Main Article Content

Abstract

Prostate cancer remains one of the most prevalent malignancies in men worldwide, while current therapeutic strategies are often associated with adverse effects and the emergence of drug resistance, highlighting the need for safer and more effective alternatives. This study aimed to elucidate the multitarget molecular mechanisms of bioactive compounds derived from Moringa oleifera leaves against prostate cancer using an integrated in silico network pharmacology approach. A total of 137 bioactive compounds were collected from LC–MS/MS profiling data and phytochemical databases, of which 20 compounds with high predicted biological activity were prioritized based on Way2Drug PASS analysis. Potential protein targets were predicted and intersected with prostate cancer–associated genes to identify shared targets. Protein–protein interaction network analysis revealed 536 overlapping targets, with ten hub proteins, ESR1, AKT1, SRC, EGFR, TP53, HSP90AA1, PIK3CA, HSP90AB1, PIK3R1, and MAPK1, identified as central nodes. Pathway enrichment analysis demonstrated that these targets were predominantly involved in cancer-related signaling pathways, including pathways associated with EGFR tyrosine kinase inhibitor resistance. Pharmacokinetic and toxicity assessments indicated that several compounds, such as isorhamnetin, kaempferol, tocopherol, and afzelin, exhibited favorable drug-likeness properties and low predicted toxicity. Overall, these findings suggest that bioactive compounds from Moringa oleifera leaves exert anticancer effects through a multitarget and multi pathway mode of action rather than single-protein modulation. This study provides systematic insight into the molecular mechanisms underlying the anti–prostate cancer potential of Moringa oleifera leaves and supports their relevance as candidates for further experimental validation and drug development.

Keywords

Network pharmacology Moringa oleifera Prostate cancer In silico ESR1 AKT1

Article Details

How to Cite
Tengke, F. W. A., Tallei, T. E., Turalaki, G. L. A., Tendean, L. E. N., Kaseke, M. M., Niode, N. J., & Fatimawali, F. (2026). Mechanistic Exploration of Moringa oleifera Leaf Bioactives in Prostate Cancer Using Network Pharmacology . Grimsa Journal of Science Engineering and Technology, 4(1), 1–22. https://doi.org/10.61975/gjset.v4i1.105

References

  1. Sekhoacha M, Riet K, Motloung P, Gumenku L, Adegoke A, Mashele S. Prostate Cancer Review: Genetics, Diagnosis, Treatment Options, and Alternative Approaches. Molecules 2022;27:5730. https://doi.org/10.3390/molecules27175730.
  2. Bray F, Laversanne M, Sung H, Ferlay J, Siegel RL, Soerjomataram I, et al. Global Cancer Statistics 2022: GLOBOCAN Estimates of Incidence and Mortality Worldwide for 36 Cancers in 185 Countries. CA: A Cancer Journal for Clinicians 2024;74:229–63. https://doi.org/10.3322/caac.21834.
  3. Ferlay J, Ervik M, Lam F, Laversanne M, Colombet M, Mery L, et al. Global Cancer Observatory: Cancer Today. Lyon, France: 2024.
  4. Zhou M. High-Grade Prostatic Intraepithelial Neoplasia, PIN-like Carcinoma, Ductal Carcinoma, and Intraductal Carcinoma of the Prostate. Modern Pathology 2018;31:71–9. https://doi.org/10.1038/modpathol.2017.138.
  5. Bach C, Pisipati S, Daneshwar D, Wright M, Rowe E, Gillatt D, et al. The Status of Surgery in the Management of High-Risk Prostate Cancer. Nature Reviews Urology 2014;11:342–51. https://doi.org/10.1038/nrurol.2014.100.
  6. Safriadi F, Umbas R, Hakim L, Warli SM, Hamid AR, Hudaya S, et al. Panduan Penanganan Kanker Prostat. Ikatan Ahli Urologi Indonesia 2022.
  7. Okpako IO, Ng’ong’a FA, Kyama CM, Njeru SN. Network Pharmacology, Molecular Docking, and in Vitro Study on Aspilia Pluriseta against Prostate Cancer. BMC Complementary Medicine and Therapies 2024;24:338. https://doi.org/10.1186/s12906-024-04642-8.
  8. Abd Karim NA, Adam AHB, Jaafaru MS, Rukayadi Y, Abdull Razis AF. Apoptotic Potential of Glucomoringin Isothiocyanate (GMG-ITC) Isolated from Moringa Oleifera Lam Seeds on Human Prostate Cancer Cells (PC-3). Molecules 2023;28:3214. https://doi.org/10.3390/molecules28073214.
  9. Pareek A, Pant M, Gupta MM, Kashania P, Ratan Y, Jain V, et al. Moringa Oleifera: An Updated Comprehensive Review of Its Pharmacological Activities, Ethnomedicinal, Phytopharmaceutical Formulation, Clinical, Phytochemical, and Toxicological Aspects. International Journal of Molecular Sciences 2023;24:2098. https://doi.org/10.3390/ijms24032098.
  10. Rifa Musyaropah, Tri Cahyanto. Studi Pemanfaatan Tanaman Kelor (Moringa Oleifera) Sebagai Pengobatan Tradisional Di Kampung Cibeas Desa Cintaraja Kecamatan Singaparna Kabupaten Tasikmalaya. Flora : Jurnal Kajian Ilmu Pertanian Dan Perkebunan 2025;2:44–54. https://doi.org/10.62951/flora.v2i1.213.
  11. Khan F, Pandey P, Ahmad V, Upadhyay TK. Moringa Oleifera Methanolic Leaves Extract Induces Apoptosis and G0/G1 Cell Cycle Arrest via Downregulation of Hedgehog Signaling Pathway in Human Prostate PC‐3 Cancer Cells. Journal of Food Biochemistry 2020;44. https://doi.org/10.1111/jfbc.13338.
  12. Ju J, Gothai S, Hasanpourghadi M, Nasser A, Aziz Ibrahim I, Shahzad N, et al. Anticancer Potential of Moringa Oleifera Flower Extract in Human Prostate Cancer PC-3 Cells via Induction of Apoptosis and Downregulation of AKT Pathway. Pharmacognosy Magazine 2018;14:477. https://doi.org/10.4103/pm.pm_516_17.
  13. Xie J, Luo F, Shi C, Jiang W, Qian Y, Yang M, et al. Moringa Oleifera Alkaloids Inhibited PC3 Cells Growth and Migration Through the COX-2 Mediated Wnt/β-Catenin Signaling Pathway. Frontiers in Pharmacology 2020;11. https://doi.org/10.3389/fphar.2020.523962.
  14. Noor F, Tahir ul Qamar M, Ashfaq UA, Albutti A, Alwashmi ASS, Aljasir MA. Network Pharmacology Approach for Medicinal Plants: Review and Assessment. Pharmaceuticals 2022;15:572. https://doi.org/10.3390/ph15050572.
  15. Patil PA, Kumbhar BV. Structure Based Drug Design and Machine Learning Approaches for Identifying Natural Inhibitors against the Human ΑβIII Tubulin Isotype. Scientific Reports 2025;15:32716. https://doi.org/10.1038/s41598-025-17708-5.
  16. Prasetyorini BE, Kusumawardani A, Fitriani F, Rachman PO, Amelinda N, Ramadhani A. Analisis In Silico Senyawa Aktif Batang Kayu Bajakah (Spatholobus Littoralis Hassk) Sebagai Terapi Psoriasis. Herb-Medicine Journal 2022;5:26. https://doi.org/10.30595/hmj.v5i2.12744.
  17. Kula K, Kuś E. In Silico Study About Substituent Effects, Electronic Properties, and the Biological Potential of 1,3-Butadiene Analogues. International Journal of Molecular Sciences 2025;26:8983. https://doi.org/10.3390/ijms26188983.
  18. Noviandy TR, Idroes GM, Mohd Fauzi F, Idroes R. Application of Ensemble Machine Learning Methods for QSAR Classification of Leukotriene A4 Hydrolase Inhibitors in Drug Discovery. Malacca Pharmaceutics 2024;2:68–78. https://doi.org/10.60084/mp.v2i2.217.
  19. Wang J, Du Y, Jiang L, Li J, Yu B, Ren C, et al. LC-MS/MS-Based Chemical Profiling of Water Extracts of Moringa Oleifera Leaves and Pharmacokinetics of Their Major Constituents in Rat Plasma. Food Chemistry: X 2024;23:101585. https://doi.org/10.1016/j.fochx.2024.101585.
  20. Ofner H, Kramer G, Shariat SF, Hassler MR. TP53 Deficiency in the Natural History of Prostate Cancer. Cancers 2025;17:645. https://doi.org/10.3390/cancers17040645.
  21. Quistini A, Chierigo F, Fallara G, Depalma M, Tozzi M, Maggi M, et al. Androgen Receptor Signalling in Prostate Cancer: Mechanisms of Resistance to Endocrine Therapies. Research and Reports in Urology 2025;Volume 17:211–23. https://doi.org/10.2147/RRU.S388265.
  22. Chappell WH, Lehmann BD, Terrian DM, Abrams SL, Steelman LS, McCubrey JA. P53 Expression Controls Prostate Cancer Sensitivity to Chemotherapy and the MDM2 Inhibitor Nutlin-3. Cell Cycle 2012;11:4579–88. https://doi.org/10.4161/cc.22852.
  23. Tang D, Chen M, Huang X, Zhang G, Zeng L, Zhang G, et al. SRplot: A Free Online Platform for Data Visualization and Graphing. PLOS ONE 2023;18:e0294236. https://doi.org/10.1371/journal.pone.0294236.
  24. Shou X, Wang Y, Zhang X, Zhang Y, Yang Y, Duan C, et al. Network Pharmacology and Molecular Docking Analysis on Molecular Mechanism of Qingzi Zhitong Decoction in the Treatment of Ulcerative Colitis. Frontiers in Pharmacology 2022;13. https://doi.org/10.3389/fphar.2022.727608.
  25. Tallei TE, Fatimawali, Adam AA, Ekatanti D, Celik I, Fatriani R, et al. Molecular Insights into the Anti-Inflammatory Activity of Fermented Pineapple Juice Using Multimodal Computational Studies. Archiv Der Pharmazie 2023. https://doi.org/10.1002/ardp.202300422.
  26. Belluti S, Imbriano C, Casarini L. Nuclear Estrogen Receptors in Prostate Cancer: From Genes to Function. Cancers 2023;15:4653. https://doi.org/10.3390/cancers15184653.
  27. Sutera P, Kim J, Kumar R, Deek RA, Stephenson R, Mayer T, et al. PIK3/Akt/MTOR Pathway Alterations in Metastatic Castration‐sensitive Prostate Cancer. The Prostate 2024;84:1301–8. https://doi.org/10.1002/pros.24765.
  28. Nastały P, Stoupiec S, Popęda M, Smentoch J, Schlomm T, Morrissey C, et al. EGFR as a Stable Marker of Prostate Cancer Dissemination to Bones. British Journal of Cancer 2020;123:1767–74. https://doi.org/10.1038/s41416-020-01052-8.
  29. Guo R, Shi L, Chen Y, Lin C, Yin W. Exploring the Roles of NcRNAs in Prostate Cancer via the PI3K/AKT/MTOR Signaling Pathway. Frontiers in Immunology 2025;16. https://doi.org/10.3389/fimmu.2025.1525741.
  30. Huang L, Fu L. Mechanisms of Resistance to EGFR Tyrosine Kinase Inhibitors. Acta Pharmaceutica Sinica B 2015;5:390–401. https://doi.org/10.1016/j.apsb.2015.07.001.
  31. Pearson HB, Li J, Meniel VS, Fennell CM, Waring P, Montgomery KG, et al. Identification of Pik3ca Mutation as a Genetic Driver of Prostate Cancer That Cooperates with Pten Loss to Accelerate Progression and Castration-Resistant Growth. Cancer Discovery 2018;8:764–79. https://doi.org/10.1158/2159-8290.CD-17-0867.
  32. Adelaiye-Ogala R, Gryder BE, Nguyen YTM, Alilin AN, Grayson AR, Bajwa W, et al. Targeting the PI3K/AKT Pathway Overcomes Enzalutamide Resistance by Inhibiting Induction of the Glucocorticoid Receptor. Molecular Cancer Therapeutics 2020;19:1436–47. https://doi.org/10.1158/1535-7163.MCT-19-0936.
  33. Tortorella E, Giantulli S, Sciarra A, Silvestri I. AR and PI3K/AKT in Prostate Cancer: A Tale of Two Interconnected Pathways. International Journal of Molecular Sciences 2023;24:2046. https://doi.org/10.3390/ijms24032046.
  34. Hashemi M, Taheriazam A, Daneii P, Hassanpour A, Kakavand A, Rezaei S, et al. Targeting PI3K/Akt Signaling in Prostate Cancer Therapy. Journal of Cell Communication and Signaling 2023;17:423–43. https://doi.org/10.1007/s12079-022-00702-1.
  35. Almatroudi A, Allemailem KS, Alwanian WM, Alharbi BF, Alrumaihi F, Khan AA, et al. Effects and Mechanisms of Kaempferol in the Management of Cancers through Modulation of Inflammation and Signal Transduction Pathways. International Journal of Molecular Sciences 2023;24:8630. https://doi.org/10.3390/ijms24108630.
  36. Bickerton GR, Paolini G V, Besnard J, Muresan S, Hopkins AL. Quantifying the Chemical Beauty of Drugs. Nature Chemistry 2012;4:90–8. https://doi.org/10.1038/nchem.1243.
  37. Nursanti O, Wardani I, Hadisoebroto G. Validasi Penambatan Molekuler (Docking) (Zingiber Officinale) Dan (Cymbopogon Citratus) Sebagai Ligan Aktif Reseptor Pparγ. Jurnal Farmasi Higea 2022;14:79. https://doi.org/10.52689/higea.v14i1.469.
  38. Tania AD, Kalalo MJ, Kepel BJ, Niode NJ, Kusumawaty D, Idroes R. Evaluation of the Potential for Immunomodulatory and Anti-Inflammatory Properties of Phytoconstituents Derived from Pineapple [Ananas Comosus (L.) Merr.] Peel Extract Using an In Silico Approach. Philippine Journal of Science 2022;151:397–410.
  39. Fatimawali, Tallei TE, Kepel BJ, Bodhi W, Manampiring AE, Nainu F. Molecular Insight into the Pharmacological Potential of Clerodendrum Minahassae Leaf Extract for Type-2 Diabetes Management Using the Network Pharmacology Approach. Medicina 2023;59:1899. https://doi.org/10.3390/medicina59111899.
  40. Tai S, Sun Y, Squires JM, Zhang H, Oh WK, Liang C, et al. PC3 Is a Cell Line Characteristic of Prostatic Small Cell Carcinoma. The Prostate 2011;71:1668–79. https://doi.org/10.1002/pros.21383.