Moracin N as a Potential Anti-Obesity Agent via Modulation of Steroid Hormone Metabolism: A Network Pharmacology and Docking Study
DOI:
https://doi.org/10.35451/gnmer592Keywords:
Moracin N, Obesity, Network Pharmacology, Molecular Docking, Steroid Hormone MetabolismAbstract
Background: Obesity is a global health problem with a rapidly increasing prevalence, while available pharmacological therapies remain limited and are often associated with adverse effects. Although bioactive compounds from Morus alba have been widely investigated, the anti-obesity potential of Moracin N remains largely unexplored, creating a knowledge gap regarding its molecular mechanisms and protein targets. Objectives: This study aimed to evaluate the anti-obesity potential of Moracin N using network pharmacology and molecular docking approaches. Methods: Potential targets of Moracin N were predicted using SwissTargetPrediction, TargetNet, and Super-PRED, while obesity-related targets were obtained from OMIM and GeneCards. Network analysis was performed using STRING and Cytoscape, followed by enrichment analysis (gene ontology biological process and KEGG). Docking studies were conducted on HSD17B13, HPGD, and STS using PLANTS and visualized with PyMOL. Results: The analysis identified 62 overlapping targets (4.8%), mainly involved in steroid hormone biosynthesis, metabolism, and inflammatory regulation. Key proteins, including CYP19A1, CYP17A1, CYP11B2, pro-inflammatory cytokines (IL1B, TNF, IL6), and metabolic enzymes (HSD17B13, STS, HPGD), occupied central positions in the protein–protein interaction network. Docking results demonstrated strong binding affinity of Moracin N, particularly toward STS, with amino acid residue interaction patterns comparable to those in reference ligands. Conclusion: Overall, Moracin N shows potential as a multi-target anti-obesity agent, primarily through modulation of steroid hormone metabolism. However, these findings remain predictive and require further experimental validation.
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[1] Anggraeni R, Marbun RAT, Siagian HS, Lubis AH. Pengaruh Lingkar Perut dan Indeks Massa Tubuh Terhadap Hipertensi. J Farm 2024;7:68–72.
[2] Lopez-Jimenez F, Di Cesare M, Powis J, Shrikhande S, Adeoye M, Codato E, Zhou B, Bixby H, Evans N, Lara-Breitinger K, Rodriguez MA, Hadeed L, Barquera S, Taylor S, Perel P, Pineiro D, Narula J, Pinto F. The Weight of Cardiovascular Diseases: Addressing the Global Cardiovascular Crisis Associated with Obesity. Glob Heart 2025;20. https://doi.org/10.5334/gh.1451.
[3] Muharram FR, Tjandra S, Madani NJ, Rokx C, Abdullah A. Trends in the double burden of malnutrition among Indonesian adults, 2007 to 2023. Sci Rep 2025;15:1–11. https://doi.org/10.1038/s41598-025-17348-9.
[4] Azam M, Sakinah LF, Kartasurya MI, Fibriana AI, Minuljo TT, Aljunid SM. Prevalence and determinants of obesity among individuals with diabetes in Indonesia. F1000Research 2023;11:1–28. https://doi.org/10.12688/f1000research.125549.4.
[5] Rahmawati ND, Andriani H, Wirawan F, Farsia L, Waits A, Karim Taufiqurahman KA. Body mass index as a dominant risk factor for metabolic syndrome among indonesian adults: a 6-year prospective cohort study of non-communicable diseases. BMC Nutr 2024;10:1–13. https://doi.org/10.1186/s40795-024-00856-8.
[6] Wilding JPH, Batterham RL, Calanna S, Davies M, Van Gaal LF, Lingvay I, McGowan BM, Rosenstock J, Tran MTD, Wadden TA, Wharton S, Yokote K, Zeuthen N, Kushner RF. Once-Weekly Semaglutide in Adults with Overweight or Obesity. N Engl J Med 2021;384:989–1002. https://doi.org/10.1056/nejmoa2032183.
[7] Foster PA, Mueller JW. New structural insights provide a different angle on steroid sulfatase action. J Steroid Biochem Mol Biol 2023;232:106353. https://doi.org/10.1016/j.jsbmb.2023.106353.
[8] Jaiswal V, Lee MJ, Chun JL, Park M, Lee HJ. 1-Deoxynojirimycin containing Morus alba leaf-based food modulates the gut microbiome and expression of genes related to obesity. BMC Vet Res 2024;20:1–13. https://doi.org/10.1186/s12917-024-03961-9.
[9] Ntalouka F, Tsirivakou A. Morus alba: natural and valuable effects in weight loss management. Front Clin Diabetes Healthc 2024;5:1–17. https://doi.org/10.3389/fcdhc.2024.1395688.
[10] Kim N-Y, Thomas SS, Hwang D-I, Lee J-H, Kim K-A, Cha Y-S. Anti-Obesity Effects of Morus alba L. and Aronia melanocarpa in a High-Fat Diet-Induced Obese C57BL/6J Mouse Model. Foods (Basel, Switzerland) 2021;10. https://doi.org/10.3390/foods10081914.
[11] Tu J, Shi D, Wen L, Jiang Y, Zhao Y, Yang J, Liu H, Liu G, Yang B. Identification of moracin N in mulberry leaf and evaluation of antioxidant activity. Food Chem Toxicol 2019;132:110730. https://doi.org/10.1016/j.fct.2019.110730.
[12] Yao ZJ, Dong J, Che YJ, Zhu MF, Wen M, Wang NN, Wang S, Lu AP, Cao DS. TargetNet: a web service for predicting potential drug–target interaction profiling via multi-target SAR models. J Comput Aided Mol Des 2016;30:413–24. https://doi.org/10.1007/s10822-016-9915-2.
[13] Liu S, Sommese RF, Nedoma NL, Stevens LM, Dutra JK, Zhang L, Edmonds DJ, Wang Y, Garnsey M, Clasquin MF. Structural basis of lipid-droplet localization of 17-beta-hydroxysteroid dehydrogenase 13. Nat Commun 2023;14. https://doi.org/10.1038/s41467-023-40766-0.
[14] Niesen FH, Schultz L, Jadhav A, Bhatia C, Guo K, Maloney DJ, Pilka ES, Wang M, Oppermann U, Heightman TD, Simeonov A. High-Affinity Inhibitors of Human NAD+-Dependent 15-Hydroxyprostaglandin Dehydrogenase: Mechanisms of Inhibition and Structure-Activity Relationships. PLoS One 2010;5. https://doi.org/10.1371/journal.pone.0013719.
[15] Lawrence Woo LW, Jackson T, Putey A, Cozier G, Leonard P, Ravi Acharya K, Chander SK, Purohit A, Reed MJ, Potter BVL. Highly potent first examples of dual aromatase-steroid sulfatase inhibitors based on a biphenyl template. J Med Chem 2010;53:2155–70. https://doi.org/10.1021/jm901705h.
[16] Korb O, Stützle T, Exner TE. PLANTS: Application of ant colony optimization to structure-based drug design. Lect Notes Comput Sci (including Subser Lect Notes Artif Intell Lect Notes Bioinformatics) 2006;4150 LNCS:247–58. https://doi.org/10.1007/11839088_22.
[17] Song J, Ha J, Lee J, Ko J, Shin WH. Improving docking and virtual screening performance using AlphaFold2 multi-state modeling for kinases. Sci Rep 2024;14:1–13. https://doi.org/10.1038/s41598-024-75400-6.
[18] Zhu J, Gu Z, Pei J, Lai L. DiffBindFR: an SE(3) equivariant network for flexible protein-ligand docking. Chem Sci 2024;15:7926–42. https://doi.org/10.1039/d3sc06803j.
[19] Adi Budi Ramadhan ABR, Galih Hamdani Riansyah, Saeful Amin. Potential of Flavonoids from Cat’s Whiskers Plant (Orthosiphon Stamineus) as Antidiabetic Candidates through Inhibition of Tyrosine Phosphatase 1B and Aldose Reductase Proteins. J Farm 2025;7:311–8. https://doi.org/10.35451/jfm.v7i2.2654.
[20] Lee Y, Kim C, Hong J, Kim D. Molecular insights into CYP19A1 mutations and their role in estrogen production. Arch Biochem Biophys 2025;772:110573. https://doi.org/https://doi.org/10.1016/j.abb.2025.110573.
[21] Richard AM, Estrada DF, Flynn L, Pochapsky SS, Scott EE, Pochapsky TC. Tracking protein-protein interactions by NMR: conformational selection in human steroidogenic cytochrome P450 CYP17A1 induced by cytochrome b5. Phys Chem Chem Phys 2024;26:16980–8. https://doi.org/10.1039/d4cp01268b.
[22] Garrelfs MR, Rinne T, Hillebrand JJ, Lauffer P, Bijlsma MW, Claahsen-Van der Grinten HL, Leeuw N de, Finken MJJ, Rotteveel J, Zwaveling-Soonawala N, Nieuwdorp M, Paul van Trotsenburg AS, Mooij CF. Identification of a Novel CYP11B2 Variant in a Family with Varying Degrees of Aldosterone Synthase Deficiency. JCRPE J Clin Res Pediatr Endocrinol 2024;16:95–101. https://doi.org/10.4274/jcrpe.galenos.2022.2022-3-4.
[23] Ahmed F, Hetty S, Laterveer R, Surucu EB, Mathioudaki A, Hornbrinck E, Patsoukaki V, Olausson J, Sundbom M, Svensson MK, Pereira MJ, Eriksson JW. Altered Expression of Aromatase and Estrogen Receptors in Adipose Tissue From Men With Obesity or Type 2 Diabetes. J Clin Endocrinol Metab 2025;110:e3410–24. https://doi.org/10.1210/clinem/dgaf038.
[24] Kuryłowicz A. Estrogens in Adipose Tissue Physiology and Obesity-Related Dysfunction. Biomedicines 2023;11:1–23. https://doi.org/10.3390/biomedicines11030690.
[25] Wróbel TM, Jørgensen FS, Pandey A V., Grudzińska A, Sharma K, Yakubu J, Björkling F. Non-steroidal CYP17A1 Inhibitors: Discovery and Assessment. J Med Chem 2023;66:6542–66. https://doi.org/10.1021/acs.jmedchem.3c00442.
[26] Murguía-Vázquez M, Salgado-Bustamante M, Lima-Rogel V, Flores-García JA, Pierdant-Pérez M. Association Between Pro-inflammatory Cytokine Levels (IL-1β, IL-6, and TNF-α) in Human Colostrum and Maternal Body Composition Components. Breastfeed Med 2024;19:349–56. https://doi.org/10.1089/bfm.2023.0263.
[27] Polak-Szczybyło E, Tabarkiewicz J. Influence of dietary and lifestyle factors on levels of inflammatory markers (IL-6, IFN-γ and TNF-α) in obese subjects. Cent Eur J Immunol 2024;49:19–25. https://doi.org/10.5114/ceji.2024.138748.
[28] Bini J, Strober J, Kapinos M, Zheng MQ, Li S, Ropchan J, Nabulsi N, Huang Y, Perry RJ, Vatner DF, Carson RE. Quantification of Multi-Organ 11β-Hydroxysteroid Dehydrogenase Type 1 Enzyme Levels in a Zucker Fatty Rat Model: A PET Imaging Study. Mol Imaging 2024;23:1–12. https://doi.org/10.1177/15353508241301584.
[29] Lee D, Jung K, Lee J, Kang HJ, Lee JY, Kim J, Ham D, Cho J, Eom D-W, Kang KS. Role of 11β-hydroxysteroid dehydrogenase type 1 inhibition in the antiobesity effect of J2H-1702 on adipocytes and a high-fat diet-induced NASH model. Eur J Pharmacol 2025;989:177272. https://doi.org/https://doi.org/10.1016/j.ejphar.2025.177272.
[30] Im J-H, Oh G, Fu X, Lim JS, Choi S-I, Lee O-H. Research status of anti-obesogenic functional foods: mechanism of endocrine-disrupting chemicals and glucocorticoid receptor pathway. Food Sci Biotechnol 2025;34:829–35. https://doi.org/10.1007/s10068-024-01723-9.
[31] Amin S, Ansyirohanisa, Fajarini SR, Habib BM, Darmawan R. Dari Laboratorium ke Algoritma : Peran Komputasi dalam Penemuan Desain Senyawa Obat Baru di Era Digital From Laboratory to Algorithm : The Role of Computational Methods in New Drug Design Discovery in the Digital Era. J Farm 2025;8:1–10.
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