayis University, Atakum, 55200 Samsun, Turkey
| | - Marina Murillo-Arcila
- Instituto Universitario de Matematica Pura y Aplicada, Universitat Politècnica de València, 46022 Valencia, Spain
| | - Ramashis Banerjee
- Department of Electrical Engineering, National Institute of Technology, Silchar, India
| | - A. Manickam
- School of Advanced Sciences & Languages, Department of Mathematics, VIT Bhopal University, Kottri Kalan (Village), 466 114 Sehore (District), Madhya Pradesh India
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26
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Pandey K, Lokhande KB, Swamy KV, Nagar S, Dake M. In Silico Exploration of Phytoconstituents From Phyllanthus emblica and Aegle marmelos as Potential Therapeutics Against SARS-CoV-2 RdRp. Bioinform Biol Insights 2021; 15:11779322211027403. [PMID: 34248355 PMCID: PMC8236766 DOI: 10.1177/11779322211027403] [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: 05/06/2021] [Accepted: 06/04/2021] [Indexed: 12/23/2022] Open
Abstract
Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) worldwide has increased the importance of computational tools to design a drug or vaccine in reduced time with minimum risk. Earlier studies have emphasized the important role of RNA-dependent RNA polymerase (RdRp) in SARS-CoV-2 replication as a potential drug target. In our study, comprehensive computational approaches were applied to identify potential compounds targeting RdRp of SARS-CoV-2. To study the binding affinity and stability of the phytocompounds from Phyllanthus emblica and Aegel marmelos within the defined binding site of SARS-CoV-2 RdRp, they were subjected to molecular docking, 100 ns molecular dynamics (MD) simulation followed by post-simulation analysis. Furthermore, to assess the importance of features involved in the strong binding affinity, molecular field-based similarity analysis was performed. Based on comparative molecular docking and simulation studies of the selected phytocompounds with SARS-CoV-2 RdRp revealed that EBDGp possesses a stronger binding affinity (-23.32 kcal/mol) and stability than other phytocompounds and reference compound, Remdesivir (-19.36 kcal/mol). Molecular field-based similarity profiling has supported our study in the validation of the importance of the presence of hydroxyl groups in EBDGp, involved in increasing its binding affinity toward SARS-CoV-2 RdRp. Molecular docking and dynamic simulation results confirmed that EBDGp has better inhibitory potential than Remdesivir and can be an effective novel drug for SARS-CoV-2 RdRp. Furthermore, binding free energy calculations confirmed the higher stability of the SARS-CoV-2 RdRp-EBDGp complex. These results suggest that the EBDGp compound may emerge as a promising drug against SARS-CoV-2 and hence requires further experimental validation.
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Affiliation(s)
- Khushboo Pandey
- Bioinformatics Research Laboratory, Dr. D. Y. Patil Biotechnology & Bioinformatics Institute, Dr. D. Y. Patil Vidyapeeth, Pune, India
| | - Kiran Bharat Lokhande
- Bioinformatics Research Laboratory, Dr. D. Y. Patil Biotechnology & Bioinformatics Institute, Dr. D. Y. Patil Vidyapeeth, Pune, India
| | - K Venkateswara Swamy
- Bioinformatics Research Laboratory, Dr. D. Y. Patil Biotechnology & Bioinformatics Institute, Dr. D. Y. Patil Vidyapeeth, Pune, India
- Bioinformatics and Drug Discovery Group, MIT School of Bioengineering Sciences & Research, MIT Art, Design and Technology University, Pune, India
| | - Shuchi Nagar
- Bioinformatics Research Laboratory, Dr. D. Y. Patil Biotechnology & Bioinformatics Institute, Dr. D. Y. Patil Vidyapeeth, Pune, India
| | - Manjusha Dake
- Protein Biochemistry Laboratory, Dr. D. Y. Patil Biotechnology & Bioinformatics Institute, Dr. D. Y. Patil Vidyapeeth, Pune, India
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27
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Sonousi A, Mahran HA, Ibrahim IM, Ibrahim MN, Elfiky AA, Elshemey WM. Novel adenosine derivatives against SARS-CoV-2 RNA-dependent RNA polymerase: an in silico perspective. Pharmacol Rep 2021; 73:1754-1764. [PMID: 34165771 PMCID: PMC8222949 DOI: 10.1007/s43440-021-00300-9] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2021] [Revised: 06/16/2021] [Accepted: 06/17/2021] [Indexed: 02/07/2023]
Abstract
Background SARS-CoV-2 is a newly emerged human coronavirus that severely affected human health and the economy. The viral RNA-dependent RNA polymerase (RdRp) is a crucial protein target to stop virus replication. The adenosine derivative, remdesivir, was authorized for emergency use 10 months ago by the United States FDA against COVID-19 despite its doubtful efficacy against SARS-CoV-2. Methods A dozen modifications based on remdesivir are tested against SARS-CoV-2 RdRp using combined molecular docking and dynamics simulation in this work. Results The results reveal a better binding affinity of 11 modifications compared to remdesivir. Compounds 8, 9, 10, and 11 show the best binding affinities against SARS-CoV-2 RdRp conformations gathered during 100 ns of the Molecular Dynamics Simulation (MDS) run (− 8.13 ± 0.45 kcal/mol, − 8.09 ± 0.67 kcal/mol, − 8.09 ± 0.64 kcal/mol, and − 8.07 ± 0.73 kcal/mol, respectively). Conclusions The present study suggests these four compounds as potential SARS-CoV-2 RdRp inhibitors, which need to be validated experimentally. Graphic abstract ![]()
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Affiliation(s)
- Amr Sonousi
- Pharmaceutical Organic Department, Faculty of Pharmacy, Cairo University, Giza, Egypt.,University of Hertfordshire Hosted By Global Academic Foundation, New Administrative Capital, Cairo, Egypt
| | - Hanan A Mahran
- Biophysics Department, Faculty of Sciences, Cairo University, Giza, Egypt
| | - Ibrahim M Ibrahim
- Biophysics Department, Faculty of Sciences, Cairo University, Giza, Egypt
| | - Mohamed N Ibrahim
- Clinical Laboratories Department, College of Applied Medical Sciences, Jouf University, Sakakah, Kingdom of Saudi Arabia.,Microbiology Department, Faculty of Science, Ain Shams University, Cairo, Egypt
| | - Abdo A Elfiky
- Biophysics Department, Faculty of Sciences, Cairo University, Giza, Egypt.
| | - Wael M Elshemey
- Biophysics Department, Faculty of Sciences, Cairo University, Giza, Egypt.,Physics Department, Faculty of Science, Islamic University of Madinah, Medina, Kingdom of Saudi Arabia
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28
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Chaudhuri A. Comparative analysis of non structural protein 1 of SARS-CoV2 with SARS-CoV1 and MERS-CoV: An in silico study. J Mol Struct 2021; 1243:130854. [PMID: 34121768 PMCID: PMC8188392 DOI: 10.1016/j.molstruc.2021.130854] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2020] [Revised: 06/02/2021] [Accepted: 06/03/2021] [Indexed: 12/21/2022]
Abstract
The recently emerged SARS-CoV2 caused a major pandemic of coronavirus disease (COVID-19). Non structural protein 1 (nsp1) is found in all beta coronavirus that cause severe respiratory disease. This protein is considered as a virulence factor and has an important role in pathogenesis. This study aims to elucidate the structural conformations of nsp1 to aid in the prediction of epitope sites and identification of important residues for targeted therapy against COVID-19. In this study, molecular modelling coupled with molecular dynamics simulations were performed to analyse the conformational landscape of nsp1 homologs of SARS-CoV1, SARS-CoV2 and MERS-CoV. Principal component analysis escorted by free energy landscape revealed that SARS-CoV2 nsp1 protein shows greater flexibility compared to SARS-CoV1 and MERS-CoV nsp1. Sequence comparison reveals that 28 mutations are present in SARS-CoV2 nsp1 protein compared to SARS-CoV1 nsp1. Several B-cell and T-cell epitopes were identified by an immunoinformatics approach. SARS-CoV2 nsp1 protein binds with the interface region of the palm and finger domain of POLA1 via hydrogen bonding and salt bridge interactions. Taken together, these in silico findings may help in the development of therapeutics specific against COVID-19.
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Affiliation(s)
- Ankur Chaudhuri
- Department of Microbiology, West Bengal State University, Barasat, Kolkata 700126, India
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29
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Kadioglu O, Saeed M, Greten HJ, Efferth T. Identification of novel compounds against three targets of SARS CoV-2 coronavirus by combined virtual screening and supervised machine learning. Comput Biol Med 2021; 133:104359. [PMID: 33845270 DOI: 10.2471/blt.20.255943] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/24/2020] [Revised: 03/24/2021] [Accepted: 03/24/2021] [Indexed: 05/22/2023]
Abstract
Coronavirus disease 2019 (COVID-19) is a major threat worldwide due to its fast spreading. As yet, there are no established drugs available. Speeding up drug discovery is urgently required. We applied a workflow of combined in silico methods (virtual drug screening, molecular docking and supervised machine learning algorithms) to identify novel drug candidates against COVID-19. We constructed chemical libraries consisting of FDA-approved drugs for drug repositioning and of natural compound datasets from literature mining and the ZINC database to select compounds interacting with SARS-CoV-2 target proteins (spike protein, nucleocapsid protein, and 2'-o-ribose methyltransferase). Supported by the supercomputer MOGON, candidate compounds were predicted as presumable SARS-CoV-2 inhibitors. Interestingly, several approved drugs against hepatitis C virus (HCV), another enveloped (-) ssRNA virus (paritaprevir, simeprevir and velpatasvir) as well as drugs against transmissible diseases, against cancer, or other diseases were identified as candidates against SARS-CoV-2. This result is supported by reports that anti-HCV compounds are also active against Middle East Respiratory Virus Syndrome (MERS) coronavirus. The candidate compounds identified by us may help to speed up the drug development against SARS-CoV-2.
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Affiliation(s)
- Onat Kadioglu
- Department of Pharmaceutical Biology, Institute of Pharmaceutical and Biomedical Sciences, Johannes Gutenberg University, Mainz, Germany
| | - Mohamed Saeed
- Department of Pharmaceutical Biology, Institute of Pharmaceutical and Biomedical Sciences, Johannes Gutenberg University, Mainz, Germany
| | | | - Thomas Efferth
- Department of Pharmaceutical Biology, Institute of Pharmaceutical and Biomedical Sciences, Johannes Gutenberg University, Mainz, Germany.
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30
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Chowdhury T, Roymahapatra G, Mandal SM. In Silico Identification of a Potent Arsenic Based Approved Drug Darinaparsin against SARS-CoV-2: Inhibitor of RNA Dependent RNA polymerase (RdRp) and Essential Proteases. Infect Disord Drug Targets 2021; 21:608-618. [PMID: 32718300 DOI: 10.2174/1871526520666200727153643] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2020] [Revised: 06/14/2020] [Accepted: 06/16/2020] [Indexed: 11/22/2022]
Abstract
BACKGROUND COVID-19 is a life-threatening novel corona viral infection to our civilization and spreading rapidly. Tremendousefforts have been made by the researchers to search for a drug to control SARS-CoV-2. METHODS Here, a series of arsenical derivatives were optimized and analyzed with in silico study to search the inhibitor of RNA dependent RNA polymerase (RdRp), the major replication factor of SARS-CoV-2. All the optimized derivatives were blindly docked with RdRp of SARS-CoV-2 using iGEMDOCK v2.1. RESULTS Based on the lower idock score in the catalytic pocket of RdRp, darinaparsin (-82.52 kcal/- mol) was revealed to be the most effective among them. Darinaparsin strongly binds with both Nsp9 replicase protein (-8.77 kcal/mol) and Nsp15 endoribonuclease (-8.3 kcal/mol) of SARS-- CoV-2 as confirmed from the AutoDock analysis. During infection, the ssRNA of SARS-CoV-2 is translated into large polyproteins forming viral replication complex by specific proteases like 3CL protease and papain protease. This is also another target to control the virus infection where darinaparsin also performs the inhibitory role to proteases of 3CL protease (-7.69 kcal/mol) and papain protease (-8.43 kcal/mol). CONCLUSION In the host cell, the furin protease serves as a gateway to the viral entry and darinaparsin docked with furin protease, which revealed a strong binding affinity. Thus, screening of potential arsenic drugs would help in providing the fast in-vitro to in-vivo analysis towards the development of therapeutics against SARS-CoV-2.
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Affiliation(s)
- Trinath Chowdhury
- Central Research Facility, Indian Institute of Technology Kharagpur, Kharagpur 721302, India
| | | | - Santi M Mandal
- Central Research Facility, Indian Institute of Technology Kharagpur, Kharagpur 721302, India
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Abstract
New treatment against SARS-CoV-2 now is a must. Nowadays, the world encounters a huge health crisis by the COVID-19 viral infection. Nucleotide inhibitors gave a lot of promising results in terms of its efficacy against different viral infections. In this work, molecular modeling, docking, and dynamics simulations are used to build a model for the viral protein RNA-dependent RNA polymerase (RdRp) and test its binding affinity to some clinically approved drugs and drug candidates. Molecular dynamics is used to equilibrate the system upon binding calculations to ensure the successful reproduction of previous results, to include the dynamics of the RdRp, and to understand how it affects the binding. The results show the effectiveness of Sofosbuvir, Ribavirin, Galidesivir, Remdesivir, Favipiravir, Cefuroxime, Tenofovir, and Hydroxychloroquine, in binding to SARS-CoV-2 RdRp. Additionally, Setrobuvir, YAK, and IDX-184, show better results, while four novel IDX-184 derivatives show promising results in attaching to the SARS-CoV-2 RdRp. There is an urgent need to specify drugs that can selectively bind and subsequently inhibit SARS-CoV-2 proteins. The availability of a punch of FDA-approved anti-viral drugs can help us in this mission, aiming to reduce the danger of COVID-19. The compounds 2 and 3 may tightly bind to the SARS-CoV-2 RdRp and so may be successful in the treatment of COVID-19.
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Affiliation(s)
- Abdo A Elfiky
- Faculty of Sciences, Department of Biophysics, Cairo University, Giza, Egypt
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Khalifa SA, Yosri N, El-Mallah MF, Ghonaim R, Guo Z, Musharraf SG, Du M, Khatib A, Xiao J, Saeed A, El-Seedi HH, Zhao C, Efferth T, El-Seedi HR. Screening for natural and derived bio-active compounds in preclinical and clinical studies: One of the frontlines of fighting the coronaviruses pandemic. PHYTOMEDICINE 2021; 85:153311. [PMID: 33067112 PMCID: PMC7455571 DOI: 10.1016/j.phymed.2020.153311] [Citation(s) in RCA: 39] [Impact Index Per Article: 13.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/06/2020] [Revised: 07/15/2020] [Accepted: 08/21/2020] [Indexed: 02/05/2023]
Abstract
BACKGROUND Starting December 2019, mankind faced an unprecedented enemy, the COVID-19 virus. The world convened in international efforts, experiences and technologies in order to fight the emerging pandemic. Isolation, hygiene measure, diagnosis, and treatment are the most efficient ways of prevention and intervention nowadays. The health organizations and global care systems screened the available resources and offered recommendations of approved and proposed medications. However, the search for a specific selective therapy or vaccine against COVID-19 remains a challenge. METHODS A literature search was performed for the screening of natural and derived bio-active compounds which showed potent antiviral activity against coronaviruses using published articles, patents, clinical trials website (https://clinicaltrials.gov/) and web databases (PubMed, SCI Finder, Science Direct, and Google Scholar). RESULTS Through the screening for natural products with antiviral activities against different types of the human coronavirus, extracts of Lycoris radiata (L'Hér.), Gentiana scabra Bunge, Dioscorea batatas Decne., Cassia tora L., Taxillus chinensis (DC.), Cibotium barometz L. and Echinacea purpurea L. showed a promising effect against SARS-CoV. Out of the listed compound Lycorine, emetine dihydrochloride hydrate, pristimerin, harmine, conessine, berbamine, 4`-hydroxychalcone, papaverine, mycophenolic acid, mycophenolate mofetil, monensin sodium, cycloheximide, oligomycin and valinomycin show potent activity against human coronaviruses. Additionally, it is worth noting that some compounds have already moved into clinical trials for their activity against COVID-19 including fingolimod, methylprednisolone, chloroquine, tetrandrine and tocilizumab. CONCLUSION Natural compounds and their derivatives could be used for developing potent therapeutics with significant activity against SARS-COV-2, providing a promising frontline in the fighting against COVID-19.
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Affiliation(s)
- Shaden A.M. Khalifa
- Department of Molecular Biosciences, The Wenner-Gren Institute, Stockholm University, S-106 91, Stockholm, Sweden
| | - Nermeen Yosri
- Department of Chemistry, Faculty of Science, Menoufia University, 32512 Shebin El-Kom, Egypt,School of Food and Biological Engineering, Jiangsu University, Zhenjiang 212013, China
| | - Mohamed F. El-Mallah
- Department of Chemistry, Faculty of Science, Menoufia University, 32512 Shebin El-Kom, Egypt
| | - Reem Ghonaim
- Department of Chemistry, Faculty of Science, Menoufia University, 32512 Shebin El-Kom, Egypt
| | - Zhiming Guo
- School of Food and Biological Engineering, Jiangsu University, Zhenjiang 212013, China
| | - Syed Ghulam Musharraf
- H.E.J. Research Institute of Chemistry, International Center for Chemical and Biological Sciences, University of Karachi, Karachi-75270, Pakistan
| | - Ming Du
- School of Food Science and Technology, National Engineering Research Center of Seafood, Dalian Polytechnic University, Dalian 116024, China
| | - Alfi Khatib
- Department of Pharmaceutical Chemistry, Faculty of Pharmacy, International Islamic University Malaysia, Kuantan, 25200, Pahang, Malaysia,Faculty of Pharmacy, Airlangga University, Surabaya 60155, Indonesia
| | - Jianbo Xiao
- Institute of Chinese Medical Sciences, State Key Laboratory of Quality Control in Chinese Medicine, University of Macau, Macau
| | - Aamer Saeed
- Department of Chemistry, Quaid-i-Azam University, Islamabad, Pakistan
| | | | - Chao Zhao
- College of Food Science, Fujian Agriculture and Forestry University, Fuzhou 350002, China
| | - Thomas Efferth
- Department of Pharmaceutical Biology, Institute of Pharmceutical and Biomedical Sciences, Johannes Gutenberg University, Staudinger Weg 5, 55128 Mainz, Germany
| | - Hesham R. El-Seedi
- Department of Molecular Biosciences, The Wenner-Gren Institute, Stockholm University, S-106 91, Stockholm, Sweden,Department of Chemistry, Faculty of Science, Menoufia University, 32512 Shebin El-Kom, Egypt,H.E.J. Research Institute of Chemistry, International Center for Chemical and Biological Sciences, University of Karachi, Karachi-75270, Pakistan,International Research Center for Food Nutrition and Safety, Jiangsu University, Zhenjiang 212013, China,Corresponding author at: Department of Molecular Biosciences, The Wenner-Gren Institute, Stockholm University, S-106 91, Stockholm, Sweden
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Rossi G, Galosi L, Gavazza A, Cerquetella M, Mangiaterra S. Therapeutic approaches to coronavirus infection according to "One Health" concept. Res Vet Sci 2021; 136:81-88. [PMID: 33588098 PMCID: PMC7871813 DOI: 10.1016/j.rvsc.2021.02.009] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/07/2020] [Revised: 02/03/2021] [Accepted: 02/06/2021] [Indexed: 12/16/2022]
Abstract
Coronaviridae constantly infect human and animals causing respiratory, gastroenteric or systemic diseases. Over time, these viruses have shown a marked ability to mutate, jumping over the human-animal barrier, thus becoming from enzootic to zoonotic. In the last years, numerous therapeutic protocols have been developed, mainly for severe acute respiratory syndromes in humans. The aim of this review is to summarize drugs or other approaches used in coronavirus infections focusing on different roles of these molecules or bacterial products on viral adhesion and replication or in modulating the host's immune system. Within the "One Health" concept, the study of viral pathogenic role and possible therapeutic approaches in both humans and animals is essential to protect public health.
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Affiliation(s)
- Giacomo Rossi
- Corresponding author at: School of Biosciences and Veterinary Medicine, University of Camerino, Via Circonvallazione 93/95 – 62024, Matelica (MC), Italy
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Verma VA, Saundane AR, Meti RS, Vennapu DR. Synthesis of novel indolo[3,2-c]isoquinoline derivatives bearing pyrimidine, piperazine rings and their biological evaluation and docking studies against COVID-19 virus main protease. J Mol Struct 2021; 1229:129829. [PMID: 33390613 PMCID: PMC7767577 DOI: 10.1016/j.molstruc.2020.129829] [Citation(s) in RCA: 17] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/11/2020] [Revised: 12/05/2020] [Accepted: 12/21/2020] [Indexed: 12/19/2022]
Abstract
A series of hybrid indolo[3,2-c]isoquinoline (δ-carboline) analogs incorporating two pyrimidine and piperizine ring frameworks were synthesized. Intending biological activities and SAR we propose replacements of fluorine, methyl and methoxy of synthetic compounds for noteworthy antimicrobial, antioxidant, anticancer and anti-tuberculosis activities. Among these compounds 3a, 4a and 5e were progressively strong against E. coli and K. pneumonia. Whereas, compounds 4a, 5a and 6a with addition of various functional groups (OCH3, CH3) were excellent against S. aureus and B. subtilis. Compound 5c exhibited strong RSA and dynamic ferrous ion (Fe2+) metal chelating impact with IC50 of 7.88 ± 0.93 and 4.06 ± 0.31 µg/mL, respectively. Compound 5e was considerably cytotoxic against all cancer cells displaying activity better than the standard drug. Compounds 6b and 6e inhibited M. tuberculosis (MIC 1.0 mg/L) considerably. Molecular docking studies indicate that compounds 4d, 5a, 5b, 6b and 6f exhibited good interactions with 6LZE (COVID-19) and 6XFN (SARS-CoV-2) at active sites. The structure of the synthesized compounds were elementally analyzed using IR, 1H, 13C NMR and mass spectral information.
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Affiliation(s)
- Vaijinath A. Verma
- Department of Chemistry, Shri Prabhu Arts, Science and J.M. Bohra Commerce, Degree College, Shorapur-585 228, Yadgir, Karnataka, India,Corresponding author
| | - Anand R. Saundane
- Department of P.G. Studies and Research in Chemistry, Gulbarga University, Kalaburagi 585106, Karnataka, India
| | - Rajkumar S. Meti
- Department of Biochemistry, Mangalore University, P.G. Centre Chikka, Aluvara 571234, Karnataka, India
| | - Dushyanth R. Vennapu
- Department of Pharmaceutical Chemistry, KLE University College of Pharmacy, Belagavi 5900010, Karnataka, India
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35
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Ishola AA, Asogwa NT. Homology Modeling of Coronavirus Structural Proteins and Molecular Docking of Potential Drug Candidates for the Treatment of COVID-19. ACTA ACUST UNITED AC 2021. [DOI: 10.2174/2666796701999200802040704] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Abstract
Background:
The discovery of a novel strain of coronavirus in 2019 (COVID-19) has
triggered a series of tragic events in the world with thousands of deaths recorded daily. Despite the huge
resources committed to the discovery of vaccines against this highly pathogenic virus, scientists are still
unable to find suitable treatments for the disease. Understanding the structure of coronavirus proteins
could provide a basis for the development of cheap, potent and, less toxic vaccines.
Objective:
This study was therefore designed to model coronavirus spike (S) glycoprotein and envelope
(E) protein as well as to carry out molecular docking of potential drugs to the homologs and coronavirus
main protease (Mpro).
Methods:
Homology modeling of coronavirus spike (S) glycoprotein and envelope (E) protein was carried
out using sequence deposited in the Uniprot database. The topological features of the model’s catalytic
site were evaluated using the CASTp server. Compounds reported as potential drugs against
COVID-19 were docked to S glycoprotein, E protein, and coronavirus main protease (Mpro) to determine
the best ligands and the mode of interaction.
Results:
Homology modeling of the proteins revealed structures with 91-98% sequence similarity with
PDB entries. The catalytic site of the modeled proteins contained conserved residue involved in ligand
binding. In addition, remdesivir, lopinavir, and ritonavir have a high binding affinity for the three proteins
studied interacting with key residues in the protein’s catalytic domain.
Conclusion:
Results from the study revealed that remdesivir, lopinavir, and ritonavir are inhibitors of
key coronavirus proteins and therefore qualify for further studies as a potential treatment for coronavirus.
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Affiliation(s)
- Ahmed Adebayo Ishola
- Central Research Laboratory, 132B University Road, Tanke Ilorin, Kwara State, Nigeria
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36
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Identification of novel compounds against three targets of SARS CoV-2 coronavirus by combined virtual screening and supervised machine learning. Comput Biol Med 2021; 133:104359. [PMID: 33845270 PMCID: PMC8008812 DOI: 10.1016/j.compbiomed.2021.104359] [Citation(s) in RCA: 60] [Impact Index Per Article: 20.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/24/2020] [Revised: 03/24/2021] [Accepted: 03/24/2021] [Indexed: 12/20/2022]
Abstract
Coronavirus disease 2019 (COVID-19) is a major threat worldwide due to its fast spreading. As yet, there are no established drugs available. Speeding up drug discovery is urgently required. We applied a workflow of combined in silico methods (virtual drug screening, molecular docking and supervised machine learning algorithms) to identify novel drug candidates against COVID-19. We constructed chemical libraries consisting of FDA-approved drugs for drug repositioning and of natural compound datasets from literature mining and the ZINC database to select compounds interacting with SARS-CoV-2 target proteins (spike protein, nucleocapsid protein, and 2′-o-ribose methyltransferase). Supported by the supercomputer MOGON, candidate compounds were predicted as presumable SARS-CoV-2 inhibitors. Interestingly, several approved drugs against hepatitis C virus (HCV), another enveloped (−) ssRNA virus (paritaprevir, simeprevir and velpatasvir) as well as drugs against transmissible diseases, against cancer, or other diseases were identified as candidates against SARS-CoV-2. This result is supported by reports that anti-HCV compounds are also active against Middle East Respiratory Virus Syndrome (MERS) coronavirus. The candidate compounds identified by us may help to speed up the drug development against SARS-CoV-2.
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Poustforoosh A, Hashemipour H, Tüzün B, Pardakhty A, Mehrabani M, Nematollahi MH. Evaluation of potential anti-RNA-dependent RNA polymerase (RdRP) drugs against the newly emerged model of COVID-19 RdRP using computational methods. Biophys Chem 2021; 272:106564. [PMID: 33711743 PMCID: PMC7895701 DOI: 10.1016/j.bpc.2021.106564] [Citation(s) in RCA: 39] [Impact Index Per Article: 13.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/08/2020] [Revised: 01/19/2021] [Accepted: 01/28/2021] [Indexed: 12/14/2022]
Abstract
INTRODUCTION Despite all the efforts to treat COVID-19, no particular cure has been found for this virus. Since developing antiviral drugs is a time-consuming process, the most effective approach is to evaluate the approved and under investigation drugs using in silico methods. Among the different targets within the virus structure, as a vital component in the life cycle of coronaviruses, RNA-dependent RNA polymerase (RdRP) can be a critical target for antiviral drugs. The impact of the existence of RNA in the enzyme structure on the binding affinity of anti-RdRP drugs has not been investigated so far. METHODS In this study, the potential anti-RdRP effects of a variety of drugs from two databases (Zinc database and DrugBank) were evaluated using molecular docking. For this purpose, the newly emerged model of COVID-19 (RdRP) post-translocated catalytic complex (PDB ID: 7BZF) that consists of RNA was chosen as the target. RESULTS The results indicated that idarubicin (IDR), a member of the anthracycline antibiotic family, and fenoterol (FNT), a known beta-2 adrenergic agonist drug, tightly bind to the target enzyme and could be used as potential anti-RdRP inhibitors of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2). These outcomes revealed that due to the ligand-protein interactions, the presence of RNA in this structure could remarkably affect the binding affinity of inhibitor compounds. CONCLUSION In silico approaches, such as molecular docking, could effectively address the problem of finding appropriate treatment for COVID-19. Our results showed that IDR and FNT have a significant affinity to the RdRP of SARS-CoV-2; therefore, these drugs are remarkable inhibitors of coronaviruses.
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Affiliation(s)
- Alireza Poustforoosh
- Chemical Engineering Department, Faculty of Engineering, Shahid Bahonar University of Kerman, Kerman, Iran
| | - Hassan Hashemipour
- Chemical Engineering Department, Faculty of Engineering, Shahid Bahonar University of Kerman, Kerman, Iran; Chemical Engineering Department, Faculty of Engineering, Vali-e-Asr University of Rafsanjan, Rafsanjan, Iran
| | - Burak Tüzün
- Department of Chemistry, Faculty of Science, Sivas Cumhuriyet University, Turkey
| | - Abbas Pardakhty
- Pharmaceutics Research Center, Kerman University of Medical Sciences, Kerman, Iran
| | - Mehrnaz Mehrabani
- Physiology Research Center, Kerman University of Medical Sciences, Kerman, Iran
| | - Mohammad Hadi Nematollahi
- Herbal and Traditional Medicines Research Center, Kerman University of Medical Sciences, Kerman, Iran; Department of Clinical Biochemistry, Afzalipour School of Medicine, Kerman University of medical sciences, Kerman, Iran.
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38
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Batra M, Tian R, Zhang C, Clarence E, Sacher CS, Miranda JN, De La Fuente JRO, Mathew M, Green D, Patel S, Bastidas MVP, Haddadi S, Murthi M, Gonzalez MS, Kambali S, Santos KHM, Asif H, Modarresi F, Faghihi M, Mirsaeidi M. Role of IgG against N-protein of SARS-CoV2 in COVID19 clinical outcomes. Sci Rep 2021; 11:3455. [PMID: 33568776 PMCID: PMC7875990 DOI: 10.1038/s41598-021-83108-0] [Citation(s) in RCA: 51] [Impact Index Per Article: 17.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2020] [Accepted: 01/29/2021] [Indexed: 02/08/2023] Open
Abstract
The Nucleocapsid Protein (N Protein) of severe acute respiratory syndrome Coronavirus 2 (SARS-CoV2) is located in the viral core. Immunoglobulin G (IgG) targeting N protein is detectable in the serum of infected patients. The effect of high titers of IgG against N-protein on clinical outcomes of SARS-CoV2 disease has not been described. We studied 400 RT-PCR confirmed SARS-CoV2 patients to determine independent factors associated with poor outcomes, including Medical Intensive Care Unit (MICU) admission, prolonged MICU stay and hospital admissions, and in-hospital mortality. We also measured serum IgG against the N protein and correlated its concentrations with clinical outcomes. We found that several factors, including Charlson comorbidity Index (CCI), high levels of IL6, and presentation with dyspnea were associated with poor clinical outcomes. It was shown that higher CCI and higher IL6 levels were independently associated with in-hospital mortality. Anti-N protein IgG was detected in the serum of 55 (55%) patients at the time of admission. A high concentration of antibodies, defined as signal to cut off ratio (S/Co) > 1.5 (75 percentile of all measurements), was found in 25 (25%) patients. The multivariable logistic regression models showed that between being an African American, higher CCI, lymphocyte counts, and S/Co ratio > 1.5, only S/Co ratio were independently associated with MICU admission and longer length of stay in hospital. This study recommends that titers of IgG targeting N-protein of SARS-CoV2 at admission is a prognostic factor for the clinical course of disease and should be measured in all patients with SARS-CoV2 infection.
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Affiliation(s)
- Mayank Batra
- Division of Pulmonary and Critical Care, University of Miami, 1600 NW 10th Ave # 7072B, Miami, FL, 33136, USA
| | - Runxia Tian
- Division of Pulmonary and Critical Care, University of Miami, 1600 NW 10th Ave # 7072B, Miami, FL, 33136, USA
| | - Chongxu Zhang
- Division of Pulmonary and Critical Care, University of Miami, 1600 NW 10th Ave # 7072B, Miami, FL, 33136, USA
| | | | | | | | | | - Megan Mathew
- School of Medicine, University of Miami, Miami, FL, USA
| | - Desmond Green
- School of Medicine, University of Miami, Miami, FL, USA
| | - Sayari Patel
- School of Medicine, University of Miami, Miami, FL, USA
| | | | - Sara Haddadi
- Division of Pulmonary and Critical Care, University of Miami, 1600 NW 10th Ave # 7072B, Miami, FL, 33136, USA
| | - Mukunthan Murthi
- Division of Pulmonary and Critical Care, University of Miami, 1600 NW 10th Ave # 7072B, Miami, FL, 33136, USA
| | - Miguel Santiago Gonzalez
- Division of Pulmonary and Critical Care, University of Miami, 1600 NW 10th Ave # 7072B, Miami, FL, 33136, USA
| | - Shweta Kambali
- Division of Pulmonary and Critical Care, University of Miami, 1600 NW 10th Ave # 7072B, Miami, FL, 33136, USA
| | - Kayo H M Santos
- Division of Pulmonary and Critical Care, University of Miami, 1600 NW 10th Ave # 7072B, Miami, FL, 33136, USA
| | - Huda Asif
- Division of Pulmonary and Critical Care, University of Miami, 1600 NW 10th Ave # 7072B, Miami, FL, 33136, USA
| | | | | | - Mehdi Mirsaeidi
- Division of Pulmonary and Critical Care, University of Miami, 1600 NW 10th Ave # 7072B, Miami, FL, 33136, USA.
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Yu M, Zhang T, Zhang W, Sun Q, Li H, Li JP. Elucidating the Interactions Between Heparin/Heparan Sulfate and SARS-CoV-2-Related Proteins-An Important Strategy for Developing Novel Therapeutics for the COVID-19 Pandemic. Front Mol Biosci 2021; 7:628551. [PMID: 33569392 PMCID: PMC7868326 DOI: 10.3389/fmolb.2020.628551] [Citation(s) in RCA: 31] [Impact Index Per Article: 10.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2020] [Accepted: 12/16/2020] [Indexed: 12/12/2022] Open
Abstract
Owing to the high mortality and the spread rate, the infectious disease caused by SARS-CoV-2 has become a major threat to public health and social economy, leading to over 70 million infections and 1. 6 million deaths to date. Since there are currently no effective therapeutic or widely available vaccines, it is of urgent need to look for new strategies for the treatment of SARS-CoV-2 infection diseases. Binding of a viral protein onto cell surface heparan sulfate (HS) is generally the first step in a cascade of interaction that is required for viral entry and the initiation of infection. Meanwhile, interactions of selectins and cytokines (e.g., IL-6 and TNF-α) with HS expressed on endothelial cells are crucial in controlling the recruitment of immune cells during inflammation. Thus, structurally defined heparin/HS and their mimetics might serve as potential drugs by competing with cell surface HS for the prevention of viral adhesion and modulation of inflammatory reaction. In this review, we will elaborate coronavirus invasion mechanisms and summarize the latest advances in HS-protein interactions, especially proteins relevant to the process of coronavirus infection and subsequent inflammation. Experimental and computational techniques involved will be emphasized.
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Affiliation(s)
- Mingjia Yu
- Beijing Advanced Innovation Center for Soft Matter Science and Engineering, Beijing University of Chemical Technology, Beijing, China
| | - Tianji Zhang
- Division of Chemistry and Analytical Science, National Institute of Metrology, Beijing, China
| | - Wei Zhang
- Division of Chemistry and Analytical Science, National Institute of Metrology, Beijing, China
| | - Qianyun Sun
- Division of Chemistry, Shandong Institute of Metrology, Jinan, China
| | - Hongmei Li
- Division of Chemistry and Analytical Science, National Institute of Metrology, Beijing, China
| | - Jin-ping Li
- Beijing Advanced Innovation Center for Soft Matter Science and Engineering, Beijing University of Chemical Technology, Beijing, China
- Department of Medical Biochemistry and Microbiology, University of Uppsala, Uppsala, Sweden
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In silico validation of potent phytochemical orientin as inhibitor of SARS-CoV-2 spike and host cell receptor GRP78 binding. Heliyon 2021; 7:e05923. [PMID: 33458435 PMCID: PMC7799170 DOI: 10.1016/j.heliyon.2021.e05923] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2020] [Revised: 09/06/2020] [Accepted: 01/06/2021] [Indexed: 12/13/2022] Open
Abstract
The present wellbeing worry to the whole world is the outbreak of the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), also called COVID-19. This global health crisis first appeared in Wuhan, China around December 2019 and due to its extremely contagious nature it had spread to almost 187 countries. Still now no effective method of treatment or vaccine is developed for controlling the disease. Therefore, the sole obliging strategy is to take precautionary measures by repurposing drugs from the pre-existing library of therapeutically potent molecules. In this situation of pandemic this repurposing technique may save the labour-intensive and tiresome process of new drug development. Orientin is a natural flavonoid with several beneficial effects. This phytochemical can be isolated from different plants like tulsi or holy basil, black bamboo, passion flowers etc. It's antiviral, anti-inflammation, vasodilatation, cardioprotective, radioprotective, neuroprotective, anticarcinogenic and antinociceptive effects are already established. In this research, it is intriguing to find out whether this molecule can interfere the interaction of SARS-CoV-2 spike glycoprotein and their host receptor GRP78. Our in silico docking and molecular dynamics simulation results indicate the binding of Orientin in the overlapping residues of GRP78 binding region of SARS-CoV-2 spike model and SARS-CoV-2 spike model binding region of GRP78 substrate-binding domain. Therefore, the results included in this research work provide a strong possibility of using Orientin as a promising precautionary or therapeutic measure for COVID-19.
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Milanović ŽB, Antonijević MR, Amić AD, Avdović EH, Dimić DS, Milenković DA, Marković ZS. Inhibitory activity of quercetin, its metabolite, and standard antiviral drugs towards enzymes essential for SARS-CoV-2: the role of acid-base equilibria. RSC Adv 2021; 11:2838-2847. [PMID: 35424215 PMCID: PMC8693803 DOI: 10.1039/d0ra09632f] [Citation(s) in RCA: 24] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2020] [Accepted: 12/31/2020] [Indexed: 12/21/2022] Open
Abstract
The recently declared global pandemic of a new human coronavirus called SARS-CoV-2, which causes respiratory tract disease COVID-19, has reached worldwide resonance and global efforts are being made to look for possible cures. Sophisticated molecular docking software, as well as available protein sequence and structure information, offer the ability to test the inhibition of two important targets of SARS-CoV-2, furin (FUR) enzyme, and spike glycoprotein, or spike protein (SP), that are key to host cell adhesion and hijacking. The potential inhibitory effect and mechanism of action of acid-base forms of different antiviral drugs, dominant at physiological pH, chloroquine (CQ), hydroxychloroquine (HCQ), and cinanserin (CIN), which have been shown to be effective in the treatment of SARS-CoV-2 virus, is reported with the special emphasis on their relative abundances. On the other hand, the potential inhibitory effect of the dominant acid-base forms of quercetin (Q) and its oxidative metabolite 2-(3,4-dihydroxybenzoyl)-2,4,6-trihydroxy-3(2H) benzofuranone (BZF), which are constituents of traditional food products believed to exhibit antiviral effects, was also examined. The undertaken study includes the determination of the major energy contributions to the binding energy as well as in-depth analysis of amino acid residues at the active pocket and possible interactions. The approach that we propose here may be an additional strategy for combating the deadly virus by preventing the first step of the virus replication cycle. Preliminary research has shown that the investigated compounds exert an inhibitory effect against the SARS-CoV-2 furin enzyme and spiked glycoprotein through different acid-base forms. These investigations may be helpful in creating potential therapeutic agents in the fight against the SARS-CoV-2 virus. On the other hand, the results we predicted in this computational study may be the basis for new experimental in vitro and in vivo studies.
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Affiliation(s)
- Žiko B Milanović
- University of Kragujevac, Faculty of Science, Department of Chemistry 12 Radoja Domanovića 34000 Kragujevac Serbia
| | - Marko R Antonijević
- University of Kragujevac, Institute for Information Technologies, Department of Science Jovana Civijića bb 34000 Kragujevac Serbia
| | - Ana D Amić
- Juraj Strossmayer University of Osijek, Department of Chemistry Ulica cara Hadrijana 8/A Osijek Croatia
| | - Edina H Avdović
- University of Kragujevac, Institute for Information Technologies, Department of Science Jovana Civijića bb 34000 Kragujevac Serbia
| | - Dušan S Dimić
- University of Belgrade, Faculty of Physical Chemistry Studentski trg 12-16 11000 Belgrade Serbia
| | - Dejan A Milenković
- University of Kragujevac, Institute for Information Technologies, Department of Science Jovana Civijića bb 34000 Kragujevac Serbia
| | - Zoran S Marković
- University of Kragujevac, Institute for Information Technologies, Department of Science Jovana Civijića bb 34000 Kragujevac Serbia
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42
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Tam NM, Pham MQ, Ha NX, Nam PC, Phung HTT. Computational estimation of potential inhibitors from known drugs against the main protease of SARS-CoV-2. RSC Adv 2021; 11:17478-17486. [PMID: 35479689 PMCID: PMC9032918 DOI: 10.1039/d1ra02529e] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2021] [Accepted: 05/03/2021] [Indexed: 12/20/2022] Open
Abstract
The coronavirus disease (COVID-19) pandemic caused by severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) has rapidly spread worldwide recently, leading to global social and economic disruption. Although the emergently approved vaccine programs against SARS-CoV-2 have been rolled out globally, the number of COVID-19 daily cases and deaths has remained significantly high. Here, we attempt to computationally screen for possible medications for COVID-19 via rapidly estimating the highly potential inhibitors from an FDA-approved drug database against the main protease (Mpro) of SARS-CoV-2. The approach combined molecular docking and fast pulling of ligand (FPL) simulations that were demonstrated to be accurate and suitable for quick prediction of SARS-CoV-2 Mpro inhibitors. The results suggested that twenty-seven compounds were capable of strongly associating with SARS-CoV-2 Mpro. Among them, the seven top leads are daclatasvir, teniposide, etoposide, levoleucovorin, naldemedine, cabozantinib, and irinotecan. The potential application of these drugs in COVID-19 therapy has thus been discussed. Approved drugs predicted to interact with critical residues in the substrate-binding site of SARS-CoV-2 Mpro can be promising inhibitors.![]()
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Affiliation(s)
- Nguyen Minh Tam
- Computational Chemistry Research Group
- Ton Duc Thang University
- Ho Chi Minh City
- Vietnam
- Faculty of Applied Sciences
| | - Minh Quan Pham
- Institute of Natural Products Chemistry
- Vietnam Academy of Science and Technology
- Hanoi
- Vietnam
- Graduate University of Science and Technology
| | - Nguyen Xuan Ha
- Faculty of Chemistry and Environment
- Thuyloi University
- Ministry of Agriculture and Rural Development
- Hanoi
- Vietnam
| | - Pham Cam Nam
- Department of Chemical Engineering
- The University of Da Nang
- University of Science and Technology
- Da Nang City
- Vietnam
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Elfiky AA, Ibrahim IM, Amin FG, Ismail AM, Elshemey WM. COVID-19 and Cell Stress. ADVANCES IN EXPERIMENTAL MEDICINE AND BIOLOGY 2021; 1318:169-178. [PMID: 33973178 DOI: 10.1007/978-3-030-63761-3_10] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/26/2022]
Abstract
The present century will undoubtedly be marked with the COVID-19 global health crisis. It is not time yet to talk about the total number of deaths and hospitalizations, as they are enormously growing daily. Understanding the nature of COVID-19-induced pneumonia is vital in order to deal with the associated health complications. Cell stress is an established mechanism known to be associated with infection and cancer. Different proteins crucial for cellular response to stress are reported to be a possible target to stop the infection and to reduce the chemo-resistance in cancer. Heat shock protein (HSP) families of chaperones play an essential role in cells both in normal state and under stress. The upregulation of HSP5A, also termed GRP78 or Bip, is reported in different viral infections. This chapter introduces the current knowledge about severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), which has caused the COVID-19 pandemic, and cell stress aimed at defining possible strategies to combat the COVID-19 pandemic.
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Affiliation(s)
- Abdo A Elfiky
- Biophysics Department, Faculty of Science, Cairo University, Giza, Egypt.
| | - Ibrahim M Ibrahim
- Biophysics Department, Faculty of Science, Cairo University, Giza, Egypt
| | - Fatma G Amin
- Physics Department, Faculty of Science, Alexandria University, Alexandria, Egypt
| | - Alaa M Ismail
- Biophysics Department, Faculty of Science, Cairo University, Giza, Egypt
| | - Wael M Elshemey
- Biophysics Department, Faculty of Science, Cairo University, Giza, Egypt
- Physics Department, Faculty of Science, Islamic University in Madinah, Medina, Saudi Arabia
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Rameshkumar MR, Indu P, Arunagirinathan N, Venkatadri B, El-Serehy HA, Ahmad A. Computational selection of flavonoid compounds as inhibitors against SARS-CoV-2 main protease, RNA-dependent RNA polymerase and spike proteins: A molecular docking study. Saudi J Biol Sci 2021; 28:448-458. [PMID: 33110386 PMCID: PMC7581406 DOI: 10.1016/j.sjbs.2020.10.028] [Citation(s) in RCA: 27] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2020] [Revised: 10/17/2020] [Accepted: 10/18/2020] [Indexed: 02/06/2023] Open
Abstract
An outbreak of Coronavirus disease 2019 (COVID-19) caused by SARS-CoV-2 has been recognized as a global health concern. Since, no specific antiviral drug is proven effective for treatment against COVID-19, identification of new therapeutics is an urgent need. In this study, flavonoid compounds were analyzed for its inhibitory potential against important protein targets of SARS-CoV-2 using computational approaches. Virtual docking was performed for screening of flavonoid compounds retrieved from PubChem against the main protease of SARS-CoV-2 using COVID-19 docking server. The cut off of dock score was set to >-9 kcal/mol and screened compounds were individually docked against main protease, RNA-dependent RNA polymerase, and spike proteins using AutoDock 4.1 software. Finally, lead flavonoid compounds were subjected to ADMET analysis. A total of 458 flavonoid compounds were virtually screened against main protease target and 36 compounds were selected based on the interaction energy value >-9 kcal/mol. Furthermore, these compounds were individually docked against protein targets and top 10 lead compounds were identified. Among the lead compounds, agathisflavone showed highest binding energy value of -8.4 kcal/mol against main protease, Albireodelphin showed highest dock score of -9.8 kcal/mol and -11.2 kcal/mol against RdRp, and spike proteins, respectively. Based on the high dock score and ADMET properties, top 5 lead molecules such as Albireodelphin, Apigenin 7-(6″-malonylglucoside), Cyanidin-3-(p-coumaroyl)-rutinoside-5-glucoside, Delphinidin 3-O-beta-D-glucoside 5-O-(6-coumaroyl-beta-D-glucoside) and (-)-Maackiain-3-O-glucosyl-6″-O-malonate were identified as potent inhibitors against main protease, RdRp, and spike protein targets of SARS-CoV-2. These all compounds are having non-carcinogenic and non-mutagenic properties. This study finding suggests that the screened compounds include Albireodelphin, Apigenin 7-(6″-malonylglucoside), Cyanidin-3-(p-coumaroyl)-rutinoside-5-glucoside, Delphinidin 3-O-beta-D-glucoside 5-O-(6-coumaroyl-beta-D-glucoside) and (-)-Maackiain-3-O-glucosyl-6″-O-malonate could be the potent inhibitors of SARS-CoV-2 targets.
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Affiliation(s)
| | - Purushothaman Indu
- Department of Microbiology and Biotechnology, Presidency College (Autonomous), Affiliated to University of Madras, Chennai, India
| | - Narasingam Arunagirinathan
- Department of Microbiology and Biotechnology, Presidency College (Autonomous), Affiliated to University of Madras, Chennai, India
- Central Research Laboratory, Meenakshi Academy of Higher Research and Education (Deemed to be University), Chennai, India
| | - Babu Venkatadri
- Department of Plant Biology and Biotechnology, Loyola College (Autonomous), Affiliated to University of Madras, Chennai, India
| | - Hamed A. El-Serehy
- Department of Zoology, College of Science, King Saud University, P.O. Box 2455, Riyadh 11451, Saudi Arabia
| | - Ajaz Ahmad
- Department of Clinical Pharmacy, College of Pharmacy, King Saud University, P.O. Box 2455, Riyadh 11451, Saudi Arabia
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Vincent S, Arokiyaraj S, Saravanan M, Dhanraj M. Molecular Docking Studies on the Anti-viral Effects of Compounds From Kabasura Kudineer on SARS-CoV-2 3CL pro. Front Mol Biosci 2020; 7:613401. [PMID: 33425994 PMCID: PMC7785853 DOI: 10.3389/fmolb.2020.613401] [Citation(s) in RCA: 25] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/02/2020] [Accepted: 11/27/2020] [Indexed: 12/18/2022] Open
Abstract
The COVID-19 has now been declared a global pandemic by the World Health Organization. No approved drug is currently available; therefore, an urgent need has been developed for any antiviral therapy for COVID-19. Main protease 3CLpro of this novel Coronavirus (SARS-CoV-2) play a critical role in the disease propagation, and hence represent a crucial target for the drug discovery. Herein, we have applied a bioinformatics approach for drug repurposing to identify the possible potent inhibitors of SARS-CoV-2 main proteases 3CLpro (6LU7). In search of the anti-COVID-19 compound, we selected 145 phyto-compounds from Kabasura kudineer (KK), a poly-herbal formulation recommended by AYUSH for COVID-19 which are effective against fever, cough, sore throat, shortness of breath (similar to SARS-CoV2-like symptoms). The present study aims to identify molecules from natural products which may inhibit COVID-19 by acting on the main protease (3CLpro). Obtained results by molecular docking showed that Acetoside (−153.06), Luteolin 7 -rutinoside (−134.6) rutin (−133.06), Chebulagic acid (−124.3), Syrigaresinol (−120.03), Acanthoside (−122.21), Violanthin (−114.9), Andrographidine C (−101.8), myricetin (−99.96), Gingerenone -A (−93.9), Tinosporinone (−83.42), Geraniol (−62.87), Nootkatone (−62.4), Asarianin (−79.94), and Gamma sitosterol (−81.94) are main compounds from KK plants which may inhibit COVID-19 giving the better energy score compared to synthetic drugs. Based on the binding energy score, we suggest that these compounds can be tested against Coronavirus and used to develop effective antiviral drugs.
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Affiliation(s)
- Savariar Vincent
- Centre for Environmental Research and Development (CERD), Loyola College, Loyola Institute of Frontier Energy, Chennai, India
| | - Selvaraj Arokiyaraj
- Department of Food Science and Biotechnology, Sejong University, Seoul, South Korea
| | - Muthupandian Saravanan
- Division of Biomedical Science, Department of Medical Microbiology and Immunology, School of Medicine, College of Health Sciences, Mekelle University, Mekelle, Ethiopia
| | - Manoj Dhanraj
- Centre for Environmental Research and Development (CERD), Loyola College, Loyola Institute of Frontier Energy, Chennai, India
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46
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Geranii Herba as a Potential Inhibitor of SARS-CoV-2 Main 3CL pro, Spike RBD, and Regulation of Unfolded Protein Response: An In Silico Approach. Antibiotics (Basel) 2020; 9:antibiotics9120863. [PMID: 33287311 PMCID: PMC7761775 DOI: 10.3390/antibiotics9120863] [Citation(s) in RCA: 23] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/21/2020] [Revised: 11/24/2020] [Accepted: 12/01/2020] [Indexed: 12/19/2022] Open
Abstract
Background: Since the first patient identified with SARS-CoV-2 symptoms in December 2019, the trend of a spreading coronavirus disease 2019 (COVID-19) infection has remained to date. As for now, there is an urgent need to develop novel drugs or vaccines for the SARS-CoV-2 virus. Methods: Polyphenolic compounds have potential as drug candidates for various diseases, including viral infections. In this study, polyphenolic compounds contained in Geranii Herba were chosen for an in silico approach. The SARS-CoV-2 receptor-binding domain (RBD), 3CLpro (Replicase polyprotein 1ab), and the cell surface receptor glucose-regulated protein 78 (GRP78) were chosen as target proteins. Results: Based on the molecular docking analysis, ellagic acid, gallic acid, geraniin, kaempferitrin, kaempferol, and quercetin showed significant binding interactions with the target proteins. Besides, the molecular dynamic simulation studies support Geranii Herba’s inhibition efficiency on the SARS-CoV-2 RBD. We assume that the active compounds in Geranii Herba might inhibit SARS-CoV-2 cell entry through the ACE2 receptor and inhibit the proteolytic process. Besides, these compounds may help to regulate the cell signaling under the unfolded protein response in endoplasmic reticulum stress through the binding with GRP78 and avoid the SARS-CoV-2 interaction. Conclusions: Hence, the compounds present in Geranii Herba could be used as possible drug candidates for the prevention/treatment of SARS-CoV-2 infection.
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Ju J, Li X, Kumar S, Jockusch S, Chien M, Tao C, Morozova I, Kalachikov S, Kirchdoerfer RN, Russo JJ. Nucleotide analogues as inhibitors of SARS-CoV Polymerase. Pharmacol Res Perspect 2020; 8:e00674. [PMID: 33124786 PMCID: PMC7596664 DOI: 10.1002/prp2.674] [Citation(s) in RCA: 40] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2020] [Revised: 09/14/2020] [Accepted: 09/21/2020] [Indexed: 01/18/2023] Open
Abstract
SARS-CoV-2, a member of the coronavirus family, has caused a global public health emergency. Based on our analysis of hepatitis C virus and coronavirus replication, and the molecular structures and activities of viral inhibitors, we previously reasoned that the FDA-approved hepatitis C drug EPCLUSA (Sofosbuvir/Velpatasvir) should inhibit coronaviruses, including SARS-CoV-2. Here, using model polymerase extension experiments, we demonstrate that the active triphosphate form of Sofosbuvir is incorporated by low-fidelity polymerases and SARS-CoV RNA-dependent RNA polymerase (RdRp), and blocks further incorporation by these polymerases; the active triphosphate form of Sofosbuvir is not incorporated by a host-like high-fidelity DNA polymerase. Using the same molecular insight, we selected 3'-fluoro-3'-deoxythymidine triphosphate and 3'-azido-3'-deoxythymidine triphosphate, which are the active forms of two other anti-viral agents, Alovudine and AZT (an FDA-approved HIV/AIDS drug) for evaluation as inhibitors of SARS-CoV RdRp. We demonstrate the ability of two of these HIV reverse transcriptase inhibitors to be incorporated by SARS-CoV RdRp where they also terminate further polymerase extension. Given the 98% amino acid similarity of the SARS-CoV and SARS-CoV-2 RdRps, we expect these nucleotide analogues would also inhibit the SARS-CoV-2 polymerase. These results offer guidance to further modify these nucleotide analogues to generate more potent broad-spectrum anti-coronavirus agents.
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Affiliation(s)
- Jingyue Ju
- Center for Genome Technology and Biomolecular EngineeringColumbia UniversityNew YorkNew YorkUSA
- Department of Chemical EngineeringColumbia UniversityNew YorkNYUSA
- Department of Molecular Pharmacology and TherapeuticsColumbia UniversityNew YorkNYUSA
| | - Xiaoxu Li
- Center for Genome Technology and Biomolecular EngineeringColumbia UniversityNew YorkNew YorkUSA
- Department of Chemical EngineeringColumbia UniversityNew YorkNYUSA
| | - Shiv Kumar
- Center for Genome Technology and Biomolecular EngineeringColumbia UniversityNew YorkNew YorkUSA
- Department of Chemical EngineeringColumbia UniversityNew YorkNYUSA
| | - Steffen Jockusch
- Center for Genome Technology and Biomolecular EngineeringColumbia UniversityNew YorkNew YorkUSA
- Department of ChemistryColumbia UniversityNew YorkNYUSA
| | - Minchen Chien
- Center for Genome Technology and Biomolecular EngineeringColumbia UniversityNew YorkNew YorkUSA
- Department of Chemical EngineeringColumbia UniversityNew YorkNYUSA
| | - Chuanjuan Tao
- Center for Genome Technology and Biomolecular EngineeringColumbia UniversityNew YorkNew YorkUSA
- Department of Chemical EngineeringColumbia UniversityNew YorkNYUSA
| | - Irina Morozova
- Center for Genome Technology and Biomolecular EngineeringColumbia UniversityNew YorkNew YorkUSA
- Department of Chemical EngineeringColumbia UniversityNew YorkNYUSA
| | - Sergey Kalachikov
- Center for Genome Technology and Biomolecular EngineeringColumbia UniversityNew YorkNew YorkUSA
- Department of Chemical EngineeringColumbia UniversityNew YorkNYUSA
| | - Robert N. Kirchdoerfer
- Department of BiochemistryUniversity of Wisconsin‐MadisonMadisonWisconsinUSA
- Institute of Molecular VirologyUniversity of Wisconsin‐MadisonMadisonWisconsinUSA
| | - James J. Russo
- Center for Genome Technology and Biomolecular EngineeringColumbia UniversityNew YorkNew YorkUSA
- Department of Chemical EngineeringColumbia UniversityNew YorkNYUSA
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48
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El-Hoshoudy AN. Investigating the potential antiviral activity drugs against SARS-CoV-2 by molecular docking simulation. J Mol Liq 2020; 318:113968. [PMID: 32839634 PMCID: PMC7399655 DOI: 10.1016/j.molliq.2020.113968] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2020] [Revised: 07/19/2020] [Accepted: 07/31/2020] [Indexed: 01/06/2023]
Abstract
Recently, scary viral pneumonia is known as (COVID-19) has swept the whole world. The new virus strain designated as SARS-CoV-2 belonging to the coronavirus family. Although the current medical research directed towards the development of a novel therapeutic agent, no anti-viral drug approved until now. On the medical scale, the development of an approved drug is a time-consuming process, so research is directed towards screening of ligands and drugs multimodal structure-based-design and then docked to the main viral protease to investigate the active binding sites. The bioinformatic approaches used to evaluate the competence of a comprehensive range of ligands and drugs before their clinical implementation. In this study, a computational approach through molecular docking simulation is conducted for screening the antiviral activity of drugs, natural sources, and inhibitory compounds against the SARS-CoV-2 genome. The main virus protease was collected from a Protein Data Bank (PDB# 6YB7) and docked with a sequence of 19 approved antiviral drugs, 10 natural inhibitory ligands against COVID-19 downloaded from PubChem, in addition to 10 natural sources optimized for Escherichia coli BL21 (DE3) to identify the antiviral activity of these candidates against COVID-19. The docking results were promised and indicated that the reported ligands can firmly bind to the SARS-CoV-2 main protease and leads to inhibition of its infectious impact.
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Affiliation(s)
- A N El-Hoshoudy
- Computational Chemistry Group, Egyptian Petroleum Research Institute, 11727 Nasr City, Cairo, Egypt
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Khalili H, Nourian A, Ahmadinejad Z, Emadi Kouchak H, Jafari S, Dehghan Manshadi SA, Rasolinejad M, Kebriaeezadeh A. Efficacy and safety of sofosbuvir/ ledipasvir in treatment of patients with COVID-19; A randomized clinical trial. ACTA BIO-MEDICA : ATENEI PARMENSIS 2020; 91:e2020102. [PMID: 33525212 PMCID: PMC7927527 DOI: 10.23750/abm.v91i4.10877] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/30/2020] [Accepted: 11/03/2020] [Indexed: 02/06/2023]
Abstract
Background: There is no study regarding the use of SOF/LDP in treatment of COVID-19. Objectives: In this study, the efficacy and safety of SOF/LDP were assessed in treatment of patients with mild to moderate COVID-19. Methods: Among an open-label randomized clinical trial, 82 patients with mild to moderated COVID-19 were assigned to receive either SOF/LDP 400/100 mg daily plus the standard of care (SOF/LDP group, n=42) or the standard of care alone (control group, n=40) for 10 days. Time to clinical response, rate of clinical response, duration of hospital and ICU stay and 14-day mortality were assessed. Results: Clinical response occurred in 91.46% of patients. Although rates of clinical response were comparable between the groups but it occurred faster in the SOF/LDP group than the control group (2 vs. 4 days respectively, P= 0.02). Supportive cares were provided in the medical wards for most patients but 17.07% of patients were transferred to ICU during the hospitalization course. However, durations of hospital and ICU stay were comparable between the groups. 14-day mortality rate was 7.14% and 7.5% in the SOF/ LDP and control groups respectively. No adverse effects leading to drug discontinuation occurred. Gastrointestinal events (nausea, vomiting and diarrhea) were the most common side effects (15.85%). Conclusion: Added to the standard of care, SOF/LDP accelerated time to the clinical response. However, rate of clinical response, duration of hospital and ICU stay and 14-day mortality were not different. No significant adverse event was detected. More randomized clinical trials with larger sample sizes are needed to confirm the efficacy and safety of SOF/LDP in the treatment of COVID-19. (www.actabiomedica.it)
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Affiliation(s)
| | | | | | | | - Sirous Jafari
- Tehran University of Medical Sciences, Tehran, Iran.
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50
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Barage S, Karthic A, Bavi R, Desai N, Kumar R, Kumar V, Lee KW. Identification and characterization of novel RdRp and Nsp15 inhibitors for SARS-COV2 using computational approach. J Biomol Struct Dyn 2020; 40:2557-2574. [PMID: 33155531 PMCID: PMC7651200 DOI: 10.1080/07391102.2020.1841026] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Abstract
The World Health Organization has declared COVID-19 as a global health emergency. COVID-19 is caused by severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) and highlights an urgent need for therapeutics. Here, we have employed a series of computer-aided drug repurposing campaign to discover inhibitors of RNA dependent RNA polymerase (RdRp) and Nsp15/EndoU. Subsequently, MD simulation has been performed to observe dynamic behavior of identified leads at the active site of RdRp and Nsp15. We successfully identified novel lead molecule such as Alectinib for RdRp while Naldemedine and Ergotamine for NSP15. These lead molecules were accommodated in the active site of the enzyme and stabilized by the networks of the hydrogen bond, pi type and hydrophobic interaction with key residues of either target. Interestingly, identified compounds show molecular mimicry in terms of molecular interactions with key residues of RdRp and Nsp15 essential for catalysis and substrate interaction. Previously, Alectinib, Naldemedine and Ergotamine were used as drug in different diseases might be repurposed against selected protein targets of COVID19. Finally, we propose that the identified inhibitors represent a novel lead molecule to design a more effective inhibitor to stop the progress of pathogen. Communicated by Ramaswamy H. Sarma
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Affiliation(s)
- Sagar Barage
- Amity Institute of Biotechnology, Amity University, Mumbai, Maharashtra, India
| | - A Karthic
- Amity Institute of Biotechnology, Amity University, Mumbai, Maharashtra, India
| | - Rohit Bavi
- State Key Laboratory of Natural Medicines, Department of Biomedical Engineering, School of Engineering, China Pharmaceutical University, Nanjing, China.,School of Chemical Sciences, Punyashlok Ahilyadevi Holkar Solapur University, Solapur, Maharashtra, India
| | - Neetin Desai
- SDSOS, NMIMS University, Mumbai, Maharashtra, India
| | - Raj Kumar
- Department of Biotechnology and Bioinformatics, Jaypee University of Information Technology, Waknaghat, Solan, Himachal Pradesh, India
| | - Vikas Kumar
- Division of Life Science, Division of Applied Life Science (BK21 Plus), Plant Molecular Biology and Biotechnology Research Center (PMBBRC, Research Institute of Natural Science (RINS), Gyeongsang National University (GNU), Jinju, Republic of Korea
| | - Keun Woo Lee
- Division of Life Science, Division of Applied Life Science (BK21 Plus), Plant Molecular Biology and Biotechnology Research Center (PMBBRC, Research Institute of Natural Science (RINS), Gyeongsang National University (GNU), Jinju, Republic of Korea
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