Pharmacogenomic and in silico identification of isoform-selective AKT inhibitors from Pithecellobium dulce for

Gnanaprakash Jeyaraj1, Bing Yang2, Kuppusamy Sathishkumar3

  • 1Saveetha Medical College and Hospital, Saveetha Institute of Medical and Technical Sciences, Chennai, Tamil Nadu, India.

Frontiers in Pharmacology
|February 19, 2026
PubMed
Abstract

Insights

This study identified natural compounds oleanolic acid and rutin from Pithecellobium dulce that selectively target AKT1 and AKT2 kinases, respectively. These findings offer a foundation for developing new precision oncology therapies targeting the PI3K-AKT-mTOR pathway.

Area of Science:

  • Biochemistry and Molecular Biology
  • Pharmacogenomics
  • Computational Chemistry

Background:

  • The PI3K-AKT-mTOR pathway is crucial in cancer, with distinct roles for AKT1 and AKT2 kinases.
  • Genomic alterations in AKT1 and AKT2 impact cancer prognosis and treatment response.

Purpose of the Study:

  • To integrate pharmacogenomics and structure-based modeling to find natural compounds selectively targeting AKT1 or AKT2.
  • To identify isoform-specific vulnerabilities in the AKT signaling axis for targeted cancer therapies.

Main Methods:

  • Analysis of TCGA and Kaplan-Meier Plotter datasets for AKT1/AKT2 genomic alterations and survival associations.
  • Structure-based molecular docking of Pithecellobium dulce phytochemicals against AKT1 and AKT2 allosteric sites.
  • ADME/DFT predictions for pharmacokinetic suitability and molecular stability.
  • Molecular dynamics simulations and MM-GBSA for binding energy estimation.
  • Analysis of AKT-associated non-coding RNA regulatory interactions.

Main Results:

  • AKT1 alterations were mainly activating mutations, while AKT2 amplifications correlated with poor survival.
  • Oleanolic acid and pitheduloside I showed affinity for AKT1; rutin and naringin for AKT2.
  • Oleanolic acid and rutin exhibited binding energies comparable to known AKT inhibitors.
  • Molecular dynamics confirmed stable ligand-protein complexes, with oleanolic acid-AKT1 and rutin-AKT2 showing favorable energetics.
  • Post-transcriptional regulation by miR-149-5p and HOTAIR was observed.

Conclusions:

  • Pharmacogenomic profiling combined with molecular simulations can identify isoform-specific AKT vulnerabilities.
  • Pithecellobium dulce phytochemicals, oleanolic acid and rutin, are promising selective AKT1 and AKT2 modulators.
  • These findings support the development of isoform-guided AKT-targeted therapies for precision oncology.

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