Research Article

Drug-Likeness Screening, Enrichment Analysis, Molecular Docking, and Dynamics Simulation of Bioactive Compounds from Red Ginger (Zingiber officinale var. rubrum) as Anti-Angiogenic Agents Targeting VEGFA for Potential Pancreatic Cancer Treatment

Volume: 39 Number: 1 January 28, 2026
EN

Drug-Likeness Screening, Enrichment Analysis, Molecular Docking, and Dynamics Simulation of Bioactive Compounds from Red Ginger (Zingiber officinale var. rubrum) as Anti-Angiogenic Agents Targeting VEGFA for Potential Pancreatic Cancer Treatment

Abstract

Pancreatic cancer is one of the deadliest malignancies and a leading cause of cancer-related mortality worldwide. It is often diagnosed at advanced stages, characterized by angiogenesis, metastasis, and resistance to conventional therapies, making it particularly difficult to treat. Therefore, the discovery of safer and more effective therapeutic options is urgently needed. Zingiber officinale var. rubrum known as red ginger is a traditional medicinal plant recognized for its therapeutic properties, particularly its anticancer potential. This present work utilized an extensive in silico methodology to assess the antiangiogenic potential of red ginger bioactive compounds by targeting VEGFA, a key regulator of angiogenesis. Drug-likeness screening, toxicity prediction, permeability analysis, and biological activity profiling were used to identify lead compounds. Enrichment analysis revealed involvement in cancer-associated pathways such as PI3K-Akt, MAPK, Ras, and Rap1. Molecular docking and dynamics simulations showed that apigenin, (+)-catechin, and (-)-epicatechin bind effectively to VEGFA, with performance comparable to or better than the reference drug Sunitinib. Apigenin demonstrated the highest complex stability, followed by (+)-catechin and (-)-epicatechin. These findings highlight the therapeutic promise of red ginger compounds for pancreatic cancer treatment through VEGFA inhibition. Additional lab-based experiments are needed to validate their molecular mechanisms and clinical potential.

Keywords

Ethical Statement

Not Applicable

References

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Details

Primary Language

English

Subjects

Biological Network Analysis, Genomics and Transcriptomics

Journal Section

Research Article

Early Pub Date

January 28, 2026

Publication Date

January 28, 2026

Submission Date

May 25, 2025

Acceptance Date

December 2, 2025

Published in Issue

Year 2026 Volume: 39 Number: 1

APA
Putra, W. E., Widiastuti, D., Isnanto, H., Sustiprijatno, S., Hidayatullah, A., & Heikal, M. F. (2026). Drug-Likeness Screening, Enrichment Analysis, Molecular Docking, and Dynamics Simulation of Bioactive Compounds from Red Ginger (Zingiber officinale var. rubrum) as Anti-Angiogenic Agents Targeting VEGFA for Potential Pancreatic Cancer Treatment. Gazi University Journal of Science, 39(1), 354-376. https://doi.org/10.35378/gujs.1705918
AMA
1.Putra WE, Widiastuti D, Isnanto H, Sustiprijatno S, Hidayatullah A, Heikal MF. Drug-Likeness Screening, Enrichment Analysis, Molecular Docking, and Dynamics Simulation of Bioactive Compounds from Red Ginger (Zingiber officinale var. rubrum) as Anti-Angiogenic Agents Targeting VEGFA for Potential Pancreatic Cancer Treatment. Gazi University Journal of Science. 2026;39(1):354-376. doi:10.35378/gujs.1705918
Chicago
Putra, Wira Eka, Diana Widiastuti, Hary Isnanto, Sustiprijatno Sustiprijatno, Arief Hidayatullah, and Muhammad Fikri Heikal. 2026. “Drug-Likeness Screening, Enrichment Analysis, Molecular Docking, and Dynamics Simulation of Bioactive Compounds from Red Ginger (Zingiber Officinale Var. Rubrum) As Anti-Angiogenic Agents Targeting VEGFA for Potential Pancreatic Cancer Treatment”. Gazi University Journal of Science 39 (1): 354-76. https://doi.org/10.35378/gujs.1705918.
EndNote
Putra WE, Widiastuti D, Isnanto H, Sustiprijatno S, Hidayatullah A, Heikal MF (March 1, 2026) Drug-Likeness Screening, Enrichment Analysis, Molecular Docking, and Dynamics Simulation of Bioactive Compounds from Red Ginger (Zingiber officinale var. rubrum) as Anti-Angiogenic Agents Targeting VEGFA for Potential Pancreatic Cancer Treatment. Gazi University Journal of Science 39 1 354–376.
IEEE
[1]W. E. Putra, D. Widiastuti, H. Isnanto, S. Sustiprijatno, A. Hidayatullah, and M. F. Heikal, “Drug-Likeness Screening, Enrichment Analysis, Molecular Docking, and Dynamics Simulation of Bioactive Compounds from Red Ginger (Zingiber officinale var. rubrum) as Anti-Angiogenic Agents Targeting VEGFA for Potential Pancreatic Cancer Treatment”, Gazi University Journal of Science, vol. 39, no. 1, pp. 354–376, Mar. 2026, doi: 10.35378/gujs.1705918.
ISNAD
Putra, Wira Eka - Widiastuti, Diana - Isnanto, Hary - Sustiprijatno, Sustiprijatno - Hidayatullah, Arief - Heikal, Muhammad Fikri. “Drug-Likeness Screening, Enrichment Analysis, Molecular Docking, and Dynamics Simulation of Bioactive Compounds from Red Ginger (Zingiber Officinale Var. Rubrum) As Anti-Angiogenic Agents Targeting VEGFA for Potential Pancreatic Cancer Treatment”. Gazi University Journal of Science 39/1 (March 1, 2026): 354-376. https://doi.org/10.35378/gujs.1705918.
JAMA
1.Putra WE, Widiastuti D, Isnanto H, Sustiprijatno S, Hidayatullah A, Heikal MF. Drug-Likeness Screening, Enrichment Analysis, Molecular Docking, and Dynamics Simulation of Bioactive Compounds from Red Ginger (Zingiber officinale var. rubrum) as Anti-Angiogenic Agents Targeting VEGFA for Potential Pancreatic Cancer Treatment. Gazi University Journal of Science. 2026;39:354–376.
MLA
Putra, Wira Eka, et al. “Drug-Likeness Screening, Enrichment Analysis, Molecular Docking, and Dynamics Simulation of Bioactive Compounds from Red Ginger (Zingiber Officinale Var. Rubrum) As Anti-Angiogenic Agents Targeting VEGFA for Potential Pancreatic Cancer Treatment”. Gazi University Journal of Science, vol. 39, no. 1, Mar. 2026, pp. 354-76, doi:10.35378/gujs.1705918.
Vancouver
1.Wira Eka Putra, Diana Widiastuti, Hary Isnanto, Sustiprijatno Sustiprijatno, Arief Hidayatullah, Muhammad Fikri Heikal. Drug-Likeness Screening, Enrichment Analysis, Molecular Docking, and Dynamics Simulation of Bioactive Compounds from Red Ginger (Zingiber officinale var. rubrum) as Anti-Angiogenic Agents Targeting VEGFA for Potential Pancreatic Cancer Treatment. Gazi University Journal of Science. 2026 Mar. 1;39(1):354-76. doi:10.35378/gujs.1705918