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Raman K, Kalirajan R, Islam F, Jupudi S, Selvaraj D, Swaminathan G, Singh LP, Rana R, Akash S, Islam MR, Nainu F, Emran TB, Dawoud TM, Bourhia M, Dauelbait M, Barua R. Phytoconstituents of Citrus limon (Lemon) as Potential Inhibitors Against Multi Targets of SARS-CoV-2 by Use of Molecular Modelling and In Vitro Determination Approaches. ChemistryOpen 2024:e202300198. [PMID: 39031747 DOI: 10.1002/open.202300198] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2023] [Revised: 04/19/2024] [Indexed: 07/22/2024] Open
Abstract
In the present work, phytoconstituents from Citrus limon are computationally tested against SARS-CoV-2 target protein such as Mpro - (5R82.pdb), Spike - (6YZ5.pdb) &RdRp - (7BTF.pdb) for COVID-19. Docking was done by glide model, QikProp was performed by in silico ADMET screening & Prime MM-GB/SA modules were used to define binding energy. When compared with approved COVID-19 drugs such as Remdesivir, Ritonavir, Lopinavir, and Hydroxychloroquine, plant-based constituents such as Quercetin, Rutoside, Naringin, Eriocitrin, and Hesperidin. bind with significant G-scores to the active SARS-CoV-2 place. The constituents Rutoside and Eriocitrin were studied in each MD simulation in 100 ns against 3 proteins 5R82.pdb, 6YZ5.pdb and 7BTF.pdb.We performed an assay with significant natural compounds from contacts and in silico results (Rutin, Eriocitrin, Naringin, Hesperidin) using 3CL protease assay kit (B.11529 Omicron variant). This kit contained 3CL inhibitor GC376 as Control. The IC50 value of the test compound was found to be Rutin -17.50 μM, Eriocitrin-37.91 μM, Naringin-39.58 μM, Hesperidine-140.20 μM, the standard inhibitory concentration of GC376 was 38.64 μM. The phytoconstituents showed important interactions with SARS-CoV-2 targets, and potential modifications could be beneficial for future development.
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Affiliation(s)
- Kannan Raman
- Department of Pharmaceutical Chemistry, JSS College of Pharmacy, JSS Academy of Higher Education & Research, Ooty, 643001, The Nilgiris, Tamilnadu, India
| | - Rajagopal Kalirajan
- Department of Pharmaceutical Chemistry, JSS College of Pharmacy, JSS Academy of Higher Education & Research, Ooty, 643001, The Nilgiris, Tamilnadu, India
| | - Fahadul Islam
- Department of Pharmacy, Faculty of Allied Health Sciences, Daffodil International University, Dhaka, 1207, Bangladesh
| | - Srikanth Jupudi
- Department of Pharmaceutical Chemistry, JSS College of Pharmacy, JSS Academy of Higher Education & Research, Ooty, 643001, The Nilgiris, Tamilnadu, India
| | - Divakar Selvaraj
- Department of Pharmaceutical Chemistry, JSS College of Pharmacy, JSS Academy of Higher Education & Research, Ooty, 643001, The Nilgiris, Tamilnadu, India
| | - Gomathi Swaminathan
- Department of Pharmaceutical Chemistry, JSS College of Pharmacy, JSS Academy of Higher Education & Research, Ooty, 643001, The Nilgiris, Tamilnadu, India
| | - Laliteshwar Pratap Singh
- Narayan Institute of Pharmacy, Gopal Narayan Singh University, Jamuhar, Sasaram (Rohtas), 821305, Bihar, India
| | - Ritesh Rana
- Department of Pharmaceutical Sciences (Pharmaceutics), Himachal Institute of Pharmaceutical Education and Research (HIPER), Bela, Nadaun, Hamirpur, Himachal Pradesh, 177042, India
| | - Shopnil Akash
- Department of Pharmacy, Faculty of Allied Health Sciences, Daffodil International University, Dhaka, 1207, Bangladesh
| | - Md Rezaul Islam
- Department of Pharmacy, Faculty of Allied Health Sciences, Daffodil International University, Dhaka, 1207, Bangladesh
| | - Firzan Nainu
- Department of Pharmacy, Faculty of Pharmacy, Hasanuddin University, Makassar, 90245, Indonesia
| | - Talha Bin Emran
- Department of Pharmacy, Faculty of Allied Health Sciences, Daffodil International University, Dhaka, 1207, Bangladesh
- Department of Pharmacy, BGC Trust University Bangladesh, Chittagong, 4381, Bangladesh
| | - Turki M Dawoud
- Department of Botany and Microbiology, College of Science, King Saud University, P. O. BOX 2455, Riyadh, 11451, Saudi Arabia
| | - Mohammed Bourhia
- Department of Chemistry and Biochemistry, Faculty of Medicine and Pharmacy, Ibn Zohr University, Laayoune, 70000, Morocco
| | - Musaab Dauelbait
- Department of Scientific Translation, Faculty of Translation, University of Bahri, Khartoum, 11111, Sudan
| | - Rashu Barua
- Foundations of Medicine, Diabetes and Obesity Research Center, New York University Grossman Long Island School of Medicine, 101 Mineola Blvd, Mineola, New York, USA
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de Oliveira DF. In silico identification of five binding sites on the SARS-CoV-2 spike protein and selection of seven ligands for such sites. J Biomol Struct Dyn 2023:1-19. [PMID: 37921757 DOI: 10.1080/07391102.2023.2278077] [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: 01/27/2023] [Accepted: 10/26/2023] [Indexed: 11/04/2023]
Abstract
To contribute to the development of products capable of complexing with the SARS-CoV-2 spike protein, and thus preventing the virus from entering the host cell, this work aimed at discovering binding sites in the whole protein structure, as well as selecting substances capable of binding efficiently to such sites. Initially, the three-dimensional structure of the protein, with all receptor binding domains in the closed state, underwent blind docking with 38 substances potentially capable of binding to this protein according to the literature. This allowed the identification of five binding sites. Then, those substances with more affinities for these sites underwent pharmacophoric search in the ZINC15 database. The 14,329 substances selected from ZINC15 were subjected to docking to the five selected sites of the spike protein. The ligands with more affinities for the protein sites, as well as the selected sites themselves, were used in the de novo design of new ligands that were also docked to the binding sites of the protein. The best ligands, regardless of their origins, were used to form complexes with the spike protein, which were subsequently used in molecular dynamics simulations and calculations of ligands affinities to the protein through the molecular mechanics/Poisson-Boltzmann surface area method (MMPBSA). Seven substances with good affinities to the spike protein (-12.9 to -20.6 kcal/mol), satisfactory druggability (Bioavailability score: 0.17 to 0.55), and low acute toxicity to mice (LD50: 751 to 1421 mg/kg) were selected as potentially useful for the future development of new products to manage COVID-19 infections.Communicated by Ramaswamy H. Sarma.
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Souza HCA, Souza MDA, Sousa CS, Viana EKA, Alves SKS, Marques AO, Ribeiro ASN, de Sousa do Vale V, Islam MT, de Miranda JAL, da Costa Mota M, Rocha JA. Molecular Docking and ADME-TOX Profiling of Moringa oleifera Constituents against SARS-CoV-2. Adv Respir Med 2023; 91:464-485. [PMID: 37987297 PMCID: PMC10660866 DOI: 10.3390/arm91060035] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2023] [Revised: 10/06/2023] [Accepted: 10/11/2023] [Indexed: 11/22/2023]
Abstract
The SARS-CoV-2 (severe acute respiratory syndrome coronavirus 2019) etiological agent, which has a high contagiousness and is to blame for the outbreak of acute viral pneumonia, is the cause of the respiratory disease COVID-19. The use of natural products grew as an alternative treatment for various diseases due to the abundance of organic molecules with pharmacological properties. Many pharmaceutical studies have focused on investigating compounds with therapeutic potential. Therefore, this study aimed to identify potential antiviral compounds from a popular medicinal plant called Moringa oleifera Lam. against the spike, Mpro, ACE2, and RBD targets of SARS-CoV-2. For this, we use molecular docking to identify the molecules with the greatest affinity for the targets through the orientation of the ligand with the receptor in complex. For the best results, ADME-TOX predictions were performed to evaluate the pharmacokinetic properties of the compounds using the online tool pkCSM. The results demonstrate that among the 61 molecules of M. oleifera, 22 molecules showed promising inhibition results, where the compound ellagic acid showed significant molecular affinity (-9.3 kcal.mol-1) in interaction with the spike protein. These results highlight the relevance of investigating natural compounds from M. oleifera as potential antivirals against SARS-CoV-2; however, additional studies are needed to confirm the antiviral activity of the compounds.
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Affiliation(s)
- Hellen Cris Araújo Souza
- Medicinal Chemistry and Biotechnology Research Group—QUIMEBIO, São Bernardo Science Center, Federal University of Maranhão UFMA, São Bernardo 65080-805, MA, Brazil; (H.C.A.S.); (M.D.A.S.); (C.S.S.); (E.K.A.V.); (S.K.S.A.); (A.O.M.); (A.S.N.R.); (V.d.S.d.V.); (M.d.C.M.); (J.A.R.)
| | - Maycon Douglas Araújo Souza
- Medicinal Chemistry and Biotechnology Research Group—QUIMEBIO, São Bernardo Science Center, Federal University of Maranhão UFMA, São Bernardo 65080-805, MA, Brazil; (H.C.A.S.); (M.D.A.S.); (C.S.S.); (E.K.A.V.); (S.K.S.A.); (A.O.M.); (A.S.N.R.); (V.d.S.d.V.); (M.d.C.M.); (J.A.R.)
| | - Cássio Silva Sousa
- Medicinal Chemistry and Biotechnology Research Group—QUIMEBIO, São Bernardo Science Center, Federal University of Maranhão UFMA, São Bernardo 65080-805, MA, Brazil; (H.C.A.S.); (M.D.A.S.); (C.S.S.); (E.K.A.V.); (S.K.S.A.); (A.O.M.); (A.S.N.R.); (V.d.S.d.V.); (M.d.C.M.); (J.A.R.)
| | - Edilanne Katrine Amparo Viana
- Medicinal Chemistry and Biotechnology Research Group—QUIMEBIO, São Bernardo Science Center, Federal University of Maranhão UFMA, São Bernardo 65080-805, MA, Brazil; (H.C.A.S.); (M.D.A.S.); (C.S.S.); (E.K.A.V.); (S.K.S.A.); (A.O.M.); (A.S.N.R.); (V.d.S.d.V.); (M.d.C.M.); (J.A.R.)
| | - Sabrina Kelly Silva Alves
- Medicinal Chemistry and Biotechnology Research Group—QUIMEBIO, São Bernardo Science Center, Federal University of Maranhão UFMA, São Bernardo 65080-805, MA, Brazil; (H.C.A.S.); (M.D.A.S.); (C.S.S.); (E.K.A.V.); (S.K.S.A.); (A.O.M.); (A.S.N.R.); (V.d.S.d.V.); (M.d.C.M.); (J.A.R.)
| | - Alex Oliveira Marques
- Medicinal Chemistry and Biotechnology Research Group—QUIMEBIO, São Bernardo Science Center, Federal University of Maranhão UFMA, São Bernardo 65080-805, MA, Brazil; (H.C.A.S.); (M.D.A.S.); (C.S.S.); (E.K.A.V.); (S.K.S.A.); (A.O.M.); (A.S.N.R.); (V.d.S.d.V.); (M.d.C.M.); (J.A.R.)
| | - Arthur Serejo Neves Ribeiro
- Medicinal Chemistry and Biotechnology Research Group—QUIMEBIO, São Bernardo Science Center, Federal University of Maranhão UFMA, São Bernardo 65080-805, MA, Brazil; (H.C.A.S.); (M.D.A.S.); (C.S.S.); (E.K.A.V.); (S.K.S.A.); (A.O.M.); (A.S.N.R.); (V.d.S.d.V.); (M.d.C.M.); (J.A.R.)
| | - Vanessa de Sousa do Vale
- Medicinal Chemistry and Biotechnology Research Group—QUIMEBIO, São Bernardo Science Center, Federal University of Maranhão UFMA, São Bernardo 65080-805, MA, Brazil; (H.C.A.S.); (M.D.A.S.); (C.S.S.); (E.K.A.V.); (S.K.S.A.); (A.O.M.); (A.S.N.R.); (V.d.S.d.V.); (M.d.C.M.); (J.A.R.)
| | - Muhammad Torequl Islam
- Department of Pharmacy, Bangabandhu Sheikh Mujibur Rahman Science and Technology University, Gopalganj 8100, Bangladesh;
| | - João Antônio Leal de Miranda
- Department of Medicine, Senador Helvidio Nunes de Barros Center, Federal University of Piauí (UFPI), Picos 64607-670, PI, Brazil
| | - Marcelo da Costa Mota
- Medicinal Chemistry and Biotechnology Research Group—QUIMEBIO, São Bernardo Science Center, Federal University of Maranhão UFMA, São Bernardo 65080-805, MA, Brazil; (H.C.A.S.); (M.D.A.S.); (C.S.S.); (E.K.A.V.); (S.K.S.A.); (A.O.M.); (A.S.N.R.); (V.d.S.d.V.); (M.d.C.M.); (J.A.R.)
| | - Jefferson Almeida Rocha
- Medicinal Chemistry and Biotechnology Research Group—QUIMEBIO, São Bernardo Science Center, Federal University of Maranhão UFMA, São Bernardo 65080-805, MA, Brazil; (H.C.A.S.); (M.D.A.S.); (C.S.S.); (E.K.A.V.); (S.K.S.A.); (A.O.M.); (A.S.N.R.); (V.d.S.d.V.); (M.d.C.M.); (J.A.R.)
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Firouzi R, Ashouri M. Identification of Potential Anti‐COVID‐19 Drug Leads from Medicinal Plants through Virtual High‐Throughput Screening. ChemistrySelect 2023. [DOI: 10.1002/slct.202203865] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/16/2023]
Affiliation(s)
- Rohoullah Firouzi
- Department of Physical Chemistry Chemistry and Chemical Engineering Research Center of Iran Tehran Iran
| | - Mitra Ashouri
- Department of Physical Chemistry School of Chemistry College of Science University of Tehran Tehran Iran
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Rudrapal M, Issahaku AR, Agoni C, Bendale AR, Nagar A, Soliman MES, Lokwani D. In silico screening of phytopolyphenolics for the identification of bioactive compounds as novel protease inhibitors effective against SARS-CoV-2. J Biomol Struct Dyn 2022; 40:10437-10453. [PMID: 34182889 DOI: 10.1080/07391102.2021.1944909] [Citation(s) in RCA: 34] [Impact Index Per Article: 17.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
Abstract
Due to the unavailability specific drugs or vaccines (FDA approved) that can cure COVID-19, the development of potent antiviral drug candidates/therapeutic molecules against COVID-19 is urgently required. This study was aimed at in silico screening and study of polyphenolic phytochemical compounds in a rational way by virtual screening, molecular docking and molecular dynamics studies against SARS-CoV-2 main protease (Mpro) and papain-like protease (PLpro) enzymes. The objective of the study was to identify plant-derived polyphenolic compounds and/or flavonoid molecules as possible antiviral agents with protease inhibitory potential against SARS-CoV-2. In this study, we report plant-derived polyphenolic compounds (including flavonoids) as novel protease inhibitors against SARS-CoV-2. From virtual docking and molecular docking study, 31 polyphenolic compounds were identified as active antiviral molecules possessing well-defined binding affinity with acceptable ADMET, toxicity and lead-like or drug-like properties. Six polyphenolic compounds, namely, enterodiol, taxifolin, eriodictyol, leucopelargonidin, morin and myricetin were found to exhibit remarkable binding affinities against the proteases with taxifolin and morin exhibiting the highest binding affinity toward Mpro and PLpro respectively. Molecular dynamics simulation studies of these compounds in complex with the proteases showed that the binding of the compounds is characterized by structural perturbations of the proteases suggesting their antiviral activities. These compounds can therefore be investigated further by in vivo and in vitro techniques to assess their potential efficacy against SARS-CoV-2 and thus serve as the starting point for the development of potent antiviral agents against the deadly COVID-19.
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Affiliation(s)
- Mithun Rudrapal
- Rasiklal M. Dhariwal Institute of Pharmaceutical Education and Research, Pune, Maharashtra, India
| | - Abdul Rashid Issahaku
- Molecular Bio-Computation and Drug Design Laboratory, School of Health Sciences, University of KwaZulu-Natal, Durban, South Africa
| | - Clement Agoni
- Molecular Bio-Computation and Drug Design Laboratory, School of Health Sciences, University of KwaZulu-Natal, Durban, South Africa
| | - Atul R Bendale
- Sandip Institute of Pharmaceutical Sciences, Nashik, Maharashtra, India
| | - Akhil Nagar
- R. C. Patel Institute of Pharmaceutical Education and Research, Shirpur, Maharashtra, India
| | - Mahmoud E S Soliman
- Molecular Bio-Computation and Drug Design Laboratory, School of Health Sciences, University of KwaZulu-Natal, Durban, South Africa
| | - Deepak Lokwani
- R. C. Patel Institute of Pharmaceutical Education and Research, Shirpur, Maharashtra, India
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Murali M, Gowtham HG, Shilpa N, Krishnappa HKN, Ledesma AE, Jain AS, Shati AA, Alfaifi MY, Elbehairi SEI, Achar RR, Silina E, Stupin V, Ortega-Castro J, Frau J, Flores-Holguín N, Amruthesh KN, Shivamallu C, Kollur SP, Glossman-Mitnik D. Exploration of Anti-HIV Phytocompounds against SARS-CoV-2 Main Protease: Structure-Based Screening, Molecular Simulation, ADME Analysis and Conceptual DFT Studies. Molecules 2022; 27:8288. [PMID: 36500380 PMCID: PMC9736867 DOI: 10.3390/molecules27238288] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2022] [Revised: 10/21/2022] [Accepted: 11/14/2022] [Indexed: 11/29/2022] Open
Abstract
The ever-expanding pandemic severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) infection has gained attention as COVID-19 and caused an emergency in public health to an unmatched level to date. However, the treatments used are the only options; currently, no effective and licensed medications are available to combat disease transmission, necessitating further research. In the present study, an in silico-based virtual screening of anti-HIV bioactive compounds from medicinal plants was carried out through molecular docking against the main protease (Mpro) (PDB: 6LU7) of SARS-CoV-2, which is a key enzyme responsible for virus replication. A total of 16 anti-HIV compounds were found to have a binding affinity greater than -8.9 kcal/mol out of 150 compounds screened. Pseudohypericin had a high affinity with the energy of -10.2 kcal/mol, demonstrating amino acid residual interactions with LEU141, GLU166, ARG188, and GLN192, followed by Hypericin (-10.1 kcal/mol). Moreover, the ADME (Absorption, Distribution, Metabolism and Excretion) analysis of Pseudohypericin and Hypericin recorded a low bioavailability (BA) score of 0.17 and violated Lipinski's rule of drug-likeness. The docking and molecular simulations indicated that the quinone compound, Pseudohypericin, could be tested in vitro and in vivo as potent molecules against COVID-19 disease prior to clinical trials.This was also supported by the theoretical and computational studies conducted. The global and local descriptors, which are the underpinnings of Conceptual Density FunctionalTheory (CDFT) have beenpredicted through successful model chemistry, hoping that they could be of help in the comprehension of the chemical reactivity properties of the molecular systems considered in this study.
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Affiliation(s)
| | | | | | | | - Ana E. Ledesma
- Centro de InvestigaciónenBiofísicaAplicada y Alimentos, Facultad de Ciencias Exactas y Tecnologías (FCEyN), Universidad Nacional de Santiago del Estero (CIBAAL-UNSE-CONICET), Santiago del Estero 4206, Argentina
| | - Anisha S. Jain
- Department of Microbiology, JSS Academy of Higher Education and Research, Mysuru 570015, India
| | - Ali A. Shati
- Biology Department, Faculty of Science, King Khalid University, Abha 9004, Saudi Arabia
| | - Mohammad Y. Alfaifi
- Biology Department, Faculty of Science, King Khalid University, Abha 9004, Saudi Arabia
| | - Serag Eldin I. Elbehairi
- Biology Department, Faculty of Science, King Khalid University, Abha 9004, Saudi Arabia
- Cell Culture Lab, Egyptian Organization for Biological Products and Vaccines (VACSERA Holding Company), 51 Wezaret El-Zeraa St., Giza 12511, Egypt
| | - Raghu Ram Achar
- Division of Biochemistry, School of Life Sciences, JSS Academy of Higher Education and Research, Mysuru 570015, India
| | - Ekaterina Silina
- Department of Hospital Surgery, N.I. Pirogov Russian National Research Medical University, Moscow 117997, Russia
| | - Victor Stupin
- Department of Hospital Surgery, N.I. Pirogov Russian National Research Medical University, Moscow 117997, Russia
| | - Joaquín Ortega-Castro
- Departament de Química, Facultat de Ciences, Universitat de les IllesBalears, E-07122 Palma de Malllorca, Spain
| | - Juan Frau
- Departament de Química, Facultat de Ciences, Universitat de les IllesBalears, E-07122 Palma de Malllorca, Spain
| | - Norma Flores-Holguín
- Laboratorio Virtual NANOCOSMOS, Departamento de Medio Ambiente y Energía, Centro de Investigaciónen Materiales Avanzados, Chihuahua 31136, Mexico
| | | | - Chandan Shivamallu
- Department of Biotechnology and Bioinformatics, JSS Academy of Higher Education and Research, Mysuru 570015, India
| | - Shiva Prasad Kollur
- School of Physical Sciences, Amrita Vishwa Vidyapeetham, Mysuru Campus, Mysuru 570026, India
| | - Daniel Glossman-Mitnik
- Laboratorio Virtual NANOCOSMOS, Departamento de Medio Ambiente y Energía, Centro de Investigaciónen Materiales Avanzados, Chihuahua 31136, Mexico
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Mousavi S, Zare S, Mirzaei M, Feizi A. Novel Drug Design for Treatment of COVID-19: A Systematic Review of Preclinical Studies. THE CANADIAN JOURNAL OF INFECTIOUS DISEASES & MEDICAL MICROBIOLOGY = JOURNAL CANADIEN DES MALADIES INFECTIEUSES ET DE LA MICROBIOLOGIE MEDICALE 2022; 2022:2044282. [PMID: 36199815 PMCID: PMC9527439 DOI: 10.1155/2022/2044282] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/19/2022] [Revised: 05/23/2022] [Accepted: 08/03/2022] [Indexed: 11/27/2022]
Abstract
Background Since the beginning of the novel coronavirus (SARS-CoV-2) disease outbreak, there has been an increasing interest in discovering potential therapeutic agents for this disease. In this regard, we conducted a systematic review through an overview of drug development (in silico, in vitro, and in vivo) for treating COVID-19. Methods A systematic search was carried out in major databases including PubMed, Web of Science, Scopus, EMBASE, and Google Scholar from December 2019 to March 2021. A combination of the following terms was used: coronavirus, COVID-19, SARS-CoV-2, drug design, drug development, In silico, In vitro, and In vivo. A narrative synthesis was performed as a qualitative method for the data synthesis of each outcome measure. Results A total of 2168 articles were identified through searching databases. Finally, 315 studies (266 in silico, 34 in vitro, and 15 in vivo) were included. In studies with in silico approach, 98 article study repurposed drug and 91 studies evaluated herbal medicine on COVID-19. Among 260 drugs repurposed by the computational method, the best results were observed with saquinavir (n = 9), ritonavir (n = 8), and lopinavir (n = 6). Main protease (n = 154) following spike glycoprotein (n = 62) and other nonstructural protein of virus (n = 45) was among the most studied targets. Doxycycline, chlorpromazine, azithromycin, heparin, bepridil, and glycyrrhizic acid showed both in silico and in vitro inhibitory effects against SARS-CoV-2. Conclusion The preclinical studies of novel drug design for COVID-19 focused on main protease and spike glycoprotein as targets for antiviral development. From evaluated structures, saquinavir, ritonavir, eucalyptus, Tinospora cordifolia, aloe, green tea, curcumin, pyrazole, and triazole derivatives in in silico studies and doxycycline, chlorpromazine, and heparin from in vitro and human monoclonal antibodies from in vivo studies showed promised results regarding efficacy. It seems that due to the nature of COVID-19 disease, finding some drugs with multitarget antiviral actions and anti-inflammatory potential is valuable and some herbal medicines have this potential.
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Affiliation(s)
- Sarah Mousavi
- Department of Clinical Pharmacy and Pharmacy Practice, School of Pharmacy and Pharmaceutical Sciences, Isfahan University of Medical Sciences, Isfahan, Iran
| | - Shima Zare
- School of Pharmacy and Pharmaceutical Sciences, Isfahan University of Medical Sciences, Isfahan, Iran
| | - Mahmoud Mirzaei
- Child Growth and Development Research Center, Research Institute for Primordial Prevention of Non-Communicable Disease, Isfahan University of Medical Sciences, Isfahan, Iran
| | - Awat Feizi
- Department of Epidemiology and Biostatistics, School of Health, Isfahan University of Medical Sciences, Isfahan, Iran
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Fu YS, Ho WY, Kang N, Tsai MJ, Wu J, Huang L, Weng CF. Pharmaceutical Prospects of Curcuminoids for the Remedy of COVID-19: Truth or Myth. Front Pharmacol 2022; 13:863082. [PMID: 35496320 PMCID: PMC9047796 DOI: 10.3389/fphar.2022.863082] [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: 01/26/2022] [Accepted: 03/01/2022] [Indexed: 01/09/2023] Open
Abstract
Coronavirus disease 2019 (COVID-19) is caused by severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), which is a positive-strand RNA virus, and has rapidly spread worldwide as a pandemic. The vaccines, repurposed drugs, and specific treatments have led to a surge of novel therapies and guidelines nowadays; however, the epidemic of COVID-19 is not yet fully combated and is still in a vital crisis. In repositioning drugs, natural products are gaining attention because of the large therapeutic window and potent antiviral, immunomodulatory, anti-inflammatory, and antioxidant properties. Of note, the predominant curcumoid extracted from turmeric (Curcuma longa L.) including phenolic curcumin influences multiple signaling pathways and has demonstrated to possess anti-inflammatory, antioxidant, antimicrobial, hypoglycemic, wound healing, chemopreventive, chemosensitizing, and radiosensitizing spectrums. In this review, all pieces of current information related to curcumin-used for the treatment and prevention of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) infection through in vitro, in vivo, and in silico studies, clinical trials, and new formulation designs are retrieved to re-evaluate the applications based on the pharmaceutical efficacy of clinical therapy and to provide deep insights into knowledge and strategy about the curcumin's role as an immune booster, inflammatory modulator, and therapeutic agent against COVID-19. Moreover, this study will also afford a favorable application or approach with evidence based on the drug discovery and development, pharmacology, functional foods, and nutraceuticals for effectively fighting the COVID-19 pandemic.
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Affiliation(s)
- Yaw-Syan Fu
- Department of Basic Medical Science, Anatomy and Functional Physiology Section, Xiamen Medical College, Xiamen, China,Department of Basic Medical Science, Institute of Respiratory Disease, Xiamen Medical College, Xiamen, China
| | - Wan-Yi Ho
- Department of Anatomy, Kaohsiung Medical University, Kaohsiung, Taiwan
| | - Ning Kang
- Department of Otorhinolaryngology, the Second Affiliated Hospital of Xiamen Medical College, Xiamen, China
| | - May-Jywan Tsai
- Department of Neurosurgery, Neurological Institute, Neurological Institute, Taipei, Taiwan
| | - Jingyi Wu
- Department of Basic Medical Science, Anatomy and Functional Physiology Section, Xiamen Medical College, Xiamen, China
| | - Liyue Huang
- Department of Basic Medical Science, Anatomy and Functional Physiology Section, Xiamen Medical College, Xiamen, China
| | - Ching-Feng Weng
- Department of Basic Medical Science, Anatomy and Functional Physiology Section, Xiamen Medical College, Xiamen, China,Department of Basic Medical Science, Institute of Respiratory Disease, Xiamen Medical College, Xiamen, China,*Correspondence: Ching-Feng Weng, ,
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9
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Panahi Y, Dadkhah M, Talei S, Gharari Z, Asghariazar V, Abdolmaleki A, Matin S, Molaei S. Can anti-parasitic drugs help control COVID-19? Future Virol 2022. [PMID: 35359702 PMCID: PMC8940209 DOI: 10.2217/fvl-2021-0160] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2021] [Accepted: 02/28/2022] [Indexed: 01/18/2023]
Abstract
Novel COVID-19 is a public health emergency that poses a serious threat to people worldwide. Given the virus spreading so quickly, novel antiviral medications are desperately needed. Repurposing existing drugs is the first strategy. Anti-parasitic drugs were among the first to be considered as a potential treatment option for this disease. Even though many papers have discussed the efficacy of various anti-parasitic drugs in treating COVID-19 separately, so far, no single study comprehensively discussed these drugs. This study reviews some anti-parasitic recommended drugs to treat COVID-19, in terms of function and in vitro as well as clinical results. Finally, we briefly review the advanced techniques, such as artificial intelligence, that have been used to find effective drugs for the treatment of COVID-19.
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Affiliation(s)
- Yasin Panahi
- Department of Pharmacology & Toxicology, School of Pharmacy, Ardabil University of Medical Sciences, Ardabil, Iran
| | - Masoomeh Dadkhah
- Pharmaceutical Sciences Research Center, Ardabil University of Medical Sciences, Ardabil, Iran
| | - Sahand Talei
- School of Medicine, Tehran University of Medical Sciences, Tehran, Iran
| | - Zahra Gharari
- Department of Biotechnology, Faculty of Biological Sciences, Al-Zahra University, Tehran, Iran
| | - Vahid Asghariazar
- Deputy of Research & Technology, Ardabil University of Medical Sciences, Ardabil, Iran
| | - Arash Abdolmaleki
- Department of Engineering Sciences, Faculty of Advanced Technologies, University of Mohaghegh Ardabili, Namin, Iran.,Bio Science & Biotechnology Research center (BBRC), Sabalan University of Advanced Technologies (SUAT), Namin, Iran
| | - Somayeh Matin
- Department of Internal Medicine, Imam Khomeini Hospital, Ardabil University of Medical Sciences, Ardabil, Iran
| | - Soheila Molaei
- Pharmaceutical Sciences Research Center, Ardabil University of Medical Sciences, Ardabil, Iran.,Zoonoses Research Center, Ardabil University of Medical Sciences, Ardabil, Iran
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10
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de Sousa NA, Marani MM, Lopes ALF, Silva EM, Barbosa EA, Vasconcelos AG, Kuzniewski FTB, Lustosa SS, Gomes KP, Colugnati DB, Rocha JA, Santos LH, Benquerer MP, Quelemes P, Véras L, Moreira DC, Gadelha KKL, Magalhães PJC, Plácido A, Eaton P, Nicolau L, Medeiros JVR, Leite JRSA. BR-bombesin: a novel bombesin-related peptide from the skin secretion of the Chaco tree frog (Boana raniceps) with physiological gastric effects. Amino Acids 2022; 54:733-747. [DOI: 10.1007/s00726-021-03114-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2021] [Accepted: 11/30/2021] [Indexed: 11/01/2022]
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11
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de Sá ÉRA, Souza JL, Costa RKM, Barros RO, de Lima CEB, Lima FDCA, Ramos RM. Computational investigation of the alkaloids of Pilocarpus microphyllus species as phytopharmaceuticals for the inhibition of sterol 14α-demethylase protease of Trypanosoma cruzi. J Biomol Struct Dyn 2022; 41:2555-2573. [PMID: 35132947 DOI: 10.1080/07391102.2022.2035819] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
Abstract
Trypanosoma cruzi is a protozoan transmitted by the insect Triatoma infestans, popularly known as kissing bug. This protozoan causes the Chagas disease, a Neglected Tropical Disease. This study aimed to investigate, through DFT method and B3LYP hybrid functional, the physicochemical, pharmacokinetic, and pharmacodynamic properties of the alkaloids present in the leaves of the species Pilocarpus microphyllus (jaborandi) as a potential inhibitory activity on the protease sterol 14α-demethylase of T. cruzi associated with the techniques of molecular docking, molecular dynamics, MM-PBSA and ADMET predictions. The molecules of isopilosine, epiisopiloturine, epiisopilosine, and pilosine showed up the lowest binding energies by molecular docking, good human intestinal absorption, low penetration in the blood-brain barrier, antiprotozoal and anticarcinogenic activities in ADMET studies. It has been observed a better binding affinity of the sterol 14α-demethylase protease with isopilosine in molecular dynamics and MM-PBSA studies, which indicates it as a potential drug candidate for Chagas disease.Communicated by Ramaswamy H. Sarma.
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Affiliation(s)
- Ézio R. A. de Sá
- Federal Institute of Education, Science and Technology of Piauí, IFPI, Picos, Piauí, Brazil
- Graduate Program in Chemistry, Federal University of Piauí, PPGQ/UFPI, Teresina, Piauí, Brazil
- Research Laboratory of the Computational Quantum Chemistry and Drug Planning Group, Chemistry Department, State University of Piauí, GQQC&PF/UESPI, Teresina, Piauí, Brazil
- Research Laboratory in Information Systems, Information Department, Environment, Health and Food Production, Federal Institute of Education, Science and Technology of Piauí, LaPeSI/IFPI, Teresina, Piauí, Brazil
| | - Janilson L. Souza
- Federal Institute of Education, Science and Technology of Maranhão, IFMA, Bacabal, Maranhão, Brazil
| | - Rayla K. M. Costa
- Research Laboratory of the Computational Quantum Chemistry and Drug Planning Group, Chemistry Department, State University of Piauí, GQQC&PF/UESPI, Teresina, Piauí, Brazil
| | - Rômulo O. Barros
- Research Laboratory in Information Systems, Information Department, Environment, Health and Food Production, Federal Institute of Education, Science and Technology of Piauí, LaPeSI/IFPI, Teresina, Piauí, Brazil
| | - Carlos E. B. de Lima
- University Hospital, Federal University of Piauí, Discipline of Cardiology, Department of General Practice - Cardiology and Health Sciences Center, DCG/CCS/UFPI, Teresina, Piauí, Brazil
| | - Francisco das C. A. Lima
- Research Laboratory of the Computational Quantum Chemistry and Drug Planning Group, Chemistry Department, State University of Piauí, GQQC&PF/UESPI, Teresina, Piauí, Brazil
| | - Ricardo M. Ramos
- Research Laboratory in Information Systems, Information Department, Environment, Health and Food Production, Federal Institute of Education, Science and Technology of Piauí, LaPeSI/IFPI, Teresina, Piauí, Brazil
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12
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Adhikari N, Banerjee S, Baidya SK, Ghosh B, Jha T. Ligand-based quantitative structural assessments of SARS-CoV-2 3CL pro inhibitors: An analysis in light of structure-based multi-molecular modeling evidences. J Mol Struct 2021; 1251:132041. [PMID: 34866654 PMCID: PMC8627846 DOI: 10.1016/j.molstruc.2021.132041] [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: 10/02/2021] [Revised: 11/10/2021] [Accepted: 11/26/2021] [Indexed: 12/11/2022]
Abstract
Due to COVID-19, the whole world is undergoing a devastating situation, but treatment with no such drug candidates still has been established exclusively. In that context, 69 diverse chemicals with potential SARS-CoV-2 3CLpro inhibitory property were taken into consideration for building different internally and externally validated linear (SW-MLR and GA-MLR), non-linear (ANN and SVM) QSAR, and HQSAR models to identify important structural and physicochemical characters required for SARS-CoV-2 3CLpro inhibition. Importantly, 2-oxopyrrolidinyl methyl and benzylester functions, and methylene (hydroxy) sulphonic acid warhead group, were crucial for retaining higher SARS-CoV-2 3CLpro inhibition. These GA-MLR and HQSAR models were also applied to predict some already repurposed drugs. As per the GA-MLR model, curcumin, ribavirin, saquinavir, sepimostat, and remdesivir were found to be the potent ones, whereas according to the HQSAR model, lurasidone, saquinavir, lopinavir, elbasvir, and paritaprevir were the highly effective SARS-CoV-2 3CLpro inhibitors. The binding modes of those repurposed drugs were also justified by the molecular docking, molecular dynamics (MD) simulation, and binding energy calculations conducted by several groups of researchers. This current work, therefore, may be able to find out important structural parameters to accelerate the COVID-19 drug discovery processes in the future.
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Affiliation(s)
- Nilanjan Adhikari
- Natural Science Laboratory, Division of Medicinal and Pharmaceutical Chemistry, Department of Pharmaceutical Technology, Jadavpur University, Kolkata 700032, India
| | - Suvankar Banerjee
- Natural Science Laboratory, Division of Medicinal and Pharmaceutical Chemistry, Department of Pharmaceutical Technology, Jadavpur University, Kolkata 700032, India
| | - Sandip Kumar Baidya
- Natural Science Laboratory, Division of Medicinal and Pharmaceutical Chemistry, Department of Pharmaceutical Technology, Jadavpur University, Kolkata 700032, India
| | - Balaram Ghosh
- Epigenetic Research Laboratory, Birla Institute of Technology and Science-Pilani Hyderabad Campus, Shamirpet, Hyderabad, India, 500078
| | - Tarun Jha
- Natural Science Laboratory, Division of Medicinal and Pharmaceutical Chemistry, Department of Pharmaceutical Technology, Jadavpur University, Kolkata 700032, India
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13
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Wang J, Zhang Y, Hu S, Bai H, Xue Z, Liu Y, Ma W. Antiviral drugs suppress infection of 2019-nCoV spike pseudotyped virus by interacting with ACE2 protein. J Biochem Mol Toxicol 2021; 36:e22948. [PMID: 34755435 PMCID: PMC8646714 DOI: 10.1002/jbt.22948] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/03/2021] [Revised: 09/13/2021] [Accepted: 11/01/2021] [Indexed: 11/09/2022]
Abstract
The outbreak of coronavirus disease 2019 (COVID‐19) has induced a large number of deaths worldwide. Angiotensin‐converting enzyme 2 (ACE2) is the entry receptor for the 2019 novel coronavirus (2019‐nCoV) to infect the host cells. Therefore, ACE2 may be an important target for the prevention and treatment of COVID‐19. The aim of this study was to investigate the inhibition effect of valaciclovir hydrochloride (VACV), zidovudine (ZDV), saquinavir (SQV), and efavirenz (EFV) on 2019‐nCoV infection. The results of molecule docking and surface plasmon resonance showed that VACV, ZDV, SQV, and EFV could bind to ACE2 protein, with the KD value of (4.33 ± 0.09) e−8, (6.29 ± 1.12) e−6, (2.37 ± 0.59) e−5, and (4.85 ± 1.57) e−5 M, respectively. But only ZDV and EFV prevent the 2019‐nCoV spike pseudotyped virus to enter ACE2‐HEK293T cells with an EC50 value of 4.30 ± 1.46 and 3.92 ± 1.36 μM, respectively. ZDV and EFV also have a synergistic effect on preventing entry of virus into cells. In conclusion, ZDV and EFV suppress 2019‐nCoV infection of ACE2‐HEK293T cells by interacting with ACE2.
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Affiliation(s)
- Jue Wang
- School of Pharmacy, Health Science Center, Xi'an Jiaotong University, Xi'an, Shaanxi, China
| | - Yongjing Zhang
- School of Pharmacy, Health Science Center, Xi'an Jiaotong University, Xi'an, Shaanxi, China
| | - Shiling Hu
- School of Pharmacy, Health Science Center, Xi'an Jiaotong University, Xi'an, Shaanxi, China
| | - Haoyun Bai
- School of Pharmacy, Health Science Center, Xi'an Jiaotong University, Xi'an, Shaanxi, China
| | - Zhuoyin Xue
- School of Pharmacy, Health Science Center, Xi'an Jiaotong University, Xi'an, Shaanxi, China
| | - Yanhong Liu
- School of Pharmacy, Health Science Center, Xi'an Jiaotong University, Xi'an, Shaanxi, China
| | - Weina Ma
- School of Pharmacy, Health Science Center, Xi'an Jiaotong University, Xi'an, Shaanxi, China
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14
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Isaac-Lam MF. Molecular modeling of the interaction of ligands with ACE2-SARS-CoV-2 spike protein complex. In Silico Pharmacol 2021; 9:55. [PMID: 34631362 PMCID: PMC8495439 DOI: 10.1007/s40203-021-00114-w] [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: 03/27/2021] [Accepted: 09/28/2021] [Indexed: 02/06/2023] Open
Abstract
COVID-19 is a new communicable disease with a widespread outbreak that affects all populations worldwide triggering a rush of scientific interest in coronavirus research globally. In silico molecular docking experiment was utilized to determine interactions of available compounds with SARS-CoV-2 and angiotensin-converting enzyme 2 (ACE2) complex. Chimera and AutoDock Vina were used for protein-ligand interaction structural analysis. Ligands were chosen based on the known characteristics and indications of the drugs as ACE inhibitors (captopril, enalapril, quinapril, moexipril, benazepril, ramipril, perindopril, zofenopril, fosinopril), as ACE2 blockers (losartan, olmesartan), as blood thinning agent (clopidogrel), as cholesterol-lowering prescriptions (simvastatin, atorvastatin), repurposed medications (dexamethasone, hydroxychloroquine, chloroquine), and as investigational drug (remdesivir). Experimental ACE/ACE2 inhibitors are also included: Sigma ACEI, N-(2-aminoethyl)-1-aziridine-ethanamine (NAAE), nicotianamine (NAM), and MLN-4760 (ACE2 inhibitor). The best docked conformations were all located in the ACE2 protein, 50% docked at the interface with lower scores and only clopidogrel and hydroxychloroquine docked at the spike protein. Captopril, moexipril, benazepril, fosinopril, losartan, remdesivir, Sigma ACEI, NAA, and NAM interacted and docked at the interface of ACE2 and SARS-CoV-2 spike protein complex. This may have significant implication in enhancing our understanding of the mechanism to hinder viral entry into the host organism during infection. SUPPLEMENTARY INFORMATION The online version contains supplementary material available at 10.1007/s40203-021-00114-w.
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Affiliation(s)
- Meden F. Isaac-Lam
- Department of Chemistry and Physics, Purdue University Northwest, Westville, IN 46391 USA
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15
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Istifli ES, Netz PA, Sihoglu Tepe A, Sarikurkcu C, Tepe B. Understanding the molecular interaction of SARS-CoV-2 spike mutants with ACE2 (angiotensin converting enzyme 2). J Biomol Struct Dyn 2021; 40:12760-12771. [PMID: 34495817 PMCID: PMC8442754 DOI: 10.1080/07391102.2021.1975569] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2021] [Accepted: 08/29/2021] [Indexed: 12/27/2022]
Abstract
Covid-19 is a viral disease caused by the virus SARS-CoV-2 that spread worldwide and caused more than 4.3 million deaths. Moreover, SARS-CoV-2 still continues to evolve, and specifically the E484K, N501Y, and South Africa triple (K417N + E484K + N501Y) spike protein mutants remain as the 'escape' phenotypes. The aim of this study was to compare the interaction between the receptor binding domain (RBD) of the E484K, N501Y and South Africa triple spike variants and ACE2 with the interaction between wild-type spike RBD-ACE2 and to show whether the obtained binding affinities and conformations corraborate clinical findings. The structures of the RBDs of the E484K, N501Y and South Africa triple variants were generated with DS Studio v16 and energetically minimized using the CHARMM22 force field. Protein-protein dockings were performed in the HADDOCK server and the obtained wild-type and mutant spike-ACE2 complexes were submitted to 200-ns molecular dynamics simulations with subsequent free energy calculations using GROMACS. Based on docking binding affinities and free energy calculations the E484K, N501Y and triple mutant variants were found to interact stronger with the ACE2 than the wild-type spike. Interestingly, molecular dynamics and MM-PBSA results showed that E484K and spike triple mutant complexes were more stable than the N501Y one. Moreover, the E484K and South Africa triple mutants triggered greater conformational changes in the spike glycoprotein than N501Y. The E484K variant alone, or the combination of K417N + E484K + N501Y mutations induce significant conformational transitions in the spike glycoprotein, while increasing the spike-ACE2 binding affinity.Communicated by Ramaswamy H. Sarma.
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Affiliation(s)
- Erman Salih Istifli
- Department of Biology, Faculty of Science and Literature, Cukurova University, Adana, Turkey
| | - Paulo A. Netz
- Theoretical Chemistry Group, Institute of Chemistry, Universidade Federal do Rio Grande do Sul, Porto Alegre, RS, Brazil
| | - Arzuhan Sihoglu Tepe
- Department of Pharmacy Services, Vocational High School of Health Services, Kilis 7 Aralık University, Kilis, Turkey
| | - Cengiz Sarikurkcu
- Department of Analytical Chemistry, Faculty of Pharmacy, Afyonkarahisar Health Sciences University, Afyonkarahisar, Turkey
| | - Bektas Tepe
- Department of Molecular Biology and Genetics, Faculty of Science and Literature, Kilis 7 Aralik University, Kilis, Turkey
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16
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Santos-Beneit F, Raškevičius V, Skeberdis VA, Bordel S. A metabolic modeling approach reveals promising therapeutic targets and antiviral drugs to combat COVID-19. Sci Rep 2021; 11:11982. [PMID: 34099831 PMCID: PMC8184994 DOI: 10.1038/s41598-021-91526-3] [Citation(s) in RCA: 21] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2020] [Accepted: 05/26/2021] [Indexed: 02/07/2023] Open
Abstract
In this study we have developed a method based on Flux Balance Analysis to identify human metabolic enzymes which can be targeted for therapeutic intervention against COVID-19. A literature search was carried out in order to identify suitable inhibitors of these enzymes, which were confirmed by docking calculations. In total, 10 targets and 12 bioactive molecules have been predicted. Among the most promising molecules we identified Triacsin C, which inhibits ACSL3, and which has been shown to be very effective against different viruses, including positive-sense single-stranded RNA viruses. Similarly, we also identified the drug Celgosivir, which has been successfully tested in cells infected with different types of viruses such as Dengue, Zika, Hepatitis C and Influenza. Finally, other drugs targeting enzymes of lipid metabolism, carbohydrate metabolism or protein palmitoylation (such as Propylthiouracil, 2-Bromopalmitate, Lipofermata, Tunicamycin, Benzyl Isothiocyanate, Tipifarnib and Lonafarnib) are also proposed.
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Affiliation(s)
| | - Vytautas Raškevičius
- Cell Culture Laboratory, Institute of Cardiology, Lithuanian University of Health Sciences, Kaunas, Lithuania
| | - Vytenis A Skeberdis
- Cell Culture Laboratory, Institute of Cardiology, Lithuanian University of Health Sciences, Kaunas, Lithuania
| | - Sergio Bordel
- Institute of Sustainable Processes, Universidad de Valladolid, Valladolid, Spain.
- Cell Culture Laboratory, Institute of Cardiology, Lithuanian University of Health Sciences, Kaunas, Lithuania.
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17
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Md Nayeem S, Sohail EM, Srihari NV, Indira P, Srinivasa Reddy M. Target SARS-CoV-2: theoretical exploration on clinical suitability of certain drugs. J Biomol Struct Dyn 2021; 40:8905-8912. [PMID: 33988066 PMCID: PMC8127163 DOI: 10.1080/07391102.2021.1924262] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2020] [Accepted: 04/11/2021] [Indexed: 12/14/2022]
Abstract
We propose a unique theoretical methodology because of the global high priority rating to search for the repurposed drugs that outfit clinical suitability to SARS-CoV-2. The approach is based on the exploration of structural analysis, computation of biothermodynamics, interactions and the prediction of entropy sign successively via molecular dynamics. We tested this methodology for Favipiravir/Dolutegravir drugs on the apo form of SARS-CoV-2 main protease. This theoretical exploration not only suggested the presence of strong interactions between (SARS-CoV-2 + Favipiravir/Dolutegravir) but also emphasized the clinical suitability of Favipiravir over Dolutegravir to treat SARS-CoV-2 main protease. The supremacy of Favipiravir over Doultegravir is well supported by the results of global clinical trials on SARS-CoV-2 infection. Thus, this work will pave the way for incremental advancement towards future design and development of more specific inhibitors to treat SARS-CoV-2 infection in humans.Communicated by Ramaswamy H. Sarma.
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Affiliation(s)
- Sk. Md Nayeem
- Department of Physics, K.R.K. Govt. Degree College, Addanki, AP, India
| | | | - N. V. Srihari
- Department of Physics, K.R.K. Govt. Degree College, Addanki, AP, India
| | - P. Indira
- Department of Physics, K.R.K. Govt. Degree College, Addanki, AP, India
| | - M. Srinivasa Reddy
- Department of Chemistry, T.R.R. Govt. Degree College, Kandukur, AP, India
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18
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He M, Wang Y, Huang S, Zhao N, Cheng M, Zhang X. Computational exploration of natural peptides targeting ACE2. J Biomol Struct Dyn 2021; 40:8018-8029. [PMID: 33826484 DOI: 10.1080/07391102.2021.1905555] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
Abstract
Interaction between the SARS-COV-2 (2019 novel coronavirus) spike protein and ACE2 receptors expressed on cellular surfaces initialises viral attachment and consequent infection. Blocking this interaction shows promise for blocking or ameliorating the virus' pathological effects on the body. By contrast to work focusing on the coronavirus, which has significant potential diversity through possible accumulation of mutations during transmission, targeting the conserved ACE2 protein expressed on human cells offers an attractive alternative route to developing pharmacological prophylactics against viral invasion. In this study, we screened a virtual database of natural peptides in silico, with ACE2 as the target, and performed structural analyses of the interface region in the SARS-COV-2 RBD/ACE2 complex. These analyses have identified 15 potentially effective compounds. Analyses of ACE2/polypeptide interactions suggest that these peptides can block viral invasion of cells by stably binding in the ACE2 active site pocket. Molecular simulation results for Complestatin and Valinomycin indicate that they may share this mechanism. The discovery of this probable binding mechanism provides a frame of reference for further optimization, and design of high affinity ACE2 inhibitors that could serve as leads for production of drugs with preventive and therapeutic effects against SARS-COV-2.Communicated by Ramaswamy H. Sarma.
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Affiliation(s)
- Meixi He
- CAS Key Laboratory of Separation Sciences of Analytical Chemistry, Dalian Institute of Chemical Physics, Dalian, China.,University of Chinese Academy of Sciences, Beijing, China
| | - Yi Wang
- CAS Key Laboratory of Separation Sciences of Analytical Chemistry, Dalian Institute of Chemical Physics, Dalian, China.,University of Chinese Academy of Sciences, Beijing, China
| | - Shuai Huang
- CAS Key Laboratory of Separation Sciences of Analytical Chemistry, Dalian Institute of Chemical Physics, Dalian, China.,University of Chinese Academy of Sciences, Beijing, China
| | - Nan Zhao
- CAS Key Laboratory of Separation Sciences of Analytical Chemistry, Dalian Institute of Chemical Physics, Dalian, China
| | - Mengchun Cheng
- CAS Key Laboratory of Separation Sciences of Analytical Chemistry, Dalian Institute of Chemical Physics, Dalian, China
| | - Xiaozhe Zhang
- CAS Key Laboratory of Separation Sciences of Analytical Chemistry, Dalian Institute of Chemical Physics, Dalian, China.,Partner Group of Max Planck Society, Dalian, China
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19
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Bittremieux W, Adams C, Laukens K, Dorrestein PC, Bandeira N. Open Science Resources for the Mass Spectrometry-Based Analysis of SARS-CoV-2. J Proteome Res 2021; 20:1464-1475. [PMID: 33605735 DOI: 10.1021/acs.jproteome.0c00929] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/09/2023]
Abstract
The SARS-CoV-2 virus is the causative agent of the 2020 pandemic leading to the COVID-19 respiratory disease. With many scientific and humanitarian efforts ongoing to develop diagnostic tests, vaccines, and treatments for COVID-19, and to prevent the spread of SARS-CoV-2, mass spectrometry research, including proteomics, is playing a role in determining the biology of this viral infection. Proteomics studies are starting to lead to an understanding of the roles of viral and host proteins during SARS-CoV-2 infection, their protein-protein interactions, and post-translational modifications. This is beginning to provide insights into potential therapeutic targets or diagnostic strategies that can be used to reduce the long-term burden of the pandemic. However, the extraordinary situation caused by the global pandemic is also highlighting the need to improve mass spectrometry data and workflow sharing. We therefore describe freely available data and computational resources that can facilitate and assist the mass spectrometry-based analysis of SARS-CoV-2. We exemplify this by reanalyzing a virus-host interactome data set to detect protein-protein interactions and identify host proteins that could potentially be used as targets for drug repurposing.
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Affiliation(s)
- Wout Bittremieux
- Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California San Diego, La Jolla 92093, California, United States.,Department of Computer Science, University of Antwerp, Antwerp 2020, Belgium
| | - Charlotte Adams
- Department of Computer Science, University of Antwerp, Antwerp 2020, Belgium
| | - Kris Laukens
- Department of Computer Science, University of Antwerp, Antwerp 2020, Belgium
| | - Pieter C Dorrestein
- Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California San Diego, La Jolla 92093, California, United States
| | - Nuno Bandeira
- Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California San Diego, La Jolla 92093, California, United States.,Department of Computer Science and Engineering, University of California San Diego, La Jolla 92093, California, United States
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20
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Cuesta SA, Mora JR, Márquez EA. In Silico Screening of the DrugBank Database to Search for Possible Drugs against SARS-CoV-2. Molecules 2021; 26:1100. [PMID: 33669720 PMCID: PMC7923184 DOI: 10.3390/molecules26041100] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2021] [Revised: 02/11/2021] [Accepted: 02/16/2021] [Indexed: 12/29/2022] Open
Abstract
Coronavirus desease 2019 (COVID-19) is responsible for more than 1.80 M deaths worldwide. A Quantitative Structure-Activity Relationships (QSAR) model is developed based on experimental pIC50 values reported for a structurally diverse dataset. A robust model with only five descriptors is found, with values of R2 = 0.897, Q2LOO = 0.854, and Q2ext = 0.876 and complying with all the parameters established in the validation Tropsha's test. The analysis of the applicability domain (AD) reveals coverage of about 90% for the external test set. Docking and molecular dynamic analysis are performed on the three most relevant biological targets for SARS-CoV-2: main protease, papain-like protease, and RNA-dependent RNA polymerase. A screening of the DrugBank database is executed, predicting the pIC50 value of 6664 drugs, which are IN the AD of the model (coverage = 79%). Fifty-seven possible potent anti-COVID-19 candidates with pIC50 values > 6.6 are identified, and based on a pharmacophore modelling analysis, four compounds of this set can be suggested as potent candidates to be potential inhibitors of SARS-CoV-2. Finally, the biological activity of the compounds was related to the frontier molecular orbitals shapes.
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Affiliation(s)
- Sebastián A. Cuesta
- Grupo de Química Computacional y Teórica (QCT-USFQ), Departamento de Ingeniería Química, Colegio Politécnico, Universidad San Francisco de Quito, Diego de Robles y Vía Interoceánica, Quito 170901, Ecuador;
| | - José R. Mora
- Grupo de Química Computacional y Teórica (QCT-USFQ), Departamento de Ingeniería Química, Colegio Politécnico, Universidad San Francisco de Quito, Diego de Robles y Vía Interoceánica, Quito 170901, Ecuador;
| | - Edgar A. Márquez
- Grupo de Investigaciones en Química y Biología, Departamento de Química y Biología, Facultad de Ciencias Exactas, Universidad del Norte, Carrera 51B, Km 5, vía Puerto Colombia, Barranquilla 081007, Colombia
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21
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Sumon TA, Hussain MA, Hasan MT, Hasan M, Jang WJ, Bhuiya EH, Chowdhury AAM, Sharifuzzaman SM, Brown CL, Kwon HJ, Lee EW. A Revisit to the Research Updates of Drugs, Vaccines, and Bioinformatics Approaches in Combating COVID-19 Pandemic. Front Mol Biosci 2021; 7:585899. [PMID: 33569389 PMCID: PMC7868442 DOI: 10.3389/fmolb.2020.585899] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/19/2020] [Accepted: 12/17/2020] [Indexed: 12/19/2022] Open
Abstract
A new strain of coronavirus severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) responsible for the coronavirus disease 2019 (COVID-19) pandemic was first detected in the city of Wuhan in Hubei province, China in late December 2019. To date, more than 1 million deaths and nearly 57 million confirmed cases have been recorded across 220 countries due to COVID-19, which is the greatest threat to global public health in our time. Although SARS-CoV-2 is genetically similar to other coronaviruses, i.e., SARS and Middle East respiratory syndrome coronavirus (MERS-CoV), no confirmed therapeutics are yet available against COVID-19, and governments, scientists, and pharmaceutical companies worldwide are working together in search for effective drugs and vaccines. Repurposing of relevant therapies, developing vaccines, and using bioinformatics to identify potential drug targets are strongly in focus to combat COVID-19. This review deals with the pathogenesis of COVID-19 and its clinical symptoms in humans including the most recent updates on candidate drugs and vaccines. Potential drugs (remdesivir, hydroxychloroquine, azithromycin, dexamethasone) and vaccines [mRNA-1273; measles, mumps and rubella (MMR), bacille Calmette-Guérin (BCG)] in human clinical trials are discussed with their composition, dosage, mode of action, and possible release dates according to the trial register of US National Library of Medicines (clinicaltrials.gov), European Union (clinicaltrialsregister.eu), and Chinese Clinical Trial Registry (chictr.org.cn) website. Moreover, recent reports on in silico approaches like molecular docking, molecular dynamics simulations, network-based identification, and homology modeling are included, toward repurposing strategies for the use of already approved drugs against newly emerged pathogens. Limitations of effectiveness, side effects, and safety issues of each approach are also highlighted. This review should be useful for the researchers working to find out an effective strategy for defeating SARS-CoV-2.
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Affiliation(s)
- Tofael Ahmed Sumon
- Department of Fish Health Management, Sylhet Agricultural University, Sylhet, Bangladesh
| | - Md. Ashraf Hussain
- Department of Fisheries Technology and Quality Control, Sylhet Agricultural University, Sylhet, Bangladesh
| | - Md. Tawheed Hasan
- Department of Aquaculture, Sylhet Agricultural University, Sylhet, Bangladesh
| | - Mahmudul Hasan
- Department of Pharmaceuticals and Industrial Biotechnology, Sylhet Agricultural University, Sylhet, Bangladesh
| | - Won Je Jang
- Department of Biotechnology, Pukyong National University, Busan, South Korea
| | | | | | - S. M. Sharifuzzaman
- Institute of Marine Sciences, University of Chittagong, Chittagong, Bangladesh
| | - Christopher Lyon Brown
- World Fisheries University Pilot Programme, Pukyong National University, Busan, South Korea
| | - Hyun-Ju Kwon
- Biopharmaceutical Engineering Major, Division of Applied Bioengineering, Dong-Eui University, Busan, South Korea
| | - Eun-Woo Lee
- Biopharmaceutical Engineering Major, Division of Applied Bioengineering, Dong-Eui University, Busan, South Korea
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22
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de Sá ÉRA, Costa AN, Costa RKM, Souza JL, Ramos RM, Lima FDCA. In silico study of the interactions of Pilocarpus microphyllus imidazolic alkaloids with the main protease (Mpro) of SARS-CoV-2. MOLECULAR SIMULATION 2021. [PMCID: PMC7814572 DOI: 10.1080/08927022.2021.1873321] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
Abstract
The disease outbreak caused by SARS-CoV-2 continues to rise worldwide, even in countries which have considered it controlled. As new cases appear daily, infecting millions of people and causing thousands of deaths, the current in silico study aims to investigate the imidazolic alkaloids of the species Pilocarpus microphyllus (Jaborandi) as a potential inhibitory activity against the Mpro protease from SARS-CoV-2, since it plays a fundamental role in the processing of polyproteins that are translated from viral RNA. Jaborandi is distributed in some Brazilian biomes, being easily identified, yet little researched, with proven anti-inflammatory, contraceptive, anti-diabetic and gastroprotective activities. In this work, DFT calculation of thermodynamic properties, electrostatic potential surface, frontier molecular orbitals and descriptors of chemical reactivity of imidazolic alkaloids were associated with the use of molecular docking techniques, molecular dynamics and ADMET predictions. One can verify a good reactivity chemistry and energetic stability of epiisopiloturine, epiisopilosine, isopilosine and e pilosine with some residues of amino acids present in the active site of the main protease of COVID-19. In this sense, the results point out to the imidazolic alkaloids of Jaborandi as promising targets for in vitro and in vivo tests, as possible candidates for inhibitors of the enzyme Mpro.
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Affiliation(s)
- Ézio R. A. de Sá
- Federal Institute of Education, Science and Technology of Piauí, IFPI, Picos, Brazil
| | - Allan N. Costa
- Federal Institute of Education, Science and Technology of Pará, IFPA, Conceição do Araguaia, Brazil
| | - Rayla K. M. Costa
- Research Laboratory of the Computational Quantum Chemistry and Drug Planning Group, Chemistry Department, State Univerty of Piauí, GQQC&PF/UESPI, Teresina, Brazil
| | - Janilson L. Souza
- Federal Institute of Education, Science and Technology of Maranhão, IFMA, Bacabal, Brazil
| | - Ricardo M. Ramos
- Research Laboratory in Information Systems, Information Department, Environment, Health and Food Production, Federal Institute of Education, Science and Technology of Piauí, LaPeSI/IFPI, Teresina, Brazil
| | - Francisco das C. A. Lima
- Research Laboratory of the Computational Quantum Chemistry and Drug Planning Group, Chemistry Department, State Univerty of Piauí, GQQC&PF/UESPI, Teresina, Brazil
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23
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Affiliation(s)
- Suman S. Thakur
- Proteomics and Cell Signaling, Lab
W110, Centre for Cellular & Molecular
Biology, Habsiguda, Uppal
Road, Hyderabad 500 007, Telangana, India
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24
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Francés-Monerris A, Hognon C, Miclot T, García-Iriepa C, Iriepa I, Terenzi A, Grandemange S, Barone G, Marazzi M, Monari A. Molecular Basis of SARS-CoV-2 Infection and Rational Design of Potential Antiviral Agents: Modeling and Simulation Approaches. J Proteome Res 2020; 19:4291-4315. [PMID: 33119313 PMCID: PMC7640986 DOI: 10.1021/acs.jproteome.0c00779] [Citation(s) in RCA: 50] [Impact Index Per Article: 12.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2020] [Indexed: 01/18/2023]
Abstract
The emergence in late 2019 of the coronavirus SARS-CoV-2 has resulted in the breakthrough of the COVID-19 pandemic that is presently affecting a growing number of countries. The development of the pandemic has also prompted an unprecedented effort of the scientific community to understand the molecular bases of the virus infection and to propose rational drug design strategies able to alleviate the serious COVID-19 morbidity. In this context, a strong synergy between the structural biophysics and molecular modeling and simulation communities has emerged, resolving at the atomistic level the crucial protein apparatus of the virus and revealing the dynamic aspects of key viral processes. In this Review, we focus on how in silico studies have contributed to the understanding of the SARS-CoV-2 infection mechanism and the proposal of novel and original agents to inhibit the viral key functioning. This Review deals with the SARS-CoV-2 spike protein, including the mode of action that this structural protein uses to entry human cells, as well as with nonstructural viral proteins, focusing the attention on the most studied proteases and also proposing alternative mechanisms involving some of its domains, such as the SARS unique domain. We demonstrate that molecular modeling and simulation represent an effective approach to gather information on key biological processes and thus guide rational molecular design strategies.
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Affiliation(s)
- Antonio Francés-Monerris
- Université
de Lorraine and CNRS, LPCT UMR 7019, F-54000 Nancy, France
- Departament
de Química Física, Universitat
de València, 46100 Burjassot, Spain
| | - Cécilia Hognon
- Université
de Lorraine and CNRS, LPCT UMR 7019, F-54000 Nancy, France
| | - Tom Miclot
- Université
de Lorraine and CNRS, LPCT UMR 7019, F-54000 Nancy, France
- Department
of Biological, Chemical and Pharmaceutical Sciences and Technologies, Università degli Studi di Palermo, Viale delle Scienze Ed. 17, 90128 Palermo, Italy
| | - Cristina García-Iriepa
- Department
of Analytical Chemistry, Physical Chemistry and Chemical Engineering, Universidad de Alcalá, Ctra. Madrid-Barcelona, Km 33,600, 28871 Alcalá de Henares, Madrid, Spain
- Chemical
Research Institute “Andrés M. del Río”
(IQAR), Universidad de Alcalá, 28871 Alcalá de
Henares, Madrid, Spain
| | - Isabel Iriepa
- Chemical
Research Institute “Andrés M. del Río”
(IQAR), Universidad de Alcalá, 28871 Alcalá de
Henares, Madrid, Spain
- Department
of Organic and Inorganic Chemistry, Universidad
de Alcalá, Ctra.
Madrid-Barcelona, Km 33,600, 28871 Alcalá de Henares, Madrid, Spain
| | - Alessio Terenzi
- Department
of Biological, Chemical and Pharmaceutical Sciences and Technologies, Università degli Studi di Palermo, Viale delle Scienze Ed. 17, 90128 Palermo, Italy
| | | | - Giampaolo Barone
- Department
of Biological, Chemical and Pharmaceutical Sciences and Technologies, Università degli Studi di Palermo, Viale delle Scienze Ed. 17, 90128 Palermo, Italy
| | - Marco Marazzi
- Department
of Analytical Chemistry, Physical Chemistry and Chemical Engineering, Universidad de Alcalá, Ctra. Madrid-Barcelona, Km 33,600, 28871 Alcalá de Henares, Madrid, Spain
- Chemical
Research Institute “Andrés M. del Río”
(IQAR), Universidad de Alcalá, 28871 Alcalá de
Henares, Madrid, Spain
| | - Antonio Monari
- Université
de Lorraine and CNRS, LPCT UMR 7019, F-54000 Nancy, France
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25
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Rudrapal M, Khairnar SJ, Borse LB, Jadhav AG. Coronavirus Disease-2019 (COVID-19): An Updated Review. Drug Res (Stuttg) 2020; 70:389-400. [PMID: 32746481 PMCID: PMC7516369 DOI: 10.1055/a-1217-2397] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/21/2020] [Accepted: 07/08/2020] [Indexed: 12/26/2022]
Abstract
The current outbreak of novel Coronavirus Disease-2019 (COVID-19) caused by severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) is a major pandemic situation and a catastrophe for humans. COVID-19 is a severe infectious disease particularly of the respiratory system characterized by fatal complications such as severe acute respiratory distress syndrome (SARS), pneumonia, cardiac arrhythmia, kidney failure/ multiple organ failure and even death. Since its discovery, the SARS-CoV-2 has spread across 213 countries or territories, causing more than 8.5 million people with a rising death toll over 5.5 million people (as of June 2020, WHO). In fact, the current looming crisis of COVID-19 has become an increasingly serious concern to public health. It has affected lives of millions of people with severe impact on health systems and economies globally. Since there are no specific drugs and/or vaccines available so far, combating COVID-19 remains to be a major challenging task. Therefore, development of potential and effective treatment regimens (prophylactic/therapeutic) is urgently required which could resolve the issue. In this review, we summarize the current knowledge about the coronavirus, disease epidemiology, clinical manifestations and risk factors, replication of the virus, pathophysiology and host immune responses of SARS-CoV-2 infection. The therapeutic interventions and prophylactic measures along with precautionary measures are the frontline approaches that could be undertaken in order to control and prevent the spread of the deadly and highly contagious COVID-19 are also detailed herein.
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Affiliation(s)
- Mithun Rudrapal
- Sandip Institute of Pharmaceutical Sciences, Sandip Foundation, Nashik,
Maharashtra, India
| | - Shubham J. Khairnar
- Sandip Institute of Pharmaceutical Sciences, Sandip Foundation, Nashik,
Maharashtra, India
| | - Laxmikant B. Borse
- Sandip Institute of Pharmaceutical Sciences, Sandip Foundation, Nashik,
Maharashtra, India
| | - Anil G. Jadhav
- Sandip Institute of Pharmaceutical Sciences, Sandip Foundation, Nashik,
Maharashtra, India
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