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Prabhakaran P, Hebbani AV, Menon SV, Paital B, Murmu S, Kumar S, Singh MK, Sahoo DK, Desai PPD. Insilico generation of novel ligands for the inhibition of SARS-CoV-2 main protease (3CL pro) using deep learning. Front Microbiol 2023; 14:1194794. [PMID: 37448573 PMCID: PMC10338188 DOI: 10.3389/fmicb.2023.1194794] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2023] [Accepted: 06/05/2023] [Indexed: 07/15/2023] Open
Abstract
The recent emergence of novel severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) causing the coronavirus disease (COVID-19) has become a global public health crisis, and a crucial need exists for rapid identification and development of novel therapeutic interventions. In this study, a recurrent neural network (RNN) is trained and optimized to produce novel ligands that could serve as potential inhibitors to the SARS-CoV-2 viral protease: 3 chymotrypsin-like protease (3CLpro). Structure-based virtual screening was performed through molecular docking, ADMET profiling, and predictions of various molecular properties were done to evaluate the toxicity and drug-likeness of the generated novel ligands. The properties of the generated ligands were also compared with current drugs under various phases of clinical trials to assess the efficacy of the novel ligands. Twenty novel ligands were selected that exhibited good drug-likeness properties, with most ligands conforming to Lipinski's rule of 5, high binding affinity (highest binding affinity: -9.4 kcal/mol), and promising ADMET profile. Additionally, the generated ligands complexed with 3CLpro were found to be stable based on the results of molecular dynamics simulation studies conducted over a 100 ns period. Overall, the findings offer a promising avenue for the rapid identification and development of effective therapeutic interventions to treat COVID-19.
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Affiliation(s)
- Prejwal Prabhakaran
- Department of Biotechnology, New Horizon College of Engineering, Bangalore, India
- Faculty of Biology, Albert-Ludwigs-Universität Freiburg, Freiburg im Breisgau, Germany
| | - Ananda Vardhan Hebbani
- Department of Biochemistry, Indian Academy Degree College (Autonomous), Bangalore, India
| | - Soumya V. Menon
- Department of Chemistry and Biochemistry, School of Sciences, Jain (Deemed-to-be) University, Bangalore, India
| | - Biswaranjan Paital
- Redox Regulation Laboratory, Department of Zoology, College of Basic Science and Humanities, Odisha University of Agriculture and Technology, Bhubaneswar, India
| | - Sneha Murmu
- ICAR-Indian Agricultural Statistics Research Institute, PUSA, New Delhi, India
| | - Sunil Kumar
- ICAR-Indian Agricultural Statistics Research Institute, PUSA, New Delhi, India
| | | | - Dipak Kumar Sahoo
- Department of Veterinary Clinical Sciences, College of Veterinary Medicine, Iowa State University, Ames, IA, United States
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Calvo-Alvarez E, Dolci M, Perego F, Signorini L, Parapini S, D’Alessandro S, Denti L, Basilico N, Taramelli D, Ferrante P, Delbue S. Antiparasitic Drugs against SARS-CoV-2: A Comprehensive Literature Survey. Microorganisms 2022; 10:1284. [PMID: 35889004 PMCID: PMC9320270 DOI: 10.3390/microorganisms10071284] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/05/2022] [Revised: 06/10/2022] [Accepted: 06/13/2022] [Indexed: 01/09/2023] Open
Abstract
More than two years have passed since the viral outbreak that led to the novel infectious respiratory disease COVID-19, caused by the SARS-CoV-2 coronavirus. Since then, the urgency for effective treatments resulted in unprecedented efforts to develop new vaccines and to accelerate the drug discovery pipeline, mainly through the repurposing of well-known compounds with broad antiviral effects. In particular, antiparasitic drugs historically used against human infections due to protozoa or helminth parasites have entered the main stage as a miracle cure in the fight against SARS-CoV-2. Despite having demonstrated promising anti-SARS-CoV-2 activities in vitro, conflicting results have made their translation into clinical practice more difficult than expected. Since many studies involving antiparasitic drugs are currently under investigation, the window of opportunity might be not closed yet. Here, we will review the (controversial) journey of these old antiparasitic drugs to combat the human infection caused by the novel coronavirus SARS-CoV-2.
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Affiliation(s)
- Estefanía Calvo-Alvarez
- Department of Biomedical, Surgical and Dental Sciences, University of Milan, 20122 Milan, Italy; (M.D.); (F.P.); (L.S.); (L.D.); (N.B.); (P.F.); (S.D.)
| | - Maria Dolci
- Department of Biomedical, Surgical and Dental Sciences, University of Milan, 20122 Milan, Italy; (M.D.); (F.P.); (L.S.); (L.D.); (N.B.); (P.F.); (S.D.)
| | - Federica Perego
- Department of Biomedical, Surgical and Dental Sciences, University of Milan, 20122 Milan, Italy; (M.D.); (F.P.); (L.S.); (L.D.); (N.B.); (P.F.); (S.D.)
| | - Lucia Signorini
- Department of Biomedical, Surgical and Dental Sciences, University of Milan, 20122 Milan, Italy; (M.D.); (F.P.); (L.S.); (L.D.); (N.B.); (P.F.); (S.D.)
| | - Silvia Parapini
- Department of Biomedical Sciences for Health, University of Milan, 20133 Milan, Italy;
| | - Sarah D’Alessandro
- Department of Pharmacological and Biomolecular Sciences, University of Milan, 20133 Milan, Italy; (S.D.); (D.T.)
| | - Luca Denti
- Department of Biomedical, Surgical and Dental Sciences, University of Milan, 20122 Milan, Italy; (M.D.); (F.P.); (L.S.); (L.D.); (N.B.); (P.F.); (S.D.)
| | - Nicoletta Basilico
- Department of Biomedical, Surgical and Dental Sciences, University of Milan, 20122 Milan, Italy; (M.D.); (F.P.); (L.S.); (L.D.); (N.B.); (P.F.); (S.D.)
| | - Donatella Taramelli
- Department of Pharmacological and Biomolecular Sciences, University of Milan, 20133 Milan, Italy; (S.D.); (D.T.)
| | - Pasquale Ferrante
- Department of Biomedical, Surgical and Dental Sciences, University of Milan, 20122 Milan, Italy; (M.D.); (F.P.); (L.S.); (L.D.); (N.B.); (P.F.); (S.D.)
| | - Serena Delbue
- Department of Biomedical, Surgical and Dental Sciences, University of Milan, 20122 Milan, Italy; (M.D.); (F.P.); (L.S.); (L.D.); (N.B.); (P.F.); (S.D.)
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Li D, Zhang L. Structure Prediction and Potential Inhibitors Docking of Enterovirus 2C Proteins. Front Microbiol 2022; 13:856574. [PMID: 35572704 PMCID: PMC9100428 DOI: 10.3389/fmicb.2022.856574] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/17/2022] [Accepted: 03/31/2022] [Indexed: 11/18/2022] Open
Abstract
Human enterovirus infections are mostly asymptomatic and occasionally could be severe and life-threatening. The conserved non-structural 2C from enteroviruses protein is a promising target in antiviral therapies against human enteroviruses. Understanding of 2C-drug interactions is crucial for developing the potential antiviral agents. While functions of enterovirus 2C proteins have been widely studied, three-dimensional structure information of 2C is limited. In this study, the structures of 2C proteins from 20 enteroviruses were simulated and reconstructed using I-TASSER programs. Subsequent docking studies of the known 22 antiviral inhibitors for 2C proteins were performed to uncover the inhibitor-binding characteristics of 2C. Among the potential inhibitors, the compound hydantoin exhibited the highest broad-spectrum antiviral activities with binding to 2C protein. The anti-enteroviral activity of GuaHCL, compound 19b, R523062, compound 12a, compound 12b, quinoline analogs 12a, compound 19d, N6-benzyladenosine, dibucaine derivatives 6i, TBZE-029, fluoxetine analogs 2b, dibucaine, 2-(α-hydroxybenzyl)-benzimidazole (HBB), metrifudil, pirlindole, MRL-1237, quinoline analogs 10a, zuclopenthixol, fluoxetine, fluoxetine HCl, and quinoline analogs 12c showed a trend of gradual decrease. In addition, the free energy with 22 compounds binding to EV 2C ranged from −0.35 to −88.18 kcal/mol. Our in silico studies will provide important information for the development of pan-enterovirus antiviral agents based on 2C.
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Affiliation(s)
- Daoqun Li
- Department of Clinical Laboratory Medicine, The First Affiliated Hospital of Shandong First Medical University and Shandong Provincial Qianfoshan Hospital, Jinan, China
- Department of Pathogen Biology, School of Basic Medical Sciences, Shandong First Medical University and Shandong Academy of Medical Sciences, Jinan, China
- Medical Science and Technology Innovation Center, Shandong First Medical University and Shandong Academy of Medical Sciences, Jinan, China
| | - Leiliang Zhang
- Department of Clinical Laboratory Medicine, The First Affiliated Hospital of Shandong First Medical University and Shandong Provincial Qianfoshan Hospital, Jinan, China
- Department of Pathogen Biology, School of Basic Medical Sciences, Shandong First Medical University and Shandong Academy of Medical Sciences, Jinan, China
- Medical Science and Technology Innovation Center, Shandong First Medical University and Shandong Academy of Medical Sciences, Jinan, China
- *Correspondence: Leiliang Zhang
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Delandre O, Gendrot M, Jardot P, Le Bideau M, Boxberger M, Boschi C, Fonta I, Mosnier J, Hutter S, Levasseur A, La Scola B, Pradines B. Antiviral Activity of Repurposing Ivermectin against a Panel of 30 Clinical SARS-CoV-2 Strains Belonging to 14 Variants. Pharmaceuticals (Basel) 2022; 15:445. [PMID: 35455442 PMCID: PMC9024598 DOI: 10.3390/ph15040445] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2022] [Revised: 03/28/2022] [Accepted: 03/30/2022] [Indexed: 02/05/2023] Open
Abstract
Over the past two years, several variants of SARS-CoV-2 have emerged and spread all over the world. However, infectivity, clinical severity, re-infection, virulence, transmissibility, vaccine responses and escape, and epidemiological aspects have differed between SARS-CoV-2 variants. Currently, very few treatments are recommended against SARS-CoV-2. Identification of effective drugs among repurposing FDA-approved drugs is a rapid, efficient and low-cost strategy against SARS-CoV-2. One of those drugs is ivermectin. Ivermectin is an antihelminthic agent that previously showed in vitro effects against a SARS-CoV-2 isolate (Australia/VI01/2020 isolate) with an IC50 of around 2 µM. We evaluated the in vitro activity of ivermectin on Vero E6 cells infected with 30 clinically isolated SARS-CoV-2 strains belonging to 14 different variants, and particularly 17 strains belonging to six variants of concern (VOC) (variants related to Wuhan, alpha, beta, gamma, delta and omicron). The in vitro activity of ivermectin was compared to those of chloroquine and remdesivir. Unlike chloroquine (EC50 from 4.3 ± 2.5 to 29.3 ± 5.2 µM) or remdesivir (EC50 from 0.4 ± 0.3 to 25.2 ± 9.4 µM), ivermectin showed a relatively homogeneous in vitro activity against SARS-CoV-2 regardless of the strains or variants (EC50 from 5.1 ± 0.5 to 6.7 ± 0.4 µM), except for one omicron strain (EC50 = 1.3 ± 0.5 µM). Ivermectin (No. EC50 = 219, mean EC50 = 5.7 ± 1.0 µM) was, overall, more potent in vitro than chloroquine (No. EC50 = 214, mean EC50 = 16.1 ± 9.0 µM) (p = 1.3 × 10-34) and remdesivir (No. EC50 = 201, mean EC50 = 11.9 ± 10.0 µM) (p = 1.6 × 10-13). These results should be interpreted with caution regarding the potential use of ivermectin in SARS-CoV-2-infected patients: it is difficult to translate in vitro study results into actual clinical treatment in patients.
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Affiliation(s)
- Océane Delandre
- Unité Parasitologie et Entomologie, Département Microbiologie et Maladies Infectieuses, Institut de Recherche Biomédicale des Armées, 13005 Marseille, France; (O.D.); (M.G.); (I.F.); (J.M.)
- Aix Marseille University, IRD, SSA, AP-HM, VITROME, 13005 Marseille, France;
- IHU Méditerranée Infection, 13005 Marseille, France; (P.J.); (M.L.B.); (M.B.); (C.B.); (A.L.); (B.L.S.)
| | - Mathieu Gendrot
- Unité Parasitologie et Entomologie, Département Microbiologie et Maladies Infectieuses, Institut de Recherche Biomédicale des Armées, 13005 Marseille, France; (O.D.); (M.G.); (I.F.); (J.M.)
- Aix Marseille University, IRD, SSA, AP-HM, VITROME, 13005 Marseille, France;
- IHU Méditerranée Infection, 13005 Marseille, France; (P.J.); (M.L.B.); (M.B.); (C.B.); (A.L.); (B.L.S.)
| | - Priscilla Jardot
- IHU Méditerranée Infection, 13005 Marseille, France; (P.J.); (M.L.B.); (M.B.); (C.B.); (A.L.); (B.L.S.)
- Aix Marseille University, IRD, AP-HM, MEPHI, 13005 Marseille, France
| | - Marion Le Bideau
- IHU Méditerranée Infection, 13005 Marseille, France; (P.J.); (M.L.B.); (M.B.); (C.B.); (A.L.); (B.L.S.)
- Aix Marseille University, IRD, AP-HM, MEPHI, 13005 Marseille, France
| | - Manon Boxberger
- IHU Méditerranée Infection, 13005 Marseille, France; (P.J.); (M.L.B.); (M.B.); (C.B.); (A.L.); (B.L.S.)
- Aix Marseille University, IRD, AP-HM, MEPHI, 13005 Marseille, France
| | - Céline Boschi
- IHU Méditerranée Infection, 13005 Marseille, France; (P.J.); (M.L.B.); (M.B.); (C.B.); (A.L.); (B.L.S.)
- Aix Marseille University, IRD, AP-HM, MEPHI, 13005 Marseille, France
| | - Isabelle Fonta
- Unité Parasitologie et Entomologie, Département Microbiologie et Maladies Infectieuses, Institut de Recherche Biomédicale des Armées, 13005 Marseille, France; (O.D.); (M.G.); (I.F.); (J.M.)
- Aix Marseille University, IRD, SSA, AP-HM, VITROME, 13005 Marseille, France;
- IHU Méditerranée Infection, 13005 Marseille, France; (P.J.); (M.L.B.); (M.B.); (C.B.); (A.L.); (B.L.S.)
- Centre National de Référence du Paludisme, 13005 Marseille, France
| | - Joel Mosnier
- Unité Parasitologie et Entomologie, Département Microbiologie et Maladies Infectieuses, Institut de Recherche Biomédicale des Armées, 13005 Marseille, France; (O.D.); (M.G.); (I.F.); (J.M.)
- Aix Marseille University, IRD, SSA, AP-HM, VITROME, 13005 Marseille, France;
- IHU Méditerranée Infection, 13005 Marseille, France; (P.J.); (M.L.B.); (M.B.); (C.B.); (A.L.); (B.L.S.)
- Centre National de Référence du Paludisme, 13005 Marseille, France
| | - Sébastien Hutter
- Aix Marseille University, IRD, SSA, AP-HM, VITROME, 13005 Marseille, France;
- IHU Méditerranée Infection, 13005 Marseille, France; (P.J.); (M.L.B.); (M.B.); (C.B.); (A.L.); (B.L.S.)
| | - Anthony Levasseur
- IHU Méditerranée Infection, 13005 Marseille, France; (P.J.); (M.L.B.); (M.B.); (C.B.); (A.L.); (B.L.S.)
- Aix Marseille University, IRD, AP-HM, MEPHI, 13005 Marseille, France
| | - Bernard La Scola
- IHU Méditerranée Infection, 13005 Marseille, France; (P.J.); (M.L.B.); (M.B.); (C.B.); (A.L.); (B.L.S.)
- Aix Marseille University, IRD, AP-HM, MEPHI, 13005 Marseille, France
| | - Bruno Pradines
- Unité Parasitologie et Entomologie, Département Microbiologie et Maladies Infectieuses, Institut de Recherche Biomédicale des Armées, 13005 Marseille, France; (O.D.); (M.G.); (I.F.); (J.M.)
- Aix Marseille University, IRD, SSA, AP-HM, VITROME, 13005 Marseille, France;
- IHU Méditerranée Infection, 13005 Marseille, France; (P.J.); (M.L.B.); (M.B.); (C.B.); (A.L.); (B.L.S.)
- Centre National de Référence du Paludisme, 13005 Marseille, France
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Tenofovir, Another Inexpensive, Well-Known and Widely Available Old Drug Repurposed for SARS-COV-2 Infection. Pharmaceuticals (Basel) 2021; 14:ph14050454. [PMID: 34064831 PMCID: PMC8150375 DOI: 10.3390/ph14050454] [Citation(s) in RCA: 21] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2021] [Revised: 05/01/2021] [Accepted: 05/05/2021] [Indexed: 12/18/2022] Open
Abstract
Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) infection is spreading worldwide with different clinical manifestations. Age and comorbidities may explain severity in critical cases and people living with human immunodeficiency virus (HIV) might be at particularly high risk for severe progression. Nonetheless, current data, although sometimes contradictory, do not confirm higher morbidity, risk of more severe COVID-19 or higher mortality in HIV-infected people with complete access to antiretroviral therapy (ART). A possible protective role of ART has been hypothesized to explain these observations. Anti-viral drugs used to treat HIV infection have been repurposed for COVID-19 treatment; this is also based on previous studies on severe acute respiratory syndrome virus (SARS-CoV) and Middle East respiratory syndrome virus (MERS-CoV). Among them, lopinavir/ritonavir, an inhibitor of viral protease, was extensively used early in the pandemic but it was soon abandoned due to lack of effectiveness in clinical trials. However, remdesivir, a nucleotide analog that acts as reverse-transcriptase inhibitor, which was tested early during the pandemic because of its wide range of antiviral activity against several RNA viruses and its safety profile, is currently the only antiviral medication approved for COVID-19. Tenofovir, another nucleotide analog used extensively for HIV treatment and pre-exposure prophylaxis (PrEP), has also been hypothesized as effective in COVID-19. No data on tenofovir's efficacy in coronavirus infections other than COVID-19 are currently available, although information relating to SARS-CoV-2 infection is starting to come out. Here, we review the currently available evidence on tenofovir's efficacy against SARS-CoV-2.
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