COMPARATIVE IN SILICO STUDY OF SIX FLAVONOID COMPOUNDS AS ACE INHIBITORS USING MOLECULAR DOCKING METHOD
DOI:
https://doi.org/10.53682/g32n3050Keywords:
Angiotensin Converting Enzyme, Flavonoids, Hypertension, Molecular DockingAbstract
Hypertension, also known as high blood pressure, is a condition characterized by increased blood pressure in the arteries. Flavonoids are secondary metabolites that can be used as antihypertensives. One of the target proteins in the body associated with hypertension is Angiotensin Converting Enzyme (ACE). This study aims to predict the ACE-inhibitory activity, physicochemical properties, and toxicity of flavonoid compounds, including catechin, kaempferol, luteolin, apigenin, quercetin, and naringenin. Physicochemical predictions were performed using the SwissADME website, with Lipinski's five rule parameters. The six flavonoid compounds met the parameters. Toxicity predictions were performed using the pkCSM online tool, which considers three parameters: Ames toxicity, hepatotoxicity and hERG inhibition. The six test compounds and the reference ligand, captopril, showed negative results across all three parameters. Compound activity was predicted computationally using molecular docking. The results showed that the test compound, quercetin, produced the highest rank score, indicating the best activity prediction among the six test compounds, and it works suggests a similar binding mode to ACE inhibitors. Catechin, kaempferol, luteolin, apigenin, and naringenin are recommended for further research as antihypertensive drug candidates.
References
Abdullah, S. S., Putra, P. P., Antasionasti, I., Rundengan, G., Suoth, E. J., Abdullah, R. P. I., & Abdullah, F. (2021). Analisis Sifat Fisikokimia, Farmakokinetik dan Toksikologi pada Pericarpium Pala (Myristica fragransa) secara Artificial Intelligence. Chemistry Progress, 14(2), 81-92.
Amin, S., Hurry, Z. A. Z., Sumantri, T. A., & Fauzi, R. A. (2024). Studi Komputasional Senyawa Flavonoid Tanaman Obat sebagai Kandidat Agen Antidiabetik. Indonesian Journal of Medical Sciences, 4(1), 21-40.
Andika, B., Halimatussakdiah, H., & Amna, U. (2020). Analisis Kualitatif Senyawa Metabolit Sekunder Ekstrak Daun Gulma Siam (Chromolaena odorata L.) di Kota Langsa, Aceh. QUIMICA: Journal of Science and Applied Chemistry, 2(2), 1-6.
Ardiana D., Dewi L., & Prameswari R. (2022). In Silico Study of Naringenin as Melanogenesis Inducer in Vitiligo. Pharmacogn J, 14(6), 847-855
Astuti, N., Safitri, RA, Andriani, M., & Agustina, A. (2021). Studi In Silico Senyawa Kaempferol pada Herba Kelakai (Stenochlaena palustris (Burm. f.) Bedd.) sebagai Kandidat Antikanker Payudara. Prosiding Seminar Nasional dan Penelitian Kesehatan 2018, 178-185.
Astuty, P., & Komari, N. (2022). Kajian Molecular Docking Senyawa Karwinaphthol B dari Tanaman Bawang Dayak (Eleutherine palmifolia (L.) Merr) Sebagai Inhibitor Enzim Glukokinase. Jurnal Natural Scientiae, 2(1), 1-9.
Aziz, N., Kim, M. Y., & Cho, J. Y. (2018). Anti-Inflammatory Effects of Luteolin: A Review of in Vitro, in Vivo, and in Silico Studies. Journal of Ethnopharmacology, 225, 342-358.
Dewi, T. J. D., Ariqoh, S. S., & Wafi, A. (2023). Studi In Silico Senyawa Alkaloid dari Daun Sirsak (Annona muricata L.) Sebagai Inhibitor Angiotensin Converting Enzyme (ACE). Journal of Islamic Pharmacy, 8(2), 108-113.
Feigin, V. L., Abate, M. D., Abate, Y. H., Abd ElHafeez, S., Abd-Allah, F., Abdelalim, A., Abdelkader, A., Abdelmasseh, M., Abd-Elsalam, S., Abdi, P., & Abdollahi, A. (2024). Global, Regional, and National Burden of Stroke and its Risk Factors, 1990-2021: A Systematic Analysis for the Global Burden of Disease Study 2021. The Lancet Neurology, 23(10), 973-1003.
Frimayanti, N., Lukman, A., & Nathania, L. (2021). Studi Molecular Docking Senyawa 1,5-benzothiazepine Sebagai Inhibitor Dengue DEN-2 NS2B/NS3 Serine Protease. Chempublish Journal, 6(1), 54-62.
Goorani, S., Zangene, S. & Imig, J. D. (2025). Hypertension: A Continuing Public Healthcare Issue. International Journal of Molecular Sciences, 26(1), 1-23.
Gustam, T. Y. P., Sir, A. B., & Hinga, I. A. (2024). Skrining Hipertensi di Fakultas Kesehatan Masyarakat, Universitas Nusa Cendana, Kota Kupang. Jurnal Pengabdian kepada Masyarakat Nusantara, 5(3), 3616-3622.
Hakiki, A., Andika., & Rahmawati. (2024). Studi Molecular Docking dan Prediksi ADMET Senyawa Turunan Kurkumin Sebagai Inhibitor Kasein Kinase 2-α. Lumbung Farmasi: Jurnal Ilmu Kefarmasian, 5(2), 195-212.
Hartati, F. K., Djauhari, A. B., & Kharisma, V. D. (2021). Evaluation of Pharmacokinetic Properties, Toxicity, and Bioactive Cytotoxic Activity of Black Rice (Oryza sativa l.) as Candidates for Diabetes Mellitus Drugs by in Silico. Biointerface Res in Appl Chem, 11(4), 12301-12311.
Hess, A. Y., Ramadhani, S. Z., Andhryanti, R. N., Zhafirah, N., Muljono, F. O., Fardhan, F. M., & Novitasari, D. (2024). In Silico Study of Active Compounds in Guava Leaves (Psidium guajava L.) toward Angiotensin Converting Enzyme (ACE) as Target for Hypertension. Indonesian Journal of Chemical Science, 13(3).
Imran, M., Salehi, B., Sharifi-Rad, J., Gondal, T. A., Saeed, F., Imran, A., Shahbaz, M., Fokou, P. V. T., Arshad, M. U., Khan, H., Guerreiro, S. G., Martins, N., & Estevinho, L. M. (2019). Kaempferol: A Key Emphasis to its Anticancer Potential. Molecules, 24(12), 1-16.
Iqbal, A. M., & Jamal, S. F. (2023). Essential hypertension. In StatPearls [Internet]. StatPearls Publishing.
Jain, A. K., Singh, D., Dubey, K., Maurya, R., Mittal, S., & Pandey, A. (2018). Models and Methods for In Vitro Toxicity. In Vitro Toxicology. Cape Town: Academic Press.
Juvale, I. I. A., Hamid, A. A. A., Halim, K. B., & Has, A. T. (2022). P-glycoprotein: New Insights into Structure, Physiological Function, Regulation and Alterations in Disease. Heliyon, 8(6).
Kelutur, F. J., Mustarichie, R., & Umar, A. K. (2020). Virtual Screening Kandungan Senyawa Kipas Laut (Gorgonia mariae) Sebagai Anti-Asma. ALCHEMY Jurnal Penelitian Kimia, 16(2), 199-210.
Kemenkes RI. (2018). Riset Kesehatan Dasar. Badan Peneliti dan Pengembangan Kementerian Kesehatan Republik Indonesia.
Kiani, Y. S., & Jabeen, I. (2019). Exploring the Chemical Space of Cytochrome P450 Inhibitors Using Integrated Physicochemical Parameters, Drug Efficiency Metrics, and Decision Tree Models. Computation, 7(2), 26.
Lakoro, A., Handian, F. I., & Susanti, N. (2023). Hubungan Gaya Hidup dengan Kejadian Hipertensi pada Pralansia di Puskesmas Bualemo. Jurnal Ilmiah Kesehatan Media Husada, 12(1), 15-25.
Lamothe, S. M., Guo, J., Li, W., Yang, T., & Zhang, S. (2016). The Human Ether-A-Go-Go-Related Gene (HERG) Potassium Channel Represents an Unusual Target for Protease-Mediated Damage. Journal of Biological Chemistry, 291(39), 20387- 20401.
Mahendra, I., & Azhar, M. (2022). Ekstraksi dan Karakterisasi Katekin Dari Gambir (Uncaria gambir Roxb). Jurnal Periodic Jurusan Kimia UNP, 11(1), 5-7.
Manna, A., Laksitorini, M. D., Hudiyanti, D., & Siahaan, P. (2017). Molecular Docking of Interaction Between e-Cadherin Protein and Conformational Structure of Cyclic Peptide ADTC3 (Ac-CADTPC-NH2) Simulated on 20 ns. Jurnal Kimia Sains dan Aplikasi, 20(1), 30-36.
Mardiyah, M., Maulud, D., Haqi, M. A., Firdaus, M. B. N., Rahmawati, L. N., Azzahra, L. M., Anjani, M., Sari, L. P, Dwiandati, M. C., Khairunisa, L., & Rhamadianto, M. I. (2025). Studi Literatur Molecular Docking Senyawa Flavonoid Terhadap Peran Enzim CYP3A4. Parapemikir: Jurnal Ilmiah Farmasi, 14(3), 281-295.
Marte, F., Sankar, P., Patel, P., & Cassagnol, M. (2024). Captopril. In StatPearls [Internet]. StatPearls Publishing.
Maulida, R., Setiawan, B., Nirmalasari, N., Aflanie, I., & Suhartono, E. (2025). Docking Molekuler Fitokimia Daun Katuk (Sauropus androgynus) Sebagai Modulator Enzim Cathepsin. Homeostasis, 7(3), 597-604.
McNutt, A. T., Francoeur, P., Aggarwal, R., Masuda, T., Meli, R., Ragoza, M., Sunseri, J., & Koes, D. R. (2021). GNINA 1.0: Molecular Docking with Deep Learning. Journal of Cheminformatics, 13(1), 1-20.
Mohanty, M., & Mohanty, P. S. (2023). Molecular Docking in Organic, Inorganic, and Hybrid Systems: A Tutorial Review. Monatshefte Für Chemie-Chemical Monthly, 154(7), 683-707.
Montolalu, A. M. A., Masengi, A. S. R., Posangi, J., Tallei, T. E., Mambo, C. D., & Rambulangi, D. A. R. (2025). In Silico Study of Natural Bioactive Compounds as Potential Anti-Mpox Through Molecular Docking on D13 Protein. Jurnal Bios Logos, 15(1), 1-10.
Mujtahid, I. F., Razak, R., Najib, A. (2024). Studi In Silico Prediksi Sifat Fisikokimia dan Toksisitas Senyawa Tectoquinone Sebagai α-Glukosidase inhibitor. Makassar Natural Product Journal, 2(3), 215-221.
Muttaqin, F. Z., Ismail, H., & Muhammad, H. N. (2019). Studi Molecular Docking, Molecular Dynamic, dan Prediksi Toksisitas Senyawa Turunan Alkaloid Naftiridin sebagai Inhibitor Protein Kasein Kinase 2-Α Pada Kanker Leukemia. Pharmacoscript, 2(1), 49-64.
Nugroho, A. W., & Fauzi, A. (2024). Studi Docking Molekuler Senyawa Turunan Acetoxychavicol Acetat (ACA) pada Protein Target ER-α, ER-β, dan HER-2 sebagai Agen Sitotoksik. Jurnal Farmasetis, 13(3), 111-122.
Petrescu, A., Paunescu, V. & Ilia, G. (2019). The Antiviral Activity and Cytotoxicity of 15 Natural Phenolic Compounds with Previously Demonstrated Antifungal Activity. Journal of Environmental Science and Health Part B, 54(6), 498-504.
Pires, D. E., Blundell, T. L., & Ascher, D. B. (2018). pkCSM: Predicting Small-Molecule Pharmacokinetic and Toxicity Properties Using Graph-Based Signatures. Journal of Medicinal Chemistry, 58(9), 4066-4072.
Prasetio, N. F., Kepel, B. J., Bodhi, W., Manampiring, A., & Budiarso, F. (2021). Molecular Docking terhadap Senyawa Isoeleutherin dan Isoeleutherol sebagai Penghambat Pertumbuhan SARS-CoV-2. eBiomedik, 9(1).
Puratchikody, A., Sriram, D., Umamaheswari, A., & Irfan, N. (2016). 3-D Structural Interactions and Quantitative Structural Toxicity Studies of Tyrosine Derivatives Intended for Safe Potent Inflammation Treatment. Chemistry Central Journal, 10(1), 1-19.
Putra, P. P., Fauzana, A., & Lucida, H. (2020). In Silico Analysis of Physical-Chemical Properties, Target Potential, and Toxicology of Pure Compounds from Natural Products. Indonesian Journal of Pharmaceutical Science and Technology, 7(3), 107-117.
Putri, T. Z. A. D., Findrayani, R. P., Isrul, M., & Lolok, N. (2024). Studi Molecular Docking Senyawa Kimia dari Herba Putri Malu (Mimosa pudica) Terhadap Inhibisi Enzim A-Glukosidase sebagai Antidiabetes Melitus. Jurnal Pharmacia Mandala Waluya, 3(4), 225-233.
Reynaldi, M. A., Faradilla, A., Nurbaeti, S. N., Hariyanto, I. H., & Fajriaty, I. (2023). Molecular Docking Senyawa pada Komposisi Cincalok Terhadap Reseptor Plasmodium Falciparum Dihydroorotate Dehydrogenase. Journal Pharmacy of Tanjungpura, 1(1), 1-12.
Satria, R., Hakim, A. R., & Darsono, P. V. (2022). Penetapan Kadar Flavonoid Total dari Fraksi n-Heksana Ekstrak Daun Gelinggang dengan Metode Spektrofotometri UV-Vis. Journal of Engineering, Technology, and Applied Science, 4(1), 33-46.
Shofi, M. (2021). Analysis of a-Spinasterol Compounds in Trembesi Seeds (Samanea saman (jacq.) Merr) Against Inhibition of 3C-like Protease SARS-CoV-2 Through In Silico Test. Jurnal Sintesis: Penelitian Sains, Terapan dan Analisisnya, 2(2), 74-88.
Siregar, P. S., Mersi, W. J., & Putri, S. H. (2021). UMKM Kunci Indonesia Keluar dari Middle Income Trap. Inspire Journal: Economics and Development Analysis, 1(1), 87-98.
Sorkun, M. C., Khetan, A., & Er, S. (2019). AqSolDB, A Curated Reference Set of Aqueous Solubility and 2D Descriptors for A Diverse Set of Compounds. Scientific Data, 6(1), 143.
Suantika, P. I. R., Sutini, N. K., Indrayani, N. L. D., Dari, N. P. D. R. W., Megawati, P. V., ArizonaVallentino, I. G. R., & Syukri, M. (2025). Peningkatan Kesehatan pada Hipertensi Berbasis Perawatan Jangka Panjang. Jurnal Kreativitas Pengabdian Kepada Masyarakat (PKM), 8(5), 2526-2539.
Utari, D. A. P., Anggreni, N. P. R., Putri, P. R. J., & Laksmiani, N. P. L. (2021). Aktivitas Kuersetin sebagai Antihipertensi secara in Silico. Jurnal Ilmiah Medicamento, 7(1), 71-76.
Wang, T. Y., Li, Q., & Bi, K. S. (2018). Bioactive Flavonoids in Medicinal Plants: Structure, Activity and Biological Fate. Asian journal of pharmaceutical sciences, 13(1), 12-23.
Watanabe, R., Esaki, T., Kawashima, H., Natsume-Kitatani, Y., Nagao, C., Ohashi, R., & Mizuguchi, K. (2018). Predicting Fraction Unbound in Human Plasma from Chemical Structure: Improved Accuracy in the Low Value Ranges. Molecular pharmaceutics, 15(11), 5302-5311.
Wee, M. K., Cabantog, J., Magpayo, D. D., Sabido, N. L., Samson, E., & David, P. (2021). Factors Causing Vaccine Hesitancy among Parents in Bulacan. Studies in Medicine and Public Health, 1(1), 15-29.
Widiasari, S. (2018). Mekanisme Inhibisi Angiotensin Converting Enzym oleh Flavonoid pada Hipertensi. Collaborative Medical Journal (CMJ), 1(2), 30-44.
World Health Organization. (2025). Global Report on Hypertension 2025: High Stakes–Turning Evidence into Action. World Health Organization.
Wulandari, A., Sari, S. A., & Ludiana, L. (2023). Penerapan Relaksasi Benson Terhadap Tekanan Darah pada Pasien Hipertensi di RSUD Jendral Ahmad Yani Kota Metro Tahun 2022. Jurnal Cendikia Muda, 3(2), 163-171.
Xu, X., Su, S., Treiber, F. A., Vlietinck, R., Fagard, R., Derom, C., Gielen, M., Loos, R. J. F., Snieder, H., & Wang, X. (2015). Specific Genetic Influences on Nighttime Blood Pressure. American Journal of Hypertension, 28(4), 440-443.
Yang, M., Xie, J., Ouyang, Y., Zhang, X., Shi, M., Li, X., & Chen, N. (2017). ABO Blood Type is Associated with Renal Outcomes in Patients with IgA Nephropathy. Oncotarget, 8(43), 73603-73612.
Yulianto, A. N., Rusdiana, T., Muchtaridi, M., & Subarnas, A. (2017). Validation of UV-Vis Spectrophotometry Methode for Analysis of Apigenin in Celery Extract (Apium graveolens L.). Pharmaciana, 7(2), 159-168.
Zheng, W., Tian, E., Liu, Z., Zhou, C., Yang, P., Tian, K., Liao, W., Li, J., & Ren, C. (2022). Small Molecule Angiotensin Converting Enzyme Inhibitors: A Medicinal Chemistry Perspective. Frontiers in Pharmacology, 13, 968104.






