Evidence map›Paper›PMID 41484143›Full record

ArticleScientific reports2026

Discovery of thiadiazole-based small-molecule inhibitors of SARS-CoV-2 spike-ACE2 interaction through integrated computational prediction and experimental validation.

Zakkia Gul, Syed Ahsan Shahid, Obaid-Ur-Rahman Abid, Muhammad Waqas, Shazia Rafique, Ahmed E Al-Sabri, Asma Sardar, Afrah F Alkhuriji, Nawal M Al-Malahi, Muhammad Irfan and 1 more

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Article in Scientific reports, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

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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

3 citing papers in PubMed.

  1. Article
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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

11 authors.

Zakkia GulDepartment of Biotechnology and Genetic Engineering, Hazara University, Mansehra, 21300, Pakistan.
Syed Ahsan ShahidNatural and Medical Sciences Research Center, University of Nizwa, Birkat Al-Mouz, Nizwa, 616, Oman.
Obaid-Ur-Rahman AbidDepartment of Chemistry, Hazara University, Mansehra, 21300, Pakistan.
Muhammad WaqasDepartment of Biotechnology and Genetic Engineering, Hazara University, Mansehra, 21300, Pakistan.
Shazia RafiqueNational Centre of Excellence in Molecular Biology (CEMB), University of the Punjab, Lahore, 54590, Pakistan.
Ahmed E Al-SabriDepartment of Botany and Microbiology, College of Science, King Saud University, P.O. Box 2455, Riyadh, 11451, Saudi Arabia. aalsabri@ksu.edu.sa.
Asma SardarDepartment of Chemistry, Fatima Jinnah Women University Rawalpindi, Rawalpindi, 46000, Pakistan.
Afrah F AlkhurijiDepartment of Zoology, College of Science, King Saud University, P.O. Box 2455, Riyadh, 11451, Saudi Arabia.
Nawal M Al-MalahiDepartment of Zoology, College of Science, King Saud University, P.O. Box 2455, Riyadh, 11451, Saudi Arabia.
Muhammad IrfanASRT, Inc., Atlanta, Georgia, 30303, USA.
Amjad AliDepartment of Biotechnology and Genetic Engineering, Hazara University, Mansehra, 21300, Pakistan. amjad.genetics@hu.edu.pk.

Funding

King Saud University ORF-2025-143
6 · The paper itself

Abstract

The SARS-CoV-2 spike protein enables viral entry by binding to the human ACE2 receptor, making it a critical target for antiviral intervention. In this study, five small molecules derived from 1,3,4-thiadiazole scaffolds were identified as potential inhibitors of the spike-ACE2 interaction using structure-based virtual screening and experimental validation. All five compounds were predicted to bind within the receptor-binding domain of the spike protein and disrupted ACE2 attachment. Simulations confirmed stable binding for all compounds without structural destabilization of the spike protein. Binding reduced the flexibility of key receptor-binding loops, maintained overall compactness of the spike structure, and restricted large-scale conformational shifts compared to the unbound protein. Energy analysis showed that hydrophobic contacts and electrostatic interactions contributed to stable complex formation. Of the five compounds, NS1 and NS2 demonstrated the strongest binding affinities (− 49.17 and − 47.74 kcal mol−¹), stable binding behavior over extended simulations, and consistent structural stabilization of the spike protein. In vitro, NS1 and NS2 inhibited the spike-ACE2 interaction with IC₅₀ values of 2162.77 nM and 2946.28 nM, respectively. Both compounds exhibited low cytotoxicity in human BJ fibroblast cells and predicted oral bioavailability based on pharmacokinetic modeling. We identified NS1 and NS2 as promising lead compounds capable of directly targeting the spike-ACE2 interface. Our results support small-molecule inhibition of spike-ACE2 binding as a viable antiviral approach and highlight the identified thiadiazole scaffold as a starting point for future optimization and preclinical development.

Indexed as

Angiotensin-Converting Enzyme 2Antiviral AgentsBetacoronavirusSpike Glycoprotein, CoronavirusThiadiazolesBinding SitesDrug DiscoveryHumansMolecular Docking SimulationMolecular Dynamics SimulationProtein BindingSARS-CoV-2Small Molecule LibrariesACE2 protein, humanAngiotensin-Converting Enzyme 2Antiviral AgentsSmall Molecule LibrariesSpike Glycoprotein, Coronavirusspike protein, SARS-CoV-2ThiadiazolesACE2 interactionAntiviral developmentSARS-CoV-2 spike proteinSmall-molecule inhibitorsThiadiazole derivatives

Identifiers

PMID41484143
PMCPMC12789425

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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.