Structure-guided discovery of submicromolar 1,2,4-triazole–Schiff-base inhibitors of glutathione reductase

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Özet

Glutathione reductase (GR) plays a crucial role in maintaining cellular redox balance and is a promising target for ferroptosis-based cancer therapies. In this study, we report the design, synthesis, and comprehensive evaluation of a novel series of 1,2,4-triazole–Schiff base succinate derivatives (AUR-514–518) as potent GR inhibitors. In vitro Mannervik assays revealed vigorous submicromolar inhibitory activity, with AUR-517 emerging as the most effective (IC50 = 0.471 ± 0.032 μM), significantly surpassing quercetin (IC50 = 214.5 ± 18.5 μM). Antioxidant profiling revealed negligible radical scavenging activity; however, modest CUPRAC responses suggest a target-specific mechanism. To elucidate the molecular determinants of inhibition, we employed deep-learning–assisted protein–ligand affinity predictions, molecular dynamics simulations, MM/GBSA free-energy calculations, and dimensional reduction analyses. These computational studies revealed dual binding modes at both the catalytic site and dimer interface, with AUR-517 forming stable interactions with key catalytic residues, consistent with experimental potency rankings. The RMSD/RMSF profiles indicated enhanced conformational stability of GR–ligand complexes, while binding energy landscapes underscored the superior stability of AUR-517. Consequently, these findings establish the AUR series as a new class of structurally validated GR inhibitors, with AUR-517 representing a lead scaffold for the rational development of ferroptosis-sensitizing agents with translational potential in oncology.

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dc.contributor.authorManap, Sevda
dc.contributor.authorAkar, Hande
dc.contributor.authorMedetalibeyoğlu, Hilal
dc.contributor.authorAtalay, Abdurrahman
dc.contributor.authorCan, Zehra
dc.contributor.authorKara, Yakup
dc.contributor.authorAlkan, Muzaffer
dc.contributor.authorBeytur, Murat
dc.contributor.authorYüksek, Haydar
dc.contributor.authorOrtaakarsu, Ahmet Buğra
dc.date.accessioned2026-10-29T19:08:27.616661077Z
dc.date.available2026-10-29T19:08:27.616661077Z
dc.date.issued2026
dc.description.abstractGlutathione reductase (GR) plays a crucial role in maintaining cellular redox balance and is a promising target for ferroptosis-based cancer therapies. In this study, we report the design, synthesis, and comprehensive evaluation of a novel series of 1,2,4-triazole–Schiff base succinate derivatives (AUR-514–518) as potent GR inhibitors. In vitro Mannervik assays revealed vigorous submicromolar inhibitory activity, with AUR-517 emerging as the most effective (IC50 = 0.471 ± 0.032 μM), significantly surpassing quercetin (IC50 = 214.5 ± 18.5 μM). Antioxidant profiling revealed negligible radical scavenging activity; however, modest CUPRAC responses suggest a target-specific mechanism. To elucidate the molecular determinants of inhibition, we employed deep-learning–assisted protein–ligand affinity predictions, molecular dynamics simulations, MM/GBSA free-energy calculations, and dimensional reduction analyses. These computational studies revealed dual binding modes at both the catalytic site and dimer interface, with AUR-517 forming stable interactions with key catalytic residues, consistent with experimental potency rankings. The RMSD/RMSF profiles indicated enhanced conformational stability of GR–ligand complexes, while binding energy landscapes underscored the superior stability of AUR-517. Consequently, these findings establish the AUR series as a new class of structurally validated GR inhibitors, with AUR-517 representing a lead scaffold for the rational development of ferroptosis-sensitizing agents with translational potential in oncology.
dc.description.sponsorshipTürkiye Bilimsel ve Teknolojik Araştırma Kurumu, TUBITAK
dc.description.sponsorshipKafkas Üniversitesi, (2018-FM-46)
dc.description.sponsorshipKafkas Üniversitesi
dc.identifier.articlenumber149471
dc.identifier.doi10.1016/j.ijbiomac.2025.149471
dc.identifier.eissn1879-0003
dc.identifier.issn0141-8130
dc.identifier.pmid41349751
dc.identifier.scopus2-s2.0-105024432606
dc.identifier.urihttps://rdlopen.rawdatalibrary.net/r/bayburt/11497
dc.identifier.volume337
dc.identifier.wosWOS:001641343000001
dc.language.isoen
dc.publisherElsevier B.V.
dc.relation.ispartofInternational Journal of Biological Macromolecules
dc.rightsinfo:eu-repo/semantics/closedAccess
dc.subject1,2,4-triazole–Schiff base
dc.subjectAntioxidant assays
dc.subjectBoltz-2
dc.subjectFerroptosis sensitization
dc.subjectGlutathione reductase
dc.subjectMolecular dynamics simulations
dc.subject.classificationBiochemistry & Molecular Biology
dc.subject.classificationChemistry, Applied
dc.subject.classificationPolymer Science
dc.subject.classificationChemistry
dc.subject.otherDrug Discovery
dc.subject.otherEnzyme Inhibitors
dc.subject.otherGlutathione Reductase
dc.subject.otherHumans
dc.subject.otherLigands
dc.subject.otherMolecular Docking Simulation
dc.subject.otherMolecular Dynamics Simulation
dc.subject.otherSchiff Bases
dc.subject.otherStructure-Activity Relationship
dc.subject.otherTriazoles
dc.subject.otherAntioxidants
dc.subject.otherAssays
dc.subject.otherBinding energy
dc.subject.otherBioinformatics
dc.subject.otherChelation
dc.subject.otherComplexation
dc.subject.otherDeep learning
dc.subject.otherFree energy
dc.subject.otherFree radicals
dc.subject.otherOncology
dc.subject.otherPlants (botany)
dc.subject.otherScaffolds
dc.subject.otherScaffolds (biology)
dc.subject.other1 2 4 triazole schiff base inhibitor
dc.subject.otherbis 2 methoxy 4 1 acetyl 3 benzyl 4 5 di hydro 1 h 1 2 4 triazol 5 one 4 yl azomethine phenyl succinate
dc.subject.otherbis 2 methoxy 4 1 acetyl 3 ethyl 4 5 dihydro 1 h 1 2 4 triazol 5 one 4 yl azomethine phenylsuccinate
dc.subject.otherbis 2 methoxy 4 1 acetyl 3 methyl 4 5 dihydro 1 h 1 2 4 triazol 5 one 4 yl azomethine phenylsuccinate
dc.subject.otherbis 2 methoxy 4 1 acetyl 3 p chlorobenzyl 4 5 dihydro 1 h 1 2 4 triazol 5 one 4 yl azomethine phenyl succinate
dc.subject.otherbis 2 methoxy 4 1 acetyl 3 p methyl benzyl 4 5 dihydro1 h 1 2 4 triazol 5 one 4 yl azomethine phenyl succinate
dc.subject.otherbis 2 methoxy 4 1 acetyl 3 substituted 4 5 dihydro 1 h 1 2 4 triazol 5 one 4 yl azomethine phenylsuccinate
dc.subject.otherchemical agent
dc.subject.otherchemical compound
dc.subject.otherunclassified drug
dc.subject.other1,2,4-triazole
dc.subject.otherenzyme inhibitor
dc.subject.otherligand
dc.subject.otherSchiff base
dc.subject.othertriazole derivative
dc.subject.other1,2,4-triazole–schiff base
dc.subject.otherAntioxidant assays
dc.subject.otherBoltz-2
dc.subject.otherDynamics simulation
dc.subject.otherFerroptosis sensitization
dc.subject.otherMolecular dynamic simulation
dc.subject.otherReductase inhibitors
dc.subject.otherSchiff-base
dc.subject.otherSensitisation
dc.subject.otherabsorption
dc.subject.otherantioxidant activity
dc.subject.otherArticle
dc.subject.othercarbon nuclear magnetic resonance
dc.subject.otherchemical structure
dc.subject.othercomputer model
dc.subject.othercupric reducing antioxidant capacity
dc.subject.otherferric reducing antioxidant power
dc.subject.otherferroptosis
dc.subject.otherFourier transform infrared spectroscopy
dc.subject.otherhydrogen bond
dc.subject.otherIC50
dc.subject.othermolecular docking
dc.subject.othermolecular dynamics
dc.subject.othernonhuman
dc.subject.otherorganic chemistry
dc.subject.otherprotein expression
dc.subject.otherprotein structure
dc.subject.otherproton nuclear magnetic resonance
dc.subject.otherroom temperature
dc.subject.othersensitization
dc.subject.othersimulation
dc.subject.othersynthesis
dc.subject.otherultraviolet spectrophotometry
dc.subject.otherchemistry
dc.subject.otherdrug development
dc.subject.otherhuman
dc.subject.othermetabolism
dc.subject.otherstructure activity relation
dc.titleStructure-guided discovery of submicromolar 1,2,4-triazole–Schiff-base inhibitors of glutathione reductase
dc.typeArticle
rdl.citation.openalex5
rdl.citation.scopus3
rdl.citation.wos3
rdl.departmentDepartment of Chemistry, Faculty of Arts and Sciences, Kafkas University, 36040, Kars, Turkey
rdl.departmentDepartment of Chemistry, Faculty of Arts and Sciences, Gazi University, 06560, Ankara, Turkey
rdl.departmentDepartment of Nutrition and Dietetics, Faculty of Health Science, Avrasya University, 61080, Trabzon, Turkey
rdl.departmentDepartment of Emergency Aid and Disaster Management, Faculty of Applied Sciences, Bayburt University, 69000, Bayburt, Turkey
rdl.departmentDepartment of Chemistry, Faculty of Sciences, Karadeniz Technical University, 61080, Trabzon, Turkey
rdl.departmentDepartment of Science Education, Dede Korkut Education Faculty, Kafkas University, 36040, Kars, Turkey
rdl.departmentAurealcraft Incorporated, 131 Continental Dr, Suite 305, Newark, DE, 19713, USA
rdl.oa.statusclosed
rdl.scopus.quartileQ1
rdl.sdgSDG03
rdl.source.indexSCOPUS
rdl.source.indexWOS
rdl.source.indexPUBMED
rdl.wos.indexScience Citation Index Expanded (SCI-EXPANDED)