Computational Drug Repurposing of a Ketamine–Methylphenidate Conjugate for Targeting GLIPR1 in Human Glioma
Computational Targeting of GLIPR1 Using a Ketamine–Methylphenidate Conjugate
DOI:
https://doi.org/10.54393/fbt.v5i4.220Keywords:
Glioma, Ketamine, Methylphenidate, Conjugate, Docking, Tumor, BrainAbstract
Gliomas are the most aggressive primary brain tumors, characterized by high mortality, therapeutic resistance, and limited treatment options due to blood–brain barrier constraints. Glioma pathogenesis-related protein 1 (GLIPR1) is highly upregulated in malignant gliomas and minimally expressed in normal brain tissue, making it a promising molecular target. Drug conjugation strategies may improve CNS delivery and therapeutic efficiency against such targets. Objectives: This study aimed to investigate the binding potential and pharmacokinetic feasibility of a ketamine–methylphenidate conjugate against the glioma-associated protein GLIPR1 using in silico approaches. Methodology: The three-dimensional structure of GLIPR1 (PDB ID: 3Q2U) was retrieved and prepared using Discovery Studio. Structural validation was performed through Ramachandran plot analysis, SOPMA, and PROCHECK. Active site prediction was carried out using PrankWeb, and physicochemical properties were assessed with ProtParam. The ketamine–methylphenidate conjugate (SDF format) was obtained from Nouman Ali et al. and evaluated for ADMET properties using pkCSM. Molecular docking was performed using CB-Dock, and ligand–protein interactions were analyzed via Discovery Studio. Results: Docking analysis revealed a favorable binding affinity (−6.9 kcal/mol), supported by two hydrogen bonds, five hydrophobic interactions, and one electrostatic interaction. Pharmacokinetic profiling indicated suitable absorption, moderate BBB permeability, and an acceptable safety profile, supporting CNS applicability. Conclusions: The findings suggest that the ketamine–methylphenidate conjugate is a promising CNS-penetrant candidate with potential relevance in glioma management, warranting further experimental validation.
References
Ostrom QT, Price M, Neff C, Cioffi G, Waite KA, Kruchko C et al. CBTRUS Statistical Report: Primary Brain and Other Central Nervous System Tumors Diagnosed in the United States in 2015–2019. Neuro-Oncology. 2022 Oct; 24(5): 1-95. doi: 10.1093/neuonc/noac202.
Bray F, Laversanne M, Sung H, Ferlay J, Siegel RL, Soerjomataram I et al. Global Cancer Statistics 2022: GLOBOCAN Estimates of Incidence and Mortality Worldwide for 36 Cancers in 185 Countries. CA: A Cancer Journal for Clinicians. 2024 May; 74(3): 229-263. doi: 10.3322/caac.21834.
Stupp R, Mason WP, Van Den Bent MJ, Weller M, Fisher B, Taphoorn MJ et al. Radiotherapy Plus Concomitant and Adjuvant Temozolomide for Glioblastoma. New England Journal of Medicine. 2005 Mar; 352(10): 987-996. doi: 10.1056/NEJMoa043330.
Jezierzański M, Nafalska N, Stopyra M, Furgoł T, Miciak M, Kabut J et al. Temozolomide in the Treatment of Glioblastoma Multiforme—A Literature Review and Clinical Outcomes. Current Oncology. 2024 Jul; 31(7): 3994-4002. doi: 10.3390/curroncol31070296.
Li F, Zhang W, Wang M, Jia P. GLIPR1 Regulates the TIMP1-CD63-ITGB1-AKT Signaling Pathway in Glioma Cells and Induces Malignant Transformation of Astroglioma. Translational Cancer Research. 2022 Jul; 11(7): 2205. doi: 10.21037/tcr-21-2413.
Asojo OA, Koski RA, Bonafé N. Structural Studies of Human Glioma Pathogenesis-Related Protein 1. Biological Crystallography. 2011 Oct; 67(10): 847-855. doi: 10.1107/S0907444911028198.
Antos Z, Żukow X, Bursztynowicz L, Jakubów P. Beyond NMDA Receptors: A Narrative Review of Ketamine’s Rapid and Multifaceted Mechanisms in Depression Treatment. International Journal of Molecular Sciences. 2024 Dec; 25(24): 13658. doi: 10.3390/ijms252413658.
Fan W, Yang H, Sun Y, Zhang J, Li G, Zheng Y et al. Ketamine Rapidly Relieves Acute Suicidal Ideation in Cancer Patients: A Randomized Controlled Clinical Trial. Oncotarget. 2016 Dec; 8(2): 23.56. doi: 10.18632/oncotarget.13743
Hagan AJ, Hill RM, Kingston A, Bailey S, Verity SJ. The Utility of Long-Term Methylphenidate in Preserving Intellectual Development in Survivors of Childhood Brain Tumour. Journal of Neuro-Oncology. 2025 Nov; 175(2): 801-812. doi: 10.1007/s11060-025-05177-9.
Li H, Che K, Zhi Z, Xu W, Huang J, Wang X et al. Efficacy and safety of methylphenidate and ginseng in cancer-related fatigue: a network meta-analysis of randomized controlled trials. Translational Cancer Research. 2023 Apr; 12(4): 732. doi: 10.21037/tcr-22-2303.
Stevens T, Sangkuhl K, Brown JT, Altman RB, Klein TE. PharmGKB Summary: Methylphenidate Pathway, Pharmacokinetics/Pharmacodynamics. Pharmacogenetics And Genomics. 2019 Aug; 29(6): 136-154. doi: 10.1097/FPC.0000000000000376.
Kamp J, Jonkman K, van Velzen M, Aarts L, Niesters M, Dahan A et al. Pharmacokinetics of Ketamine and Its Major Metabolites Norketamine, Hydroxynorketamine, and Dehydronorketamine: A Model-Based Analysis. British Journal of Anaesthesia. 2020 Nov; 125(5): 750-761. doi: 10.1016/j.bja.2020.06.067.
Hussain M, Kanwal N, Jahangir A, Ali N, Hanif N, Ullah O. Computational Modeling of Cyclotides as Antimicrobial Agents Against Neisseria Gonorrhoeae Porb Porin Protein: Integration of Docking, Immune, and Molecular Dynamics Simulations. Frontiers in Chemistry. 2024 Nov; 12: 1493165. doi: 10.3389/fchem.2024.1493165.
Ullah O, Hanif N, Mufti AQ, Amjad F, Manzoor M, Jameel E et al. Insilico Insights into Resveratrol as a Potential Inhibitor of Mycobacterium Tuberculosis Enoyl-ACP Reductase (InhA) Protein: Insilico Insights into Mycobacterium Tuberculosis Enoyl-ACP Reductase. Futuristic Biotechnology. 2024 Sep: 27-33. doi: 10.54393/fbt.v4i03.134.
Naveed M, Hussain M, Aziz T, Hanif N, Kanwal N, Arshad A et al. Computational Biology-Assisted Exploration of Phytochemicals Derived Natural Inhibitors to Block BZLF1 Gene Activation of Epstein–Bar Virus in Host. Scientific Reports. 2024 Dec; 14(1): 31664. doi: 10.1038/s41598-024-81037-2.
Jendele L, Krivak R, Skoda P, Novotny M, Hoksza D. PrankWeb: A Web Server for Ligand Binding Site Prediction and Visualization. Nucleic Acids Research. 2019 Jul; 47(1): 345-349. doi: 10.1093/nar/gkz424.
Wu Z, Cui Y, Mao W, Li Y, Lan H. Bufalin Promotes Apoptosis and Autophagy Through the JAK-STAT Signaling Pathway in Myeloid Leukemia. Pakistan Veterinary Journal. 2024 Oct; 44(4): 1-11.
Baroroh U, Biotek M, Muscifa ZS, Destiarani W, Rohmatullah FG, Yusuf M. Molecular Interaction Analysis and Visualization of Protein-Ligand Docking Using Biovia Discovery Studio Visualizer. Indonesian Journal of Computational Biology. 2023 Jul; 2(1): 22-30. doi: 10.24198/ijcb.v2i1.46322.
Asrar B, Ali N, Ali I, Naveed M. In Silico Investigation of Ketamine and Methylphenidate Drug-Drug Conjugate for MDD and ADHD Treatment Using MD Simulations and MMGBSA. Scientific Reports. 2025 Jul; 15(1): 24565. doi: 10.1038/s41598-024-82302-0.
Mvondo JG, Matondo A, Mawete DT, Bambi SM, Mbala BM, Lohohola PO. In Silico ADME/T Properties of Quinine Derivatives Using Swissadme and Pkcsm Webservers. International Journal of Tropical Disease and Health. 2021; 42(11): 1-2. doi: 10.9734/ijtdh/2021/v42i1130492.
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