bioRxivBiophysics
Iterative computational design and crystallographic screening identifies potent inhibitors targeting the Nsp3 Macrodomain of SARS-CoV-2
S. Gahbauer, G. J. Correy, M. Schuller, M. P. Ferla, Y. U. Doruk, M. Rachman, T. Wu, M. Diolaiti, S. Wang, J. Neitz, D. FearoniD, D. S. Radchenko, Y. Moroz, J. J. Irwin, A. R. Renslo, J. C. Taylor, J. E. Gestwicki, F. von DelftiD, A. Ashworth, I. Ahel, B. K. Shoichet, J. S. Fraser
Abstract
The nonstructural protein 3 (NSP3) of the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) contains a conserved macrodomain enzyme (Mac1) that is critical for pathogenesis and lethality. While small molecule inhibitors of Mac1 have great therapeutic potential, at the outset of the COVID-19 pandemic there were no well-validated inhibitors for this protein nor, indeed, the macrodomain enzyme family, making this target a pharmacological orphan. Here, we report the structure-based discovery and development of several different chemical scaffolds exhibiting low- to sub-micromolar affinity for Mac1 through iterations of computer-aided design, structural characterization by ultra-high resolution protein crystallography, and binding evaluation. Potent scaffolds were designed with in silico fragment linkage and by ultra-large library docking of over 450 million molecules. Both techniques leverage the computational exploration of tangible chemical space and are applicable to other pharmacological orphans. Overall, 160 ligands in 119 different scaffolds were discovered, and 152 Mac1-ligand complex crystal structures were determined, typically to 1 [A] resolution or better. Our analyses discovered selective and cell-permeable molecules, unexpected ligand-mediated protein dynamics within the active site, and key inhibitor motifs that will template future drug development against Mac1. Significance StatementSARS-CoV-2 encodes a viral macrodomain protein (Mac1) that hydrolyzes ribo-adenylate marks on viral proteins, disrupting the innate immune response to the virus. Catalytic mutations in the enzyme make the related SARS-1 virus less pathogenic and non-lethal in animals, suggesting that Mac1 will be a good antiviral target. However, no potent inhibitors of this protein class have been described, and pharmacologically the enzyme remains an orphan. Here, we computationally designed potent inhibitors of Mac1, determining 150 inhibitor-enzyme structures to ultra-high resolution by crystallography. In silico fragment linking and molecular docking of > 450 million virtual compounds led to inhibitors with submicromolar activity. These molecules may template future drug discovery efforts against this crucial but understudied viral target.
- organism: virus
- assay: protein structure
- research focus: drug response / drug discovery
- approach: deep learning
- approach: statistical model
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Structure-based discovery of inhibitors of Mac1 domain of nonstructural protein-3 of SARS-CoV-2 by machine learning-augmented screening of chemical space
Fuqiang Ban, Rahul Ravichandran, … Francesco Gentile·Scientific ReportsPeer-reviewed·Aug 3, 2026
- Fragment binding to the Nsp3 macrodomain of SARS-CoV-2 identified through crystallographic screening and computational docking
M. Schuller, G. J. Correy, … Smi·bioRxiv·Nov 24, 2020
- Design, Synthesis and Evaluation of Inhibitors of the SARS-CoV-2 nsp3 Macrodomain
L. M. Sherrill, E. E. Joya, … D. V. Ferraris·bioRxiv·Feb 27, 2022
- Discovery of Drug-like Ligands for the Mac1 Domain of SARS-CoV-2 Nsp3
R. S. Virdi, R. V. Bavisotto, … D. Frick·bioRxiv·Jul 6, 2020
- Extensive exploration of structure activity relationships for the SARS-CoV-2 macrodomain from shape-based fragment merging and active learning
G. J. Correy, Moira M. Rachman, … James S. Fraser·Science AdvancesPeer-reviewed·May 28, 2025
- The mechanisms of catalysis and ligand binding for the SARS-CoV-2 NSP3 macrodomain from neutron and X-ray diffraction at room temperature
G. J. Correy, D. W. Kneller, … J. S. Fraser·bioRxiv·Feb 7, 2022