Evidence map›Paper›PMID 42900235›Full record

ArticleJournal of molecular modeling2026

Integrated computational and biochemical identification of quinoline-8-arylsulfonamides as disruptors of the Skp2-Cks1 protein-protein interaction.

Emadeldin M Kamel, Ahmed A Allam, Hassan A Rudayni, Sarah I Othman, Fahad M Alshabrmi, Faris F Aba Alkhayl, Al Mokhtar Lamsabhi

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Article in Journal of molecular modeling, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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5 · Who and what money

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7 authors.

Emadeldin M KamelChemistry Department, Faculty of Science, Beni-Suef University, Beni-Suef, 62514, Egypt. emad.abdelhameed@science.bsu.edu.eg.ORCID http://orcid.org/0000-0002-1279-9564
Ahmed A AllamDepartment of Biology, College of Science, Imam Mohammad Ibn Saud Islamic University (IMSIU), 11623, Riyadh, Saudi Arabia.
Hassan A RudayniDepartment of Biology, College of Science, Imam Mohammad Ibn Saud Islamic University (IMSIU), 11623, Riyadh, Saudi Arabia.
Sarah I OthmanDepartment of Biology, College of Science, Princess Nourah bint Abdulrahman University, P.O. BOX 84428, 11671, Riyadh, Saudi Arabia.
Fahad M AlshabrmiDepartment of Medical Laboratories, College of Applied Medical Sciences, Qassim University, 51452, Buraydah, Saudi Arabia.
Faris F Aba AlkhaylDepartment of Medical Laboratories, College of Applied Medical Sciences, Qassim University, 51452, Buraydah, Saudi Arabia.
Al Mokhtar LamsabhiDepartamento de Química, Facultad de Ciencias and Institute for Advanced Research in Chemical Science (IAdChem), Universidad Autónoma de Madrid, Módulo 13, 28049, Madrid, Spain.

Funding

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6 · The paper itself

Abstract

contextThe Skp2-Cks1 protein-protein interaction is essential for the recognition and ubiquitination of cell-cycle regulators such as p27 and represents an attractive target for anticancer drug discovery. This study aimed to identify small-molecule disruptors of the Skp2-Cks1 interface from a quinoline-8-arylsulfonamide library using an integrated computational and experimental approach. Comparative MM/PBSA analysis indicated that C2 and C1 produced the greatest predicted weakening of the interface, with ΔΔGₚₚᵢ values of +13.19 and +9.54 kcal/mol, respectively. Conversely, C3 and C4 yielded negative values of -15.21 and -26.47 kcal/mol, consistent with predicted interface stabilization. These computational findings were supported by the biochemical activity ranking: C2 and C1 exhibited the lowest IC₅₀ values, at 1.48 ± 0.13 and 1.87 ± 0.13 µM, respectively, compared with 2.62 ± 0.35 µM for the reference compound NSC689857. C3 and C4 showed substantially weaker activity. These findings identify quinoline-8-arylsulfonamides as a promising chemotype for targeting the Skp2-Cks1 interface and prioritize C2 for further optimization.

methodsA funnel-based virtual screening strategy was applied to 74 compounds, incorporating diversity and drug-likeness filtering, molecular docking with AutoDock Vina, short molecular dynamics refinement, and MM/PBSA rescoring. Prioritized complexes underwent 1000 ns molecular dynamics simulations, free-energy landscape analysis, quantitative assessment of protein-protein interaction disruption metrics, and in silico ADMET profiling. Comparative MM/PBSA calculations evaluated ligand-induced changes in Skp2-Cks1 interaction energy relative to the apo complex. Biochemical inhibitory activity was assessed using an in vitro homogeneous time-resolved fluorescence (HTRF) assay.

Indexed as

QuinolinesS-Phase Kinase-Associated ProteinsSulfonamidesHumansMolecular Docking SimulationMolecular Dynamics SimulationProtein BindingQuinolinesSKP2 protein, humanS-Phase Kinase-Associated ProteinsSulfonamidesHTRF assayMolecular dynamics simulationProtein–protein interactionQuinoline-8-arylsulfonamidesSkp2–Cks1

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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.