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Updated: Jun 5, 2026

Pharmacophore Modeling for Targets with Extensive Ligand Libraries: A Case Study on SARS-CoV-2 Mpro
Published on: September 26, 2025
Cephalosporins are potent SARS-CoV-2 main protease inhibitors
Dorian-Gabriel Muntean1, Wojtek Treyde1, Dóra Laczi1
1Chemistry Research Laboratory and the Ineos Oxford Institute for Antimicrobial Research, University of Oxford, 12 Mansfield Road, Oxford, OX1 3TA, United Kingdom.
Abstract:
The SARS-CoV-2 main protease (Mpro) plays a pivotal role in viral replication and is a validated therapeutic target. Previous work has revealed that derivatives of clinically used penicillin antibiotics can inhibit Mproin vitro through non-covalent binding at the active site or formation of stable acyl-enzyme complexes via reaction of the nucleophilic Cys145 with the penicillin β-lactam ring. Here we demonstrate that cephalosporin derivatives are substantially more potent inhibitors of isolated Mpro than the reported penicillin derivatives. Structure-activity relationship and computational studies reveal the importance of appropriate cephalosporin C3 substitution in modulating inhibition potency and mechanism, with both covalent reaction with Cys145 and non-covalent active site binding being observed. Cephalosporin derivatives also show potential for inhibiting SARS-CoV-2 replication in infected cells. The combined results imply that the cephalosporin scaffold may be of use for development of antiviral drugs targeting the SARS-CoV-2 proteases and, by implication, other nucleophilic cysteine proteases. They further highlight the potential of bicyclic β-lactams for therapeutic applications beyond their established use as antibiotics inhibiting bacterial nucleophilic serine transpeptidases.
Insights
Cephalosporin derivatives show greater potential than penicillins for inhibiting the SARS-CoV-2 main protease (Mpro). These compounds may lead to new antiviral drugs targeting viral proteases and other cysteine proteases.
Area of Science:
- Biochemistry
- Drug Discovery
- Virology
Background:
- The SARS-CoV-2 main protease (Mpro) is crucial for viral replication and a key therapeutic target.
- Penicillin derivatives have previously shown inhibitory effects on Mpro through non-covalent binding or acyl-enzyme complex formation.
Purpose of the Study:
- To evaluate cephalosporin derivatives as potential inhibitors of SARS-CoV-2 Mpro.
- To investigate the structure-activity relationships and mechanisms of cephalosporin inhibition.
Main Methods:
- In vitro inhibition assays of isolated Mpro.
- Structure-activity relationship studies.
- Computational modeling.
- Cell-based assays to assess inhibition of viral replication.
Main Results:
- Cephalosporin derivatives demonstrated significantly higher potency against Mpro compared to penicillin derivatives.
- Cephalosporin C3 substitution influenced inhibition potency and mechanism, involving both covalent and non-covalent interactions with Cys145.
- Cephalosporin derivatives exhibited potential in reducing SARS-CoV-2 replication in infected cells.
Conclusions:
- The cephalosporin scaffold offers a promising avenue for developing novel antiviral drugs against SARS-CoV-2 Mpro.
- These findings suggest broader therapeutic potential for bicyclic β-lactams against cysteine proteases beyond bacterial serine transpeptidases.
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