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Bastos RS, de Aguiar CPO, Cruz JN, Ramos RS, Kimani NM, de Souza JSN, Chaves MH, de Freitas HF, Pita SSR, dos Santos CBR. Rational Approach toward COVID-19's Main Protease Inhibitors: A Hierarchical Biochemoinformatics Analysis. Int J Mol Sci 2024; 25:6715. [PMID: 38928422 PMCID: PMC11204165 DOI: 10.3390/ijms25126715] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/14/2024] [Revised: 06/03/2024] [Accepted: 06/04/2024] [Indexed: 06/28/2024] Open
Abstract
This study investigated the potential of selected compounds as inhibitors of SARS-CoV-2 Mpro through pharmacokinetic and toxicological analyses, molecular docking, and molecular dynamics simulations. In silico molecular docking simulations revealed promising ligands with favorable binding affinities for Mpro, ranging from -6.2 to -9.5 kcal/mol. Moreover, molecular dynamics simulations demonstrated the stability of protein-ligand complexes over 200 ns, maintaining protein secondary structures. MM-PBSA analysis revealed favorable interactions between ligands and Mpro, with negative binding energy values. Hydrogen bond formation capacity during molecular dynamics was confirmed, indicating consistent interactions with Mpro catalytic residues. Based on these findings, selected ligands show promise for future studies in developing COVID-19 treatments.
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Affiliation(s)
- Ruan S. Bastos
- Graduate Program in Medicinal Chemistry and Molecular Modeling, Federal University of Pará, Belém 66075-110, PA, Brazil
- Laboratory of Modeling and Computational Chemistry, Department of Biological and Health Sciences, Federal University of Amapá, Macapa 68903-419, AP, Brazil
| | - Christiane P. O. de Aguiar
- Graduate Program in Medicinal Chemistry and Molecular Modeling, Federal University of Pará, Belém 66075-110, PA, Brazil
| | - Jorddy N. Cruz
- Laboratory of Modeling and Computational Chemistry, Department of Biological and Health Sciences, Federal University of Amapá, Macapa 68903-419, AP, Brazil
| | - Ryan S. Ramos
- Laboratory of Modeling and Computational Chemistry, Department of Biological and Health Sciences, Federal University of Amapá, Macapa 68903-419, AP, Brazil
| | - Njogu M. Kimani
- Department of Physical Sciences, University of Embu, Embu P.O. Box 6-60100, Kenya
- Natural Product Chemistry and Computational Drug Discovery Laboratory, Embu P.O. Box 6-60100, Kenya
| | - João S. N. de Souza
- Chemistry Department, Federal University of Piauí, Teresina 64049-550, PI, Brazil
| | - Mariana H. Chaves
- Chemistry Department, Federal University of Piauí, Teresina 64049-550, PI, Brazil
| | - Humberto F. de Freitas
- Laboratory of Bioinformatics and Molecular Modeling (LaBiMM), Federal University of Bahia, Av. Barão de Jeremoabo, 147, Pharmacy College, Ondina, Salvador 40170-115, BA, Brazil; (H.F.d.F.); (S.S.R.P.)
| | - Samuel S. R. Pita
- Laboratory of Bioinformatics and Molecular Modeling (LaBiMM), Federal University of Bahia, Av. Barão de Jeremoabo, 147, Pharmacy College, Ondina, Salvador 40170-115, BA, Brazil; (H.F.d.F.); (S.S.R.P.)
| | - Cleydson B. R. dos Santos
- Graduate Program in Medicinal Chemistry and Molecular Modeling, Federal University of Pará, Belém 66075-110, PA, Brazil
- Laboratory of Modeling and Computational Chemistry, Department of Biological and Health Sciences, Federal University of Amapá, Macapa 68903-419, AP, Brazil
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Amorim VMDF, Soares EP, Ferrari ASDA, Merighi DGS, de Souza RF, Guzzo CR, de Souza AS. 3-Chymotrypsin-like Protease (3CLpro) of SARS-CoV-2: Validation as a Molecular Target, Proposal of a Novel Catalytic Mechanism, and Inhibitors in Preclinical and Clinical Trials. Viruses 2024; 16:844. [PMID: 38932137 PMCID: PMC11209289 DOI: 10.3390/v16060844] [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: 05/02/2024] [Revised: 05/21/2024] [Accepted: 05/21/2024] [Indexed: 06/28/2024] Open
Abstract
Proteases represent common targets in combating infectious diseases, including COVID-19. The 3-chymotrypsin-like protease (3CLpro) is a validated molecular target for COVID-19, and it is key for developing potent and selective inhibitors for inhibiting viral replication of SARS-CoV-2. In this review, we discuss structural relationships and diverse subsites of 3CLpro, shedding light on the pivotal role of dimerization and active site architecture in substrate recognition and catalysis. Our analysis of bioinformatics and other published studies motivated us to investigate a novel catalytic mechanism for the SARS-CoV-2 polyprotein cleavage by 3CLpro, centering on the triad mechanism involving His41-Cys145-Asp187 and its indispensable role in viral replication. Our hypothesis is that Asp187 may participate in modulating the pKa of the His41, in which catalytic histidine may act as an acid and/or a base in the catalytic mechanism. Recognizing Asp187 as a crucial component in the catalytic process underscores its significance as a fundamental pharmacophoric element in drug design. Next, we provide an overview of both covalent and non-covalent inhibitors, elucidating advancements in drug development observed in preclinical and clinical trials. By highlighting various chemical classes and their pharmacokinetic profiles, our review aims to guide future research directions toward the development of highly selective inhibitors, underscore the significance of 3CLpro as a validated therapeutic target, and propel the progression of drug candidates through preclinical and clinical phases.
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Affiliation(s)
| | | | | | | | | | - Cristiane Rodrigues Guzzo
- Department of Microbiology, Institute of Biomedical Sciences, University of São Paulo, São Paulo 5508-900, Brazil; (V.M.d.F.A.); (E.P.S.); (A.S.d.A.F.); (D.G.S.M.); (R.F.d.S.)
| | - Anacleto Silva de Souza
- Department of Microbiology, Institute of Biomedical Sciences, University of São Paulo, São Paulo 5508-900, Brazil; (V.M.d.F.A.); (E.P.S.); (A.S.d.A.F.); (D.G.S.M.); (R.F.d.S.)
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Khan K, Albalawi K, Abbas MN, Burki S, Musad Saleh EA, Al Mouslem A, Alsaiari AA, A Zaki ME, Khan AU, Alotaibi G, Jalal K. Pharmacokinetics and drug-likeness of anti-cancer traditional Chinese medicine: molecular docking and molecular dynamics simulation study. J Biomol Struct Dyn 2024; 42:3295-3306. [PMID: 37279114 DOI: 10.1080/07391102.2023.2216758] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/23/2022] [Accepted: 05/03/2023] [Indexed: 06/08/2023]
Abstract
MCM7 (Minichromosome Maintenance Complex Component 7) is a component of the DNA replication licensing factor, which controls DNA replication. The MCM7 protein is linked to tumor cell proliferation and has a function in the development of several human cancers. Several types of cancer may be treated by inhibiting the protein, as it is strongly produced throughout this process. Significantly, Traditional Chinese Medicine (TCM), which has a long history of clinical adjuvant use against cancer, is rapidly gaining traction as a valuable medical resource for the development of novel cancer therapies, including immunotherapy. Therefore, the goal of the research was to find small molecular therapeutic candidates against the MCM7 protein that may be used to treat human cancers. A computational-based virtual screening of 36,000 natural TCM libraries is carried out for this goal using a molecular docking and dynamic simulation technique. Thereby, ∼8 novel potent compounds i.e., ZINC85542762, ZINC95911541, ZINC85542617, ZINC85542646, ZINC85592446, ZINC85568676, ZINC85531303, and ZINC95914464 were successfully shortlisted, each having the capacity to penetrate the cell as potent inhibitors for MCM7 to curb this disorder. These selected compounds were found to have high binding affinities compared to the reference (AGS compound) i.e. < -11.0 kcal/mol. ADMET and pharmacological properties showed that none of these 8 compounds poses any toxic property (carcinogenicity) and have anti-metastatic, and anticancer activity. Additionally, MD simulations were run to assess the compounds' stability and dynamic behavior with the MCM7 complex for about 100 ns. Finally, ZINC95914464, ZINC95911541, ZINC85568676, ZINC85592446, ZINC85531303, and ZINC85542646 are identified as highly stable within the complex throughout the 100 ns simulations. Moreover, the results of binding free energy suggested that the selected virtual hits significantly bind to the MCM7 which implied these compounds may act as a potential MCM7 inhibitor. However, in vitro testing protocols are required to further support these results. Further, assessment through various lab-based trial methods can assist with deciding the action of the compound that will give options in contrast to human cancer immunotherapy.Communicated by Ramaswamy H. Sarma.
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Affiliation(s)
- Kanwal Khan
- Dr. Panjwani Center for Molecular Medicine and Drug Research, International Center for Chemical and Biological Sciences, University of Karachi, Karachi, Pakistan
| | - Karma Albalawi
- Department of Chemistry, Faculty of Science, University of Tabuk, Tabuk, Saudi Arabia
| | | | - Samiullah Burki
- Institute of Pharmaceutical Sciences, Jinnah Sindh medical University, Karachi, Pakistan
| | - Ebraheem Abdu Musad Saleh
- Chemistry Department, College of Arts & Science, Prince Sattam Bin Abdulaziz University, Wadi Al-Dawasir, Saudi Arabia
| | - Abdulaziz Al Mouslem
- Department of Pharmaceutical Sciences, College of Clinical Pharmacy, King Faisal University, Saudi Arabia
| | - Ahad Amer Alsaiari
- Department of Clinical Laboratory Sciences, College of Applied Medical Sciences, Taif University, Taif, Saudi Arabia
| | - Magdi E A Zaki
- Department of Chemistry, Faculty of Science, Imam Mohammad Ibn Saud Islamic University, Riyadh, Saudi Arabia
| | - Afaq Ullah Khan
- School of Chemistry and Chemical Engineering, Jiangsu University, Zhenjiang, PR China
| | - Ghallab Alotaibi
- Department of Pharmaceutical Sciences, College of Pharmacy, Shaqra University, Shaqra, KSA
| | - Khurshid Jalal
- HEJ Research Institute of Chemistry, International Center for Chemical and Biological Sciences, University of Karachi, Karachi, Pakistan
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de Souza AS, de Souza RF, Guzzo CR. Cooperative and structural relationships of the trimeric Spike with infectivity and antibody escape of the strains Delta (B.1.617.2) and Omicron (BA.2, BA.5, and BQ.1). J Comput Aided Mol Des 2023; 37:585-606. [PMID: 37792106 DOI: 10.1007/s10822-023-00534-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2023] [Accepted: 09/11/2023] [Indexed: 10/05/2023]
Abstract
Herein, we conducted simulations of trimeric Spike from several SARS-CoV-2 variants of concern (Delta and Omicron sub-variants BA.2, BA.5, and BQ.1) and investigated the mechanisms by which specific mutations confer resistance to neutralizing antibodies. We observed that the mutations primarily affect the cooperation between protein domains within and between protomers. The substitutions K417N and L452R expand hydrogen bonding interactions, reducing their interaction with neutralizing antibodies. By interacting with nearby residues, the K444T and N460K mutations in the SpikeBQ.1 variant potentially reduces solvent exposure, thereby promoting resistance to antibodies. We also examined the impact of D614G, P681R, and P681H substitutions on Spike protein structure that may be related to infectivity. The D614G substitution influences communication between a glycine residue and neighboring domains, affecting the transition between up- and -down RBD states. The P681R mutation, found in the Delta variant, enhances correlations between protein subunits, while the P681H mutation in Omicron sub-variants weakens long-range interactions that may be associated with reduced fusogenicity. Using a multiple linear regression model, we established a connection between inter-protomer communication and loss of sensitivity to neutralizing antibodies. Our findings underscore the importance of structural communication between protein domains and provide insights into potential mechanisms of immune evasion by SARS-CoV-2. Overall, this study deepens our understanding of how specific mutations impact SARS-CoV-2 infectivity and shed light on how the virus evades the immune system.
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Affiliation(s)
- Anacleto Silva de Souza
- Department of Microbiology, Institute of Biomedical Sciences, University of São Paulo, Av. Prof. Lineu Prestes, 1374, Cidade Universitária, Sao Paulo, SP, 5508-900, Brazil.
| | - Robson Francisco de Souza
- Department of Microbiology, Institute of Biomedical Sciences, University of São Paulo, Av. Prof. Lineu Prestes, 1374, Cidade Universitária, Sao Paulo, SP, 5508-900, Brazil
| | - Cristiane Rodrigues Guzzo
- Department of Microbiology, Institute of Biomedical Sciences, University of São Paulo, Av. Prof. Lineu Prestes, 1374, Cidade Universitária, Sao Paulo, SP, 5508-900, Brazil.
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de Souza AS, Amorim VMDF, de Souza RF, Guzzo CR. Molecular dynamics simulations of the spike trimeric ectodomain of the SARS-CoV-2 Omicron variant: structural relationships with infectivity, evasion to immune system and transmissibility. J Biomol Struct Dyn 2023; 41:9326-9343. [PMID: 36345794 DOI: 10.1080/07391102.2022.2142296] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2022] [Accepted: 10/24/2022] [Indexed: 11/11/2022]
Abstract
The severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) Omicron is currently the most prevalent SARS-CoV-2 variant worldwide. Herein, we calculated molecular dynamics simulations of the trimeric spikeWT and SpikeBA.1 for 300 ns. Our results show that SpikeBA.1 has more conformational flexibility than SpikeWT. Our principal component analysis (PCA) allowed us to observe a broader spectrum of different conformations for SpikeBA.1, mainly at N-terminal domain (NTD) and receptor-binding domain (RBD). Such increased flexibility could contribute to decreased neutralizing antibody recognition of this variant. Our molecular dynamics data show that the RBDBA.1 easily visits an up-conformational state and the prevalent D614G mutation is pivotal to explain molecular dynamics results for this variant because to lost hydrogen bonding interactions between the residue pairs K854SC/D614SC, Y837MC/D614MC, K835SC/D614SC, T859SC/D614SC. In addition, SpikeBA.1 residues near the furin cleavage site are more flexible than in SpikeWT, probably due to P681H and D614G substitutions. Finally, dynamical cross-correlation matrix (DCCM) analysis reveals that D614G and P681H may allosterically affect the cleavage site S1/S2. Conversely, S2' site may be influenced by residues located between NTD and RBD of a neighboring protomer of the SpikeWT. Such communication may be lost in SpikeBA.1, explaining the changes of the cell tropism in the viral infection. In addition, the movements of the NTDWT and NTDBA.1 may modulate the RBD conformation through allosteric effects. Taken together, our results explain how the structural aspects may explain the observed gains in infectivity, immune system evasion and transmissibility of the Omicron variant.Communicated by Ramaswamy H. Sarma.
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Affiliation(s)
- Anacleto Silva de Souza
- Department of Microbiology, Institute of Biomedical Sciences, University of São Paulo, São Paulo, Brazil
| | | | - Robson Francisco de Souza
- Department of Microbiology, Institute of Biomedical Sciences, University of São Paulo, São Paulo, Brazil
| | - Cristiane Rodrigues Guzzo
- Department of Microbiology, Institute of Biomedical Sciences, University of São Paulo, São Paulo, Brazil
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Tanni S, Wehrmeister F, Prudente R, Damatto F, Breda Neto C, Oliveira L, Pagan L, Gatto M, Vieira L, Coelho L, Rezende D, Machado L, Mota G, Gaiato M, Santaella F, Campos E, Franco E, Callegari M, Okoshi MP, Weinreich U. Efficacy of BREATHOX ® Device Inhalation on Acute Symptoms Associated with COVID-19 (BREATH Study): A Randomized Pilot Clinical Trial. J Clin Med 2023; 12:6075. [PMID: 37763015 PMCID: PMC10531785 DOI: 10.3390/jcm12186075] [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: 08/03/2023] [Revised: 09/06/2023] [Accepted: 09/11/2023] [Indexed: 09/29/2023] Open
Abstract
(1) Background: A high concentration of sodium chloride on in vitro cell culture leads to reduced SARS-CoV-2 replication. Therefore, our aim was to evaluate the effects of inhaling hypertonic NaCl particles (BREATHOX®) on the duration of COVID-19-induced acute symptoms. (2) Methods: A prospective, open label, randomized, standard of care-controlled group (SOC) pilot trial compared inhaled oral and nasal administered BREATHOX® (2.0 mg NaCl, particles size between 1-10 μm), with five or ten inhalations per day for ten days. The primary endpoint was the time to resolve COVID-19-related symptoms. Safety outcomes included adverse clinical and laboratory events. (3) Results: A total of 101 individuals were screened and 98 were randomly assigned to BREATHOX® ten sessions per day (Group 1; 33 patients), BREATHOX® five sessions per day (Group 2; 32 patients), or SOC (33 patients), and followed up for 28 days. There was an association with cough frequency after 10 days BREATHOX® compared to SOC [Group 1: hazard ratio (HR) 2.01, 95% confidence interval (CI) 1.06-3.81; Group 2: HR 2.17, 95% CI 1.17-4.04]. No differences between the groups for the reported symptoms' resolution time were seen after 28 days. After combining both BREATHOX® groups, the period to cough resolution 10 days after randomization was significantly lower than in SOC (HR 2.10, 95% CI 1.20-3.67). An adverse event occurred in 30% of Group 1, 36% of Group 2, and 9% in SOC individuals. One patient from SOC had a serious adverse event. Nasal burning, sore or itchy nose, and dry mouth were considered related to BREATHOX® use and resolved after stopping inhalations. (4) Conclusion: BREATHOX® inhalation is safe and may be effective in reducing the duration of COVID-19-induced coughing.
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Affiliation(s)
- Suzana Tanni
- Medical School, São Paulo State University (Unesp), Distrito de Rubião Junior s/n, Botucatu 18618-970, São Paulo, Brazil; (S.T.); (F.D.); (C.B.N.); (L.O.); (L.P.); (M.G.); (L.V.); (L.C.); (D.R.); (L.M.); (G.M.); (M.G.); (F.S.); (E.C.); (M.C.); (M.P.O.)
| | - Fernando Wehrmeister
- Departament of Social Medicine, The Faculty of Medicine, Federal University of Pelotas, Avenida Duque de Caxias 250, Pelotas 96030-002, Rio Grande do Sul, Brazil;
| | - Robson Prudente
- Clinical Hospital of Botucatu Medical School, São Paulo State University (Unesp), Distrito de Rubião Junior s/n, Botucatu 18618-970, São Paulo, Brazil;
| | - Felipe Damatto
- Medical School, São Paulo State University (Unesp), Distrito de Rubião Junior s/n, Botucatu 18618-970, São Paulo, Brazil; (S.T.); (F.D.); (C.B.N.); (L.O.); (L.P.); (M.G.); (L.V.); (L.C.); (D.R.); (L.M.); (G.M.); (M.G.); (F.S.); (E.C.); (M.C.); (M.P.O.)
| | - Carlos Breda Neto
- Medical School, São Paulo State University (Unesp), Distrito de Rubião Junior s/n, Botucatu 18618-970, São Paulo, Brazil; (S.T.); (F.D.); (C.B.N.); (L.O.); (L.P.); (M.G.); (L.V.); (L.C.); (D.R.); (L.M.); (G.M.); (M.G.); (F.S.); (E.C.); (M.C.); (M.P.O.)
| | - Leiliane Oliveira
- Medical School, São Paulo State University (Unesp), Distrito de Rubião Junior s/n, Botucatu 18618-970, São Paulo, Brazil; (S.T.); (F.D.); (C.B.N.); (L.O.); (L.P.); (M.G.); (L.V.); (L.C.); (D.R.); (L.M.); (G.M.); (M.G.); (F.S.); (E.C.); (M.C.); (M.P.O.)
| | - Luana Pagan
- Medical School, São Paulo State University (Unesp), Distrito de Rubião Junior s/n, Botucatu 18618-970, São Paulo, Brazil; (S.T.); (F.D.); (C.B.N.); (L.O.); (L.P.); (M.G.); (L.V.); (L.C.); (D.R.); (L.M.); (G.M.); (M.G.); (F.S.); (E.C.); (M.C.); (M.P.O.)
| | - Mariana Gatto
- Medical School, São Paulo State University (Unesp), Distrito de Rubião Junior s/n, Botucatu 18618-970, São Paulo, Brazil; (S.T.); (F.D.); (C.B.N.); (L.O.); (L.P.); (M.G.); (L.V.); (L.C.); (D.R.); (L.M.); (G.M.); (M.G.); (F.S.); (E.C.); (M.C.); (M.P.O.)
| | - Letícia Vieira
- Medical School, São Paulo State University (Unesp), Distrito de Rubião Junior s/n, Botucatu 18618-970, São Paulo, Brazil; (S.T.); (F.D.); (C.B.N.); (L.O.); (L.P.); (M.G.); (L.V.); (L.C.); (D.R.); (L.M.); (G.M.); (M.G.); (F.S.); (E.C.); (M.C.); (M.P.O.)
| | - Liana Coelho
- Medical School, São Paulo State University (Unesp), Distrito de Rubião Junior s/n, Botucatu 18618-970, São Paulo, Brazil; (S.T.); (F.D.); (C.B.N.); (L.O.); (L.P.); (M.G.); (L.V.); (L.C.); (D.R.); (L.M.); (G.M.); (M.G.); (F.S.); (E.C.); (M.C.); (M.P.O.)
| | - Diane Rezende
- Medical School, São Paulo State University (Unesp), Distrito de Rubião Junior s/n, Botucatu 18618-970, São Paulo, Brazil; (S.T.); (F.D.); (C.B.N.); (L.O.); (L.P.); (M.G.); (L.V.); (L.C.); (D.R.); (L.M.); (G.M.); (M.G.); (F.S.); (E.C.); (M.C.); (M.P.O.)
| | - Luiz Machado
- Medical School, São Paulo State University (Unesp), Distrito de Rubião Junior s/n, Botucatu 18618-970, São Paulo, Brazil; (S.T.); (F.D.); (C.B.N.); (L.O.); (L.P.); (M.G.); (L.V.); (L.C.); (D.R.); (L.M.); (G.M.); (M.G.); (F.S.); (E.C.); (M.C.); (M.P.O.)
| | - Gustavo Mota
- Medical School, São Paulo State University (Unesp), Distrito de Rubião Junior s/n, Botucatu 18618-970, São Paulo, Brazil; (S.T.); (F.D.); (C.B.N.); (L.O.); (L.P.); (M.G.); (L.V.); (L.C.); (D.R.); (L.M.); (G.M.); (M.G.); (F.S.); (E.C.); (M.C.); (M.P.O.)
| | - Marina Gaiato
- Medical School, São Paulo State University (Unesp), Distrito de Rubião Junior s/n, Botucatu 18618-970, São Paulo, Brazil; (S.T.); (F.D.); (C.B.N.); (L.O.); (L.P.); (M.G.); (L.V.); (L.C.); (D.R.); (L.M.); (G.M.); (M.G.); (F.S.); (E.C.); (M.C.); (M.P.O.)
| | - Felipe Santaella
- Medical School, São Paulo State University (Unesp), Distrito de Rubião Junior s/n, Botucatu 18618-970, São Paulo, Brazil; (S.T.); (F.D.); (C.B.N.); (L.O.); (L.P.); (M.G.); (L.V.); (L.C.); (D.R.); (L.M.); (G.M.); (M.G.); (F.S.); (E.C.); (M.C.); (M.P.O.)
| | - Elisângela Campos
- Medical School, São Paulo State University (Unesp), Distrito de Rubião Junior s/n, Botucatu 18618-970, São Paulo, Brazil; (S.T.); (F.D.); (C.B.N.); (L.O.); (L.P.); (M.G.); (L.V.); (L.C.); (D.R.); (L.M.); (G.M.); (M.G.); (F.S.); (E.C.); (M.C.); (M.P.O.)
| | - Estefânia Franco
- Clinical Hospital of Botucatu Medical School, São Paulo State University (Unesp), Distrito de Rubião Junior s/n, Botucatu 18618-970, São Paulo, Brazil;
| | - Matheus Callegari
- Medical School, São Paulo State University (Unesp), Distrito de Rubião Junior s/n, Botucatu 18618-970, São Paulo, Brazil; (S.T.); (F.D.); (C.B.N.); (L.O.); (L.P.); (M.G.); (L.V.); (L.C.); (D.R.); (L.M.); (G.M.); (M.G.); (F.S.); (E.C.); (M.C.); (M.P.O.)
| | - Marina Politi Okoshi
- Medical School, São Paulo State University (Unesp), Distrito de Rubião Junior s/n, Botucatu 18618-970, São Paulo, Brazil; (S.T.); (F.D.); (C.B.N.); (L.O.); (L.P.); (M.G.); (L.V.); (L.C.); (D.R.); (L.M.); (G.M.); (M.G.); (F.S.); (E.C.); (M.C.); (M.P.O.)
| | - Ulla Weinreich
- Department of Clinical Medicine, The Faculty of Medicine, Aalborg University Hospital, Hobrovej 18-22, 9000 Aalborg, Denmark;
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7
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Henrique Santana Silveira P, Pita SSDR. Druggable sites identification in Streptococcus mutans VicRK system evaluated by catechols. J Biomol Struct Dyn 2023; 41:12000-12015. [PMID: 36703608 DOI: 10.1080/07391102.2023.2166118] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/21/2022] [Accepted: 12/26/2022] [Indexed: 01/28/2023]
Abstract
Dental caries is a global public health problem, being the most common non-communicable disease. Streptococcus mutans, the causative agent of human cariogenic dental biofilms, produce glycosyltransferases (Gtfs) whose gene expression is modulated by the VicRK system, which makes them a promising target for dental biofilm inhibitor developments. Bioinformatics have playing a significant role in drug discovery programs mainly in novel hit identification. In this study, potential inhibitors against the S. mutans VicK system have been identified through Structure-based Virtual Screening performed between the VicK druggable sites followed byMolecular Dynamic simulations (MD) with binding affinity analysis by MM-PBSA approach. First, VicK protein was downloaded from PDB, and druggability analyses were performed by PockDrug and FTMap servers describing three interaction sites (S1, S2, and S3) that covered the most important domains for stability and activity. Next, a catechol virtual screening (n = 383) was performed on AutoDock4.2, and better-docked catechols showed strong binding affinity interaction through hydrogen bonding, hydrophobic interactions, and π-stacking with VicK auto kinase and phosphatase activity sites. Ligand efficiency indexes were also calculated (LE, LELP, LLE, and BEI) and showed optimal values. Furthermore, a 200 ns MD simulation run showed stability (RMSD and RMSF) and a high number of hydrogen bonds into peltatoside and maritimein, the two best VicK complexes. These results supported that catechols could potentially inhibit exopolysaccharides synthesis and be used in the biofilm management of new anti-cariogenic and antimicrobial agents.
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Affiliation(s)
- Paulo Henrique Santana Silveira
- Multidisciplinary Institute in Health, Campus Anísio Teixeira, Federal University of Bahia (UFBA - IMS/CAT), Vitória da Conquista, Bahia, Brasil
| | - Samuel Silva da Rocha Pita
- Laboratory of Bioinformatic and Molecular Modelling (LaBiMM), Pharmacy College, Ondina Campus, Federal University of Bahia (UFBA), Salvador, Bahia, Brasil
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8
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de Souza A, de Freitas Amorim VM, Guardia GDA, dos Santos FRC, dos Santos FF, de Souza RF, de Araujo Juvenal G, Huang Y, Ge P, Jiang Y, Li C, Paudel P, Ulrich H, Galante PAF, Guzzo CR. Molecular Dynamics Analysis of Fast-Spreading Severe Acute Respiratory Syndrome Coronavirus 2 Variants and Their Effects on the Interaction with Human Angiotensin-Converting Enzyme 2. ACS OMEGA 2022; 7:30700-30709. [PMID: 36068861 PMCID: PMC9437663 DOI: 10.1021/acsomega.1c07240] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 06/15/2023]
Abstract
Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) is evolving with mutations in the spike protein, especially in the receptor-binding domain (RBD). The failure of public health measures in some countries to contain the spread of the disease has given rise to novel viral variants with increased transmissibility. However, key questions about how quickly the variants can spread remain unclear. Herein, we performed a structural investigation using molecular dynamics simulations and determined dissociation constant (K D) values using surface plasmon resonance assays of three fast-spreading SARS-CoV-2 variants, alpha, beta, and gamma, as well as genetic factors in host cells that may be related to the viral infection. Our results suggest that the SARS-CoV-2 variants facilitate their entry into the host cell by moderately increased binding affinities to the human ACE2 receptor, different torsions in hACE2 mediated by RBD variants, and an increased spike exposure time to proteolytic enzymes. We also found that other host cell aspects, such as gene and isoform expression of key genes for the infection (ACE2, FURIN, and TMPRSS2), may have few contributions to the SARS-CoV-2 variant infectivity. In summary, we concluded that a combination of viral and host cell factors allows SARS-CoV-2 variants to increase their abilities to spread faster than the wild type.
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Affiliation(s)
- Anacleto
Silva de Souza
- Department
of Microbiology, Institute of Biomedical Sciences, University of São Paulo, São Paulo 05508-900, Brazil
| | | | | | - Felipe R. C. dos Santos
- Molecular
Oncology Center, Hospital Sírio Libanes, São Paulo 01308-050, Brazil
- Programa
Interunidades Em Bioinformática, University of São Paulo, São Paulo 05508-900, Brazil
| | - Filipe F. dos Santos
- Molecular
Oncology Center, Hospital Sírio Libanes, São Paulo 01308-050, Brazil
- Department
of Biochemistry, Institute of Chemistry, University of São Paulo, São Paulo 05508-900, Brazil
| | - Robson Francisco de Souza
- Department
of Microbiology, Institute of Biomedical Sciences, University of São Paulo, São Paulo 05508-900, Brazil
| | | | - Yihua Huang
- ACROBiosystems
Inc., 8 N. Hongda Rd.,
Beijing Economic-Technological Development Area, Beijing 100176, China
| | - Pingju Ge
- ACROBiosystems
Inc., 8 N. Hongda Rd.,
Beijing Economic-Technological Development Area, Beijing 100176, China
| | - Yinan Jiang
- ACROBiosystems
Inc., 8 N. Hongda Rd.,
Beijing Economic-Technological Development Area, Beijing 100176, China
| | - Coco Li
- ACROBiosystems
Inc., 8 N. Hongda Rd.,
Beijing Economic-Technological Development Area, Beijing 100176, China
| | - Prajwal Paudel
- ACROBiosystems
Inc., 8 N. Hongda Rd.,
Beijing Economic-Technological Development Area, Beijing 100176, China
| | - Henning Ulrich
- Department
of Biochemistry, Institute of Chemistry, University of São Paulo, São Paulo 05508-900, Brazil
| | - Pedro A. F. Galante
- Molecular
Oncology Center, Hospital Sírio Libanes, São Paulo 01308-050, Brazil
| | - Cristiane Rodrigues Guzzo
- Department
of Microbiology, Institute of Biomedical Sciences, University of São Paulo, São Paulo 05508-900, Brazil
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9
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de Souza AS, de Freitas Amorim VM, Guardia GDA, dos Santos FF, Ulrich H, Galante PAF, de Souza RF, Guzzo CR. Severe Acute Respiratory Syndrome Coronavirus 2 Variants of Concern: A Perspective for Emerging More Transmissible and Vaccine-Resistant Strains. Viruses 2022; 14:827. [PMID: 35458557 PMCID: PMC9029021 DOI: 10.3390/v14040827] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/17/2022] [Revised: 03/29/2022] [Accepted: 04/01/2022] [Indexed: 02/06/2023] Open
Abstract
Novel severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) variants of concern (VOC) are constantly threatening global public health. With no end date, the pandemic persists with the emergence of novel variants that threaten the effectiveness of diagnostic tests and vaccines. Mutations in the Spike surface protein of the virus are regularly observed in the new variants, potentializing the emergence of novel viruses with different tropism from the current ones, which may change the severity and symptoms of the disease. Growing evidence has shown that mutations are being selected in favor of variants that are more capable of evading the action of neutralizing antibodies. In this context, the most important factor guiding the evolution of SARS-CoV-2 is its interaction with the host's immune system. Thus, as current vaccines cannot block the transmission of the virus, measures complementary to vaccination, such as the use of masks, hand hygiene, and keeping environments ventilated remain essential to delay the emergence of new variants. Importantly, in addition to the involvement of the immune system in the evolution of the virus, we highlight several chemical parameters that influence the molecular interactions between viruses and host cells during invasion and are also critical tools making novel variants more transmissible. In this review, we dissect the impacts of the Spike mutations on biological parameters such as (1) the increase in Spike binding affinity to hACE2; (2) bound time for the receptor to be cleaved by the proteases; (3) how mutations associate with the increase in RBD up-conformation state in the Spike ectodomain; (4) expansion of uncleaved Spike protein in the virion particles; (5) increment in Spike concentration per virion particles; and (6) evasion of the immune system. These factors play key roles in the fast spreading of SARS-CoV-2 variants of concern, including the Omicron.
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Affiliation(s)
- Anacleto Silva de Souza
- Department of Microbiology, Institute of Biomedical Sciences, University of São Paulo, São Paulo 05508-000, Brazil; (A.S.d.S.); (V.M.d.F.A.); (R.F.d.S.)
| | - Vitor Martins de Freitas Amorim
- Department of Microbiology, Institute of Biomedical Sciences, University of São Paulo, São Paulo 05508-000, Brazil; (A.S.d.S.); (V.M.d.F.A.); (R.F.d.S.)
| | - Gabriela D. A. Guardia
- Centro de Oncologia Molecular, Hospital Sírio Libanes, São Paulo 01308-060, Brazil; (G.D.A.G.); (F.F.d.S.); (P.A.F.G.)
| | - Filipe F. dos Santos
- Centro de Oncologia Molecular, Hospital Sírio Libanes, São Paulo 01308-060, Brazil; (G.D.A.G.); (F.F.d.S.); (P.A.F.G.)
- Department of Biochemistry, Institute of Chemistry, University of São Paulo, São Paulo 05508-000, Brazil;
| | - Henning Ulrich
- Department of Biochemistry, Institute of Chemistry, University of São Paulo, São Paulo 05508-000, Brazil;
| | - Pedro A. F. Galante
- Centro de Oncologia Molecular, Hospital Sírio Libanes, São Paulo 01308-060, Brazil; (G.D.A.G.); (F.F.d.S.); (P.A.F.G.)
| | - Robson Francisco de Souza
- Department of Microbiology, Institute of Biomedical Sciences, University of São Paulo, São Paulo 05508-000, Brazil; (A.S.d.S.); (V.M.d.F.A.); (R.F.d.S.)
| | - Cristiane Rodrigues Guzzo
- Department of Microbiology, Institute of Biomedical Sciences, University of São Paulo, São Paulo 05508-000, Brazil; (A.S.d.S.); (V.M.d.F.A.); (R.F.d.S.)
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10
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Mishra L, Bandyopadhyay T. Unbinding of hACE2 and inhibitors from the receptor binding domain of SARS-CoV-2 spike protein. J Biomol Struct Dyn 2022; 41:3245-3264. [PMID: 35293839 DOI: 10.1080/07391102.2022.2046641] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
Abstract
The first direful biomolecular event leading to COVID-19 disease is the SARS-CoV-2 virus surface spike (S) protein-mediated interaction with the human transmembrane protein, angiotensin-converting enzyme 2 (hACE2). Prevention of this interaction presents an attractive alternative to thwart SARS-CoV-2 replications. The development of monoclonal antibodies (mAbs) in the convalescent plasma treatment, nanobody, and designer peptides, which recognizes epitopes that overlap with hACE2 binding sites in the receptor-binding domain (RBD) of S protein (S/RBD) and thereby blocking the infection has been the center stage of therapeutic research. Here we report atomistic and reliable in silico structure-energetic features of the S/RBD interactions with hACE2 and its two inhibitors (convalescent mAb, B38, and an alpaca nanobody, Ty1). The discovered potential of mean forces exhibits free energy basin and barriers along the interaction pathways, providing sufficient molecular insights to design a B38 mutant and a Ty1-based peptide with higher binding capacity. While the mutated B38 forms a 60-fold deeper free energy minimum, the designer peptide (Ty1-based) constitutes 38 amino acids and is found to form a 100-fold deeper free energy minimum in the first binding basin than their wild-type variants in complex with S/RBD. Our strategy may help to design more efficacious biologics towards therapeutic intervention against the current raging pandemic.Communicated by Ramaswamy H. Sarma.
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Affiliation(s)
- Lokpati Mishra
- Radiation Safety Systems Division, Bhabha Atomic Research Centre, Mumbai, India
| | - Tusar Bandyopadhyay
- Theoretical Chemistry Section, Chemistry Division, Bhabha Atomic Research Centre, Mumbai, India
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11
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Machado RG, Glaser T, Araujo DB, Petiz LL, Oliveira DBL, Durigon GS, Leal AL, Pinho JR, Ferreira LCS, Ulrich H, Durigon EL, Guzzo CR. Inhibition of Severe Acute Respiratory Syndrome Coronavirus 2 Replication by Hypertonic Saline Solution in Lung and Kidney Epithelial Cells. ACS Pharmacol Transl Sci 2021; 4:1514-1527. [PMID: 34651104 PMCID: PMC8442612 DOI: 10.1021/acsptsci.1c00080] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2021] [Indexed: 12/27/2022]
Abstract
An unprecedented global health crisis has been caused by a new virus called severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2). We performed experiments to test if a hypertonic saline solution was capable of inhibiting virus replication. Our data show that 1.2% NaCl inhibited virus replication by 90%, achieving 100% of inhibition at 1.5% in the nonhuman primate kidney cell line Vero, and 1.1% of NaCl was sufficient to inhibit the virus replication by 88% in human epithelial lung cell line Calu-3. Furthermore, our results indicate that the inhibition is due to an intracellular mechanism and not to the dissociation of the spike SARS-CoV-2 protein and its human receptor. NaCl depolarizes the plasma membrane causing a low energy state (high ADP/ATP concentration ratio) without impairing mitochondrial function, supposedly associated with the inhibition of the SARS-CoV-2 life cycle. Membrane depolarization and intracellular energy deprivation are possible mechanisms by which the hypertonic saline solution efficiently prevents virus replication in vitro assays.
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Affiliation(s)
- Rafael
R. G. Machado
- Department
of Microbiology, Institute of Biomedical Sciences, University of São Paulo, São Paulo 05508, Brazil
| | - Talita Glaser
- Department
of Biochemistry, Institute of Chemistry, University of São Paulo, São Paulo 05508, Brazil
| | - Danielle B. Araujo
- Department
of Microbiology, Institute of Biomedical Sciences, University of São Paulo, São Paulo 05508, Brazil
- Hospital
Israelita Albert Einstein, São Paulo 05652, Brazil
| | - Lyvia Lintzmaier Petiz
- Department
of Biochemistry, Institute of Chemistry, University of São Paulo, São Paulo 05508, Brazil
| | - Danielle B. L. Oliveira
- Department
of Microbiology, Institute of Biomedical Sciences, University of São Paulo, São Paulo 05508, Brazil
- Hospital
Israelita Albert Einstein, São Paulo 05652, Brazil
- Development
and Innovation Center, Laboratory of Virology, Butantan Institute, São
Paulo 05503, Brazil
| | - Giuliana S. Durigon
- Medical
School Clinical Hospital, University of
São Paulo, São
Paulo 05508, Brazil
| | | | - João Renato
R. Pinho
- Hospital
Israelita Albert Einstein, São Paulo 05652, Brazil
- LIM-03, Central
Laboratories Division, Clinics Hospital, São Paulo School of
Medicine, University of São Paulo, São Paulo 05508, Brazil
- LIM-07,
Institute of Tropical Medicine, Department of Gastroenterology, University of São Paulo School of Medicine, São Paulo 05508, Brazil
| | - Luis C. S. Ferreira
- Department
of Microbiology, Institute of Biomedical Sciences, University of São Paulo, São Paulo 05508, Brazil
- Scientific
Platform Pasteur USP, São
Paulo 05508, Brazil
| | - Henning Ulrich
- Department
of Biochemistry, Institute of Chemistry, University of São Paulo, São Paulo 05508, Brazil
| | - Edison L. Durigon
- Department
of Microbiology, Institute of Biomedical Sciences, University of São Paulo, São Paulo 05508, Brazil
- Scientific
Platform Pasteur USP, São
Paulo 05508, Brazil
| | - Cristiane Rodrigues Guzzo
- Department
of Microbiology, Institute of Biomedical Sciences, University of São Paulo, São Paulo 05508, Brazil
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12
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Adamczyk Z, Batys P, Barbasz J. SARS-CoV-2 virion physicochemical characteristics pertinent to abiotic substrate attachment. Curr Opin Colloid Interface Sci 2021; 55:101466. [PMID: 34093061 PMCID: PMC8169569 DOI: 10.1016/j.cocis.2021.101466] [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] [Indexed: 12/16/2022]
Abstract
The structure, size, and main physicochemical characteristics of the SARS-CoV-2 virion with the spike transmembrane protein corona were discussed. Using these data, diffusion coefficients of the virion in aqueous media and in air were calculated. The structure and dimensions of the spike protein derived from molecular dynamic modeling and thorough cryo-electron microscopy measurements were also analyzed. The charge distribution over the molecule was calculated and shown to be largely heterogeneous. Although the stalk part is negatively charged, the top part of the spike molecule, especially the receptor binding domain, remains positively charged for a broad range of pH. It is underlined that such a charge distribution promotes the spike corona stability and enhances the virion attachment to receptors and surfaces, mostly negatively charged. The review is completed by the analysis of experimental data pertinent to the spike protein adsorption at abiotic surfaces comprising nanoparticle carrier particles. It is argued that these theoretical and experimental data can be used for developing quantitative models of virus attachment to surfaces, facilitating adequate analysis of future experimental results.
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13
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Joshi N, Tyagi A, Nigam S. Molecular Level Dissection of Critical Spike Mutations in SARS-CoV-2 Variants of Concern (VOCs): A Simplified Review. ChemistrySelect 2021; 6:7981-7998. [PMID: 34541298 PMCID: PMC8441688 DOI: 10.1002/slct.202102074] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2021] [Accepted: 08/05/2021] [Indexed: 12/24/2022]
Abstract
SARS-CoV-2 virus during its spread in the last one and half year has picked up critical changes in its genetic code i.e. mutations, which have leads to deleterious epidemiological characteristics. Due to critical role of spike protein in cell entry and pathogenesis, mutations in spike regions have been reported to enhance transmissibility, disease severity, possible escape from vaccine-induced immune response and reduced diagnostic sensitivity/specificity. Considering the structure-function impact of mutations, understanding the molecular details of these key mutations of newly emerged variants/lineages is of urgent concern. In this review, we have explored the literature on key spike mutations harbored by alpha, beta, gamma and delta 'variants of concern' (VOCs) and discussed their molecular consequences in the context of resultant virus biology. Commonly all these VOCs i.e. B.1.1.7, B.1.351, P.1 and B.1.617.2 lineages have decisive mutation in Receptor Binding Motif (RBM) region and/or region around Furin cleavage site (FCS) of spike protein. In general, mutation induced disruption of intra-molecular interaction enhances molecular flexibility leading to exposure of spike protein surface in these lineages to make it accessible for inter-molecular interaction with hACE2. A disruption of spike antigen-antibody inter-molecular interactions in epitope region due to the chemical nature of substituting amino acid hampers the neutralization efficacy. Simplified surveillance of mutation induced changes and their consequences at molecular level can contribute in rationalizing mutation's impact on virus biology. It is believed that molecular level dissection of these key spike mutation will assist the future investigations for a more resilient outcome against severity of COVID-19.
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Affiliation(s)
- Nilesh Joshi
- Chemistry DivisionBhabha Atomic Research CentreTrombayMumbai400085INDIA
- Homi Bhabha National Institute, Anushakti NagarMumbai400094India
| | - Adish Tyagi
- Chemistry DivisionBhabha Atomic Research CentreTrombayMumbai400085INDIA
- Homi Bhabha National Institute, Anushakti NagarMumbai400094India
| | - Sandeep Nigam
- Chemistry DivisionBhabha Atomic Research CentreTrombayMumbai400085INDIA
- Homi Bhabha National Institute, Anushakti NagarMumbai400094India
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14
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Wang Q, Liu Z. Recent progress of surface plasmon resonance in the development of coronavirus disease-2019 drug candidates. EUROPEAN JOURNAL OF MEDICINAL CHEMISTRY REPORTS 2021; 1:100003. [PMID: 36304139 PMCID: PMC8237387 DOI: 10.1016/j.ejmcr.2021.100003] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/17/2021] [Revised: 06/21/2021] [Accepted: 06/24/2021] [Indexed: 01/07/2023]
Abstract
At the end of 2019, the new coronavirus caused by severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) suddenly raged, bringing a severe public health crisis to the world. It is urgent to discover suitable drugs and treatment regimens against this coronavirus disease 2019 (COVID-19) and related diseases. Based on the previous knowledge and experience in treating similar diseases, researchers have come up with hundreds of possible drug candidates in the shortest possible time. Based on surface plasmon resonance (SPR) technology, this review summarized the application of SPR technology in COVID-19 research from four aspects: the invasion mode of SARS-CoV-2 into host cells, antibody drug candidates for the treatment of COVID-19, small molecule drug repurposing and vaccines for COVID-19. SPR technology has gradually become a powerful tool to study the interaction between drugs and targets due to its high efficiency, automation, labeling-free and high data resolution. The use of SPR technology can not only obtain the affinity data between drugs and targets, but also clarify the binding sites and mechanisms of drugs. We hope that this review can provide a reference for the subsequent application of SPR technology in antiviral drug development.
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Affiliation(s)
- Qian Wang
- State Key Laboratory of Natural and Biomimetic Drugs, School of Pharmaceutical Sciences, Peking University, Beijing, 100191, China
| | - Zhenming Liu
- State Key Laboratory of Natural and Biomimetic Drugs, School of Pharmaceutical Sciences, Peking University, Beijing, 100191, China
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15
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Zhang Y, He X, Zhai J, Ji B, Man VH, Wang J. In silico binding profile characterization of SARS-CoV-2 spike protein and its mutants bound to human ACE2 receptor. Brief Bioinform 2021; 22:6278153. [PMID: 34013346 PMCID: PMC8194596 DOI: 10.1093/bib/bbab188] [Citation(s) in RCA: 16] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/08/2020] [Revised: 03/30/2021] [Accepted: 04/22/2021] [Indexed: 11/20/2022] Open
Abstract
Severe acute respiratory syndrome coronavirus (SARS-CoV-2), a novel coronavirus, has brought an unprecedented pandemic to the world and affected over 64 million people. The virus infects human using its spike glycoprotein mediated by a crucial area, receptor-binding domain (RBD), to bind to the human ACE2 (hACE2) receptor. Mutations on RBD have been observed in different countries and classified into nine types: A435S, D364Y, G476S, N354D/D364Y, R408I, V341I, V367F, V483A and W436R. Employing molecular dynamics (MD) simulation, we investigated dynamics and structures of the complexes of the prototype and mutant types of SARS-CoV-2 spike RBDs and hACE2. We then probed binding free energies of the prototype and mutant types of RBD with hACE2 protein by using an end-point molecular mechanics Poisson Boltzmann surface area (MM-PBSA) method. According to the result of MM-PBSA binding free energy calculations, we found that V367F and N354D/D364Y mutant types showed enhanced binding affinities with hACE2 compared to the prototype. Our computational protocols were validated by the successful prediction of relative binding free energies between prototype and three mutants: N354D/D364Y, V367F and W436R. Thus, this study provides a reliable computational protocol to fast assess the existing and emerging RBD mutations. More importantly, the binding hotspots identified by using the molecular mechanics generalized Born surface area (MM-GBSA) free energy decomposition approach can guide the rational design of small molecule drugs or vaccines free of drug resistance, to interfere with or eradicate spike-hACE2 binding.
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Affiliation(s)
- Yuzhao Zhang
- Department of Pharmaceutical Sciences and Computational Chemical Genomics Screening Center, School of Pharmacy, University of Pittsburgh, Pittsburgh, PA 15261, USA
| | - Xibing He
- Department of Pharmaceutical Sciences and Computational Chemical Genomics Screening Center, School of Pharmacy, University of Pittsburgh, Pittsburgh, PA 15261, USA
| | - Jingchen Zhai
- Department of Pharmaceutical Sciences and Computational Chemical Genomics Screening Center, School of Pharmacy, University of Pittsburgh, Pittsburgh, PA 15261, USA
| | - Beihong Ji
- Department of Pharmaceutical Sciences and Computational Chemical Genomics Screening Center, School of Pharmacy, University of Pittsburgh, Pittsburgh, PA 15261, USA
| | - Viet Hoang Man
- Department of Pharmaceutical Sciences and Computational Chemical Genomics Screening Center, School of Pharmacy, University of Pittsburgh, Pittsburgh, PA 15261, USA
| | - Junmei Wang
- Department of Pharmaceutical Sciences and Computational Chemical Genomics Screening Center, School of Pharmacy, University of Pittsburgh, Pittsburgh, PA 15261, USA
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16
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Lapaillerie D, Charlier C, Fernandes HS, Sousa SF, Lesbats P, Weigel P, Favereaux A, Guyonnet-Duperat V, Parissi V. In Silico, In Vitro and In Cellulo Models for Monitoring SARS-CoV-2 Spike/Human ACE2 Complex, Viral Entry and Cell Fusion. Viruses 2021; 13:365. [PMID: 33669132 PMCID: PMC7996581 DOI: 10.3390/v13030365] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2021] [Revised: 02/19/2021] [Accepted: 02/22/2021] [Indexed: 01/01/2023] Open
Abstract
Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) is the etiologic agent responsible for the recent coronavirus disease 2019 (COVID-19) pandemic. Productive SARS-CoV-2 infection relies on viral entry into cells expressing angiotensin-converting enzyme 2 (ACE2). Indeed, viral entry into cells is mostly mediated by the early interaction between the viral spike protein S and its ACE2 receptor. The S/ACE2 complex is, thus, the first contact point between the incoming virus and its cellular target; consequently, it has been considered an attractive therapeutic target. To further characterize this interaction and the cellular processes engaged in the entry step of the virus, we set up various in silico, in vitro and in cellulo approaches that allowed us to specifically monitor the S/ACE2 association. We report here a computational model of the SARS-CoV-2 S/ACE2 complex, as well as its biochemical and biophysical monitoring using pulldown, AlphaLISA and biolayer interferometry (BLI) binding assays. This led us to determine the kinetic parameters of the S/ACE2 association and dissociation steps. In parallel to these in vitro approaches, we developed in cellulo transduction assays using SARS-CoV-2 pseudotyped lentiviral vectors and HEK293T-ACE2 cell lines generated in-house. This allowed us to recapitulate the early replication stage of the infection mediated by the S/ACE2 interaction and to detect cell fusion induced by the interaction. Finally, a cell imaging system was set up to directly monitor the S/ACE2 interaction in a cellular context and a flow cytometry assay was developed to quantify this association at the cell surface. Together, these different approaches are available for both basic and clinical research, aiming to characterize the entry step of the original SARS-CoV-2 strain and its variants as well as to investigate the possible chemical modulation of this interaction. All these models will help in identifying new antiviral agents and new chemical tools for dissecting the virus entry step.
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Affiliation(s)
- Delphine Lapaillerie
- Fundamental Microbiology and Pathogenicity Lab (MFP), UMR 5234 CNRS-University of Bordeaux, SFR TransBioMed, 33076 Bordeaux, France; (D.L.); (P.L.)
| | - Cathy Charlier
- IMPACT Platform “Interactions Moléculaires Puces ACTivités”, UMR CNRS 6286 UFIP, Université de Nantes, F-44000 Nantes, France; (C.C.); (P.W.)
| | - Henrique S. Fernandes
- UCIBIO@REQUIMTE, BioSIM -Departamento de Biomedicina, Faculdade de Medicina da Universidade do Porto, Alameda Professor Hernâni Monteiro, 4200-319 Porto, Portugal; (H.S.F.); (S.F.S.)
| | - Sergio F. Sousa
- UCIBIO@REQUIMTE, BioSIM -Departamento de Biomedicina, Faculdade de Medicina da Universidade do Porto, Alameda Professor Hernâni Monteiro, 4200-319 Porto, Portugal; (H.S.F.); (S.F.S.)
| | - Paul Lesbats
- Fundamental Microbiology and Pathogenicity Lab (MFP), UMR 5234 CNRS-University of Bordeaux, SFR TransBioMed, 33076 Bordeaux, France; (D.L.); (P.L.)
| | - Pierre Weigel
- IMPACT Platform “Interactions Moléculaires Puces ACTivités”, UMR CNRS 6286 UFIP, Université de Nantes, F-44000 Nantes, France; (C.C.); (P.W.)
| | - Alexandre Favereaux
- Interdisciplinary Institute for Neuroscience (IINS-CNRS UMR 5297), Centre Broca Nouvelle Aquitaine, 33076 Bordeaux, France;
| | - Véronique Guyonnet-Duperat
- Vect’UB, vectorology platform, INSERM US05—CNRS UMS 3427-TBM-Core, Université de Bordeaux, 33000 Bordeaux, France;
| | - Vincent Parissi
- Fundamental Microbiology and Pathogenicity Lab (MFP), UMR 5234 CNRS-University of Bordeaux, SFR TransBioMed, 33076 Bordeaux, France; (D.L.); (P.L.)
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