Evidence map›Paper›PMID 37199464›Full record

ArticleJournal of chemical information and modeling2023

Integrative Approach to Dissect the Drug Resistance Mechanism of the H172Y Mutation of SARS-CoV-2 Main Protease.

Joseph Clayton, Vinícius Martins de Oliveira, Mohamed Fouad Ibrahim, Xinyuanyuan Sun, Paween Mahinthichaichan, Mingzhe Shen, Rolf Hilgenfeld, Jana Shen

Abstract read
In one paragraph

Article in Journal of chemical information and modeling, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 10 papers.

0numbers the graph read from it
0cells of the map it votes in
10citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

10 citing papers in PubMed.

  1. Review
  2. Drug Resistance Predictions Based on a Directed Flag Transformer.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2025
    Article
  3. Article
  4. Article
  5. Impact of SARS-CoV-2 variant mutations on susceptibility to monoclonal antibodies and antiviral drugs: a non-systematic review, April 2022 to October 2024.Euro surveillance : bulletin Europeen sur les maladies transmissibles = European communicable disease bulletin · 2025
    Review
  6. Article
  7. Review
  8. Contributions of Hyperactive Mutations in MACS infectious diseases · 2024
    Article
  9. Article
  10. A comprehensive study of SARS-CoV-2 main protease (MbioRxiv : the preprint server for biology · 2023
    Article
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

8 authors.

Joseph ClaytonDepartment of Pharmaceutical Sciences, University of Maryland School of Pharmacy, Baltimore, Maryland 21201, United States.ORCID 0000-0002-2652-5994
Vinícius Martins de OliveiraDepartment of Pharmaceutical Sciences, University of Maryland School of Pharmacy, Baltimore, Maryland 21201, United States.ORCID 0000-0003-0927-3825
Mohamed Fouad IbrahimInstitute for Molecular Medicine, University of Lübeck, Lübeck 23562, Germany.
Xinyuanyuan SunInstitute for Molecular Medicine, University of Lübeck, Lübeck 23562, Germany.
Paween MahinthichaichanDepartment of Pharmaceutical Sciences, University of Maryland School of Pharmacy, Baltimore, Maryland 21201, United States.ORCID 0000-0002-2216-4482
Mingzhe ShenDepartment of Pharmaceutical Sciences, University of Maryland School of Pharmacy, Baltimore, Maryland 21201, United States.ORCID 0000-0001-7461-3764
Rolf HilgenfeldInstitute for Molecular Medicine, University of Lübeck, Lübeck 23562, Germany.
Jana ShenDepartment of Pharmaceutical Sciences, University of Maryland School of Pharmacy, Baltimore, Maryland 21201, United States.ORCID 0000-0002-3234-0769

Funding

Electrostatic modulation of protein stability and foldingR01GM098818 · NIGMS · UNIVERSITY OF OKLAHOMA · PI SHEN, JANA · 2011 to 2021
$2.9M
A Multi-pronged Computational Approach to Advance Kinase Drug DiscoveryR01CA256557 · NCI · UNIVERSITY OF MARYLAND BALTIMORE · PI SHEN, JANA · 2021 to 2024
$1.4M
NCI NIH HHS R01 CA256557NIGMS NIH HHS R01 GM098818
6 · The paper itself

Abstract

Nirmatrelvir is an orally available inhibitor of SARS-CoV-2 main protease (Mpro) and the main ingredient of Paxlovid, a drug approved by the U.S. Food and Drug Administration for high-risk COVID-19 patients. Recently, a rare natural mutation, H172Y, was found to significantly reduce nirmatrelvir's inhibitory activity. As the COVID-19 cases skyrocket in China and the selective pressure of antiviral therapy builds in the US, there is an urgent need to characterize and understand how the H172Y mutation confers drug resistance. Here, we investigated the H172Y Mpro's conformational dynamics, folding stability, catalytic efficiency, and inhibitory activity using all-atom constant pH and fixed-charge molecular dynamics simulations, alchemical and empirical free energy calculations, artificial neural networks, and biochemical experiments. Our data suggest that the mutation significantly weakens the S1 pocket interactions with the N-terminus and perturbs the conformation of the oxyanion loop, leading to a decrease in the thermal stability and catalytic efficiency. Importantly, the perturbed S1 pocket dynamics weaken the nirmatrelvir binding in the P1 position, which explains the decreased inhibitory activity of nirmatrelvir. Our work demonstrates the predictive power of the combined simulation and artificial intelligence approaches, and together with biochemical experiments, they can be used to actively surveil continually emerging mutations of SARS-CoV-2 Mpro and assist the optimization of antiviral drugs. The presented approach, in general, can be applied to characterize mutation effects on any protein drug targets.

Indexed as

COVID-19Antiviral AgentsArtificial IntelligenceCoronavirus 3C ProteasesDrug CombinationsDrug ResistanceHumansLactamsLeucineMolecular Docking SimulationMolecular Dynamics SimulationMutationNitrilesProlineProtease InhibitorsRitonavir3C-like proteinase, SARS-CoV-2Antiviral AgentsCoronavirus 3C ProteasesDrug CombinationsLactamsLeucinenirmatrelvir and ritonavir drug combinationNitrilesProlineProtease InhibitorsRitonavir

Identifiers

PMID37199464
PMCPMC10237302

What Socratic holds

Textmetadata
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Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.