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Breidenbach J, Voget R, Si Y, Hingst A, Claff T, Sylvester K, Wolf V, Krasniqi V, Useini A, Sträter N, Ogura Y, Kawaguchi A, Müller CE, Gütschow M. Macrocyclic Azapeptide Nitriles: Structure-Based Discovery of Potent SARS-CoV-2 Main Protease Inhibitors as Antiviral Drugs. J Med Chem 2024. [PMID: 38753594 DOI: 10.1021/acs.jmedchem.4c00053] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/18/2024]
Abstract
Given the crucial role of the main protease (Mpro) in the replication cycle of SARS-CoV-2, this viral cysteine protease constitutes a high-profile drug target. We investigated peptidomimetic azapeptide nitriles as auspicious, irreversibly acting inhibitors of Mpro. Our systematic approach combined an Mpro active-site scanning by combinatorially assembled azanitriles with structure-based design. Encouraged by the bioactive conformation of open-chain inhibitors, we conceptualized the novel chemotype of macrocyclic azanitriles whose binding mode was elucidated by cocrystallization. This strategy provided a favorable entropic contribution to target binding and resulted in the development of the extraordinarily potent Mpro inhibitor 84 with an IC50 value of 3.23 nM and a second-order rate constant of inactivation, kinac/Ki, of 448,000 M-1s-1. The open-chain Mpro inhibitor 58, along with the macrocyclic compounds 83 and 84, a broad-spectrum anticoronaviral agent, demonstrated the highest antiviral activity with EC50 values in the single-digit micromolar range. Our findings are expected to promote the future development of peptidomimetic Mpro inhibitors as anti-SARS-CoV-2 agents.
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Affiliation(s)
- Julian Breidenbach
- Pharmaceutical Institute, Pharmaceutical & Medicinal Chemistry, University of Bonn, An der Immenburg 4, 53121 Bonn, Germany
| | - Rabea Voget
- Pharmaceutical Institute, Pharmaceutical & Medicinal Chemistry, University of Bonn, An der Immenburg 4, 53121 Bonn, Germany
| | - Yaoyao Si
- Pharmaceutical Institute, Pharmaceutical & Medicinal Chemistry, University of Bonn, An der Immenburg 4, 53121 Bonn, Germany
| | - Alexandra Hingst
- Pharmaceutical Institute, Pharmaceutical & Medicinal Chemistry, University of Bonn, An der Immenburg 4, 53121 Bonn, Germany
| | - Tobias Claff
- Pharmaceutical Institute, Pharmaceutical & Medicinal Chemistry, University of Bonn, An der Immenburg 4, 53121 Bonn, Germany
| | - Katharina Sylvester
- Pharmaceutical Institute, Pharmaceutical & Medicinal Chemistry, University of Bonn, An der Immenburg 4, 53121 Bonn, Germany
| | - Valentina Wolf
- Pharmaceutical Institute, Pharmaceutical & Medicinal Chemistry, University of Bonn, An der Immenburg 4, 53121 Bonn, Germany
| | - Vesa Krasniqi
- Pharmaceutical Institute, Pharmaceutical & Medicinal Chemistry, University of Bonn, An der Immenburg 4, 53121 Bonn, Germany
| | - Abibe Useini
- Institute of Bioanalytical Chemistry, Center for Biotechnology and Biomedicine, Leipzig University, Deutscher Platz 5, 04103 Leipzig, Germany
| | - Norbert Sträter
- Institute of Bioanalytical Chemistry, Center for Biotechnology and Biomedicine, Leipzig University, Deutscher Platz 5, 04103 Leipzig, Germany
| | - Yukino Ogura
- Department of Infection Biology, Institute of Medicine, University of Tsukuba, 1-1-1 Tennodai, 305-8575 Tsukuba, Ibaraki, Japan
| | - Atsushi Kawaguchi
- Department of Infection Biology, Institute of Medicine, University of Tsukuba, 1-1-1 Tennodai, 305-8575 Tsukuba, Ibaraki, Japan
| | - Christa E Müller
- Pharmaceutical Institute, Pharmaceutical & Medicinal Chemistry, University of Bonn, An der Immenburg 4, 53121 Bonn, Germany
| | - Michael Gütschow
- Pharmaceutical Institute, Pharmaceutical & Medicinal Chemistry, University of Bonn, An der Immenburg 4, 53121 Bonn, Germany
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2
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Kim Y, Pool E, Kim E, Dampalla CS, Nguyen HN, Johnson DK, Lovell S, Groutas WC, Chang KO. Potent small molecule inhibitors against the 3C protease of foot-and-mouth disease virus. Microbiol Spectr 2024; 12:e0337223. [PMID: 38466127 PMCID: PMC10986521 DOI: 10.1128/spectrum.03372-23] [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: 09/14/2023] [Accepted: 01/18/2024] [Indexed: 03/12/2024] Open
Abstract
Foot-and-mouth disease (FMD) is one of the most devastating diseases of livestock which can cause significant economic losses, especially when introduced to FMD-free countries. FMD virus (FMDV) belongs to the family Picornaviridae and is antigenically heterogeneous with seven established serotypes. The prevailing preventive and control strategies are limited to restriction of animal movement and elimination of infected or exposed animals, which can be potentially combined with vaccination. However, FMD vaccination has limitations including delayed protection and lack of cross-protection against different serotypes. Recently, antiviral drug use for FMD outbreaks has increasingly been recognized as a potential tool to augment the existing early response strategies, but limited research has been reported on potential antiviral compounds for FMDV. FMDV 3C protease (3Cpro) cleaves the viral-encoded polyprotein into mature and functional proteins during viral replication. The essential role of viral 3Cpro in viral replication and the high conservation of 3Cpro among different FMDV serotypes make it an excellent target for antiviral drug development. We have previously reported multiple series of inhibitors against picornavirus 3Cpro or 3C-like proteases (3CLpros) encoded by coronaviruses or caliciviruses. In this study, we conducted structure-activity relationship studies for our in-house focused compound library containing 3Cpro or 3CLpro inhibitors against FMDV 3Cpro using enzyme and cell-based assays. Herein, we report the discovery of aldehyde and α-ketoamide inhibitors of FMDV 3Cpro with high potency. These data inform future preclinical studies that are related to the advancement of these compounds further along the drug development pathway.IMPORTANCEFood-and-mouth disease (FMD) virus (FMDV) causes devastating disease in cloven-hoofed animals with a significant economic impact. Emergency response to FMD outbreaks to limit FMD spread is critical, and the use of antivirals may overcome the limitations of existing control measures by providing immediate protection for susceptible animals. FMDV encodes 3C protease (3Cpro), which is essential for virus replication and an attractive target for antiviral drug discovery. Here, we report a structure-activity relationship study on multiple series of protease inhibitors and identified potent inhibitors of FMDV 3Cpro. Our results suggest that these compounds have the potential for further development as FMD antivirals.
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Affiliation(s)
- Yunjeong Kim
- Department of Diagnostic Medicine and Pathobiology, College of Veterinary Medicine, Kansas State University, Manhattan, Kansas, USA
| | - Emma Pool
- Department of Diagnostic Medicine and Pathobiology, College of Veterinary Medicine, Kansas State University, Manhattan, Kansas, USA
| | - Eunji Kim
- Department of Diagnostic Medicine and Pathobiology, College of Veterinary Medicine, Kansas State University, Manhattan, Kansas, USA
| | | | - Harry Nhat Nguyen
- Department of Chemistry, Wichita State University, Wichita, Kansas, USA
| | - David K. Johnson
- Computational Chemical Biology Core, The University of Kansas, Lawrence, Kansas, USA
| | - Scott Lovell
- Protein Structure and X-ray Crystallography Laboratory, The University of Kansas, Lawrence, Kansas, USA
| | | | - Kyeong-Ok Chang
- Department of Diagnostic Medicine and Pathobiology, College of Veterinary Medicine, Kansas State University, Manhattan, Kansas, USA
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3
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Li P, Kim Y, Dampalla CS, Nhat Nguyen H, Meyerholz DK, Johnson DK, Lovell S, Groutas WC, Perlman S, Chang KO. Potent 3CLpro inhibitors effective against SARS-CoV-2 and MERS-CoV in animal models by therapeutic treatment. mBio 2024; 15:e0287823. [PMID: 38126789 PMCID: PMC10865860 DOI: 10.1128/mbio.02878-23] [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: 10/31/2023] [Accepted: 11/16/2023] [Indexed: 12/23/2023] Open
Abstract
Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) and Middle East respiratory syndrome coronavirus (MERS-CoV) are zoonotic betacoronaviruses that continue to have a significant impact on public health. Timely development and introduction of vaccines and antivirals against SARS-CoV-2 into the clinic have substantially mitigated the burden of COVID-19. However, a limited or lacking therapeutic arsenal for SARS-CoV-2 and MERS-CoV infections, respectively, calls for an expanded and diversified portfolio of antivirals against these coronavirus infections. In this report, we examined the efficacy of two potent 3CLpro inhibitors, 5d and 11d, in fatal animal models of SARS-CoV-2 and MERS-CoV to demonstrate their broad-spectrum activity against both viral infections. These compounds significantly increased the survival of mice in both models when treatment started 1 day post infection compared to no treatment which led to 100% fatality. Especially, the treatment with compound 11d resulted in 80% and 90% survival in SARS-CoV-2 and MERS-CoV-infected mice, respectively. Amelioration of lung viral load and histopathological changes in treated mice correlated well with improved survival in both infection models. Furthermore, compound 11d exhibited significant antiviral activities in K18-hACE2 mice infected with SARS-CoV-2 Omicron subvariant XBB.1.16. The results suggest that these are promising candidates for further development as broad-spectrum direct-acting antivirals against highly virulent human coronaviruses.IMPORTANCEHuman coronaviruses such as severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) and Middle East respiratory syndrome coronavirus (MERS-CoV) continue to have a significant impact on public health. A limited or lacking therapeutic arsenal for SARS-CoV-2 and MERS-CoV infections calls for an expanded and diversified portfolio of antivirals against these coronavirus infections. We have previously reported a series of small-molecule 3C-like protease (3CLpro) inhibitors against human coronaviruses. In this report, we demonstrated the in vivo efficacy of 3CLpro inhibitors for their broad-spectrum activity against both SARS-CoV-2 and MERS-CoV infections using the fatal animal models. The results suggest that these are promising candidates for further development as broad-spectrum direct-acting antivirals against highly virulent human coronaviruses.
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Affiliation(s)
- Pengfei Li
- Department of Microbiology and Immunology, The University of Iowa, lowa, USA
| | - Yunjeong Kim
- Department of Diagnostic Medicine and Pathobiology, College of Veterinary Medicine, Kansas State University, Manhattan, Kansas, USA
| | | | - Harry Nhat Nguyen
- Department of Chemistry, Wichita State University, Wichita, Kansas, USA
| | | | - David K. Johnson
- Computational Chemical Biology Core, The University of Kansas, Lawrence, Kansas, USA
| | - Scott Lovell
- Protein Structure Laboratory, The University of Kansas, Lawrence, Kansas, USA
| | | | - Stanley Perlman
- Department of Microbiology and Immunology, The University of Iowa, lowa, USA
| | - Kyeong-Ok Chang
- Department of Diagnostic Medicine and Pathobiology, College of Veterinary Medicine, Kansas State University, Manhattan, Kansas, USA
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4
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Flury P, Breidenbach J, Krüger N, Voget R, Schäkel L, Si Y, Krasniqi V, Calistri S, Olfert M, Sylvester K, Rocha C, Ditzinger R, Rasch A, Pöhlmann S, Kronenberger T, Poso A, Rox K, Laufer SA, Müller CE, Gütschow M, Pillaiyar T. Cathepsin-Targeting SARS-CoV-2 Inhibitors: Design, Synthesis, and Biological Activity. ACS Pharmacol Transl Sci 2024; 7:493-514. [PMID: 38357286 PMCID: PMC10863444 DOI: 10.1021/acsptsci.3c00313] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2023] [Revised: 12/26/2023] [Accepted: 12/28/2023] [Indexed: 02/16/2024]
Abstract
Cathepsins (Cats) are proteases that mediate the successful entry of SARS-CoV-2 into host cells. We designed and synthesized a tailored series of 21 peptidomimetics and evaluated their inhibitory activity against human cathepsins L, B, and S. Structural diversity was realized by combinations of different C-terminal warhead functions and N-terminal capping groups, while a central Leu-Phe fragment was maintained. Several compounds were identified as promising cathepsin L and S inhibitors with Ki values in the low nanomolar to subnanomolar range, for example, the peptide aldehydes 9a and 9b (9a, 2.67 nM, CatL; 0.455 nM, CatS; 9b, 1.76 nM, CatL; 0.512 nM, CatS). The compounds' inhibitory activity against the main protease of SARS-CoV-2 (Mpro) was additionally investigated. Based on the results at CatL, CatS, and Mpro, selected inhibitors were subjected to investigations of their antiviral activity in cell-based assays. In particular, the peptide nitrile 11e exhibited promising antiviral activity with an EC50 value of 38.4 nM in Calu-3 cells without showing cytotoxicity. High metabolic stability and favorable pharmacokinetic properties make 11e suitable for further preclinical development.
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Affiliation(s)
- Philipp Flury
- Institute
of Pharmacy, Pharmaceutical/Medicinal Chemistry and Tübingen
Center for Academic Drug Discovery, Eberhard
Karls University Tübingen, Auf der Morgenstelle 8, Tübingen 72076, Germany
| | - Julian Breidenbach
- PharmaCenter
Bonn, Pharmaceutical Institute, Pharmaceutical & Medicinal Chemistry, University of Bonn, An der Immenburg 4, Bonn 53121, Germany
| | - Nadine Krüger
- Infection
Biology Unit, German Primate Center, Leibniz
Institute for Primate Research Göttingen, Kellnerweg 4, Göttingen 37077, Germany
| | - Rabea Voget
- PharmaCenter
Bonn, Pharmaceutical Institute, Pharmaceutical & Medicinal Chemistry, University of Bonn, An der Immenburg 4, Bonn 53121, Germany
| | - Laura Schäkel
- PharmaCenter
Bonn, Pharmaceutical Institute, Pharmaceutical & Medicinal Chemistry, University of Bonn, An der Immenburg 4, Bonn 53121, Germany
| | - Yaoyao Si
- PharmaCenter
Bonn, Pharmaceutical Institute, Pharmaceutical & Medicinal Chemistry, University of Bonn, An der Immenburg 4, Bonn 53121, Germany
| | - Vesa Krasniqi
- PharmaCenter
Bonn, Pharmaceutical Institute, Pharmaceutical & Medicinal Chemistry, University of Bonn, An der Immenburg 4, Bonn 53121, Germany
| | - Sara Calistri
- Institute
of Pharmacy, Pharmaceutical/Medicinal Chemistry and Tübingen
Center for Academic Drug Discovery, Eberhard
Karls University Tübingen, Auf der Morgenstelle 8, Tübingen 72076, Germany
| | - Matthias Olfert
- Faculty
of Biology and Psychology, University Göttingen, Göttingen 37073, Germany
| | - Katharina Sylvester
- PharmaCenter
Bonn, Pharmaceutical Institute, Pharmaceutical & Medicinal Chemistry, University of Bonn, An der Immenburg 4, Bonn 53121, Germany
| | - Cheila Rocha
- Infection
Biology Unit, German Primate Center, Leibniz
Institute for Primate Research Göttingen, Kellnerweg 4, Göttingen 37077, Germany
| | - Raphael Ditzinger
- Institute
of Pharmacy, Pharmaceutical/Medicinal Chemistry and Tübingen
Center for Academic Drug Discovery, Eberhard
Karls University Tübingen, Auf der Morgenstelle 8, Tübingen 72076, Germany
| | - Alexander Rasch
- Institute
of Pharmacy, Pharmaceutical/Medicinal Chemistry and Tübingen
Center for Academic Drug Discovery, Eberhard
Karls University Tübingen, Auf der Morgenstelle 8, Tübingen 72076, Germany
| | - Stefan Pöhlmann
- Infection
Biology Unit, German Primate Center, Leibniz
Institute for Primate Research Göttingen, Kellnerweg 4, Göttingen 37077, Germany
- Faculty
of Biology and Psychology, University Göttingen, Göttingen 37073, Germany
| | - Thales Kronenberger
- Institute
of Pharmacy, Pharmaceutical/Medicinal Chemistry and Tübingen
Center for Academic Drug Discovery, Eberhard
Karls University Tübingen, Auf der Morgenstelle 8, Tübingen 72076, Germany
- Faculty
of Health Sciences, School of Pharmacy, University of Eastern Finland, Kuopio 70211, Finland
- Excellence
Cluster “Controlling Microbes to Fight Infections” (CMFI), Tübingen 72076, Germany
| | - Antti Poso
- Institute
of Pharmacy, Pharmaceutical/Medicinal Chemistry and Tübingen
Center for Academic Drug Discovery, Eberhard
Karls University Tübingen, Auf der Morgenstelle 8, Tübingen 72076, Germany
- Faculty
of Health Sciences, School of Pharmacy, University of Eastern Finland, Kuopio 70211, Finland
| | - Katharina Rox
- Department
of Chemical Biology, Helmholtz Centre for
Infection Research (HZI), Braunschweig 38124, Germany
- Partner
Site Hannover-Braunschweig, German Center
for Infection Research (DZIF), Braunschweig 38124, Germany
| | - Stefan A. Laufer
- Institute
of Pharmacy, Pharmaceutical/Medicinal Chemistry and Tübingen
Center for Academic Drug Discovery, Eberhard
Karls University Tübingen, Auf der Morgenstelle 8, Tübingen 72076, Germany
| | - Christa E. Müller
- PharmaCenter
Bonn, Pharmaceutical Institute, Pharmaceutical & Medicinal Chemistry, University of Bonn, An der Immenburg 4, Bonn 53121, Germany
| | - Michael Gütschow
- PharmaCenter
Bonn, Pharmaceutical Institute, Pharmaceutical & Medicinal Chemistry, University of Bonn, An der Immenburg 4, Bonn 53121, Germany
| | - Thanigaimalai Pillaiyar
- Institute
of Pharmacy, Pharmaceutical/Medicinal Chemistry and Tübingen
Center for Academic Drug Discovery, Eberhard
Karls University Tübingen, Auf der Morgenstelle 8, Tübingen 72076, Germany
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5
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Janin YL. On the origins of SARS-CoV-2 main protease inhibitors. RSC Med Chem 2024; 15:81-118. [PMID: 38283212 PMCID: PMC10809347 DOI: 10.1039/d3md00493g] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2023] [Accepted: 10/13/2023] [Indexed: 01/30/2024] Open
Abstract
In order to address the world-wide health challenge caused by the COVID-19 pandemic, the 3CL protease/SARS-CoV-2 main protease (SARS-CoV-2-Mpro) coded by its nsp5 gene became one of the biochemical targets for the design of antiviral drugs. In less than 3 years of research, 4 inhibitors of SARS-CoV-2-Mpro have actually been authorized for COVID-19 treatment (nirmatrelvir, ensitrelvir, leritrelvir and simnotrelvir) and more such as EDP-235, FB-2001 and STI-1558/Olgotrelvir or five undisclosed compounds (CDI-988, ASC11, ALG-097558, QLS1128 and H-10517) are undergoing clinical trials. This review is an attempt to picture this quite unprecedented medicinal chemistry feat and provide insights on how these cysteine protease inhibitors were discovered. Since many series of covalent SARS-CoV-2-Mpro inhibitors owe some of their origins to previous work on other proteases, we first provided a description of various inhibitors of cysteine-bearing human caspase-1 or cathepsin K, as well as inhibitors of serine proteases such as human dipeptidyl peptidase-4 or the hepatitis C protein complex NS3/4A. This is then followed by a description of the results of the approaches adopted (repurposing, structure-based and high throughput screening) to discover coronavirus main protease inhibitors.
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Affiliation(s)
- Yves L Janin
- Structure et Instabilité des Génomes (StrInG), Muséum National d'Histoire Naturelle, INSERM, CNRS, Alliance Sorbonne Université 75005 Paris France
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6
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Li X, Song Y. Structure and function of SARS-CoV and SARS-CoV-2 main proteases and their inhibition: A comprehensive review. Eur J Med Chem 2023; 260:115772. [PMID: 37659195 PMCID: PMC10529944 DOI: 10.1016/j.ejmech.2023.115772] [Citation(s) in RCA: 25] [Impact Index Per Article: 25.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2023] [Revised: 08/24/2023] [Accepted: 08/26/2023] [Indexed: 09/04/2023]
Abstract
Severe acute respiratory syndrome-associated coronavirus (SARS-CoV) identified in 2003 infected ∼8000 people in 26 countries with 800 deaths, which was soon contained and eradicated by syndromic surveillance and enhanced quarantine. A closely related coronavirus SARS-CoV-2, the causative agent of COVID-19 identified in 2019, has been dramatically more contagious and catastrophic. It has infected and caused various flu-like symptoms of billions of people in >200 countries, including >6 million people died of or with the virus. Despite the availability of several vaccines and antiviral drugs against SARS-CoV-2, finding new therapeutics is needed because of viral evolution and a possible emerging coronavirus in the future. The main protease (Mpro) of these coronaviruses plays important roles in their life cycle and is essential for the viral replication. This article represents a comprehensive review of the function, structure and inhibition of SARS-CoV and -CoV-2 Mpro, including structure-activity relationships, protein-inhibitor interactions and clinical trial status.
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Affiliation(s)
- Xin Li
- Department of Pharmacology and Chemical Biology, Baylor College of Medicine, 1 Baylor Plaza, Houston, TX, 77030, USA; Dan L. Duncan Comprehensive Cancer Center, Baylor College of Medicine, 1 Baylor Plaza, Houston, TX, 77030, USA.
| | - Yongcheng Song
- Department of Pharmacology and Chemical Biology, Baylor College of Medicine, 1 Baylor Plaza, Houston, TX, 77030, USA; Dan L. Duncan Comprehensive Cancer Center, Baylor College of Medicine, 1 Baylor Plaza, Houston, TX, 77030, USA.
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7
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Zhang L, Wang CC, Zhang Y, Chen X. GPCNDTA: Prediction of drug-target binding affinity through cross-attention networks augmented with graph features and pharmacophores. Comput Biol Med 2023; 166:107512. [PMID: 37788507 DOI: 10.1016/j.compbiomed.2023.107512] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2023] [Revised: 08/28/2023] [Accepted: 09/19/2023] [Indexed: 10/05/2023]
Abstract
Drug-target affinity prediction is a challenging task in drug discovery. The latest computational models have limitations in mining edge information in molecule graphs, accessing to knowledge in pharmacophores, integrating multimodal data of the same biomolecule and realizing effective interactions between two different biomolecules. To solve these problems, we proposed a method called Graph features and Pharmacophores augmented Cross-attention Networks based Drug-Target binding Affinity prediction (GPCNDTA). First, we utilized the GNN module, the linear projection unit and self-attention layer to correspondingly extract features of drugs and proteins. Second, we devised intramolecular and intermolecular cross-attention to respectively fuse and interact features of drugs and proteins. Finally, the linear projection unit was applied to gain final features of drugs and proteins, and the Multi-Layer Perceptron was employed to predict drug-target binding affinity. Three major innovations of GPCNDTA are as follows: (i) developing the residual CensNet and the residual EW-GCN to correspondingly extract features of drug and protein graphs, (ii) regarding pharmacophores as a new type of priors to heighten drug-target affinity prediction performance, and (iii) devising intramolecular and intermolecular cross-attention, in which the intramolecular cross-attention realizes the effective fusion of different modal data related to the same biomolecule, and the intermolecular cross-attention fulfills the information interaction between two different biomolecules in attention space. The test results on five benchmark datasets imply that GPCNDTA achieves the best performance compared with state-of-the-art computational models. Besides, relying on ablation experiments, we proved effectiveness of GNN modules, pharmacophores and two cross-attention strategies in improving the prediction accuracy, stability and reliability of GPCNDA. In case studies, we applied GPCNDTA to predict binding affinities between 3C-like proteinase and 185 drugs, and observed that most binding affinities predicted by GPCNDTA are close to corresponding experimental measurements.
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Affiliation(s)
- Li Zhang
- School of Information and Control Engineering, China University of Mining and Technology, Xuzhou, 221116, China
| | - Chun-Chun Wang
- School of Science, Jiangnan University, Wuxi, 214122, China
| | - Yong Zhang
- School of Information and Control Engineering, China University of Mining and Technology, Xuzhou, 221116, China
| | - Xing Chen
- School of Science, Jiangnan University, Wuxi, 214122, China.
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8
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Duan Y, Wang H, Yuan Z, Yang H. Structural biology of SARS-CoV-2 M pro and drug discovery. Curr Opin Struct Biol 2023; 82:102667. [PMID: 37544112 DOI: 10.1016/j.sbi.2023.102667] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2023] [Revised: 06/10/2023] [Accepted: 07/10/2023] [Indexed: 08/08/2023]
Abstract
Since its outbreak in late 2019, the COVID-19 pandemic has drawn enormous attention worldwide as a consequence of being the most disastrous infectious disease in the past century. As one of the most immediately druggable targets of SARS-CoV-2, the main protease (Mpro) has been studied thoroughly. In this review, we provide a comprehensive summary of recent advances in structural studies of Mpro, which provide new knowledge about Mpro in terms of its biological function, structural characteristics, substrate specificity, and autocleavage process. We examine the remarkable strides made in targeting Mpro for drug discovery during the pandemic. We summarize insights into the current understanding of the structural features of Mpro and the discovery of existing Mpro-targeting drugs, illuminating pathways for the future development of anti-SARS-CoV-2 therapeutics.
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Affiliation(s)
- Yinkai Duan
- Shanghai Institute for Advanced Immunochemical Studies and School of Life Science and Technology, ShanghaiTech University, Shanghai, China; Shanghai Clinical Research and Trial Center, Shanghai, China
| | - Haofeng Wang
- Shanghai Institute for Advanced Immunochemical Studies and School of Life Science and Technology, ShanghaiTech University, Shanghai, China; Shanghai Clinical Research and Trial Center, Shanghai, China
| | - Zhenghong Yuan
- Key Laboratory of Medical Molecular Virology (MOE/NHC/CAMS), School of Basic Medical Sciences and Institute of Infectious Disease and Biosecurity, Shanghai Medical College of Fudan University, Shanghai, China.
| | - Haitao Yang
- Shanghai Institute for Advanced Immunochemical Studies and School of Life Science and Technology, ShanghaiTech University, Shanghai, China; Shanghai Clinical Research and Trial Center, Shanghai, China.
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9
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Ren P, Li H, Nie T, Jian X, Yu C, Li J, Su H, Zhang X, Li S, Yang X, Peng C, Yin Y, Zhang L, Xu Y, Liu H, Bai F. Discovery and Mechanism Study of SARS-CoV-2 3C-like Protease Inhibitors with a New Reactive Group. J Med Chem 2023; 66:12266-12283. [PMID: 37594952 DOI: 10.1021/acs.jmedchem.3c00818] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/20/2023]
Abstract
3CLpro is an attractive target for the treatment of COVID-19. Using the scaffold hopping strategy, we identified a potent inhibitor of 3CLpro (3a) that contains a thiocyanate moiety as a novel warhead that can form a covalent bond with Cys145 of the protein. Tandem mass spectrometry (MS/MS) and X-ray crystallography confirmed the mechanism of covalent formation between 3a and the protein in its catalytic pocket. Moreover, several analogues of compound 3a were designed and synthesized. Among them, compound 3h shows the best inhibition of 3CLpro with an IC50 of 0.322 μM and a kinact/Ki value of 1669.34 M-1 s-1, and it exhibits good target selectivity for 3CLpro against host proteases. Compound 3c inhibits SARS-CoV-2 in Vero E6 cells (EC50 = 2.499 μM) with low cytotoxicity (CC50 > 200 μM). These studies provide ideas and insights to explore and develop new 3CLpro inhibitors in the future.
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Affiliation(s)
- Pengxuan Ren
- School of Life Science and Technology, and Shanghai Institute for Advanced Immunochemical Studies, ShanghaiTech University, Shanghai 201210, China
| | - Hui Li
- School of Chinese Materia Medica, Nanjing University of Chinese Medicine, Nanjing 210023, China
- State Key Laboratory of Drug Research, Shanghai Institute of Materia Medica, Chinese Academy of Sciences, Shanghai 201203, China
| | - Tianqing Nie
- State Key Laboratory of Drug Research, Shanghai Institute of Materia Medica, Chinese Academy of Sciences, Shanghai 201203, China
| | - Xiaoqin Jian
- State Key Laboratory of Virology, Wuhan Institute of Virology, Center for Biosafety Mega-Science, Chinese Academy of Sciences, Wuhan 430071, China
| | - Changyue Yu
- State Key Laboratory of Drug Research, Shanghai Institute of Materia Medica, Chinese Academy of Sciences, Shanghai 201203, China
| | - Jian Li
- State Key Laboratory of Drug Research, Shanghai Institute of Materia Medica, Chinese Academy of Sciences, Shanghai 201203, China
| | - Haixia Su
- State Key Laboratory of Drug Research, Shanghai Institute of Materia Medica, Chinese Academy of Sciences, Shanghai 201203, China
| | - Xianglei Zhang
- School of Life Science and Technology, and Shanghai Institute for Advanced Immunochemical Studies, ShanghaiTech University, Shanghai 201210, China
| | - Shiwei Li
- School of Life Science and Technology, and Shanghai Institute for Advanced Immunochemical Studies, ShanghaiTech University, Shanghai 201210, China
| | - Xin Yang
- School of Life Science and Technology, and Shanghai Institute for Advanced Immunochemical Studies, ShanghaiTech University, Shanghai 201210, China
| | - Chao Peng
- National Facility for Protein Science in Shanghai, Shanghai Advanced Research Institute, Chinese Academy of Science, Shanghai 201210, China
| | - Yue Yin
- National Facility for Protein Science in Shanghai, Shanghai Advanced Research Institute, Chinese Academy of Science, Shanghai 201210, China
| | - Leike Zhang
- State Key Laboratory of Virology, Wuhan Institute of Virology, Center for Biosafety Mega-Science, Chinese Academy of Sciences, Wuhan 430071, China
| | - Yechun Xu
- State Key Laboratory of Drug Research, Shanghai Institute of Materia Medica, Chinese Academy of Sciences, Shanghai 201203, China
- School of Pharmaceutical Science and Technology, Hangzhou Institute for Advanced Study, University of Chinese Academy of Sciences, Hangzhou 310024, China
| | - Hong Liu
- School of Chinese Materia Medica, Nanjing University of Chinese Medicine, Nanjing 210023, China
- State Key Laboratory of Drug Research, Shanghai Institute of Materia Medica, Chinese Academy of Sciences, Shanghai 201203, China
- School of Pharmaceutical Science and Technology, Hangzhou Institute for Advanced Study, University of Chinese Academy of Sciences, Hangzhou 310024, China
| | - Fang Bai
- School of Life Science and Technology, and Shanghai Institute for Advanced Immunochemical Studies, ShanghaiTech University, Shanghai 201210, China
- School of Information Science and Technology, ShanghaiTech University, Shanghai 201210, China
- Shanghai Clinical Research and Trial Center, Shanghai 201210, China
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10
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Di Martino RMC, Maxwell BD, Pirali T. Deuterium in drug discovery: progress, opportunities and challenges. Nat Rev Drug Discov 2023; 22:562-584. [PMID: 37277503 PMCID: PMC10241557 DOI: 10.1038/s41573-023-00703-8] [Citation(s) in RCA: 25] [Impact Index Per Article: 25.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 04/12/2023] [Indexed: 06/07/2023]
Abstract
Substitution of a hydrogen atom with its heavy isotope deuterium entails the addition of one neutron to a molecule. Despite being a subtle change, this structural modification, known as deuteration, may improve the pharmacokinetic and/or toxicity profile of drugs, potentially translating into improvements in efficacy and safety compared with the non-deuterated counterparts. Initially, efforts to exploit this potential primarily led to the development of deuterated analogues of marketed drugs through a 'deuterium switch' approach, such as deutetrabenazine, which became the first deuterated drug to receive FDA approval in 2017. In the past few years, the focus has shifted to applying deuteration in novel drug discovery, and the FDA approved the pioneering de novo deuterated drug deucravacitinib in 2022. In this Review, we highlight key milestones in the field of deuteration in drug discovery and development, emphasizing recent and instructive medicinal chemistry programmes and discussing the opportunities and hurdles for drug developers, as well as the questions that remain to be addressed.
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Affiliation(s)
| | | | - Tracey Pirali
- Department of Pharmaceutical Sciences, Università del Piemonte Orientale, Novara, Italy.
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11
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Li G, Hilgenfeld R, Whitley R, De Clercq E. Therapeutic strategies for COVID-19: progress and lessons learned. Nat Rev Drug Discov 2023; 22:449-475. [PMID: 37076602 PMCID: PMC10113999 DOI: 10.1038/s41573-023-00672-y] [Citation(s) in RCA: 121] [Impact Index Per Article: 121.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 02/28/2023] [Indexed: 04/21/2023]
Abstract
The coronavirus disease 2019 (COVID-19) pandemic has stimulated tremendous efforts to develop therapeutic strategies that target severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) and/or human proteins to control viral infection, encompassing hundreds of potential drugs and thousands of patients in clinical trials. So far, a few small-molecule antiviral drugs (nirmatrelvir-ritonavir, remdesivir and molnupiravir) and 11 monoclonal antibodies have been marketed for the treatment of COVID-19, mostly requiring administration within 10 days of symptom onset. In addition, hospitalized patients with severe or critical COVID-19 may benefit from treatment with previously approved immunomodulatory drugs, including glucocorticoids such as dexamethasone, cytokine antagonists such as tocilizumab and Janus kinase inhibitors such as baricitinib. Here, we summarize progress with COVID-19 drug discovery, based on accumulated findings since the pandemic began and a comprehensive list of clinical and preclinical inhibitors with anti-coronavirus activities. We also discuss the lessons learned from COVID-19 and other infectious diseases with regard to drug repurposing strategies, pan-coronavirus drug targets, in vitro assays and animal models, and platform trial design for the development of therapeutics to tackle COVID-19, long COVID and pathogenic coronaviruses in future outbreaks.
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Affiliation(s)
- Guangdi Li
- Xiangya School of Public Health, Central South University; Hunan Children's Hospital, Changsha, China.
| | - Rolf Hilgenfeld
- Institute of Molecular Medicine & German Center for Infection Research (DZIF), University of Lübeck, Lübeck, Germany.
| | - Richard Whitley
- Department of Paediatrics, Microbiology, Medicine and Neurosurgery, University of Alabama at Birmingham, Birmingham, AL, USA.
| | - Erik De Clercq
- Department of Microbiology, Immunology and Transplantation, Rega Institute for Medical Research, KU Leuven, Leuven, Belgium.
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12
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Zabiegala A, Kim Y, Chang KO. Roles of host proteases in the entry of SARS-CoV-2. ANIMAL DISEASES 2023; 3:12. [PMID: 37128508 PMCID: PMC10125864 DOI: 10.1186/s44149-023-00075-x] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/02/2023] [Accepted: 03/07/2023] [Indexed: 05/03/2023] Open
Abstract
The spike protein (S) of SARS-CoV-2 is responsible for viral attachment and entry, thus a major factor for host susceptibility, tissue tropism, virulence and pathogenicity. The S is divided with S1 and S2 region, and the S1 contains the receptor-binding domain (RBD), while the S2 contains the hydrophobic fusion domain for the entry into the host cell. Numerous host proteases have been implicated in the activation of SARS-CoV-2 S through various cleavage sites. In this article, we review host proteases including furin, trypsin, transmembrane protease serine 2 (TMPRSS2) and cathepsins in the activation of SARS-CoV-2 S. Many betacoronaviruses including SARS-CoV-2 have polybasic residues at the S1/S2 site which is subjected to the cleavage by furin. The S1/S2 cleavage facilitates more assessable RBD to the receptor ACE2, and the binding triggers further conformational changes and exposure of the S2' site to proteases such as type II transmembrane serine proteases (TTPRs) including TMPRSS2. In the presence of TMPRSS2 on the target cells, SARS-CoV-2 can utilize a direct entry route by fusion of the viral envelope to the cellular membrane. In the absence of TMPRSS2, SARS-CoV-2 enter target cells via endosomes where multiple cathepsins cleave the S for the successful entry. Additional host proteases involved in the cleavage of the S were discussed. This article also includes roles of 3C-like protease inhibitors which have inhibitory activity against cathepsin L in the entry of SARS-CoV-2, and discussed the dual roles of such inhibitors in virus replication.
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Affiliation(s)
- Alexandria Zabiegala
- Department of Diagnostic Medicine and Pathobiology, College of Veterinary Medicine, Kansas State University, 1800 Denison Avenue, Manhattan, KS 66506 USA
| | - Yunjeong Kim
- Department of Diagnostic Medicine and Pathobiology, College of Veterinary Medicine, Kansas State University, 1800 Denison Avenue, Manhattan, KS 66506 USA
| | - Kyeong-Ok Chang
- Department of Diagnostic Medicine and Pathobiology, College of Veterinary Medicine, Kansas State University, 1800 Denison Avenue, Manhattan, KS 66506 USA
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13
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Dampalla CS, Miller MJ, Kim Y, Zabiegala A, Nguyen HN, Madden TK, Thurman HA, Machen AJ, Cooper A, Liu L, Battaile KP, Lovell S, Chang KO, Groutas WC. Structure-guided design of direct-acting antivirals that exploit the gem-dimethyl effect and potently inhibit 3CL proteases of severe acute respiratory syndrome Coronavirus-2 (SARS-CoV-2) and middle east respiratory syndrome coronavirus (MERS-CoV). Eur J Med Chem 2023; 254:115376. [PMID: 37080108 PMCID: PMC10105399 DOI: 10.1016/j.ejmech.2023.115376] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2023] [Revised: 04/08/2023] [Accepted: 04/11/2023] [Indexed: 04/22/2023]
Abstract
The high morbidity and mortality associated with SARS-CoV-2 infection, the etiological agent of COVID-19, has had a major impact on global public health. Significant progress has been made in the development of an array of vaccines and biologics, however, the emergence of SARS-CoV-2 variants and breakthrough infections are an ongoing major concern. Furthermore, there is an existing paucity of small-molecule host and virus-directed therapeutics and prophylactics that can be used to counter the spread of SARS-CoV-2, and any emerging and re-emerging coronaviruses. We describe herein our efforts to address this urgent need by focusing on the structure-guided design of potent broad-spectrum inhibitors of SARS-CoV-2 3C-like protease (3CLpro or Main protease), an enzyme essential for viral replication. The inhibitors exploit the directional effects associated with the presence of a gem-dimethyl group that allow the inhibitors to optimally interact with the S4 subsite of the enzyme. Several compounds were found to potently inhibit SARS-CoV-2 and MERS-CoV 3CL proteases in biochemical and cell-based assays. Specifically, the EC50 values of aldehyde 1c and its corresponding bisulfite adduct 1d against SARS-CoV-2 were found to be 12 and 10 nM, respectively, and their CC50 values were >50 μM. Furthermore, deuteration of these compounds yielded compounds 2c/2d with EC50 values 11 and 12 nM, respectively. Replacement of the aldehyde warhead with a nitrile (CN) or an α-ketoamide warhead or its corresponding bisulfite adduct yielded compounds 1g, 1eand1f with EC50 values 60, 50 and 70 nM, respectively. High-resolution cocrystal structures have identified the structural determinants associated with the binding of the inhibitors to the active site of the enzyme and, furthermore, have illuminated the mechanism of action of the inhibitors. Overall, the high Safety Index (SI) (SI=CC50/EC50) displayed by these compounds suggests that they are well-suited to conducting further preclinical studies.
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Affiliation(s)
- Chamandi S Dampalla
- Department of Chemistry and Biochemistry, Wichita State University, Wichita, KS, 67260, USA
| | - Matthew J Miller
- Department of Chemistry and Biochemistry, Wichita State University, Wichita, KS, 67260, USA
| | - Yunjeong Kim
- Department of Diagnostic Medicine & Pathobiology, College of Veterinary Medicine, Kansas State University, Manhattan, KS, 66506, USA
| | - Alexandria Zabiegala
- Department of Diagnostic Medicine & Pathobiology, College of Veterinary Medicine, Kansas State University, Manhattan, KS, 66506, USA
| | - Harry Nhat Nguyen
- Department of Chemistry and Biochemistry, Wichita State University, Wichita, KS, 67260, USA
| | - Trent K Madden
- Department of Chemistry and Biochemistry, Wichita State University, Wichita, KS, 67260, USA
| | - Hayden A Thurman
- Department of Chemistry and Biochemistry, Wichita State University, Wichita, KS, 67260, USA
| | - Alexandra J Machen
- Protein Structure and X-ray Crystallography Laboratory, The University of Kansas, Lawrence, KS, 66047, USA
| | - Anne Cooper
- Protein Structure and X-ray Crystallography Laboratory, The University of Kansas, Lawrence, KS, 66047, USA
| | - Lijun Liu
- Protein Structure and X-ray Crystallography Laboratory, The University of Kansas, Lawrence, KS, 66047, USA
| | | | - Scott Lovell
- Protein Structure and X-ray Crystallography Laboratory, The University of Kansas, Lawrence, KS, 66047, USA
| | - Kyeong-Ok Chang
- Department of Diagnostic Medicine & Pathobiology, College of Veterinary Medicine, Kansas State University, Manhattan, KS, 66506, USA.
| | - William C Groutas
- Department of Chemistry and Biochemistry, Wichita State University, Wichita, KS, 67260, USA.
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14
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Wang J, Zeng X, Yin D, Yin L, Shen X, Xu F, Dai Y, Pan X. In silico and in vitro evaluation of antiviral activity of wogonin against main protease of porcine epidemic diarrhea virus. Front Cell Infect Microbiol 2023; 13:1123650. [PMID: 37009514 PMCID: PMC10050881 DOI: 10.3389/fcimb.2023.1123650] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/14/2022] [Accepted: 03/06/2023] [Indexed: 03/17/2023] Open
Abstract
The high mortality rate of weaned piglets infected with porcine epidemic diarrhea virus (PEDV) poses a serious threat to the pig industry worldwide, demanding urgent research efforts related to developing effective antiviral drugs to prevent and treat PEDV infection. Small molecules can possibly prevent the spread of infection by targeting specific vital components of the pathogen’s genome. Main protease (Mpro, also named 3CL protease) plays essential roles in PEDV replication and has emerged as a promising target for the inhibition of PEDV. In this study, wogonin exhibited antiviral activity against a PEDV variant isolate, interacting with the PEDV particles and inhibiting the internalization, replication and release of PEDV. The molecular docking model indicated that wogonin was firmly embedded in the groove of the active pocket of Mpro. Furthermore, the interaction between wogonin and Mpro was validated in silico via microscale thermophoresis and surface plasmon resonance analyses. In addition, the results of a fluorescence resonance energy transfer (FRET) assay indicated that wogonin exerted an inhibitory effect on Mpro. These findings provide useful insights into the antiviral activities of wogonin, which could support future research into anti-PEDV drugs.`
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Affiliation(s)
- Jieru Wang
- Anhui Province Key Laboratory of Livestock and Poultry Product Safety Engineering, Livestock and Poultry Epidemic Diseases Research Center of Anhui Province, Key Laboratory of Pig Molecular Quantitative Genetics of Anhui Academy of Agricultural Sciences, Institute of Animal Husbandry and Veterinary Sciences, Anhui Academy of Agricultural Sciences, Hefei, Anhui, China
| | - Xiaoyu Zeng
- Anhui Province Key Laboratory of Livestock and Poultry Product Safety Engineering, Livestock and Poultry Epidemic Diseases Research Center of Anhui Province, Key Laboratory of Pig Molecular Quantitative Genetics of Anhui Academy of Agricultural Sciences, Institute of Animal Husbandry and Veterinary Sciences, Anhui Academy of Agricultural Sciences, Hefei, Anhui, China
| | - Dongdong Yin
- Anhui Province Key Laboratory of Livestock and Poultry Product Safety Engineering, Livestock and Poultry Epidemic Diseases Research Center of Anhui Province, Key Laboratory of Pig Molecular Quantitative Genetics of Anhui Academy of Agricultural Sciences, Institute of Animal Husbandry and Veterinary Sciences, Anhui Academy of Agricultural Sciences, Hefei, Anhui, China
| | - Lei Yin
- Anhui Province Key Laboratory of Livestock and Poultry Product Safety Engineering, Livestock and Poultry Epidemic Diseases Research Center of Anhui Province, Key Laboratory of Pig Molecular Quantitative Genetics of Anhui Academy of Agricultural Sciences, Institute of Animal Husbandry and Veterinary Sciences, Anhui Academy of Agricultural Sciences, Hefei, Anhui, China
| | - Xuehuai Shen
- Anhui Province Key Laboratory of Livestock and Poultry Product Safety Engineering, Livestock and Poultry Epidemic Diseases Research Center of Anhui Province, Key Laboratory of Pig Molecular Quantitative Genetics of Anhui Academy of Agricultural Sciences, Institute of Animal Husbandry and Veterinary Sciences, Anhui Academy of Agricultural Sciences, Hefei, Anhui, China
| | - Fazhi Xu
- College of Animal Science and Technology, Anhui Agricultural University, Hefei, China
| | - Yin Dai
- Anhui Province Key Laboratory of Livestock and Poultry Product Safety Engineering, Livestock and Poultry Epidemic Diseases Research Center of Anhui Province, Key Laboratory of Pig Molecular Quantitative Genetics of Anhui Academy of Agricultural Sciences, Institute of Animal Husbandry and Veterinary Sciences, Anhui Academy of Agricultural Sciences, Hefei, Anhui, China
- *Correspondence: Xiaocheng Pan, ; Yin Dai,
| | - Xiaocheng Pan
- Anhui Province Key Laboratory of Livestock and Poultry Product Safety Engineering, Livestock and Poultry Epidemic Diseases Research Center of Anhui Province, Key Laboratory of Pig Molecular Quantitative Genetics of Anhui Academy of Agricultural Sciences, Institute of Animal Husbandry and Veterinary Sciences, Anhui Academy of Agricultural Sciences, Hefei, Anhui, China
- *Correspondence: Xiaocheng Pan, ; Yin Dai,
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15
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Dampalla C, Nguyen HN, Rathnayake AD, Kim Y, Perera KD, Madden TK, Thurman HA, Machen AJ, Kashipathy MM, Liu L, Battaile KP, Lovell S, Chang KO, Groutas WC. Broad-Spectrum Cyclopropane-Based Inhibitors of Coronavirus 3C-like Proteases: Biochemical, Structural, and Virological Studies. ACS Pharmacol Transl Sci 2023; 6:181-194. [PMID: 36654747 PMCID: PMC9841783 DOI: 10.1021/acsptsci.2c00206] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/28/2022] [Indexed: 12/29/2022]
Abstract
The advent of SARS-CoV-2, the causative agent of COVID-19, and its worldwide impact on global health, have provided the impetus for the development of effective countermeasures that can be deployed against the virus, including vaccines, monoclonal antibodies, and direct-acting antivirals (DAAs). Despite these efforts, the current paucity of DAAs has created an urgent need for the creation of an enhanced and diversified portfolio of broadly acting agents with different mechanisms of action that can effectively abrogate viral infection. SARS-CoV-2 3C-like protease (3CLpro), an enzyme essential for viral replication, is a validated target for the discovery of SARS-CoV-2 therapeutics. In this report, we describe the structure-guided utilization of the cyclopropane moiety in the design of highly potent inhibitors of SARS-CoV-2 3CLpro, SARS-CoV-1 3CLpro, and MERS-CoV 3CLpro. High-resolution cocrystal structures were used to identify the structural determinants associated with the binding of the inhibitors to the active site of the enzyme and unravel the mechanism of action. Aldehydes 5c and 11c inhibited SARS-CoV-2 replication with EC50 values of 12 and 11 nM, respectively. Furthermore, the corresponding aldehyde bisulfite adducts 5d and 11d were equipotent with EC50 values of 13 and 12 nM, respectively. The safety index (SI) values for compounds 5c / 11c and 5d / 11d ranged between 7692 and 9090. Importantly, aldehydes 5c / 11c and bisulfite adducts 5d / 11d potently inhibited MERS-CoV 3CLpro with IC50 values of 80 and 120 nM, and 70 and 70 nM, respectively. Likewise, compounds 5c / 11c and 5d / 11d inhibited SARS-CoV-1 with IC50 values of 960 and 350 nM and 790 and 240 nM, respectively. Taken together, these studies suggest that the inhibitors described herein have low cytotoxicity and high potency and are promising candidates for further development as broad-spectrum direct-acting antivirals against highly pathogenic coronaviruses.
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Affiliation(s)
- Chamandi
S. Dampalla
- Department
of Chemistry and Biochemistry, Wichita State
University, Wichita, Kansas 67260, United States
| | - Harry Nhat Nguyen
- Department
of Chemistry and Biochemistry, Wichita State
University, Wichita, Kansas 67260, United States
| | - Athri D. Rathnayake
- Department
of Chemistry and Biochemistry, Wichita State
University, Wichita, Kansas 67260, United States
| | - Yunjeong Kim
- Department
of Diagnostic Medicine & Pathobiology, College of Veterinary Medicine, Kansas State University, Manhattan, Kansas 66506, United States
| | - Krishani Dinali Perera
- Department
of Diagnostic Medicine & Pathobiology, College of Veterinary Medicine, Kansas State University, Manhattan, Kansas 66506, United States
| | - Trent K. Madden
- Department
of Chemistry and Biochemistry, Wichita State
University, Wichita, Kansas 67260, United States
| | - Hayden A. Thurman
- Department
of Chemistry and Biochemistry, Wichita State
University, Wichita, Kansas 67260, United States
| | - Alexandra J. Machen
- Protein
Structure and X-ray Crystallography Laboratory, The University of Kansas, Lawrence, Kansas 66047, United States
| | - Maithri M. Kashipathy
- Protein
Structure and X-ray Crystallography Laboratory, The University of Kansas, Lawrence, Kansas 66047, United States
| | - Lijun Liu
- Protein
Structure and X-ray Crystallography Laboratory, The University of Kansas, Lawrence, Kansas 66047, United States
| | - Kevin P. Battaile
- NYX,
New York Structural Biology Center, Upton, New York 11973, United States
| | - Scott Lovell
- Protein
Structure and X-ray Crystallography Laboratory, The University of Kansas, Lawrence, Kansas 66047, United States
| | - Kyeong-Ok Chang
- Department
of Diagnostic Medicine & Pathobiology, College of Veterinary Medicine, Kansas State University, Manhattan, Kansas 66506, United States
| | - William C. Groutas
- Department
of Chemistry and Biochemistry, Wichita State
University, Wichita, Kansas 67260, United States
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16
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Lin S, Wang X, Guo H, Dai N, Tang RWL, Lee HC, Leung KW, Dong TTX, Webb SE, Miller AL, Tsim KWK. The Ethanol Extract of Evodiae Fructus and Its Ingredient, Rutaecarpine, Inhibit Infection of SARS-CoV-2 and Inflammatory Responses. Int J Mol Sci 2023; 24:ijms24010762. [PMID: 36614206 PMCID: PMC9821500 DOI: 10.3390/ijms24010762] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2022] [Revised: 12/15/2022] [Accepted: 12/28/2022] [Indexed: 01/04/2023] Open
Abstract
COVID-19, derived from SARS-CoV-2, has resulted in millions of deaths and caused unprecedented socioeconomic damage since its outbreak in 2019. Although the vaccines developed against SARS-CoV-2 provide some protection, they have unexpected side effects in some people. Furthermore, new viral mutations reduce the effectiveness of the current vaccines. Thus, there is still an urgent need to develop potent non-vaccine therapeutics against this infectious disease. We recently established a series of detecting platforms to screen a large library of Chinese medicinal herbs and phytochemicals. Here, we reveal that the ethanolic extract of Evodiae Fructus and one of its components, rutaecarpine, showed promising potency in inhibiting the activity of 3C-like (3CL) protease, blocking the entry of the pseudo-typed SARS-CoV-2 (including wild-type and omicron) into cultured cells. In addition, inflammatory responses induced by pseudo-typed SARS-CoV-2 were markedly reduced by Evodiae Fructus extract and rutaecarpine. Together our data indicate that the herbal extract of Evodiae Fructus and rutaecarpine are potent anti-SARS-CoV-2 agents, which might be considered as a treatment against COVID-19 in clinical applications.
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Affiliation(s)
- Shengying Lin
- Center for Chinese Medicine, Division of Life Science, The Hong Kong University of Science and Technology, Clear Water Bay, Kowloon, Hong Kong, China
- State Key Laboratory of Molecular Neuroscience, The Hong Kong University of Science and Technology, Hong Kong, China
| | - Xiaoyang Wang
- Center for Chinese Medicine, Division of Life Science, The Hong Kong University of Science and Technology, Clear Water Bay, Kowloon, Hong Kong, China
- State Key Laboratory of Molecular Neuroscience, The Hong Kong University of Science and Technology, Hong Kong, China
| | - Hongsheng Guo
- Center for Chinese Medicine, Division of Life Science, The Hong Kong University of Science and Technology, Clear Water Bay, Kowloon, Hong Kong, China
- State Key Laboratory of Molecular Neuroscience, The Hong Kong University of Science and Technology, Hong Kong, China
| | - Niyu Dai
- Center for Chinese Medicine, Division of Life Science, The Hong Kong University of Science and Technology, Clear Water Bay, Kowloon, Hong Kong, China
- State Key Laboratory of Molecular Neuroscience, The Hong Kong University of Science and Technology, Hong Kong, China
| | - Roy Wai-Lun Tang
- Center for Chinese Medicine, Division of Life Science, The Hong Kong University of Science and Technology, Clear Water Bay, Kowloon, Hong Kong, China
- State Key Laboratory of Molecular Neuroscience, The Hong Kong University of Science and Technology, Hong Kong, China
| | - Hung Chun Lee
- Center for Chinese Medicine, Division of Life Science, The Hong Kong University of Science and Technology, Clear Water Bay, Kowloon, Hong Kong, China
- State Key Laboratory of Molecular Neuroscience, The Hong Kong University of Science and Technology, Hong Kong, China
| | - Ka Wing Leung
- Center for Chinese Medicine, Division of Life Science, The Hong Kong University of Science and Technology, Clear Water Bay, Kowloon, Hong Kong, China
- State Key Laboratory of Molecular Neuroscience, The Hong Kong University of Science and Technology, Hong Kong, China
| | - Tina Ting-Xia Dong
- Center for Chinese Medicine, Division of Life Science, The Hong Kong University of Science and Technology, Clear Water Bay, Kowloon, Hong Kong, China
- State Key Laboratory of Molecular Neuroscience, The Hong Kong University of Science and Technology, Hong Kong, China
| | - Sarah E. Webb
- State Key Laboratory of Molecular Neuroscience, The Hong Kong University of Science and Technology, Hong Kong, China
| | - Andrew L. Miller
- State Key Laboratory of Molecular Neuroscience, The Hong Kong University of Science and Technology, Hong Kong, China
| | - Karl Wah-Keung Tsim
- Center for Chinese Medicine, Division of Life Science, The Hong Kong University of Science and Technology, Clear Water Bay, Kowloon, Hong Kong, China
- State Key Laboratory of Molecular Neuroscience, The Hong Kong University of Science and Technology, Hong Kong, China
- Correspondence: ; Tel.: +852-2358-7332
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17
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Jansen-van Vuuren RD, Jedlovčnik L, Košmrlj J, Massey TE, Derdau V. Deuterated Drugs and Biomarkers in the COVID-19 Pandemic. ACS OMEGA 2022; 7:41840-41858. [PMID: 36440130 PMCID: PMC9685803 DOI: 10.1021/acsomega.2c04160] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/02/2022] [Accepted: 10/18/2022] [Indexed: 06/07/2023]
Abstract
Coronavirus disease 2019 (COVID-19) is a highly contagious disease caused by the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2). Initially identified in Wuhan (China) in December 2019, COVID-19 rapidly spread globally, resulting in the COVID-19 pandemic. Carriers of the SARS-CoV-2 can experience symptoms ranging from mild to severe (or no symptoms whatsoever). Although vaccination provides extra immunity toward SARS-CoV-2, there has been an urgent need to develop treatments for COVID-19 to alleviate symptoms for carriers of the disease. In seeking a potential treatment, deuterated compounds have played a critical role either as therapeutic agents or as internal MS standards for studying the pharmacological properties of new drugs by quantifying the parent compounds and metabolites. We have identified >70 examples of deuterium-labeled compounds associated with treatment of COVID-19. Of these, we found 9 repurposed drugs and >20 novel drugs studied for potential therapeutic roles along with a total of 38 compounds (drugs, biomarkers, and lipids) explored as internal mass spectrometry standards. This review details the synthetic pathways and modes of action of these compounds (if known), and a brief analysis of each study.
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Affiliation(s)
- Ross D. Jansen-van Vuuren
- Faculty
of Chemistry and Chemical Technology, University
of Ljubljana, Večna pot 113, Ljubljana 1000, Slovenia
- Department
of Chemistry, Queen’s University, 90 Bader Lane, Kingston, Ontario K7L
3N6, Canada
| | - Luka Jedlovčnik
- Faculty
of Chemistry and Chemical Technology, University
of Ljubljana, Večna pot 113, Ljubljana 1000, Slovenia
| | - Janez Košmrlj
- Faculty
of Chemistry and Chemical Technology, University
of Ljubljana, Večna pot 113, Ljubljana 1000, Slovenia
| | - Thomas E. Massey
- Department
of Biomedical and Molecular Sciences, School of Medicine, Queen’s University, Botterell Hall, 18 Stuart Street, Kingston, Ontario K7L 3N6, Canada
| | - Volker Derdau
- Research
& Development, Integrated Drug Discovery, Isotope Chemistry, Sanofi-Aventis Deutschland GmbH, Industriepark Höchst G876, Frankfurt/Main 65926, Germany
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18
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Hirose Y, Shindo N, Mori M, Onitsuka S, Isogai H, Hamada R, Hiramoto T, Ochi J, Takahashi D, Ueda T, Caaveiro JMM, Yoshida Y, Ohdo S, Matsunaga N, Toba S, Sasaki M, Orba Y, Sawa H, Sato A, Kawanishi E, Ojida A. Discovery of Chlorofluoroacetamide-Based Covalent Inhibitors for Severe Acute Respiratory Syndrome Coronavirus 2 3CL Protease. J Med Chem 2022; 65:13852-13865. [PMID: 36229406 DOI: 10.1021/acs.jmedchem.2c01081] [Citation(s) in RCA: 19] [Impact Index Per Article: 9.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
The coronavirus disease 2019 (COVID-19) pandemic has necessitated the development of antiviral agents against severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2). 3C-like protease (3CLpro) is a promising target for COVID-19 treatment. Here, we report a new class of covalent inhibitors of 3CLpro that possess chlorofluoroacetamide (CFA) as a cysteine-reactive warhead. Based on an aza-peptide scaffold, we synthesized a series of CFA derivatives in enantiopure form and evaluated their biochemical efficiency. The data revealed that 8a (YH-6) with the R configuration at the CFA unit strongly blocks SARS-CoV-2 replication in infected cells, and its potency is comparable to that of nirmatrelvir. X-ray structural analysis showed that YH-6 formed a covalent bond with Cys145 at the catalytic center of 3CLpro. The strong antiviral activity and favorable pharmacokinetic properties of YH-6 suggest its potential as a lead compound for the treatment of COVID-19.
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Affiliation(s)
- Yuya Hirose
- Graduate School of Pharmaceutical Sciences, Kyushu University, 3-1-1 Maidashi, Higashi-ku, Fukuoka812-8582, Japan
| | - Naoya Shindo
- Graduate School of Pharmaceutical Sciences, Kyushu University, 3-1-1 Maidashi, Higashi-ku, Fukuoka812-8582, Japan
| | - Makiko Mori
- Graduate School of Pharmaceutical Sciences, Kyushu University, 3-1-1 Maidashi, Higashi-ku, Fukuoka812-8582, Japan
| | - Satsuki Onitsuka
- Graduate School of Pharmaceutical Sciences, Kyushu University, 3-1-1 Maidashi, Higashi-ku, Fukuoka812-8582, Japan
| | - Hikaru Isogai
- Graduate School of Pharmaceutical Sciences, Kyushu University, 3-1-1 Maidashi, Higashi-ku, Fukuoka812-8582, Japan
| | - Rui Hamada
- Graduate School of Pharmaceutical Sciences, Kyushu University, 3-1-1 Maidashi, Higashi-ku, Fukuoka812-8582, Japan
| | - Tadanari Hiramoto
- Graduate School of Pharmaceutical Sciences, Kyushu University, 3-1-1 Maidashi, Higashi-ku, Fukuoka812-8582, Japan
| | - Jinta Ochi
- Graduate School of Pharmaceutical Sciences, Kyushu University, 3-1-1 Maidashi, Higashi-ku, Fukuoka812-8582, Japan
| | - Daisuke Takahashi
- Graduate School of Pharmaceutical Sciences, Kyushu University, 3-1-1 Maidashi, Higashi-ku, Fukuoka812-8582, Japan
| | - Tadashi Ueda
- Graduate School of Pharmaceutical Sciences, Kyushu University, 3-1-1 Maidashi, Higashi-ku, Fukuoka812-8582, Japan
| | - Jose M M Caaveiro
- Graduate School of Pharmaceutical Sciences, Kyushu University, 3-1-1 Maidashi, Higashi-ku, Fukuoka812-8582, Japan
| | - Yuya Yoshida
- Graduate School of Pharmaceutical Sciences, Kyushu University, 3-1-1 Maidashi, Higashi-ku, Fukuoka812-8582, Japan
| | - Shigehiro Ohdo
- Graduate School of Pharmaceutical Sciences, Kyushu University, 3-1-1 Maidashi, Higashi-ku, Fukuoka812-8582, Japan
| | - Naoya Matsunaga
- Graduate School of Pharmaceutical Sciences, Kyushu University, 3-1-1 Maidashi, Higashi-ku, Fukuoka812-8582, Japan
| | - Shinsuke Toba
- International Institute for Zoonosis Control, Hokkaido University, North 20, West 10 Kita-ku, Sapporo001-0020, Japan.,Drug Discovery and Disease Research Laboratory, Shionogi & Co. Ltd., 3-1-1 Futaba-cho, Toyonaka, Osaka561-0825, Japan
| | - Michihito Sasaki
- International Institute for Zoonosis Control, Hokkaido University, North 20, West 10 Kita-ku, Sapporo001-0020, Japan
| | - Yasuko Orba
- International Institute for Zoonosis Control, Hokkaido University, North 20, West 10 Kita-ku, Sapporo001-0020, Japan
| | - Hirofumi Sawa
- International Institute for Zoonosis Control, Hokkaido University, North 20, West 10 Kita-ku, Sapporo001-0020, Japan.,One Health Research Center, Hokkaido University, North 18, West 9 Kita-ku, Sapporo060-0818, Japan.,Global Virus Network, 725 West Lombard St. Room S413, Baltimore, Maryland21201, United States
| | - Akihiko Sato
- International Institute for Zoonosis Control, Hokkaido University, North 20, West 10 Kita-ku, Sapporo001-0020, Japan.,Drug Discovery and Disease Research Laboratory, Shionogi & Co. Ltd., 3-1-1 Futaba-cho, Toyonaka, Osaka561-0825, Japan
| | - Eiji Kawanishi
- Graduate School of Pharmaceutical Sciences, Kyushu University, 3-1-1 Maidashi, Higashi-ku, Fukuoka812-8582, Japan
| | - Akio Ojida
- Graduate School of Pharmaceutical Sciences, Kyushu University, 3-1-1 Maidashi, Higashi-ku, Fukuoka812-8582, Japan
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19
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Gao S, Sylvester K, Song L, Claff T, Jing L, Woodson M, Weiße RH, Cheng Y, Schäkel L, Petry M, Gütschow M, Schiedel AC, Sträter N, Kang D, Xu S, Toth K, Tavis J, Tollefson AE, Müller CE, Liu X, Zhan P. Discovery and Crystallographic Studies of Trisubstituted Piperazine Derivatives as Non-Covalent SARS-CoV-2 Main Protease Inhibitors with High Target Specificity and Low Toxicity. J Med Chem 2022; 65:13343-13364. [PMID: 36107752 PMCID: PMC9491405 DOI: 10.1021/acs.jmedchem.2c01146] [Citation(s) in RCA: 33] [Impact Index Per Article: 16.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/17/2022] [Indexed: 01/08/2023]
Abstract
The continuous spread of SARS-CoV-2 calls for more direct-acting antiviral agents to combat the highly infectious variants. The main protease (Mpro) is an promising target for anti-SARS-CoV-2 drug design. Here, we report the discovery of potent non-covalent non-peptide Mpro inhibitors featuring a 1,2,4-trisubstituted piperazine scaffold. We systematically modified the non-covalent hit MCULE-5948770040 by structure-based rational design combined with multi-site binding and privileged structure assembly strategies. The optimized compound GC-14 inhibits Mpro with high potency (IC50 = 0.40 μM) and displays excellent antiviral activity (EC50 = 1.1 μM), being more potent than Remdesivir. Notably, GC-14 exhibits low cytotoxicity (CC50 > 100 μM) and excellent target selectivity for SARS-CoV-2 Mpro (IC50 > 50 μM for cathepsins B, F, K, L, and caspase 3). X-ray co-crystal structures prove that the inhibitors occupy multiple subpockets by critical non-covalent interactions. These studies may provide a basis for developing a more efficient and safer therapy for COVID-19.
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Affiliation(s)
- Shenghua Gao
- Department of Medicinal Chemistry, Key Laboratory of
Chemical Biology, Ministry of Education, School of Pharmaceutical Sciences,
Shandong University, Ji’nan250012,
China
- Shenzhen Research Institute of Shandong
University, A301 Virtual University Park in South District of Shenzhen,
Guangdong518057, P. R. China
| | - Katharina Sylvester
- PharmaCenter Bonn & Pharmaceutical Institute,
Department of Pharmaceutical & Medicinal Chemistry, University of
Bonn, An der Immenburg 4, Bonn53113, Germany
| | - Letian Song
- Department of Medicinal Chemistry, Key Laboratory of
Chemical Biology, Ministry of Education, School of Pharmaceutical Sciences,
Shandong University, Ji’nan250012,
China
| | - Tobias Claff
- PharmaCenter Bonn & Pharmaceutical Institute,
Department of Pharmaceutical & Medicinal Chemistry, University of
Bonn, An der Immenburg 4, Bonn53113, Germany
| | - Lanlan Jing
- Department of Medicinal Chemistry, Key Laboratory of
Chemical Biology, Ministry of Education, School of Pharmaceutical Sciences,
Shandong University, Ji’nan250012,
China
| | - Molly Woodson
- Department of Molecular Microbiology and Immunology,
Saint Louis University School of Medicine, St. Louis,
Missouri63103, United States
- Saint Louis University Institute for Drug
and Biotherapeutic Innovation, St. Louis, Missouri63103, United
States
| | - Renato H. Weiße
- Institute of Bioanalytical Chemistry, Center for
Biotechnology and Biomedicine, Leipzig University, Deutscher
Platz 5, Leipzig04103, Germany
| | - Yusen Cheng
- Department of Medicinal Chemistry, Key Laboratory of
Chemical Biology, Ministry of Education, School of Pharmaceutical Sciences,
Shandong University, Ji’nan250012,
China
| | - Laura Schäkel
- PharmaCenter Bonn & Pharmaceutical Institute,
Department of Pharmaceutical & Medicinal Chemistry, University of
Bonn, An der Immenburg 4, Bonn53113, Germany
| | - Marvin Petry
- PharmaCenter Bonn & Pharmaceutical Institute,
Department of Pharmaceutical & Medicinal Chemistry, University of
Bonn, An der Immenburg 4, Bonn53113, Germany
| | - Michael Gütschow
- PharmaCenter Bonn & Pharmaceutical Institute,
Department of Pharmaceutical & Medicinal Chemistry, University of
Bonn, An der Immenburg 4, Bonn53113, Germany
| | - Anke C. Schiedel
- PharmaCenter Bonn & Pharmaceutical Institute,
Department of Pharmaceutical & Medicinal Chemistry, University of
Bonn, An der Immenburg 4, Bonn53113, Germany
| | - Norbert Sträter
- Institute of Bioanalytical Chemistry, Center for
Biotechnology and Biomedicine, Leipzig University, Deutscher
Platz 5, Leipzig04103, Germany
| | - Dongwei Kang
- Department of Medicinal Chemistry, Key Laboratory of
Chemical Biology, Ministry of Education, School of Pharmaceutical Sciences,
Shandong University, Ji’nan250012,
China
| | - Shujing Xu
- Department of Medicinal Chemistry, Key Laboratory of
Chemical Biology, Ministry of Education, School of Pharmaceutical Sciences,
Shandong University, Ji’nan250012,
China
| | - Karoly Toth
- Department of Molecular Microbiology and Immunology,
Saint Louis University School of Medicine, St. Louis,
Missouri63103, United States
- Saint Louis University Institute for Drug
and Biotherapeutic Innovation, St. Louis, Missouri63103, United
States
| | - John Tavis
- Department of Molecular Microbiology and Immunology,
Saint Louis University School of Medicine, St. Louis,
Missouri63103, United States
- Saint Louis University Institute for Drug
and Biotherapeutic Innovation, St. Louis, Missouri63103, United
States
| | - Ann E. Tollefson
- Department of Molecular Microbiology and Immunology,
Saint Louis University School of Medicine, St. Louis,
Missouri63103, United States
- Saint Louis University Institute for Drug
and Biotherapeutic Innovation, St. Louis, Missouri63103, United
States
| | - Christa E. Müller
- PharmaCenter Bonn & Pharmaceutical Institute,
Department of Pharmaceutical & Medicinal Chemistry, University of
Bonn, An der Immenburg 4, Bonn53113, Germany
| | - Xinyong Liu
- Department of Medicinal Chemistry, Key Laboratory of
Chemical Biology, Ministry of Education, School of Pharmaceutical Sciences,
Shandong University, Ji’nan250012,
China
| | - Peng Zhan
- Department of Medicinal Chemistry, Key Laboratory of
Chemical Biology, Ministry of Education, School of Pharmaceutical Sciences,
Shandong University, Ji’nan250012,
China
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