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Wu F, Lin C, Han Y, Zhou D, Chen K, Yang M, Xiao Q, Zhang H, Li W. Multi-omic analysis characterizes molecular susceptibility of receptors to SARS-CoV-2 spike protein. Comput Struct Biotechnol J 2023; 21:5583-5600. [PMID: 38034398 PMCID: PMC10681948 DOI: 10.1016/j.csbj.2023.11.012] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2023] [Revised: 11/05/2023] [Accepted: 11/05/2023] [Indexed: 12/02/2023] Open
Abstract
In the post COVID-19 era, new SARS-CoV-2 variant strains may continue emerging and long COVID is poised to be another public health challenge. Deciphering the molecular susceptibility of receptors to SARS-CoV-2 spike protein is critical for understanding the immune responses in COVID-19 and the rationale of multi-organ injuries. Currently, such systematic exploration remains limited. Here, we conduct multi-omic analysis of protein binding affinities, transcriptomic expressions, and single-cell atlases to characterize the molecular susceptibility of receptors to SARS-CoV-2 spike protein. Initial affinity analysis explains the domination of delta and omicron variants and demonstrates the strongest affinities between BSG (CD147) receptor and most variants. Further transcriptomic data analysis on 4100 experimental samples and single-cell atlases of 1.4 million cells suggest the potential involvement of BSG in multi-organ injuries and long COVID, and explain the high prevalence of COVID-19 in elders as well as the different risks for patients with underlying diseases. Correlation analysis validated moderate associations between BSG and viral RNA abundance in multiple cell types. Moreover, similar patterns were observed in primates and validated in proteomic expressions. Overall, our findings implicate important therapeutic targets for the development of receptor-specific vaccines and drugs for COVID-19.
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Affiliation(s)
- Fanjie Wu
- Zhongshan School of Medicine, Sun Yat-sen University, Guangzhou 510080, China
| | - Chenghao Lin
- Zhongshan School of Medicine, Sun Yat-sen University, Guangzhou 510080, China
| | - Yutong Han
- Zhongshan School of Medicine, Sun Yat-sen University, Guangzhou 510080, China
| | - Dingli Zhou
- Zhongshan School of Medicine, Sun Yat-sen University, Guangzhou 510080, China
| | - Kang Chen
- Zhongshan School of Medicine, Sun Yat-sen University, Guangzhou 510080, China
| | - Minglei Yang
- Zhongshan School of Medicine, Sun Yat-sen University, Guangzhou 510080, China
- Department of Pathology, First Affiliated Hospital of Zhengzhou University, Zhengzhou 450052, China
| | - Qinyuan Xiao
- Zhongshan School of Medicine, Sun Yat-sen University, Guangzhou 510080, China
| | - Haiyue Zhang
- Zhongshan School of Medicine, Sun Yat-sen University, Guangzhou 510080, China
| | - Weizhong Li
- Zhongshan School of Medicine, Sun Yat-sen University, Guangzhou 510080, China
- Key Laboratory of Tropical Disease Control of Ministry of Education, Sun Yat-Sen University, Guangzhou 510080, China
- Center for Precision Medicine, Sun Yat-sen University, Guangzhou 510080, China
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Adedeji AA, Vijayakumar PP. The propensity of fomite spread of SARS-CoV-2 virus through produce supply chain. BULLETIN OF THE NATIONAL RESEARCH CENTRE 2022; 46:245. [PMID: 36156873 PMCID: PMC9483276 DOI: 10.1186/s42269-022-00935-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 06/16/2022] [Accepted: 09/09/2022] [Indexed: 06/16/2023]
Abstract
BACKGROUND The global community has battled the spread of SAR-CoV-2 for almost 2 years, and the projection is that the virus may be recurrent like the seasonal flu. The SARS-CoV-2 pandemic disrupted activities within the food supply chain that cost billions of dollars globally. This has heightened concerns about fomite spread of the virus through surfaces. There is an urgent need to understand the risk portends by this virus along the produce supply chain with conditions (low temperature and high relative humidity) conducive to extended survival of the virus. MAIN BODY Pre-dating SARS-CoV-2 are other types of coronaviruses that had lower infection and mortality rates. There are some similarities between the former and the new coronavirus, especially with regards to transmission modes and their survivability on surfaces. There is evidence of other coronaviruses' survival on surfaces for weeks. Currently, there are limited evidence-based studies to enlighten us on how the virus is transmitted within the produce supply chain. A few studies claim that the virus could spread through the cold supply chains. However, these are not sufficient to make a conclusive inference about the deadly SARS-CoV-2. CONCLUSIONS This paper provides a succinct review of the literature on current understanding of the transmission, survivability, and risk SARS-CoV-2 portend to humans within the produce supply chain and calls for more evidence-based research to allay or alert us of the potential risk of fomite transmission of SARS-CoV-2. The paper also highlights examples of conventional and novel non-thermal inactivation and sanitation methods applicable to this type of virus.
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Affiliation(s)
- Akinbode A. Adedeji
- Department of Biosystems and Agricultural Engineering, University of Kentucky, Lexington, KY USA
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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: 13] [Impact Index Per Article: 6.5] [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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4
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Weißenborn L, Richel E, Hüseman H, Welzer J, Beck S, Schäfer S, Sticht H, Überla K, Eichler J. Smaller, Stronger, More Stable: Peptide Variants of a SARS-CoV-2 Neutralizing Miniprotein. Int J Mol Sci 2022; 23:ijms23116309. [PMID: 35682988 PMCID: PMC9181698 DOI: 10.3390/ijms23116309] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2022] [Revised: 05/26/2022] [Accepted: 06/01/2022] [Indexed: 02/01/2023] Open
Abstract
Based on the structure of a de novo designed miniprotein (LCB1) in complex with the receptor binding domain (RBD) of the SARS-CoV-2 spike protein, we have generated and characterized truncated peptide variants of LCB1, which present only two of the three LCB1 helices, and which fully retained the virus neutralizing potency against different SARS-CoV-2 variants of concern (VOC). This antiviral activity was even 10-fold stronger for a cyclic variant of the two-helix peptides, as compared to the full-length peptide. Furthermore, the proteolytic stability of the cyclic peptide was substantially improved, rendering it a better potential candidate for SARS-CoV-2 therapy. In a more mechanistic approach, the peptides also served as tools to dissect the role of individual mutations in the RBD for the susceptibility of the resulting virus variants to neutralization by the peptides. As the peptides reported here were generated through chemical synthesis, rather than recombinant protein expression, they are amenable to further chemical modification, including the incorporation of a wide range of non-proteinogenic amino acids, with the aim to further stabilize the peptides against proteolytic degradation, as well as to improve the strength, as well the breadth, of their virus neutralizing capacity.
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Affiliation(s)
- Lucas Weißenborn
- Department of Chemistry and Pharmacy, Friedrich-Alexander-Universität Erlangen-Nürnberg, 91058 Erlangen, Germany; (L.W.); (H.H.); (J.W.); (S.B.)
| | - Elie Richel
- Institute for Clinical and Molecular Virology, Universitätsklinikum Erlangen, Friedrich-Alexander-Universität Erlangen-Nürnberg, 91054 Erlangen, Germany; (E.R.); (K.Ü.)
| | - Helena Hüseman
- Department of Chemistry and Pharmacy, Friedrich-Alexander-Universität Erlangen-Nürnberg, 91058 Erlangen, Germany; (L.W.); (H.H.); (J.W.); (S.B.)
| | - Julia Welzer
- Department of Chemistry and Pharmacy, Friedrich-Alexander-Universität Erlangen-Nürnberg, 91058 Erlangen, Germany; (L.W.); (H.H.); (J.W.); (S.B.)
| | - Silvan Beck
- Department of Chemistry and Pharmacy, Friedrich-Alexander-Universität Erlangen-Nürnberg, 91058 Erlangen, Germany; (L.W.); (H.H.); (J.W.); (S.B.)
| | - Simon Schäfer
- Department of Biology, Genetics Division, Friedrich-Alexander-Universität Erlangen-Nürnberg, 91058 Erlangen, Germany;
| | - Heinrich Sticht
- Institute of Biochemistry, Friedrich-Alexander-Universität Erlangen-Nürnberg, 91054 Erlangen, Germany;
| | - Klaus Überla
- Institute for Clinical and Molecular Virology, Universitätsklinikum Erlangen, Friedrich-Alexander-Universität Erlangen-Nürnberg, 91054 Erlangen, Germany; (E.R.); (K.Ü.)
| | - Jutta Eichler
- Department of Chemistry and Pharmacy, Friedrich-Alexander-Universität Erlangen-Nürnberg, 91058 Erlangen, Germany; (L.W.); (H.H.); (J.W.); (S.B.)
- Correspondence:
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Vázquez-Valadez VH, Hernández-Serda A, Jiménez-Cabiedes MF, Aguirre-Vidal P, González-Tapia I, Carreño-Vargas L, Alarcón-López YA, Espejel-Fuentes A, Martínez-Soriano P, Lugo Álvarez M, Velázquez-Sánchez AM, Markarian NM, Angeles E, Abrahamyan L. Evaluation of Inhibitory Activity In Silico of In-House Thiomorpholine Compounds between the ACE2 Receptor and S1 Subunit of SARS-CoV-2 Spike. Pathogens 2021; 10:1208. [PMID: 34578240 PMCID: PMC8468748 DOI: 10.3390/pathogens10091208] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/06/2021] [Revised: 09/11/2021] [Accepted: 09/13/2021] [Indexed: 11/22/2022] Open
Abstract
At the end of 2019, the world was struck by the COVID-19 pandemic, which resulted in dire repercussions of unimaginable proportions. From the beginning, the international scientific community employed several strategies to tackle the spread of this disease. Most notably, these consisted of the development of a COVID-19 vaccine and the discovery of antiviral agents through the repositioning of already known drugs with methods such as de novo design. Previously, methylthiomorphic compounds, designed by our group as antihypertensive agents, have been shown to display an affinity with the ACE2 (angiotensin converting enzyme) receptor, a key mechanism required for SARS-CoV-2 (severe acute respiratory syndrome coronavirus 2) entry into target cells. Therefore, the objective of this work consists of evaluating, in silico, the inhibitory activity of these compounds between the ACE2 receptor and the S1 subunit of the SARS-CoV-2 spike protein. Supported by the advances of different research groups on the structure of the coronavirus spike and the interaction of the latter with its receptor, ACE2, we carried out a computational study that examined the effect of in-house designed compounds on the inhibition of said interaction. Our results indicate that the polyphenol LQM322 is one of the candidates that should be considered as a possible anti-COVID-19 agent.
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Affiliation(s)
- Victor H. Vázquez-Valadez
- Departamento de Ciencias Biológicas FES Cuautitlán, Universidad Nacional Autónoma de México (UNAM), Av. 1 de Mayo SN Cuautitlán Izcalli, Estado de México, México CP 54750, Mexico;
| | - Alejandro Hernández-Serda
- Departamento de Ciencias Químicas FES Cuautitlán, Universidad Nacional Autónoma de México (UNAM), Av. 1 de Mayo SN Cuautitlán Izcalli, Estado de México, México CP 54750, Mexico; (A.H.-S.); (P.M.-S.); (A.M.V.-S.); (E.A.)
| | - Ma. Fernanda Jiménez-Cabiedes
- Laboratorio de Química Medicinal y Teórica FESC, Universidad Nacional Autónoma de México (UNAM), Av. 1 de Mayo SN Cuautitlán Izcalli, Estado de México, México CP 54750, Mexico; (M.F.J.-C.); (P.A.-V.); (I.G.-T.); (L.C.-V.); (Y.A.A.-L.); (A.E.-F.); (M.L.Á.)
| | - Pablo Aguirre-Vidal
- Laboratorio de Química Medicinal y Teórica FESC, Universidad Nacional Autónoma de México (UNAM), Av. 1 de Mayo SN Cuautitlán Izcalli, Estado de México, México CP 54750, Mexico; (M.F.J.-C.); (P.A.-V.); (I.G.-T.); (L.C.-V.); (Y.A.A.-L.); (A.E.-F.); (M.L.Á.)
| | - Ingrid González-Tapia
- Laboratorio de Química Medicinal y Teórica FESC, Universidad Nacional Autónoma de México (UNAM), Av. 1 de Mayo SN Cuautitlán Izcalli, Estado de México, México CP 54750, Mexico; (M.F.J.-C.); (P.A.-V.); (I.G.-T.); (L.C.-V.); (Y.A.A.-L.); (A.E.-F.); (M.L.Á.)
| | - Laura Carreño-Vargas
- Laboratorio de Química Medicinal y Teórica FESC, Universidad Nacional Autónoma de México (UNAM), Av. 1 de Mayo SN Cuautitlán Izcalli, Estado de México, México CP 54750, Mexico; (M.F.J.-C.); (P.A.-V.); (I.G.-T.); (L.C.-V.); (Y.A.A.-L.); (A.E.-F.); (M.L.Á.)
| | - Yoshio A. Alarcón-López
- Laboratorio de Química Medicinal y Teórica FESC, Universidad Nacional Autónoma de México (UNAM), Av. 1 de Mayo SN Cuautitlán Izcalli, Estado de México, México CP 54750, Mexico; (M.F.J.-C.); (P.A.-V.); (I.G.-T.); (L.C.-V.); (Y.A.A.-L.); (A.E.-F.); (M.L.Á.)
| | - Andrea Espejel-Fuentes
- Laboratorio de Química Medicinal y Teórica FESC, Universidad Nacional Autónoma de México (UNAM), Av. 1 de Mayo SN Cuautitlán Izcalli, Estado de México, México CP 54750, Mexico; (M.F.J.-C.); (P.A.-V.); (I.G.-T.); (L.C.-V.); (Y.A.A.-L.); (A.E.-F.); (M.L.Á.)
| | - Pablo Martínez-Soriano
- Departamento de Ciencias Químicas FES Cuautitlán, Universidad Nacional Autónoma de México (UNAM), Av. 1 de Mayo SN Cuautitlán Izcalli, Estado de México, México CP 54750, Mexico; (A.H.-S.); (P.M.-S.); (A.M.V.-S.); (E.A.)
| | - Miguel Lugo Álvarez
- Laboratorio de Química Medicinal y Teórica FESC, Universidad Nacional Autónoma de México (UNAM), Av. 1 de Mayo SN Cuautitlán Izcalli, Estado de México, México CP 54750, Mexico; (M.F.J.-C.); (P.A.-V.); (I.G.-T.); (L.C.-V.); (Y.A.A.-L.); (A.E.-F.); (M.L.Á.)
| | - Ana María Velázquez-Sánchez
- Departamento de Ciencias Químicas FES Cuautitlán, Universidad Nacional Autónoma de México (UNAM), Av. 1 de Mayo SN Cuautitlán Izcalli, Estado de México, México CP 54750, Mexico; (A.H.-S.); (P.M.-S.); (A.M.V.-S.); (E.A.)
| | - Nathan Marko Markarian
- Swine and Poultry Infectious Diseases Research Center (CRIPA) and Research Group on Infectious Diseases in Production Animals (GREMIP), Faculty of Veterinary Medicine, University of Montreal, Saint-Hyacinthe, QC J2S 2M2, Canada;
| | - Enrique Angeles
- Departamento de Ciencias Químicas FES Cuautitlán, Universidad Nacional Autónoma de México (UNAM), Av. 1 de Mayo SN Cuautitlán Izcalli, Estado de México, México CP 54750, Mexico; (A.H.-S.); (P.M.-S.); (A.M.V.-S.); (E.A.)
| | - Levon Abrahamyan
- Swine and Poultry Infectious Diseases Research Center (CRIPA) and Research Group on Infectious Diseases in Production Animals (GREMIP), Faculty of Veterinary Medicine, University of Montreal, Saint-Hyacinthe, QC J2S 2M2, Canada;
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6
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Miroshnychenko KV, Shestopalova AV. Combined use of the hepatitis C drugs and amentoflavone could interfere with binding of the spike glycoprotein of SARS-CoV-2 to ACE2: the results of a molecular simulation study. J Biomol Struct Dyn 2021; 40:8672-8686. [PMID: 33896392 PMCID: PMC8074653 DOI: 10.1080/07391102.2021.1914168] [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: 07/02/2020] [Accepted: 04/05/2021] [Indexed: 12/14/2022]
Abstract
The worldwide rapid spread of the COVID-19 disease necessitates the search for fast and effective treatments. The repurposing of existing drugs seems to be the best solution in this situation. In this study, the molecular docking method was used to test 248 drugs against the receptor-binding domain (RBD) of spike glycoprotein of SARS-CoV-2, which is responsible for viral entry into the host cell. Among the top-ranked ligands are drugs that are used for hepatitis C virus (HCV) treatments (paritaprevir, ledipasvir, simeprevir) and a natural biflavonoid amentoflavone. The binding sites of the HCV drugs and amentoflavone are different. Therefore, the ternary complexes of the HCV drug, amentoflavone, and RBD can be created. For the 5 top-ranked ligands, the validating molecular dynamics simulations of binary and ternary complexes with RBD were performed. According to the MMPBSA-binding free energies, the HCV drugs ledipasvir and paritaprevir (in a neutral form) are the most efficient binders of the RBD when used in combination with amentoflavone.Communicated by Ramaswamy H. Sarma.
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Affiliation(s)
| | - Anna V. Shestopalova
- O. Ya. Usikov Institute for Radiophysics and Electronics of NAS of Ukraine, Kharkiv, Ukraine
- V. N. Karazin Kharkiv National University, Kharkiv, Ukraine
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