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Gao K, Wang R, Chen J, Cheng L, Frishcosy J, Huzumi Y, Qiu Y, Schluckbier T, Wei X, Wei GW. Methodology-Centered Review of Molecular Modeling, Simulation, and Prediction of SARS-CoV-2. Chem Rev 2022; 122:11287-11368. [PMID: 35594413 PMCID: PMC9159519 DOI: 10.1021/acs.chemrev.1c00965] [Citation(s) in RCA: 31] [Impact Index Per Article: 15.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
Despite tremendous efforts in the past two years, our understanding of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), virus-host interactions, immune response, virulence, transmission, and evolution is still very limited. This limitation calls for further in-depth investigation. Computational studies have become an indispensable component in combating coronavirus disease 2019 (COVID-19) due to their low cost, their efficiency, and the fact that they are free from safety and ethical constraints. Additionally, the mechanism that governs the global evolution and transmission of SARS-CoV-2 cannot be revealed from individual experiments and was discovered by integrating genotyping of massive viral sequences, biophysical modeling of protein-protein interactions, deep mutational data, deep learning, and advanced mathematics. There exists a tsunami of literature on the molecular modeling, simulations, and predictions of SARS-CoV-2 and related developments of drugs, vaccines, antibodies, and diagnostics. To provide readers with a quick update about this literature, we present a comprehensive and systematic methodology-centered review. Aspects such as molecular biophysics, bioinformatics, cheminformatics, machine learning, and mathematics are discussed. This review will be beneficial to researchers who are looking for ways to contribute to SARS-CoV-2 studies and those who are interested in the status of the field.
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Affiliation(s)
- Kaifu Gao
- Department
of Mathematics, Michigan State University, East Lansing, Michigan 48824, United States
| | - Rui Wang
- Department
of Mathematics, Michigan State University, East Lansing, Michigan 48824, United States
| | - Jiahui Chen
- Department
of Mathematics, Michigan State University, East Lansing, Michigan 48824, United States
| | - Limei Cheng
- Clinical
Pharmacology and Pharmacometrics, Bristol
Myers Squibb, Princeton, New Jersey 08536, United States
| | - Jaclyn Frishcosy
- Department
of Mathematics, Michigan State University, East Lansing, Michigan 48824, United States
| | - Yuta Huzumi
- Department
of Mathematics, Michigan State University, East Lansing, Michigan 48824, United States
| | - Yuchi Qiu
- Department
of Mathematics, Michigan State University, East Lansing, Michigan 48824, United States
| | - Tom Schluckbier
- Department
of Mathematics, Michigan State University, East Lansing, Michigan 48824, United States
| | - Xiaoqi Wei
- Department
of Mathematics, Michigan State University, East Lansing, Michigan 48824, United States
| | - Guo-Wei Wei
- Department
of Mathematics, Michigan State University, East Lansing, Michigan 48824, United States
- Department
of Electrical and Computer Engineering, Michigan State University, East Lansing, Michigan 48824, United States
- Department
of Biochemistry and Molecular Biology, Michigan
State University, East Lansing, Michigan 48824, United States
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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: 3.0] [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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