Original ArticleJournal of Young PharmacistsVol. 18 | Issue 3 | 2026 | pp. 917–930Open access
Integrative Network Pharmacology and Molecular Docking Reveal the Multitarget Anti-HGSOC Potential of Pterocarpus marsupium Phytoconstituents via Modulation of HIF-1α-Driven Inflammation-Metabolism Crosstalk
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- 1 Department of Pharmacy Practice, Saveetha College of Pharmacy, SIMATS, Thandalam, Chennai, Tamil Nadu, INDIA.
Published in Journal of Young Pharmacists
Correspondence: Sambasivam Gopinath
Department of Pharmacy Practice, Saveetha College of Pharmacy, SIMATS, Thandalam, Chennai, Tamil Nadu, INDIA.
Email: gopimbapharma@gmail.com
Copyright: © 2026 Manuscript Technomedia. This is an open access article.
- Published:
- Jan 1, 2026
- Received:
- Jun 3, 2026
- Accepted:
- Sep 8, 2026
- DOI:
- 10.5530/jyp.20260099
How to cite
Gopinath, S., Balakrishnan, P., Muli, Y., Sirajudeen, S., Rajathi, P. V. K., & Vijayan, M. R. (2026). Integrative Network Pharmacology and Molecular Docking Reveal the Multitarget Anti-HGSOC Potential of Pterocarpus marsupium Phytoconstituents via Modulation of HIF-1α-Driven Inflammation-Metabolism Crosstalk. Journal of Young Pharmacists, 18(3), 917–930. https://doi.org/10.5530/jyp.20260099
Abstract
Background
High-Grade Serous Ovarian Cancer (HGSOC) is the most lethal gynaecological malignancy, and its progression is driven substantially by Hypoxia-Inducible Factor-1α (HIF-1α)-centred inflammation-metabolism crosstalk that underlies chemoresistance. Pterocarpus marsupium, a plant used in Ayurvedic medicine for inflammatory and metabolic disorders, has not previously been investigated against HGSOC.
Purpose
This study aimed to identify bioactive P. marsupium phytochemicals capable of multitarget modulation of the HIF-1α-driven hypoxia-inflammation-metabolism axis in HGSOC, using an integrated network pharmacology and molecular docking approach.
Materials and Methods
Phytochemicals curated from the IMPPAT database were filtered using Lipinski's Rule of Five, SwissADME-predicted pharmacokinetics, and ProTox-3.0 toxicity screening. Putative human targets, predicted with SwissTargetPrediction, were intersected with HGSOC-associated genes from GeneCards and OMIM. A protein-protein interaction network was built in STRING/Cytoscape, and hub genes and functional modules were identified using cytoHubba and MCODE. Gene Ontology and KEGG pathway enrichment were performed in DAVID. Twenty-one drug-like phytochemicals were docked in triplicate, using CB-Dock, against five network-prioritised targets central to the hypoxia-glycolysis-survival axis - Factor Inhibiting HIF-1 (FIH-1/HIF1AN, a direct upstream regulator of HIF-1α transactivation), PDK1, LDHA, MTOR, and STAT3 - and redocking of native co-crystallised ligands with RMSD analysis was performed to benchmark pose reliability.
Results
Network analysis identified 107 shared targets and highlighted HIF1A, IL6, EGFR, ESR1, and BCL2 as central regulatory hubs enriched in HIF-1, PI3K-Akt, and ErbB signalling pathways. Molecular docking showed that Pseudobaptigenin, 3,7,4′-trihydroxyflavone, and marsupsin achieved binding affinities of -8.3 to -9.7 kcal/mol across the panel, and redocking of native ligands reproduced experimental poses with RMSD values mostly below 2.0 Å, supporting the reliability of the docking protocol.
Conclusion
These findings, supported by redocking/RMSD-validated binding poses, suggest that P. marsupium phytochemicals may act as multitarget modulators of the HGSOC hypoxia-inflammation-metabolism axis, offering a testable molecular rationale that bridges traditional Ayurvedic use with systems pharmacology. As this is an entirely computational study, these results are hypothesis-generating rather than confirmatory, and experimental validation is required before any therapeutic potential can be inferred.
Keywords
Subject
Article metadata
| Title | Integrative Network Pharmacology and Molecular Docking Reveal the Multitarget Anti-HGSOC Potential of Pterocarpus marsupium Phytoconstituents via Modulation of HIF-1α-Driven Inflammation-Metabolism Crosstalk |
|---|---|
| Authors | Sambasivam Gopinath; Pavithra Balakrishnan; Yamini Muli; Sabrin Sirajudeen; Pratheesha Vijaya Kumar Rajathi; Mohan Raj Vijayan |
| Affiliations | Department of Pharmacy Practice, Saveetha College of Pharmacy, SIMATS, Thandalam, Chennai, Tamil Nadu, INDIA. |
| Corresponding author | gopimbapharma@gmail.com |
| Journal | Journal of Young Pharmacists |
| Volume / Issue | Vol. 18, Issue 3 (2026) |
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