Journals / International Journal of Secondary Metabolite / 2026 / Volume: 13 Issue: 1

In silico prediction of pharmacological and toxicological properties of terpenoids in Centaurea verutum essential oil

Pages
—
Publication Date
2026-03-09
🏛️Bibliographic metadata and full text access for this article are provided via DergiPark.
DergiPark Record ↗
✨

AI Summary & Key Takeaways

AI Insight
⚡ TL;DR(Too Long; Didn't Read)

These findings suggest that the essential oil of Centaurea verutum holds promise for developing novel pharmaceutical agents for various medical applications, including cancer, inflammation, and metabolic disorders.

📌 3 Key Takeaways

🎯
Objective & Hypothesis:Centaurea is the fourth largest genus within the Asteraceae family, comprising over 600 species distributed worldwide.
📊
Key Findings & Data:Most of the compounds exhibited low toxicity with LD50 values ranging from 3900 to 5300 mg/kg.
💡
Conclusion & Impact:These findings suggest that the essential oil of Centaurea verutum holds promise for developing novel pharmaceutical agents for various medical applications, including cancer, inflammation, and metabolic disorders.
🔬Design:Research Article
📍Scope:Comprehensive Sample
⚙️Variables:Centaurea verutum · Terpenoids · Essential Oil

Abstract

Centaurea is the fourth largest genus within the Asteraceae family, comprising over 600 species distributed worldwide. This study aimed, for the first time, to utilize an in silico approach to predict the pharmacological and toxicological properties of terpenoid compounds found in the essential oil of Centaurea verutum. Through a comprehensive analysis using Protox, SwissADME, Lipinski’s Rule of Five, and biological activity assessments, the study highlights the safety, bioavailability, and therapeutic potential of these compounds. Most of the compounds exhibited low toxicity with LD50 values ranging from 3900 to 5300 mg/kg. The SwissADME analysis suggested good bioavailability for most compounds, although some, like Phytol and ß-Farnesene, show low gastrointestinal absorption. Lipinski’s rule confirms the drug-likeness of the compounds, with moderate lipophilicity and molecular masses within the optimal range. The biological activity prediction revealed significant antineoplastic, anti-inflammatory, and antieczematic effects, with several compounds, including Caryophyllene oxide, ß-Caryophyllene, and Spathulenol, demonstrating potential in cancer therapy and skin conditions. The study also identified compounds with effects on lipid metabolism, mucosal protection, and hormonal regulation. Gene expression analysis revealed that certain compounds could modulate genes related to oxidative stress response and cellular metabolism, further supporting their therapeutic potential. These findings suggest that the essential oil of Centaurea verutum holds promise for developing novel pharmaceutical agents for various medical applications, including cancer, inflammation, and metabolic disorders.

Özet

Centaurea is the fourth largest genus within the Asteraceae family, comprising over 600 species distributed worldwide. This study aimed, for the first time, to utilize an in silico approach to predict the pharmacological and toxicological properties of terpenoid compounds found in the essential oil of Centaurea verutum. Through a comprehensive analysis using Protox, SwissADME, Lipinski’s Rule of Five, and biological activity assessments, the study highlights the safety, bioavailability, and therapeutic potential of these compounds. Most of the compounds exhibited low toxicity with LD50 values ranging from 3900 to 5300 mg/kg. The SwissADME analysis suggested good bioavailability for most compounds, although some, like Phytol and ß-Farnesene, show low gastrointestinal absorption. Lipinski’s rule confirms the drug-likeness of the compounds, with moderate lipophilicity and molecular masses within the optimal range. The biological activity prediction revealed significant antineoplastic, anti-inflammatory, and antieczematic effects, with several compounds, including Caryophyllene oxide, ß-Caryophyllene, and Spathulenol, demonstrating potential in cancer therapy and skin conditions. The study also identified compounds with effects on lipid metabolism, mucosal protection, and hormonal regulation. Gene expression analysis revealed that certain compounds could modulate genes related to oxidative stress response and cellular metabolism, further supporting their therapeutic potential. These findings suggest that the essential oil of Centaurea verutum holds promise for developing novel pharmaceutical agents for various medical applications, including cancer, inflammation, and metabolic disorders.

🔖

Cite This Article

Joujeh, R., Joujeh, D. (2026). In silico prediction of pharmacological and toxicological properties of terpenoids in Centaurea verutum essential oil. International Journal of Secondary Metabolite, Volume: 13 Issue: 1. https://doi.org/10.21448/ijsm.1633486

📄 Full Text PDF Viewer

📄

PDF görüntüleyici hazırlanıyor...

References (25)

  1. Abdallah, H.A., Afifi, N., Mohamed, E.I., Sebak, M., Mohammed, R., & Zaki, M.A., (2025). A comparative study of the essential oil extracts of Centaurea alexanderina different parts: GC-MS analysis, antimicrobial, antioxidant, and anti-hyperglycemic activities. BMC Complementary Medicine and Therapies, 25(1), 90. https://doi.org/10.1186/s12906-025-04805-1.
  2. Alamri, F.B., Sobahi, T.R., Althagbi, H.I., Abdel-Lateff, A., Alfaifi, M.Y., Mohammed, A.Y., Abdel-Latif, E. & Alarif, W.M., 2023. Bioactivity and molecular docking of lactones isolated from Centaurea pseudosinaica Czerep. Saudi Pharmaceutical Journal, 31(6), 773 782. https://doi.org/10.1016/j.jsps.2023.04.017
  3. Banerjee, P., Kemmler, E., Dunkel, M., & Preissner, R. (2024). ProTox 3.0: a webserver for the prediction of toxicity of chemicals. Nucleic Acids Research, gkae303. https://doi.org/10.1093/nar/gkae303
  4. Daina, A., Michielin, O., & Zoete, V. (2017). SwissADME: a free web tool to evaluate pharmacokinetics, drug-likeness and medicinal chemistry friendliness of small molecules. Scientific reports, 7(1), 42717. https://doi.org/10.1038/srep42717
  5. Daina, A., Michielin, O., & Zoete, V. (2019). SwissTargetPrediction: updated data and new features for efficient prediction of protein targets of small molecules. Nucleic acids research, 47(W1), W357-W364. https://doi.org/10.1093/nar/gkz382
  6. Fattaheian-Dehkordi, S., Hojjatifard, R., Saeedi, M., & Khanavi, M. (2021). A review on antidiabetic activity of Centaurea spp.: A new approach for developing herbal remedies. Evidence‐Based Complementary and Alternative Medicine, 1, 5587938. https://doi.org/10.1155/2021/5587938
  7. Filimonov, D.A., Lagunin, A.A., Gloriozova, T.A., Rudik, A.V., Druzhilovskii, D.S., Pogodin, P.V., & Poroikov, V.V. (2014). Prediction of the biological activity spectra of organic compounds using the PASS online web resource. Chemistry of Heterocyclic Compounds, 50, 444 457. https://doi.org/10.1007/s10593-014-1496-1
  8. Flores-Holguín, N., Frau, J., & Glossman-Mitnik, D. (2021). In silico pharmacokinetics, ADMET study and conceptual DFT analysis of two plant cyclopeptides isolated from rosaceae as a computational Peptidology approach. Frontiers in Chemistry, 9, 708364. https://doi.org/10.3389/fchem.2021.708364
  9. Gomes, D., Silvestre, S., Duarte, A.P., Venuti, A., Soares, C.P., Passarinha, L., & Sousa, Â. (2021). In silico approaches: a way to unveil novel therapeutic drugs for cervical cancer management. Pharmaceuticals, 14(8), 741. https://doi.org/10.3390/ph14080741
  10. Jayaram, B., Singh, T., Mukherjee, G., Mathur, A., Shekhar, S., & Shekhar, V. (2012). Sanjeevini: a freely accessible web-server for target directed lead molecule discovery. BMC Bioinformatics, 13(Suppl 17), S7. https://doi.org/10.1186/1471-2105-13-S17-S7
  11. Joujeh, R., Zaid, S., & Mona, S. (2018). The Chemical Composition of the Essential Oils of Two Centaurea Species Growing in Syria, Damascus University Journal for Basic Sciences. Pp. 1-12.
  12. Lagunin, A.A., Dubovskaja, V.I., Rudik, A.V., Pogodin, P.V., Druzhilovskiy, D.S., Gloriozova, T.A.,. Poroikov, V.V. (2018). CLC-Pred: A freely available web-service for in silico prediction of human cell line cytotoxicity for drug like compounds. PloS One, 13(1), e0191838. https://doi.org/10.1371/journal.pone.0191838
  13. Lagunin, A., Ivanov, S., Rudik, A., Filimonov, D., & Poroikov, V. (2013). DIGEP-Pred: web service for in silico prediction of drug-induced gene expression profiles based on structural formula. Bioinformatics, 29(16), 2062-2063. https://doi.org/10.1093/bioinformatics/btt322
  14. Lipinski, C.A. (2004). Lead-and drug-like compounds: the rule-of-five revolution. Drug discovery today: Technologies, 1(4), 337-341. https://doi.org/10.1016/j.ddtec.2004.11.007
  15. Melliti, M., Musa, E.M., Horchani, M., Oliveira, M.S.D., & Edziri, H., (2025). Chemical composition, antimicrobial and anticoagulant potentials of microencapsulated essential oil from Centaurea bimorpha (Asteraceae), and in silico study. Plant Biosystems-An International Journal Dealing with all Aspects of Plant Biology, 159(2), pp.316-331. https://doi.org/10.1080/11263504.2025.2466574
  16. Mestareehi, A., & Abu-Farsakh, N. (2024). Impact of Protein Phosphatase Expressions on the Prognosis of Hepatocellular Carcinoma Patients. ACS Omega, 9(9), 10299 10331. https://doi.org/10.1021/acsomega.3c07787
  17. Ojuka, P., Kimani, N.M., Apollo, S., Nyariki, J., Ramos, R.S., & Santos, C. B. (2023). Phytochemistry of plants in the genus Vepris: A review and in silico analysis of their ADMET properties. South African Journal of Botany, 157, 106-114. https://doi.org/10.1016/j.sajb.2023.03.057
  18. Reda, E.H., Shakour, Z.T.A., El-Halawany, A.M., El-Kashoury, E.S.A., Shams, K.A., Mohamed, T.A.,. & Hegazy, M.E.F. (2021). Comparative study on the essential oils from five wild Egyptian Centaurea species: Effective extraction techniques, antimicrobial activity and in-silico analyses. Antibiotics, 10(3), 252. https://doi.org/10.3390/antibiotics10030252
  19. Samaha, E., Vierlinger, K., Weinhappel, W., Godnic-Cvar, J., Nöhammer, C., Koczan, D.,. Ziesche, R. (2020). Expression profiling suggests loss of surface integrity and failure of regenerative repair as major driving forces for chronic obstructive pulmonary disease progression. American Journal of Respiratory Cell and Molecular Biology, 64(4), 441-452. https://doi.org/10.1165/rcmb.2020-0270OC
  20. Sen, A., Kurkcuoglu, M., Yildirim, A., Senkardes, I., Bitis, L., & Baser, K.H.C., (2021). Chemical composition, antiradical, and enzyme inhibitory potential of essential oil obtained from aerial part of Centaurea pterocaula Trautv. Journal of Essential Oil Research, 33(1), 44 52. https://doi.org/10.1080/10412905.2020.1839585
  21. Sun, L., Hong, X., Wang, D., & Li, Y. (2024). Overexpression of SESN1 improves mitochondrial damage and mitophagy, a potential therapeutic strategy for cognitive dysfunction after anaesthesia. European Journal of Neuroscience, 59(2), 208-219. https://doi.org/10.1111/ejn.16218
  22. Zhao, H., Qin, L., Wang, R., Qu, D., & Li, S. (2023). FOXO1 regulates NLRP3 inflammasome proteins in LPS-induced cardiotoxicity. American Journal of Translational Research, 15(8), 5446-5456. PMID: 37692952; PMCID: PMC10492091.
  23. Lagunin, A.A., Dubovskaja, V.I., Rudik, A.V., Pogodin, P.V., Druzhilovskiy, D.S., Gloriozova, T.A.,. Poroikov, V.V. (2018). CLC-Pred: A freely available web-service for in silico prediction of human cell line cytotoxicity for drug like compounds. PloS One, 13(1), e0191838. https://doi.org/10.1371/journal.pone.0191838
  24. Reda, E.H., Shakour, Z.T.A., El-Halawany, A.M., El-Kashoury, E.S.A., Shams, K.A., Mohamed, T.A.,. & Hegazy, M.E.F. (2021). Comparative study on the essential oils from five wild Egyptian Centaurea species: Effective extraction techniques, antimicrobial activity and in-silico analyses. Antibiotics, 10(3), 252. https://doi.org/10.3390/antibiotics10030252
  25. Samaha, E., Vierlinger, K., Weinhappel, W., Godnic-Cvar, J., Nöhammer, C., Koczan, D.,. Ziesche, R. (2020). Expression profiling suggests loss of surface integrity and failure of regenerative repair as major driving forces for chronic obstructive pulmonary disease progression. American Journal of Respiratory Cell and Molecular Biology, 64(4), 441-452. https://doi.org/10.1165/rcmb.2020-0270OC