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ORIGINAL RESEARCH article

Front. Pharmacol.

Sec. Experimental Pharmacology and Drug Discovery

Volume 16 - 2025 | doi: 10.3389/fphar.2025.1531512

This article is part of the Research Topic Approaches to improve the performance of virtual screening: scoring functions, structural filtration, prediction of physicochemical properties/pharmacological activity View all 5 articles

Pharmacophore-Based Virtual Screening and In Silico Investigations of Small Molecule Library for Discovery of Human Hepatic Ketohexokinase Inhibitors for the Treatment of Fructose Metabolic Disorders

Provisionally accepted
  • 1 Department of Pharmaceutical Chemistry, College of Pharmacy, Jouf University, Sakaka, Saudi Arabia
  • 2 Department of Clinical Laboratory Sciences, College of Applied Medical Sciences, Jouf University, Sakaka, Saudi Arabia
  • 3 School of Pharmacy and Biomedical Sciences, University of Portsmouth, Portsmouth, United Kingdom
  • 4 Department of Surgery, College of Medicine, Majmaah University, Al Majma'ah, Riyadh, Saudi Arabia
  • 5 Department of surgery, King Saud Medical City,, Riyadh, Saudi Arabia
  • 6 Department of Surgery, Prince Sultan Military Medical City, As Sulimaniyah, Saudi Arabia
  • 7 Aseer Central Hospital, Abha, Saudi Arabia

The final, formatted version of the article will be published soon.

    Introduction:Excessive fructose consumption is a significant driver of metabolic disorders, including obesity, diabetes, non-alcoholic fatty liver disease (NAFLD), and non-alcoholic steatohepatitis (NASH), primarily by promoting insulin resistance and fat accumulation. Ketohexokinase C (KHK-C), a pivotal enzyme in fructose metabolism, catalyzes the phosphorylation of fructose to fructose-1-phosphate, initiating a cascade of downstream metabolic processes. In contrast to glucose metabolism, KHK-C lacks negative feedback regulation, allowing the continuous phosphorylation of fructose, which leads to heightened levels of glucose, glycogen, and triglycerides in the bloodstream and liver. While targeting KHK-C offers a promising therapeutic avenue, no drugs have yet been approved for clinical use. Pfizer’s PF-06835919 has progressed to phase II trials, demonstrating a reduction in liver fat and improved insulin sensitivity, while Eli Lilly’s LY-3522348 also shows significant potential. Nonetheless, there remains a critical need for the development of novel KHK-C inhibitors that offer improved pharmacokinetics, enhanced efficacy, and superior safety profiles.Methods: In the present study, a comprehensive computational strategy was employed to screen 460,000 compounds from the NCI library for potential KHK-C inhibitors. Initially, pharmacophore-based virtual screening was used to identify potential hits, followed by multi-level molecular docking, binding free energy estimation, pharmacokinetic analysis, and molecular dynamics (MD) simulations to further evaluate the compounds. This multi-step approach aimed to identify compounds with strong binding affinity, favorable pharmacokinetic profiles, and high potential for efficacy as KHK-C inhibitors.Results: Ten compounds exhibited docking scores ranging from ‒7.79 to ‒9.10 kcal/mol, surpassing those of the compounds currently undergoing clinical trials, PF-06835919 (‒7.768 kcal/mol) and LY-3522348 (‒6.54 kcal/mol). Their calculated binding free energies ranged from ‒57.06 to ‒70.69 kcal/mol, further demonstrating their superiority over PF-06835919 (‒56.71 kcal/mol) and LY-3522348 (‒45.15 kcal/mol). ADMET profiling refined the selection to five compounds (1, 2, and 4-6), and MD simulations identified compound 2 as the most stable and promising candidate compared to the clinical candidate PF-06835919. Conclusions: These findings highlight compound 2 as a potent KHK-C inhibitor with predicted pharmacokinetics and toxicity profiles supporting its potential for treating fructose-driven metabolic disorders, warranting further validation.

    Keywords: Fructose, diabetes, Obesity, Dyslipidemia, Ketohexokinase

    Received: 20 Nov 2024; Accepted: 14 Mar 2025.

    Copyright: © 2025 Elsaman, Mohamed, Elderdery, Alsrhani, Alzahrani, Ghanem, Mills, Rayzah, Alzerwi, Al-Sultan, Idrees and Rayzah. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

    * Correspondence:
    Tilal Elsaman, Department of Pharmaceutical Chemistry, College of Pharmacy, Jouf University, Sakaka, Saudi Arabia
    Magdi Awadalla Mohamed, Department of Pharmaceutical Chemistry, College of Pharmacy, Jouf University, Sakaka, Saudi Arabia

    Disclaimer: All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article or claim that may be made by its manufacturer is not guaranteed or endorsed by the publisher.

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