COMPUTATIONAL INSIGHT INTO MORINGA OLEIFERA AS EGFR-TARGETING CANDIDATES FOR HNC MANAGEMENT

Adnan Abdullah (1), Asti Widuri (2), Rizka Fahriani (3), Muhammad Farid (4), Arini Rizqa Fathanah (5)
(1) Universitas Ahmad Dahlan, YogyakartaID Indonesia,
(2) Muhammadiyah Yogyakarta University ID Indonesia,
(3) Muhammadiyah Yogyakarta University ID Indonesia,
(4) Universitas Ahmad Dahlan, YogyakartaID Indonesia,
(5) SEGi UniversityMY Malaysia

Abstract

Head and neck cancer (HNC) remains a major cause of cancer-related morbidity and mortality worldwide. Although epidermal growth factor receptor (EGFR)-targeted therapies have improved treatment outcomes, their clinical effectiveness is often limited by drug resistance and adverse effects, highlighting the need for alternative therapeutic candidates. This study evaluated the potential of Moringa oleifera Lam. phytochemicals as prospective EGFR inhibitors using an integrated in silico approach. Molecular docking was performed with AutoDock Vina implemented in PyRx against the EGFR crystal structure (PDB ID: 4HJO). Ligand structures retrieved from PubChem were prepared and optimized using Open Babel prior to docking, while pharmacokinetic properties were predicted using the pkCSM web server. Among the screened compounds, brassicasterol and campesterol exhibited the strongest predicted binding affinity (?8.6 kcal/mol), followed by campestanol (?8.4 kcal/mol) and ergosterol (?8.2 kcal/mol), exceeding the docking scores of both the native ligand (?7.2 kcal/mol) and gefitinib under the same computational conditions. Interaction analysis indicated that ligand binding was primarily stabilized through hydrophobic contacts with key EGFR residues, including LEU694, VAL702, and LEU820. ADMET prediction suggested favorable intestinal absorption, acceptable physicochemical properties, blood–brain barrier permeability, and low predicted mutagenicity, although several phytosterols demonstrated potential CYP3A4 inhibitory activity. These findings provide preliminary computational evidence supporting the potential of selected Moringa oleifera phytosterols as candidate EGFR-targeting compounds. However, the results are based solely on computational predictions and require further validation through in vitro and in vivo studies before therapeutic applications can be inferred.

Full text article

Generated from XML file

References

Abida, Imran, M., Eltaib, L., Ali, A., Alanazi, R. A. S., Singla, N., Asdaq, S. M. B., Al-Hajeili, M., Alhakami, F. A., Al-Abdulhadi, S., Abdulkhaliq, A. A., & Rabaan, A. A. (2024). LncRNAs: Emerging biomarkers and therapeutic targets in rectal cancer. Pathology - Research and Practice, 257, 155294. https://doi.org/10.1016/j.prp.2024.155294

Abouelkheer, Y., & Bhatia, A. (2025). Head and neck cancer – emerging targeted therapies. Frontiers in Oncology, 15. https://doi.org/10.3389/fonc.2025.1640960

Adewale, O. O., Wi?ska, P., Adamczuk, P., Grzechnik, E., & Cie?la, J. (2025). Comparative evaluation of anticancer activity of sugar-rich and crude Moringa Oleifera Lam. Seed extracts in MCF-7 and MDA-MB-231 cells. Journal of Ethnopharmacology, 352, 120258. https://doi.org/10.1016/j.jep.2025.120258

’Aini, Z. Q., Farid, M., Wijayanti, T., & Rizkita, L. D. (n.d.). Network Pharmacology Analysis of Black Turmeric (Curcuma caesia Roxb.) for Diabetic Nephropathy: Exploring Potential Therapeutic Targets. Journal of Pharmaceutical Science and Clinical Pharmacy, 22(2), 169–180. https://doi.org/10.31942/jiffk.v21i1.9529

Awisarita, W., & Farid, M. (2025). Computational Prediction of Antimalarial Potential of Eurycoma longifolia Phytochemicals Targeting Plasmodium falciparum. Journal of Agromedicine and Medical Sciences. 2025, 11(3), 122–129. https://doi.org/10.19184/ams.v11i3.53732

Bouchakour, M., & Nehal, F. (2026). Advances in phytochemical profiling and extraction techniques of Moringa oleifera Lam: Toward its pharmaceutical and nutraceutical applications. South African Journal of Botany, 188, 255–281. https://doi.org/10.1016/j.sajb.2025.11.024

Budhy, T. I., Adam, D., Azis, Z. M. R., Syahputri, V., Yuliani, M. G. A., Suwarto, M. F. S., & Setiawan, F. (2024). The Potential of Moringa Leaf Nanoparticles (Moringa oleifera) on the Expression of TNF?, IL10, and HSP 27 in Oral Cavity Cancer. Journal of Multidisciplinary Applied Natural Science, 4(1), 120–129. https://doi.org/10.47352/jmans.2774-3047.198

Dighe, S., Manchanda, N., Sharma, S., & Jain, S. (2025). Nutrient-transporter driven cytotoxic potential: An emerging nanotherapeutic approach. Drug Discovery Today, 30(10), 104478. https://doi.org/10.1016/j.drudis.2025.104478Farid, M., Aqilanisa, H. F., Aqila, J., Ulayya, N., Shareefa, G., Nissiara, C., Ramadhani, M., & Rastrani, A. (2026). In Silico Analysis of Bioactive Compounds from Imperata cylindrica as Potential EGFR Inhibitors in Cervical Cancer. Biology, 15(1), 127–136. https://doi.org/10.14421/biomedich.2026.151.127-136

Farid, M., Kirana, A. A., Diah Oktaviana, N., Rasyda, S., Anggraini, D., & Ramadhania, W. A. (2025). Predicting the Anti-Pulmonary Fibrosis Potential of Physalis angulata Compounds A Computational Study. Biology, 14(2), 817–824. https://doi.org/10.14421/biomedich.2025.142.817-824

Farid, M., Muslim, A. S., ’aini, Z. Q., & Madury, S. Al. (2025). Unraveling the Therapeutic Potential of Andrographis paniculata for Tuberculosis: Molecular Docking Study. Jurnal Kimia Riset, 10(1), 46–59. https://doi.org/10.20473/jkr.v10i1.69932

Nam, D., Kim, H., Han, S. J., Son, I., & Ho, D. H. (2024). Effects of calcium ion dyshomeostasis and calcium ion-induced excitotoxicity in Parkinson’s disease. Journal of Molecular Pathology, 5(4), 544–557. https://doi.org/10.3390/jmp5040037

Islam, Z., Islam, S. M. R., Hossen, F., Mahtab-Ul-Islam, K., Hasan, M. R., & Karim, R. (2021). Moringa oleifera is a Prominent Source of Nutrients with Potential Health Benefits. International Journal of Food Science, 2021. https://doi.org/10.1155/2021/6627265

Khan, M., Eisa, M. H., Sun, X., Hassan, Z., Ibrahim, N. A., Khan, I., Narasimharao, K., Shehzad, K., Bodzenta, J., & Chen, X. (2026). Bio-engineered green gold: Biosynthetic advances, cutting-edge biomedical applications, and future perspectives. Coordination Chemistry Reviews, 549, 217279. https://doi.org/10.1016/j.ccr.2025.217279

Kumar, D., & Sharma, P. K. (2024). Quercetin: A Comprehensive Review. Current Nutrition & Food Science, 20(2), 143–166. https://doi.org/10.2174/1573401319666230428152045

Li, Q., Tie, Y., Alu, A., Ma, X., & Shi, H. (2023). Targeted therapy for head and neck cancer: signaling pathways and clinical studies. Signal Transduction and Targeted Therapy, 8(1). https://doi.org/10.1038/s41392-022-01297-0

Liu, Y., Chen, J., Li, X., Fan, Y., Peng, C., Ye, X., Wang, Y., & Xie, X. (2025). Natural products targeting RAS by multiple mechanisms and its therapeutic potential in cancer: An update since 2020. Pharmacological Research, 212, 107577. https://doi.org/10.1016/j.phrs.2025.107577

Liu, Y., Zhang, N., Wen, Y., & Wen, J. (2024). Head and neck cancer: pathogenesis and targeted therapy. MedComm, 5(9). https://doi.org/10.1002/mco2.702

Özcan, M. M. (2020). Moringa spp: Composition and bioactive properties. South African Journal of Botany, 129, 25–31. https://doi.org/10.1016/j.sajb.2018.11.017

Pareek, A., Pant, M., Gupta, M. M., Kashania, P., Ratan, Y., Jain, V., Pareek, A., & Chuturgoon, A. A. (2023). Moringa oleifera: An Updated Comprehensive Review of Its Pharmacological Activities, Ethnomedicinal, Phytopharmaceutical Formulation, Clinical, Phytochemical, and Toxicological Aspects. International Journal of Molecular Sciences, 24(3). https://doi.org/10.3390/ijms24032098

Parithathvi, A., Harshitha, P., Mumbrekar, K. D., & Dsouza, H. S. (2025). Systematic review on neurotoxic implications of lead-induced gene expression alterations in the etiology of Alzheimer’s disease. Cellular and Molecular Neurobiology, 45(1), 98. https://doi.org/10.1007/s10571-025-01613-6

Rainone, G. J., Johansen, P. M., Pressman, P., & Hayes, A. W. (2025). Putative effects of lead on the endocannabinoid system: A literature review and summary. International Journal of Molecular Sciences, 26(18), 8994. https://doi.org/10.3390/ijms26188994

Rautela, A., Chatterjee, R., Yadav, I., & Kumar, S. (2024). A comprehensive review on engineered microbial production of farnesene for versatile applications. Journal of Environmental Chemical Engineering, 12(2), 112398. https://doi.org/10.1016/j.jece.2024.112398

Rojo, A. I., Buttari, B., Cadenas, S., Carlos, A. R., Cuadrado, A., Falcão, A. S., López, M. G., Georgiev, M. I., Grochot-Przeczek, A., Gumeni, S., Jimenez-Villegas, J., Horbanczuk, J. O., Konu, O., Lastres-Becker, I., Levonen, A.-L., Maksimova, V., Michaeloudes, C., Mihaylova, L. V., Mickael, M. E., … Dinkova-Kostova, A. T. (2025). Model organisms for investigating the functional involvement of NRF2 in non-communicable diseases. Redox Biology, 79, 103464. https://doi.org/10.1016/j.redox.2024.103464

Son, Y., et al. (2025). Behavioral and neurochemical changes in mice induced by low-level lead exposure: Implications for ADHD and conduct disorders. Ecotoxicology and Environmental Safety, 302, 118735. https://doi.org/10.1016/j.ecoenv.2025.118735

Tamagno, W. A., & Freeman, J. L. (2025). Glutamate-mediated neural alterations in lead exposure: Mechanisms, pathways, and phenotypes. Toxics, 13(7), 519. https://doi.org/10.3390/toxics13070519

W?ng, Y. (2025). Physicochemical properties and combined toxic effects of micro- and nanoplastics on gut and gut-organ axes. Trends in Food Science & Technology, 165, 105265. https://doi.org/10.1016/j.tifs.2025.105265

World Health Organization. (2024). Lead poisoning and health. https://www.who.int/news-room/fact-sheets/detail/lead-poisoning-and-health

Xu, Y., Liu, L., Ma, Y., Wang, C., Duan, F., Feng, J., Yin, H., Sun, L., Cao, Z., Jung, J., Li, P., & Li, Z.-H. (2025). Biotransport and toxic effects of micro- and nanoplastics in fish model and their potential risk to humans: A review. Aquatic Toxicology, 279, 107215. https://doi.org/10.1016/j.aquatox.2024.107215

Yadav, B., Chavan, S., Atmakuri, A., Tyagi, R. D., & Drogui, P. (2023). Chapter 3—Environmental effects of microplastics and nanoplastics exposure. In R. D. Tyagi, A. Pandey, P. Drogui, B. Yadav, & S. Pilli (Eds.), Current Developments in Biotechnology and Bioengineering (pp. 59–78). Elsevier. https://doi.org/10.1016/B978-0-323-99908-3.00008-7

Peñalver, R., Martínez?zamora, L., Lorenzo, J. M., Ros, G., & Nieto, G. (2022). Nutritional and Antioxidant Properties of Moringa oleifera Leaves in Functional Foods. Foods, 11(8). https://doi.org/10.3390/foods11081107

Priya, Chaudhary, A., Rejeeth, C., Kumar, S., Ding, X., & Sharma, A. (2025). Exploring plant-based metallic nanoparticles for advanced medicinal application in diabetes. Next Nanotechnology, 8, 100243. https://doi.org/10.1016/j.nxnano.2025.100243

Qin, L., Cai, J., Lu, P., Chen, Y., Lu, H., Hou, R., Li, X., Pan, Y., Zhao, J., Huang, Y., Li, P., Chen, Y., Wang, J., Tao, T., & Liu, S. (2026). Recent research progress of plant-derived chlorogenic acid in cancer therapy: Anticancer mechanism and combination therapy. Model Organisms Research, 1(1), 100003. https://doi.org/10.1016/j.mores.2026.100003

Rajkumar, C., Ramsridhar, S., Veeraraghavan, V. P., Francis, A. P., Purushotham, M., & Mageshwari, U. (2024). Anticancer effect of Moringa oleifera in oral squamous cell carcinoma: a systematic review. Discover Oncology, 15(1). https://doi.org/10.1007/s12672-024-01557-1

Ramos Santiago, L., Alves Asevedo, E., Park, M. N., Tallei, T. E., Iara Maciel de Azambuja Ribeiro, R., Shin, S.-W., & Kim, B. (2025). Phytochemicals as Emerging Antiproliferative Agents in Head and Neck Cancer: Molecular Mechanisms and Therapeutic Strategies. Pharmacology, 1–38. https://doi.org/10.1159/000550172

Reyaz, A., Qadri, S. S., Javaid, D., Ganie, S. Y., & Reshi, M. S. (2025). Exploring the role of traditional medicinal plants in cancer therapy: Present efficacy and future directions. Phytomedicine Plus, 5(3), 100845. https://doi.org/10.1016/j.phyplu.2025.100845

Seukep, A. J., & Kuete, V. (2024). Chapter Three—Established anticancer agents from plants. In V. Kuete (Ed.), Advances in Botanical Research (Vol. 111, pp. 83–148). Academic Press. https://doi.org/10.1016/bs.abr.2023.12.001

Singh, J., Gautam, D. N. S., Sourav, S., & Sharma, R. (2023). Role of Moringa oleifera Lam. in cancer: Phytochemistry and pharmacological insights. Food Frontiers, 4(1), 164–206. https://doi.org/10.1002/fft2.181

Soto, J. A., Gómez, A. C., Vásquez, M., Barreto, A. N., Molina, K. S., & Zuniga-Gonzalez, C. A. (2024). Biological properties of Moringa oleifera: A systematic review of the last decade. F1000Research, 13, 1390. https://doi.org/10.12688/f1000research.157194.1

Souza, H. C. A., Souza, M. D. A., Sousa, C. S., Viana, E. K. A., Alves, S. K. S., Marques, A. O., Ribeiro, A. S. N., de Sousa do Vale, V., Islam, M. T., de Miranda, J. A. L., da Costa Mota, M., & Rocha, J. A. (2023). Molecular Docking and ADME-TOX Profiling of Moringa oleifera Constituents against SARS-CoV-2. Advances in Respiratory Medicine, 91(6), 464–485. https://doi.org/10.3390/arm91060035

Srivastava, A., Mishra, S., Avadhesh, Shekher, A., Rai, V., Dhasmana, A., Das, J., Perenzoni, D., Iori, R., & Gupta, S. C. (2024). Moringin, an isothiocyanate modulates multiple cellular signalling molecules in breast cancer cells. Cellular Signalling, 119, 111181. https://doi.org/10.1016/j.cellsig.2024.111181

Talukder, Md. E. K., Atif, Md. F., Siddiquee, N. H., Rahman, S., Rafi, N. I., Israt, S., Shahir, N. F., Islam, Md. T., Samad, A., Wani, T. A., Rahman, Md. M., & Ahammad, F. (2025). Molecular docking, QSAR, and simulation analyses of EGFR-targeting phytochemicals in non-small cell lung cancer. Journal of Molecular Structure, 1321, 139924. https://doi.org/10.1016/j.molstruc.2024.139924

Thottappillil, A., Kouser, S., Badiger, A. V., Pinto, P. G., Ramachandran, S., Janadri, S., Mudagal, M. P., Kukkupuni, S. K., Suma Mohan, S., & Vishnuprasad, C. N. (2026). The systemic anti-diabetic effect of polyherbal formulation Varanadi Kashayam is mediated through GLP-1 secretion and DPP4 inhibition. Journal of Ayurveda and Integrative Medicine, 17(4), 101359. https://doi.org/10.1016/j.jaim.2026.101359

Tilaoui, M., El Karroumi, J., Ait Mouse, H., & Zyad, A. (2026). Harnessing Moringa oleifera for Immune Modulation in Cancer: Molecular Mechanisms and Therapeutic Potential. International Journal of Molecular Sciences, 27(1). https://doi.org/10.3390/ijms27010263

Villegas-Vazquez, E. Y., Gómez-Cansino, R., Marcelino-Pérez, G., Jiménez-López, D., & Quintas-Granados, L. I. (2025). Unveiling the Miracle Tree: Therapeutic Potential of Moringa oleifera in Chronic Disease Management and Beyond. Biomedicines, 13(3). https://doi.org/10.3390/biomedicines13030634

Authors

Adnan Abdullah
Adnan.tehate@gmail.com (Primary Contact)
Asti Widuri
Rizka Fahriani
Muhammad Farid
Arini Rizqa Fathanah
Abdullah, A., Widuri, A. ., Fahriani, R. ., Farid, M., & Fathanah, A. R. (2026). COMPUTATIONAL INSIGHT INTO MORINGA OLEIFERA AS EGFR-TARGETING CANDIDATES FOR HNC MANAGEMENT. Journal of World Future Medicine, Health and Nursing, 4(4), 452–466. https://doi.org/10.70177/health.v4i4.3804

Article Details