Evidence map›Paper›PMID 41639476›Full record

ArticleJournal of computer-aided molecular design2026

Mechanistic insights into the noncovalent inhibition of SARS-CoV-2 PLpro: a multiscale computational study.

Flávio Vinícius da Silva Ribeiro, Renan Patrick da Penha Valente, Hendrik G Kruger, Jéssica de Oliveira Araújo, José Rogério A Silva

Abstract read
In one paragraph

Article in Journal of computer-aided molecular design, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

5 authors.

Flávio Vinícius da Silva RibeiroGraduate Program in Chemistry, Institute of Exact and Natural Sciences, Federal University of Pará, Belém, 66075-110, Brazil.ORCID 0000-0002-7772-8257
Renan Patrick da Penha ValenteGraduate Program in Chemistry, Institute of Exact and Natural Sciences, Federal University of Pará, Belém, 66075-110, Brazil.ORCID 0000-0002-6089-9260
Hendrik G KrugerCatalysis and Peptide Research Unit, University of KwaZulu-Natal, Durban, 4000, South Africa.ORCID 0000-0003-0606-2053
Jéssica de Oliveira AraújoInstitute of Chemistry, Universidade Estadual de Campinas (UNICAMP), Campinas, SP, Brazil.ORCID 0000-0003-4968-8005
José Rogério A SilvaGraduate Program in Chemistry, Institute of Exact and Natural Sciences, Federal University of Pará, Belém, 66075-110, Brazil. rogerio@ufpa.br.ORCID 0000-0003-2310-5107

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The papain-like protease of SARS-CoV-2 (PLpro2) is integral to viral polyprotein cleavage and the modulation of host immune responses, positioning it as a critical target for antiviral drug development. Here, we elucidate the molecular mechanisms governing the noncovalent inhibition of PLpro2 through a comprehensive computational approach, including molecular docking, extensive molecular dynamics (MD) simulations, binding free energy calculations (MM/GBSA and SIE), principal component and free energy landscape (PCA/FEL) analyses, and protein-ligand interaction fingerprinting (ProLIF). We assessed a structurally diverse set of noncovalent inhibitors for their capacity to induce conformational rearrangements and stabilize key structural motifs of PLpro2, with particular emphasis on the BL2 loop. Notably, XR3 and A19 exhibited superior experimental and predicted binding affinities, which can be attributed to favorable contacts with essential residues Tyr268 and Gln269, the attenuation of loop dynamics, and the stabilization of energetically favorable conformational states. By contrast, less potent inhibitors were associated with increased conformational heterogeneity, fragmented free energy landscapes, and diminished interactions with critical loop residues. Therefore, our integrative analysis delineates the structural and energetic determinants underpinning noncovalent PLpro2 inhibition, underscoring the central roles of loop immobilization and π-stacking interactions in the rational design of next-generation PLpro2 inhibitors.

Indexed as

Antiviral AgentsBetacoronavirusCoronavirus 3C ProteasesSARS-CoV-2Binding SitesCoronavirus Papain-Like ProteasesHumansLigandsMolecular Docking SimulationMolecular Dynamics SimulationProtein BindingProtein ConformationThermodynamicsAntiviral AgentsCoronavirus 3C ProteasesCoronavirus Papain-Like ProteasesLigandspapain-like protease, SARS-CoV-2BL2 loopConformational dynamicsFree energy profilingInteraction hotspot mappingNon-Covalent inhibitionSARS-CoV-2 pLproStructure-Based drug discovery

Identifiers

PMID41639476
PMCPMC12872634

What OpenQuestion holds

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LicenceCC BY
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Registered trials

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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 OpenQuestion graph.