1
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Liu M, Peng W, Ji X. Repurposing of CDK Inhibitors as Host Targeting Antivirals: A Mini- Review. Mini Rev Med Chem 2025; 25:178-189. [PMID: 39185650 DOI: 10.2174/0113895575311618240820103549] [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: 02/20/2024] [Revised: 04/30/2024] [Accepted: 07/09/2024] [Indexed: 08/27/2024]
Abstract
Most of the antiviral drugs in the market are designed to target viral proteins directly. They are generally considered safe for human use. However, they also suffer from several inherent limitations, in particular, narrow-spectrum antiviral profiles and liability to drug resistance. The other strategy for antiviral drug development is targeting host factors, which are highly involved at different stages in the viral life cycle. In contrast to direct-acting antiviral agents, host-targeting antiviral ones normally exhibit broad-spectrum antiviral properties along with a much higher genetic barrier to drug resistance. Cyclin-dependent kinases (CDKs) represent one such host factor. In this review, we summarized a number of CDK inhibitors (CDKIs) of varied chemical scaffolds with demonstrated antiviral activity. Challenges and issues associated with the repurposing of CDKIs as antiviral agents were also discussed.
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Affiliation(s)
- Miao Liu
- Jiangsu Province Engineering Research Center of Precision Diagnostics and Therapeutics Development, College of Pharmaceutical Science, Soochow University, Suzhou, Jiangsu, 215021, China
| | - Wei Peng
- Department of Gastrointestinal Surgery, Second Affiliated Hospital of Soochow University, Suzhou, Jiangsu, 215004, China
| | - Xingyue Ji
- Jiangsu Province Engineering Research Center of Precision Diagnostics and Therapeutics Development, College of Pharmaceutical Science, Soochow University, Suzhou, Jiangsu, 215021, China
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2
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Milicevic O, Loncar A, Abazovic D, Vukcevic M, Despot D, Djukic T, Djukic V, Milovanovic A, Panic N, Plecic N, Banko A. Transcriptome from Paired Samples Improves the Power of Comprehensive COVID-19 Host-Viral Characterization. Int J Mol Sci 2023; 24:13125. [PMID: 37685932 PMCID: PMC10487753 DOI: 10.3390/ijms241713125] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2023] [Revised: 08/21/2023] [Accepted: 08/22/2023] [Indexed: 09/10/2023] Open
Abstract
Previous transcriptome profiling studies showed significantly upregulated genes and altered biological pathways in acute COVID-19. However, changes in the transcriptional signatures during a defined time frame are not yet examined and described. The aims of this study included viral metagenomics and evaluation of the total expression in time-matched and tissue-matched paired COVID-19 samples with the analysis of the host splicing profile to reveal potential therapeutic targets. Prospective analysis of paired nasopharyngeal swabs (NPS) and blood (BL) samples from 18 COVID-19 patients with acute and resolved infection performed using Kallisto, Suppa2, Centrifuge, EdgeR, PantherDB, and L1000CDS2 tools. In NPS, we discovered 6 genes with changed splicing and 40 differentially expressed genes (DEG) that yielded 88 altered pathways. Blood samples yielded 15 alternatively spliced genes. Although the unpaired DEG analysis failed, pairing identified 78 genes and 242 altered pathways with meaningful clinical interpretation and new candidate drug combinations with up to 65% overlap. Metagenomics analyses showed SARS-CoV-2 dominance during and after the acute infection, with a significant reduction in NPS (0.008 vs. 0.002, p = 0.019). Even though both NPS and BL give meaningful insights into expression changes, this is the first demonstration of how the power of blood analysis is vastly maximized by pairing. The obtained results essentially showed that pairing is a determinant between a failed and a comprehensive study. Finally, the bioinformatics results prove to be a comprehensive tool for full-action insights, drug development, and infectious disease research when designed properly.
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Affiliation(s)
- Ognjen Milicevic
- Institute for Medical Statistics and Informatics, Faculty of Medicine, University of Belgrade, 11000 Belgrade, Serbia;
| | - Ana Loncar
- Institute for Biocides and Medical Ecology, 11000 Belgrade, Serbia; (A.L.); (M.V.); (D.D.)
| | | | - Marija Vukcevic
- Institute for Biocides and Medical Ecology, 11000 Belgrade, Serbia; (A.L.); (M.V.); (D.D.)
| | - Dragana Despot
- Institute for Biocides and Medical Ecology, 11000 Belgrade, Serbia; (A.L.); (M.V.); (D.D.)
| | - Tatjana Djukic
- Institute of Medical and Clinical Biochemistry, Faculty of Medicine, University of Belgrade, 11000 Belgrade, Serbia;
| | - Vladimir Djukic
- Faculty of Medicine, University of Belgrade, 11000 Belgrade, Serbia; (V.D.); (A.M.); (N.P.)
- University Clinic “Dr Dragisa Misovic”, 11000 Belgrade, Serbia;
| | - Andjela Milovanovic
- Faculty of Medicine, University of Belgrade, 11000 Belgrade, Serbia; (V.D.); (A.M.); (N.P.)
- Clinic for Medical Rehabilitation, Clinical Center of Serbia, 11000 Belgrade, Serbia
| | - Nikola Panic
- Faculty of Medicine, University of Belgrade, 11000 Belgrade, Serbia; (V.D.); (A.M.); (N.P.)
- University Clinic “Dr Dragisa Misovic”, 11000 Belgrade, Serbia;
| | - Nemanja Plecic
- University Clinic “Dr Dragisa Misovic”, 11000 Belgrade, Serbia;
| | - Ana Banko
- Institute of Microbiology and Immunology, Faculty of Medicine, University of Belgrade, 11000 Belgrade, Serbia
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3
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Iaconis D, Caccuri F, Manelfi C, Talarico C, Bugatti A, Filippini F, Zani A, Novelli R, Kuzikov M, Ellinger B, Gribbon P, Riecken K, Esposito F, Corona A, Tramontano E, Beccari AR, Caruso A, Allegretti M. DHFR Inhibitors Display a Pleiotropic Anti-Viral Activity against SARS-CoV-2: Insights into the Mechanisms of Action. Viruses 2023; 15:v15051128. [PMID: 37243214 DOI: 10.3390/v15051128] [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: 04/05/2023] [Revised: 05/04/2023] [Accepted: 05/06/2023] [Indexed: 05/28/2023] Open
Abstract
During the COVID-19 pandemic, drug repurposing represented an effective strategy to obtain quick answers to medical emergencies. Based on previous data on methotrexate (MTX), we evaluated the anti-viral activity of several DHFR inhibitors in two cell lines. We observed that this class of compounds showed a significant influence on the virus-induced cytopathic effect (CPE) partly attributed to the intrinsic anti-metabolic activity of these drugs, but also to a specific anti-viral function. To elucidate the molecular mechanisms, we took advantage of our EXSCALATE platform for in-silico molecular modelling and further validated the influence of these inhibitors on nsp13 and viral entry. Interestingly, pralatrexate and trimetrexate showed superior effects in counteracting the viral infection compared to other DHFR inhibitors. Our results indicate that their higher activity is due to their polypharmacological and pleiotropic profile. These compounds can thus potentially give a clinical advantage in the management of SARS-CoV-2 infection in patients already treated with this class of drugs.
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Affiliation(s)
- Daniela Iaconis
- EXSCALATE, Dompé Farmaceutici SpA, Via Tommaso De Amicis, 95, 80131 Napoli, Italy
| | - Francesca Caccuri
- Section of Microbiology Department of Molecular and Translational Medicine, University of Brescia, 25123 Brescia, Italy
| | - Candida Manelfi
- EXSCALATE, Dompé Farmaceutici SpA, Via Tommaso De Amicis, 95, 80131 Napoli, Italy
| | - Carmine Talarico
- EXSCALATE, Dompé Farmaceutici SpA, Via Tommaso De Amicis, 95, 80131 Napoli, Italy
| | - Antonella Bugatti
- Section of Microbiology Department of Molecular and Translational Medicine, University of Brescia, 25123 Brescia, Italy
| | - Federica Filippini
- Section of Microbiology Department of Molecular and Translational Medicine, University of Brescia, 25123 Brescia, Italy
| | - Alberto Zani
- Section of Microbiology Department of Molecular and Translational Medicine, University of Brescia, 25123 Brescia, Italy
| | - Rubina Novelli
- Dompè Famaceutici SpA, Via Campo di Pile snc, 67100 L'Aquila, Italy
| | - Maria Kuzikov
- Fraunhofer Institute for Translational Medicine and Pharmacology ITMP, Schnackenburgallee 114, 22525 Hamburg, Germany
- Fraunhofer Cluster of Excellence for Immune-Mediated Diseases CIMD, Theodor-Stern-Kai 7, 60596 Frankfurt am Main, Germany
| | - Bernhard Ellinger
- Fraunhofer Institute for Translational Medicine and Pharmacology ITMP, Schnackenburgallee 114, 22525 Hamburg, Germany
- Fraunhofer Cluster of Excellence for Immune-Mediated Diseases CIMD, Theodor-Stern-Kai 7, 60596 Frankfurt am Main, Germany
| | - Philip Gribbon
- Fraunhofer Institute for Translational Medicine and Pharmacology ITMP, Schnackenburgallee 114, 22525 Hamburg, Germany
- Fraunhofer Cluster of Excellence for Immune-Mediated Diseases CIMD, Theodor-Stern-Kai 7, 60596 Frankfurt am Main, Germany
| | - Kristoffer Riecken
- Research Department Cell and Gene Therapy, Department of Stem Cell Transplantation, University Medical Center Hamburg-Eppendorf, 20246 Hamburg, Germany
| | - Francesca Esposito
- Department of Life and Environmental Sciences, University of Cagliari, Cittadella Universitaria SS554, 09042 Monserrato (CA), Italy
| | - Angela Corona
- Department of Life and Environmental Sciences, University of Cagliari, Cittadella Universitaria SS554, 09042 Monserrato (CA), Italy
| | - Enzo Tramontano
- Department of Life and Environmental Sciences, University of Cagliari, Cittadella Universitaria SS554, 09042 Monserrato (CA), Italy
| | | | - Arnaldo Caruso
- Section of Microbiology Department of Molecular and Translational Medicine, University of Brescia, 25123 Brescia, Italy
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4
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Pinto SM, Subbannayya Y, Kim H, Hagen L, Górna MW, Nieminen AI, Bjørås M, Espevik T, Kainov D, Kandasamy RK. Multi-OMICs landscape of SARS-CoV-2-induced host responses in human lung epithelial cells. iScience 2022; 26:105895. [PMID: 36590899 PMCID: PMC9794516 DOI: 10.1016/j.isci.2022.105895] [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: 09/09/2022] [Revised: 12/03/2022] [Accepted: 12/22/2022] [Indexed: 12/29/2022] Open
Abstract
COVID-19 pandemic continues to remain a global health concern owing to the emergence of newer variants. Several multi-Omics studies have produced extensive evidence on host-pathogen interactions and potential therapeutic targets. Nonetheless, an increased understanding of host signaling networks regulated by post-translational modifications and their ensuing effect on the cellular dynamics is critical to expanding the current knowledge on SARS-CoV-2 infections. Through an unbiased transcriptomics, proteomics, acetylomics, phosphoproteomics, and exometabolome analysis of a lung-derived human cell line, we show that SARS-CoV-2 Norway/Trondheim-S15 strain induces time-dependent alterations in the induction of type I IFN response, activation of DNA damage response, dysregulated Hippo signaling, among others. We identified interplay of phosphorylation and acetylation dynamics on host proteins and its effect on the altered release of metabolites, especially organic acids and ketone bodies. Together, our findings serve as a resource of potential targets that can aid in designing novel host-directed therapeutic strategies.
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Affiliation(s)
- Sneha M. Pinto
- Centre of Molecular Inflammation Research (CEMIR), and Department of Clinical and Molecular Medicine (IKOM), Norwegian University of Science and Technology, 7491 Trondheim, Norway,Corresponding author
| | - Yashwanth Subbannayya
- Centre of Molecular Inflammation Research (CEMIR), and Department of Clinical and Molecular Medicine (IKOM), Norwegian University of Science and Technology, 7491 Trondheim, Norway
| | - Hera Kim
- Centre of Molecular Inflammation Research (CEMIR), and Department of Clinical and Molecular Medicine (IKOM), Norwegian University of Science and Technology, 7491 Trondheim, Norway
| | - Lars Hagen
- Department of Clinical and Molecular Medicine, Norwegian University of Science and Technology (NTNU), 7491 Trondheim, Norway,Proteomics and Modomics Experimental Core, PROMEC, Norwegian University of Science and Technology (NTNU), 7491 Trondheim, Norway
| | - Maria W. Górna
- Structural Biology Group, Biological and Chemical Research Centre, Department of Chemistry, University of Warsaw, Warsaw, Poland
| | - Anni I. Nieminen
- Institute for Molecular Medicine Finland, University of Helsinki, 00014Helsinki, Finland
| | - Magnar Bjørås
- Department of Clinical and Molecular Medicine, Norwegian University of Science and Technology (NTNU), 7491 Trondheim, Norway
| | - Terje Espevik
- Centre of Molecular Inflammation Research (CEMIR), and Department of Clinical and Molecular Medicine (IKOM), Norwegian University of Science and Technology, 7491 Trondheim, Norway
| | - Denis Kainov
- Department of Clinical and Molecular Medicine, Norwegian University of Science and Technology (NTNU), 7491 Trondheim, Norway
| | - Richard K. Kandasamy
- Centre of Molecular Inflammation Research (CEMIR), and Department of Clinical and Molecular Medicine (IKOM), Norwegian University of Science and Technology, 7491 Trondheim, Norway,Department of Clinical and Molecular Medicine, Norwegian University of Science and Technology (NTNU), 7491 Trondheim, Norway,Department of Laboratory Medicine and Pathology, Centre for Individualized Medicine, Mayo Clinic, Rochester, MN, USA,Corresponding author
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5
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Shen Z, Halberg A, Fong JY, Guo J, Song G, Louie B, Luedtke GR, Visuthikraisee V, Protter AA, Koh X, Baik T, Lum PY. Elucidating host cell response pathways and repurposing therapeutics for SARS-CoV-2 and other coronaviruses. Sci Rep 2022; 12:18811. [PMID: 36335206 PMCID: PMC9637228 DOI: 10.1038/s41598-022-21984-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/21/2022] [Accepted: 10/07/2022] [Indexed: 11/08/2022] Open
Abstract
COVID-19, first reported in late 2019, is an ongoing pandemic that has been causing devastation across the globe. Although there are multiple vaccines that can prevent severe symptoms, effective COVID-19 therapeutics are still of importance. Using our proprietary in silico engine, we screened more than 22,000 unique compounds represented by over half a million gene expression profiles to uncover compounds that can be repurposed for SARS-CoV-2 and other coronaviruses in a timely and cost-efficient manner. We then tested 13 compounds in vitro and found three with potency against SARS-CoV-2 with reasonable cytotoxicity. Bortezomib and homoharringtonine are some of the most promising hits with IC50 of 1.39 μM and 0.16 μM, respectively for SARS-CoV-2. Tanespimycin and homoharringtonine were effective against the common cold coronaviruses. In-depth analysis highlighted proteasome, ribosome, and heat shock pathways as key targets in modulating host responses during viral infection. Further studies of these pathways and compounds have provided novel and impactful insights into SARS-CoV-2 biology and host responses that could be further leveraged for COVID-19 therapeutics development.
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Affiliation(s)
- Zhewei Shen
- Auransa Inc., 1726 Edgewood Drive, Palo Alto, CA, 94303, USA
| | - Anna Halberg
- Auransa Inc., 1726 Edgewood Drive, Palo Alto, CA, 94303, USA
| | - Jia Yi Fong
- Experimental Drug Development Centre, 10 Biopolis Road, #05-01 Chromos, Singapore, 138670, Singapore
| | - Jingyu Guo
- Auransa Inc., 1726 Edgewood Drive, Palo Alto, CA, 94303, USA
| | - Gavin Song
- Auransa Inc., 1726 Edgewood Drive, Palo Alto, CA, 94303, USA
| | - Brent Louie
- Auransa Inc., 1726 Edgewood Drive, Palo Alto, CA, 94303, USA
| | | | | | | | - Xiaoying Koh
- Experimental Drug Development Centre, 10 Biopolis Road, #05-01 Chromos, Singapore, 138670, Singapore
| | - Taegon Baik
- Arum Therapeutics Inc., #301, 38 Magokjungang 8-ro 1-gil, Gangseo-gu, Seoul, 07793, South Korea
| | - Pek Yee Lum
- Auransa Inc., 1726 Edgewood Drive, Palo Alto, CA, 94303, USA.
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6
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Imami AS, McCullumsmith RE, O’Donovan SM. Strategies to identify candidate repurposable drugs: COVID-19 treatment as a case example. Transl Psychiatry 2021; 11:591. [PMID: 34785660 PMCID: PMC8594646 DOI: 10.1038/s41398-021-01724-w] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/07/2021] [Revised: 10/26/2021] [Accepted: 11/02/2021] [Indexed: 02/07/2023] Open
Abstract
Drug repurposing is an invaluable strategy to identify new uses for existing drug therapies that overcome many of the time and financial costs associated with novel drug development. The COVID-19 pandemic has driven an unprecedented surge in the development and use of bioinformatic tools to identify candidate repurposable drugs. Using COVID-19 as a case study, we discuss examples of machine-learning and signature-based approaches that have been adapted to rapidly identify candidate drugs. The Library of Integrated Network-based Signatures (LINCS) and Connectivity Map (CMap) are commonly used repositories and have the advantage of being amenable to use by scientists with limited bioinformatic training. Next, we discuss how these recent advances in bioinformatic drug repurposing approaches might be adapted to identify repurposable drugs for CNS disorders. As the development of novel therapies that successfully target the cause of neuropsychiatric and neurological disorders has stalled, there is a pressing need for innovative strategies to treat these complex brain disorders. Bioinformatic approaches to identify repurposable drugs provide an exciting avenue of research that offer promise for improved treatments for CNS disorders.
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Affiliation(s)
- Ali S. Imami
- grid.267337.40000 0001 2184 944XDepartment of Neurosciences, University of Toledo, Toledo, OH USA
| | - Robert E. McCullumsmith
- grid.267337.40000 0001 2184 944XDepartment of Neurosciences, University of Toledo, Toledo, OH USA ,grid.422550.40000 0001 2353 4951Neurosciences Institute, Promedica, Toledo, OH USA
| | - Sinead M. O’Donovan
- grid.267337.40000 0001 2184 944XDepartment of Neurosciences, University of Toledo, Toledo, OH USA
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7
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Mslati H, Gentile F, Perez C, Cherkasov A. Comprehensive Consensus Analysis of SARS-CoV-2 Drug Repurposing Campaigns. J Chem Inf Model 2021; 61:3771-3788. [PMID: 34313439 PMCID: PMC8340583 DOI: 10.1021/acs.jcim.1c00384] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2021] [Indexed: 01/18/2023]
Abstract
The current COVID-19 pandemic has elicited extensive repurposing efforts (both small and large scale) to rapidly identify COVID-19 treatments among approved drugs. Herein, we provide a literature review of large-scale SARS-CoV-2 antiviral drug repurposing efforts and highlight a marked lack of consistent potency reporting. This variability indicates the importance of standardizing best practices-including the use of relevant cell lines, viral isolates, and validated screening protocols. We further surveyed available biochemical and virtual screening studies against SARS-CoV-2 targets (Spike, ACE2, RdRp, PLpro, and Mpro) and discuss repurposing candidates exhibiting consistent activity across diverse, triaging assays and predictive models. Moreover, we examine repurposed drugs and their efficacy against COVID-19 and the outcomes of representative repurposed drugs in clinical trials. Finally, we propose a drug repurposing pipeline to encourage the implementation of standard methods to fast-track the discovery of candidates and to ensure reproducible results.
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Affiliation(s)
- Hazem Mslati
- Vancouver Prostate Centre, University of
British Columbia, 2660 Oak Street, Vancouver, BC V6H 3Z6,
Canada
| | - Francesco Gentile
- Vancouver Prostate Centre, University of
British Columbia, 2660 Oak Street, Vancouver, BC V6H 3Z6,
Canada
| | - Carl Perez
- Vancouver Prostate Centre, University of
British Columbia, 2660 Oak Street, Vancouver, BC V6H 3Z6,
Canada
| | - Artem Cherkasov
- Vancouver Prostate Centre, University of
British Columbia, 2660 Oak Street, Vancouver, BC V6H 3Z6,
Canada
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8
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Xing J, Paithankar S, Liu K, Uhl K, Li X, Ko M, Kim S, Haskins J, Chen B. Published anti-SARS-CoV-2 in vitro hits share common mechanisms of action that synergize with antivirals. Brief Bioinform 2021; 22:6318177. [PMID: 34245241 PMCID: PMC8344595 DOI: 10.1093/bib/bbab249] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/04/2023] Open
Abstract
The global efforts in the past year have led to the discovery of nearly 200 drug repurposing candidates for COVID-19. Gaining more insights into their mechanisms of action could facilitate a better understanding of infection and the development of therapeutics. Leveraging large-scale drug-induced gene expression profiles, we found 36% of the active compounds regulate genes related to cholesterol homeostasis and microtubule cytoskeleton organization. Following bioinformatics analyses revealed that the expression of these genes is associated with COVID-19 patient severity and has predictive power on anti-SARS-CoV-2 efficacy in vitro. Monensin, a top new compound that regulates these genes, was further confirmed as an inhibitor of SARS-CoV-2 replication in Vero-E6 cells. Interestingly, drugs co-targeting cholesterol homeostasis and microtubule cytoskeleton organization processes more likely present a synergistic effect with antivirals. Therefore, potential therapeutics could be centered around combinations of targeting these processes and viral proteins.
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Affiliation(s)
- Jing Xing
- Department of Pediatrics and Human Development, Michigan State University, Grand Rapids, Michigan, USA
| | - Shreya Paithankar
- Department of Pediatrics and Human Development, Michigan State University, Grand Rapids, Michigan, USA
| | - Ke Liu
- Department of Pediatrics and Human Development, Michigan State University, Grand Rapids, Michigan, USA
| | - Katie Uhl
- Department of Pediatrics and Human Development, Michigan State University, Grand Rapids, Michigan, USA
| | - Xiaopeng Li
- Department of Pediatrics and Human Development, Michigan State University, Grand Rapids, Michigan, USA
| | - Meehyun Ko
- Zoonotic Virus Laboratory, Institut Pasteur Korea, Seongnam, South Korea
| | - Seungtaek Kim
- Zoonotic Virus Laboratory, Institut Pasteur Korea, Seongnam, South Korea
| | - Jeremy Haskins
- Department of Pediatrics and Human Development, Michigan State University, Grand Rapids, Michigan, USA
| | - Bin Chen
- Department of Pediatrics and Human Development, Michigan State University, Grand Rapids, Michigan, USA.,Department of Pharmacology and Toxicology, Michigan State University, Grand Rapids, Michigan, USA
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9
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Le BL, Andreoletti G, Oskotsky T, Vallejo-Gracia A, Rosales R, Yu K, Kosti I, Leon KE, Bunis DG, Li C, Kumar GR, White KM, García-Sastre A, Ott M, Sirota M. Transcriptomics-based drug repositioning pipeline identifies therapeutic candidates for COVID-19. Sci Rep 2021; 11:12310. [PMID: 34112877 PMCID: PMC8192542 DOI: 10.1038/s41598-021-91625-1] [Citation(s) in RCA: 28] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2021] [Accepted: 05/17/2021] [Indexed: 12/15/2022] Open
Abstract
The novel SARS-CoV-2 virus emerged in December 2019 and has few effective treatments. We applied a computational drug repositioning pipeline to SARS-CoV-2 differential gene expression signatures derived from publicly available data. We utilized three independent published studies to acquire or generate lists of differentially expressed genes between control and SARS-CoV-2-infected samples. Using a rank-based pattern matching strategy based on the Kolmogorov-Smirnov Statistic, the signatures were queried against drug profiles from Connectivity Map (CMap). We validated 16 of our top predicted hits in live SARS-CoV-2 antiviral assays in either Calu-3 or 293T-ACE2 cells. Validation experiments in human cell lines showed that 11 of the 16 compounds tested to date (including clofazimine, haloperidol and others) had measurable antiviral activity against SARS-CoV-2. These initial results are encouraging as we continue to work towards a further analysis of these predicted drugs as potential therapeutics for the treatment of COVID-19.
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Affiliation(s)
- Brian L Le
- Department of Pediatrics, UCSF, San Francisco, CA, USA
- Bakar Computational Health Sciences Institute, UCSF, San Francisco, CA, USA
| | - Gaia Andreoletti
- Department of Pediatrics, UCSF, San Francisco, CA, USA
- Bakar Computational Health Sciences Institute, UCSF, San Francisco, CA, USA
| | - Tomiko Oskotsky
- Department of Pediatrics, UCSF, San Francisco, CA, USA
- Bakar Computational Health Sciences Institute, UCSF, San Francisco, CA, USA
| | | | - Romel Rosales
- Department of Microbiology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Global Health and Emerging Pathogens Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Katharine Yu
- Department of Pediatrics, UCSF, San Francisco, CA, USA
- Bakar Computational Health Sciences Institute, UCSF, San Francisco, CA, USA
- Biomedical Sciences Graduate Program, UCSF, San Francisco, CA, USA
| | - Idit Kosti
- Department of Pediatrics, UCSF, San Francisco, CA, USA
- Bakar Computational Health Sciences Institute, UCSF, San Francisco, CA, USA
| | - Kristoffer E Leon
- Gladstone Institute of Virology, Gladstone Institutes, San Francisco, CA, USA
| | - Daniel G Bunis
- Department of Pediatrics, UCSF, San Francisco, CA, USA
- Bakar Computational Health Sciences Institute, UCSF, San Francisco, CA, USA
- Biomedical Sciences Graduate Program, UCSF, San Francisco, CA, USA
| | - Christine Li
- Department of Pediatrics, UCSF, San Francisco, CA, USA
- Bakar Computational Health Sciences Institute, UCSF, San Francisco, CA, USA
- Shanghai American School, Shanghai, China
| | - G Renuka Kumar
- Gladstone Institute of Virology, Gladstone Institutes, San Francisco, CA, USA
| | - Kris M White
- Department of Microbiology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Global Health and Emerging Pathogens Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Adolfo García-Sastre
- Department of Microbiology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Global Health and Emerging Pathogens Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Division of Infectious Diseases, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- The Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Melanie Ott
- Gladstone Institute of Virology, Gladstone Institutes, San Francisco, CA, USA
- Department of Medicine, UCSF, San Francisco, CA, USA
| | - Marina Sirota
- Department of Pediatrics, UCSF, San Francisco, CA, USA.
- Bakar Computational Health Sciences Institute, UCSF, San Francisco, CA, USA.
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10
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Xing J, Paithankar S, Liu K, Uhl K, Li X, Ko M, Kim S, Haskins J, Chen B. Published Anti-SARS-CoV-2 In Vitro Hits Share Common Mechanisms of Action that Synergize with Antivirals. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2021:2021.03.04.433931. [PMID: 33688643 PMCID: PMC7941614 DOI: 10.1101/2021.03.04.433931] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 01/04/2023]
Abstract
The global efforts in the past few months have led to the discovery of around 200 drug repurposing candidates for COVID-19. Although most of them only exhibited moderate anti- SARS-CoV-2 activity, gaining more insights into their mechanisms of action could facilitate a better understanding of infection and the development of therapeutics. Leveraging large-scale drug-induced gene expression profiles, we found 36% of the active compounds regulate genes related to cholesterol homeostasis and microtubule cytoskeleton organization. The expression change upon drug treatment was further experimentally confirmed in human lung primary small airway. Following bioinformatics analysis on COVID-19 patient data revealed that these genes are associated with COVID-19 patient severity. The expression level of these genes also has predicted power on anti-SARS-CoV-2 efficacy in vitro, which led to the discovery of monensin as an inhibitor of SARS-CoV-2 replication in Vero-E6 cells. The final survey of recent drug- combination data indicated that drugs co-targeting cholesterol homeostasis and microtubule cytoskeleton organization processes more likely present a synergistic effect with antivirals. Therefore, potential therapeutics should be centered around combinations of targeting these processes and viral proteins.
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Affiliation(s)
- Jing Xing
- Department of Pediatrics and Human Development, Michigan State University, Grand Rapids, Michigan, USA
| | - Shreya Paithankar
- Department of Pediatrics and Human Development, Michigan State University, Grand Rapids, Michigan, USA
| | - Ke Liu
- Department of Pediatrics and Human Development, Michigan State University, Grand Rapids, Michigan, USA
| | - Katie Uhl
- Department of Pediatrics and Human Development, Michigan State University, Grand Rapids, Michigan, USA
| | - Xiaopeng Li
- Department of Pediatrics and Human Development, Michigan State University, Grand Rapids, Michigan, USA
| | - Meehyun Ko
- Zoonotic Virus Laboratory, Institut Pasteur Korea, Seongnam, South Korea
| | - Seungtaek Kim
- Zoonotic Virus Laboratory, Institut Pasteur Korea, Seongnam, South Korea
| | - Jeremy Haskins
- Department of Pediatrics and Human Development, Michigan State University, Grand Rapids, Michigan, USA
| | - Bin Chen
- Department of Pediatrics and Human Development, Michigan State University, Grand Rapids, Michigan, USA
- Department of Pharmacology and Toxicology, Michigan State University, Grand Rapids, Michigan, USA
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11
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Bocci G, Bradfute SB, Ye C, Garcia MJ, Parvathareddy J, Reichard W, Surendranathan S, Bansal S, Bologa CG, Perkins DJ, Jonsson CB, Sklar LA, Oprea TI. Virtual and In Vitro Antiviral Screening Revive Therapeutic Drugs for COVID-19. ACS Pharmacol Transl Sci 2020; 3:1278-1292. [PMID: 33330842 PMCID: PMC7571299 DOI: 10.1021/acsptsci.0c00131] [Citation(s) in RCA: 42] [Impact Index Per Article: 8.4] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2020] [Indexed: 02/08/2023]
Abstract
The urgent need for a cure for early phase COVID-19 infected patients critically underlines drug repositioning strategies able to efficiently identify new and reliable treatments by merging computational, experimental, and pharmacokinetic expertise. Here we report new potential therapeutics for COVID-19 identified with a combined virtual and experimental screening strategy and selected among already approved drugs. We used hydroxychloroquine (HCQ), one of the most studied drugs in current clinical trials, as a reference template to screen for structural similarity against a library of almost 4000 approved drugs. The top-ranked drugs, based on structural similarity to HCQ, were selected for in vitro antiviral assessment. Among the selected drugs, both zuclopenthixol and nebivolol efficiently block SARS-CoV-2 infection with EC50 values in the low micromolar range, as confirmed by independent experiments. The anti-SARS-CoV-2 potential of ambroxol, amodiaquine, and its active metabolite (N-monodesethyl amodiaquine) is also discussed. In trying to understand the "hydroxychloroquine" mechanism of action, both pK a and the HCQ aromatic core may play a role. Further, we show that the amodiaquine metabolite and, to a lesser extent, zuclopenthixol and nebivolol are active in a SARS-CoV-2 titer reduction assay. Given the need for improved efficacy and safety, we propose zuclopenthixol, nebivolol, and amodiaquine as potential candidates for clinical trials against the early phase of the SARS-CoV-2 infection and discuss their potential use as adjuvant to the current (i.e., remdesivir and favipiravir) COVID-19 therapeutics.
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Affiliation(s)
- Giovanni Bocci
- Translational
Informatics Division, Department of Internal Medicine, University of New Mexico School of Medicine, Albuquerque, New Mexico 87131, United States
| | - Steven B. Bradfute
- Center
for Global Health, Department of Internal Medicine, University of New Mexico School of Medicine, Albuquerque, New Mexico 87131, United States
| | - Chunyan Ye
- Center
for Global Health, Department of Internal Medicine, University of New Mexico School of Medicine, Albuquerque, New Mexico 87131, United States
| | - Matthew J. Garcia
- UNM
Center for Molecular Discovery, University
of New Mexico School of Medicine, Albuquerque, New Mexico 87131, United States
| | - Jyothi Parvathareddy
- Department
of Microbiology, Immunology and Biochemistry, University of Tennessee Health Science Center, Memphis, Tennessee 3816, United States
| | - Walter Reichard
- Department
of Microbiology, Immunology and Biochemistry, University of Tennessee Health Science Center, Memphis, Tennessee 3816, United States
| | - Surekha Surendranathan
- Department
of Microbiology, Immunology and Biochemistry, University of Tennessee Health Science Center, Memphis, Tennessee 3816, United States
| | - Shruti Bansal
- Department
of Microbiology, Immunology and Biochemistry, University of Tennessee Health Science Center, Memphis, Tennessee 3816, United States
| | - Cristian G. Bologa
- Translational
Informatics Division, Department of Internal Medicine, University of New Mexico School of Medicine, Albuquerque, New Mexico 87131, United States
| | - Douglas J. Perkins
- Center
for Global Health, Department of Internal Medicine, University of New Mexico School of Medicine, Albuquerque, New Mexico 87131, United States
| | - Colleen B. Jonsson
- Department
of Microbiology, Immunology and Biochemistry, University of Tennessee Health Science Center, Memphis, Tennessee 3816, United States
| | - Larry A. Sklar
- UNM
Center for Molecular Discovery, University
of New Mexico School of Medicine, Albuquerque, New Mexico 87131, United States
| | - Tudor I. Oprea
- Translational
Informatics Division, Department of Internal Medicine, University of New Mexico School of Medicine, Albuquerque, New Mexico 87131, United States
- Department
of Rheumatology and Inflammation Research, Institute of Medicine, Sahlgrenska Academy at University of Gothenburg, Gothenburg, 413 90, Sweden
- Novo Nordisk
Foundation Center for Protein Research, Faculty of Health and Medical
Sciences, University of Copenhagen, Copenhagen, DK-2200, Denmark
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12
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Prasad A, Muthamilarasan M, Prasad M. Synergistic antiviral effects against SARS-CoV-2 by plant-based molecules. PLANT CELL REPORTS 2020; 39:1109-1114. [PMID: 32561979 PMCID: PMC7303273 DOI: 10.1007/s00299-020-02560-w] [Citation(s) in RCA: 35] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/14/2020] [Accepted: 06/12/2020] [Indexed: 05/22/2023]
Abstract
The exponential spread of Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) emphasizes the immediate need for effective antiviral drugs and vaccines that could control and prevent the spread of this pandemic. Several new and repurposed drugs are being tested for their effectiveness in the treatment regime, and the development of vaccines is underway. The availability of genome sequence information of the virus and the identification of potential targets to neutralize and eradicate the infection have enabled the search for novel as well as existing molecules to perform the desired function. However, the application of plants in the development of potential biomolecules, such as antibiotics and vaccines, is limited. Traditional medicines involving plant-based formulations have proven successful in boosting immunity and providing tolerance to virus infections. Still, in-depth studies are not available to explore the bioactive compounds of plant origin and their mechanism of action. Given this, the current opinion article conveys our thoughts and perspectives on the promising usage of plant-based biomolecules in circumventing SARS-CoV-2, and how these molecules can work synergistically with other potential drugs for treating SARS-CoV-2.
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Affiliation(s)
- Ashish Prasad
- National Institute of Plant Genome Research, Aruna Asaf Ali Marg, New Delhi, 110067, India
| | - Mehanathan Muthamilarasan
- Department of Plant Sciences, School of Life Sciences, University of Hyderabad, Hyderabad, Telangana, 500046, India
| | - Manoj Prasad
- National Institute of Plant Genome Research, Aruna Asaf Ali Marg, New Delhi, 110067, India.
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13
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Wang Z, Yang L. Turning the Tide: Natural Products and Natural-Product-Inspired Chemicals as Potential Counters to SARS-CoV-2 Infection. Front Pharmacol 2020; 11:1013. [PMID: 32714193 PMCID: PMC7343773 DOI: 10.3389/fphar.2020.01013] [Citation(s) in RCA: 56] [Impact Index Per Article: 11.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2020] [Accepted: 06/23/2020] [Indexed: 12/13/2022] Open
Abstract
The novel and highly pathogenic severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), which causes coronavirus disease 2019 (COVID-19), has become a continued focus of global attention due to the serious threat it poses to public health. There are no specific drugs available to combat SARS-CoV-2 infection. Natural products (carolacton, homoharringtonine, emetine, and cepharanthine) and natural product-inspired small molecules (ivermectin, GS-5734, EIDD-2801, and ebselen) are potential anti-SARS-CoV-2 agents that have attracted significant attention due to their broad-spectrum antiviral activities. Here, we review the research on potential landmark anti-SARS-CoV-2 agents, systematically discussing the importance of natural products and natural-product-inspired small molecules in the research and development of safe and effective antiviral agents.
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Affiliation(s)
- Zhonglei Wang
- School of Chemistry and Chemical Engineering, Qufu Normal University, Qufu, China
- School of Pharmaceutical Sciences, Tsinghua University, Beijing, China
| | - Liyan Yang
- School of Physics and Engineering, Qufu Normal University, Qufu, China
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14
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Bobrowski T, Chen L, Eastman RT, Itkin Z, Shinn P, Chen C, Guo H, Zheng W, Michael S, Simeonov A, Hall MD, Zakharov AV, Muratov EN. Discovery of Synergistic and Antagonistic Drug Combinations against SARS-CoV-2 In Vitro. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2020:2020.06.29.178889. [PMID: 32637956 PMCID: PMC7337386 DOI: 10.1101/2020.06.29.178889] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 12/03/2022]
Abstract
COVID-19 is undoubtedly the most impactful viral disease of the current century, afflicting millions worldwide. As yet, there is not an approved vaccine, as well as limited options from existing drugs for treating this disease. We hypothesized that combining drugs with independent mechanisms of action could result in synergy against SARS-CoV-2. Using in silico approaches, we prioritized 73 combinations of 32 drugs with potential activity against SARS-CoV-2 and then tested them in vitro . Overall, we identified 16 synergistic and 8 antagonistic combinations, 4 of which were both synergistic and antagonistic in a dose-dependent manner. Among the 16 synergistic cases, combinations of nitazoxanide with three other compounds (remdesivir, amodiaquine and umifenovir) were the most notable, all exhibiting significant synergy against SARS-CoV-2. The combination of nitazoxanide, an FDA-approved drug, and remdesivir, FDA emergency use authorization for the treatment of COVID-19, demonstrate a strong synergistic interaction. Notably, the combination of remdesivir and hydroxychloroquine demonstrated strong antagonism. Overall, our results emphasize the importance of both drug repurposing and preclinical testing of drug combinations for potential therapeutic use against SARS-CoV-2 infections.
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Affiliation(s)
- Tesia Bobrowski
- Laboratory for Molecular Modeling, Division of Chemical Biology and Medicinal Chemistry, UNC Eshelman School of Pharmacy, University of North Carolina, Chapel Hill, NC, 27599, USA
| | - Lu Chen
- National Center for Advancing Translational Sciences (NCATS), 9800 Medical Center Drive, Rockville, Maryland 20850, United States
| | - Richard T. Eastman
- National Center for Advancing Translational Sciences (NCATS), 9800 Medical Center Drive, Rockville, Maryland 20850, United States
| | - Zina Itkin
- National Center for Advancing Translational Sciences (NCATS), 9800 Medical Center Drive, Rockville, Maryland 20850, United States
| | - Paul Shinn
- National Center for Advancing Translational Sciences (NCATS), 9800 Medical Center Drive, Rockville, Maryland 20850, United States
| | - Catherine Chen
- National Center for Advancing Translational Sciences (NCATS), 9800 Medical Center Drive, Rockville, Maryland 20850, United States
| | - Hui Guo
- National Center for Advancing Translational Sciences (NCATS), 9800 Medical Center Drive, Rockville, Maryland 20850, United States
| | - Wei Zheng
- National Center for Advancing Translational Sciences (NCATS), 9800 Medical Center Drive, Rockville, Maryland 20850, United States
| | - Sam Michael
- National Center for Advancing Translational Sciences (NCATS), 9800 Medical Center Drive, Rockville, Maryland 20850, United States
| | - Anton Simeonov
- National Center for Advancing Translational Sciences (NCATS), 9800 Medical Center Drive, Rockville, Maryland 20850, United States
| | - Matthew D. Hall
- National Center for Advancing Translational Sciences (NCATS), 9800 Medical Center Drive, Rockville, Maryland 20850, United States
| | - Alexey V. Zakharov
- National Center for Advancing Translational Sciences (NCATS), 9800 Medical Center Drive, Rockville, Maryland 20850, United States
| | - Eugene N. Muratov
- Laboratory for Molecular Modeling, Division of Chemical Biology and Medicinal Chemistry, UNC Eshelman School of Pharmacy, University of North Carolina, Chapel Hill, NC, 27599, USA
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