Research Appraisalother

AI-driven identification of a selective dual function inhibitor blocking HK2 activity and HK2-VDAC1 interaction displaying enhanced anticancer efficacy under hypoxia

European journal of medicinal chemistryShan, Wenying, Zhang, Shao-Lin, Assaraf, Yehuda G et al.5 May 2026DOI

Clinical Snapshot

85CEBM
Evidence: Moderateother

PICO Framework

P — PopulationSW480 colorectal cancer cell lines and other tumor cell lines with elevated HK2 expression
I — InterventionCompound 106 (novel HK2 inhibitor identified through GCVec prediction tool)
C — ComparatorControl conditions, HK2 knockout cells, and baseline measurements
O — OutcomesHK2 enzyme inhibition (IC50), cell growth inhibition, HK2-VDAC1 interaction disruption, lactate/ATP levels, apoptosis markers

Bottom Line

This preclinical study reports the computational identification and characterization of compound 106, a novel dual-function inhibitor targeting hexokinase 2 (HK2) enzyme activity and HK2-VDAC1 protein interactions. The compound demonstrated promising biochemical activity (IC50 0.79 μM) and selective anticancer effects in HK2-overexpressing colorectal cancer cells, with enhanced efficacy under hypoxic conditions. While the dual mechanism and computational discovery approach are innovative, this represents very early-stage drug discovery research. The findings require extensive further development including broader cancer cell panel testing, in vivo efficacy and toxicity studies, pharmacokinetic optimization, and ultimately clinical trials before any therapeutic application. The work provides proof-of-concept for targeting HK2 in cancer but offers no immediate clinical utility. Clinicians should view this as interesting basic research that may contribute to future cancer therapeutic development rather than having current clinical relevance.

Evidence: Moderate

Key Findings

  • P Value: Not explicitly reported for key comparisons

  • Effect Size: Binding affinity Kd of 0.41 ± 0.03 μM, cellular growth inhibition IC50 of 5.00 ± 0.94 μM in SW480 cells

  • Primary Outcome: HK2 enzyme inhibition with IC50 of 0.79 ± 0.07 μM

  • Nnt Or Sensitivity: Selectivity demonstrated through HK2 knockout rescue experiments

  • Confidence Interval: Standard errors provided but confidence intervals not explicitly stated

Clinical Application

Low immediate feasibility - requires extensive preclinical development, toxicology studies, and clinical trials Would require TGA approval pathway for novel chemical entity; potential relevance to Australian cancer patients if successfully developed, though years away from clinical application Patients with HK2-overexpressing solid tumors, particularly colorectal cancer, though extensive clinical development required

Abstract

Selective inhibition of hexokinase 2 (HK2) represents a promising therapeutic strategy due to the pivotal role of HK2 in the Warburg effect, enhancement of glycolysis and anti-apoptosis via HK2-Voltage-Dependent Anion Channel 1 (VDAC1) protein-protein interaction. Moreover, HK2 initiates glycolysis to generate lactate, hence this central enzyme can be pharmacologically targeted to enhance therapy outcomes. Currently, no HK2 inhibitors (HK2is) exist in the clinic. Herein, we employed GCVec, an artificial intelligence (AI)-based compound-protein interaction (CPI) prediction tool, along with molecular docking, to identify the HK2i, 106. This compound exhibited an IC50 of 0.79 ± 0.07 μM and a consistent Kd of 0.41 ± 0.03 μM against HK2 enzyme. It also apparently blocked HK2-VDAC1 interaction as indicated by the disrupted colocalization of HK2-GFP and VDAC1-mCherry. Furthermore, 106 demonstrated enhanced anticancer efficacy under hypoxia in tumor cells with elevated HIF-1α/HK2 and VDAC1 levels. Compound 106 selectively targeted SW480 colorectal cancer cells with high HK2 expression, achieving a growth inhibition IC50 value of 5.00 ± 0.94 μM. Consistently, knockout of HK2 in these tumor cells significantly rescued the IC50 values and eliminated the glycolytic inhibition induced by 106. We further showed that 106 reduced lactate and ATP levels and induced markers of apoptosis, including increased p-AMPK/AMPK ratio and increased Bax levels, as well as decreased Bcl2 levels. Collectively, our findings highlight the potential of GCVec in identifying 106, a first in class dual-function HK2i which emerges as a promising lead compound for further development into a possible anticancer therapeutic agent.

References

  1. 1.Shan, W., Zhang, S. L., Assaraf, Y. G., & Tam, K. Y. (2026). AI-driven identification of a selective dual function inhibitor blocking HK2 activity and HK2-VDAC1 interaction displaying enhanced anticancer efficacy under hypoxia. European Journal of Medicinal Chemistry, 118752. https://doi.org/10.1016/j.ejmech.2026.118752
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