Anti-breast cancer bioactive compounds and in-silico molecular prediction of Crassostrea angulata (Lamarck, 1819) Prediksi senyawa bioaktif antikanker payudara dan molekuler in-silico Crassostrea angulata (Lamarck, 1819)
Abstract
Breast cancer is the second leading cause of death in Indonesia. Bioprospecting bioactive compounds from marine organisms is expected to be one of the solutions for breast cancer prevention. Crassostrea angulata is one of the species of sea oysters that is commonly consumed, and it has an ethnomedical history among Indonesian people for decades. The aim of this study is to use in silico analysis to find out how well bioactive compounds from C. angulata methanol extract can fight breast cancer. To find compounds that work in C. angulata, LC-HRMS and a molecular docking method that mixed KNApSAcK, CLC-Pred, SEA, STRING, PubChem, UniProt, PyMOL, PyRx, and PoseView were used. The result showed at least 12 active anti-cancer compounds in C. angulata, but only 2 of them are anti-breast cancer compounds (Flufenamic Acid, FA, and Hymenamide C, HC). Molecular docking results showed a strong binding affinity between the active compound Flufenamic Acid (FA) with its breast cancer target proteins (CSF1R, PLK4, MKNK2, and ABL1) and the Hymenamide-C (HC) compound with its breast cancer target proteins (GRB2 and OXTR). FA bioactive compounds also showed lower RMSD values (close to 0 Å) with native ligands for each target protein. FA has the potential to be a better anti-breast cancer compound than HC. However, these two compounds still hold potential as inhibitors of breast cancer target proteins, and further research on marine bio-natural products for human use is necessary.
References
Abdullah, S., Kusuma, W. A., & Wijaya, S. H. (2022). Prediksi protein-protein interaction berbasis sekuens protein menggunakan fitur autocorrelation dan machine learning. Jurnal Teknologi dan Sistem Komputer, 10(1), 1–11. https://doi.org/10.14710/jtsiskom.2022.13984
Afendi, F. M., Okada, T., Yamazaki, M., Morita A. H., Nakamura, Y., Nakamura, K., Ikeda, S., Takahashi, H, Md., Amin, A. U., Latifah., Darusman., Saito, K., & Kanaya, S. (2012). KNApSAcK family databases: integrated metabolite-plant species databases for multifaceted plant research. Plant Cell Physiol, 53(e1), 1–12. https://doi.org/10.1093/pcp/pcr165
American Cancer Society. (2024). About Breast Cancer. Cancer, org. Kennesaw, USA. https://www.cancer.org/cancer/types/breast-cancer-in-men/about/key-statistics.html .
Ayodele, P. F., Bamigbade, A., Bamigbade, O. O., Adeniyi, I. A., Tachin, E. S., Seweje, A. J., & Farohunbi, S. T. (2023). Illustrated procedure to perform molecular docking using pyrx and biovia discovery studio visualizer: a case study of 10kt with atropine. Progress in Drug Discovery & Biomedical Science, 6(1), 1-31. http://dx.doi.org/10.36877/pddbs.a0000424
Budhy, T. I. (2019). Mengapa Terjadi Kanker. Airlangga University Press.
bunga tapak dara (Catharanthus roseus (L) G. Don) pada reseptor estrogen beta sebagai antikanker payudara. Farmagazine, 3(2), 16–20. https://dx.doi.org/10.47653/farm.v3i2.3
bunga tapak dara (Catharanthus roseus (L) G. Don) pada reseptor estrogen beta sebagai antikanker payudara. Farmagazine, 3(2), 16–20. https://dx.doi.org/10.47653/farm.v3i2.3
Cahyaningrum, P. L., Swantara, I. M. D., & Mahardika, I. G. (2015). Toksisitas isolat dari ekstrak metanol spons Clathria (Thalysias sp) terhadap larva Artemia salina l. Cakra Kimia (Indonesian E-Journal of Applied Chemistry), 3(2), 50–55.
Diana, F. A. N., Riyadi, P. H., & Susanto, E. (2024). In silico analysis of ethyl acetate Bruguiera gymnorhiza leaf extracts as an anti-inflammatory agent. Jurnal Pengolahan Hasil Perikanan Indonesia, 27(9), 798-818. http://dx.doi.org/10.17844/jphpi.v27i9.54255
Faroby, M. H. Z. A., Fadhilah, H. N., & Sembiring, F. H. (2022). Identifikasi interaksi protein-protein meningitis menggunakan ClusterONE dan analisis jaringan. Journal of Advances in Information and Industrial Technology, 4(1), 17–28. https://doi.org/10.52435/jaiit.v4i1.180
Fatchiyah. (2015). Prinsip Dasar Bioinformatika. Universitas Brawijaya Press.
Global Cancer Observatory. (2020). Cancer Fact Sheets: All Cancer. IARC WHO. France. https://gco.iarc.fr/en. Accessed in 1 Agustus 2024.
Haeruddin, Ayuningrum, D., & Oktaviani, J. (2022). Maximum tolerable intake of mangrove oyster (Crassostrea rhizophorae) from the tapak river, Semarang city, Indonesia, which contains Cd and Pb metals. Jurnal Pengolahan Hasil Perikanan Indonesia, 25(3), 418-427. http://dx.doi.org/10.17844/jphpi.v25i3.39813
Handayani, H., Sriherfyna, F.H., Veteran, J., & Korespodensi, P. (2016). Ekstraksi antioksidan daun sirsak metode ultrasonic bath (kajian rasio bahan: pelarut dan lama ekstraksi). Jurnal Pangan dan Agroindustri, 4(1), 262–272.
Handayani, L., & Syahputra, F. (2017). Isolasi dan karakterisasi nanokalsium dari cangkang tiram (Crassostrea gigas). Jurnal Pengolahan Hasil Perikanan Indonesia, 20(3), 515-523. https://doi.org/10.17844/jphpi.v20i3.19776
Hardjono, S. (2013). Sintesis dan uji aktivitas antikanker senyawa 1-(2-Kloro benzoiloksi) urea dan 1-(4-Klorobenzoiloksi) urea. Berkala Ilmiah Kimia Farmasi, 2(1), 16–20.
Haryanto, A. (2015). Faktor geografis dan konsepsi peran nasional sebagai sumber politik luar negeri Indonesia. Jurnal Hubungan Internasional, 4(2), 136–147. https://doi.org/10.18196/hi.2015.0074.136-147
Huda, B. H. A., Sugihartini, N., Susanti, H., & Utami, D. (2020). Docking molekuler senyawa β-karoten dalam tanaman kelor (Moringa oleifera,l) sebagai penghambat enzim tirosinase dengan Autodock–Vina. Jurnal Insan Farmasi Indonesia, 3(2), 230–240. https://doi.org/10.36387/jifi.v3i2.540
Keiser, M. J., Roth, B. L., Armbruster, B. N., Ernsberger, P., Irwin, J. J., & Shoichet, B. K. (2007). Relating protein pharmacology by ligan chemistry. Nature Biotechnology, 25(2), 197–206. https://doi.org/10.1038/nbt1284
Khaerunnisa, S., Suhartati., & Awaluddin, R. (2020). Penelitian in Silico untuk Pemula. Airlangga University Press.
Lagunin, A. A., Dubovskaja, V. I., Rudik, A. V., Pogodin, P. V., Druzhilovskiy, D. S., Gloriozova, T. A., Filimonov, D. A., Sastry, G. N., & 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), e0191838–0191851. https://doi.org/10.1371%2Fjournal.pone.0191838
Lee, R. J., Vallow, L. A., McLaughlin, S. A., Tzou, K. S., Hines, S. L., & Peterson, J. L. (2012). Ductal carcinoma in situ of the breast. International Journal of Surgical Oncology, 2012, 1–12. https://doi.org/10.1155/2012/123549
Lestari, T. (2015). Studi interaksi senyawa turunan 1,3-dibenzoiltiourea sebagai ribonukleotida reduktase inhibitor. Jurnal Farmasi Indonesia, 7(3), 163–169.
LUNGevity. (2016). Lung Adenocarcinoma. LUNGevity Foundation. Chicago.
Maharani, S. (2012). KANKER: Mengenal 13 Jenis Kanker dan Pengobatannya. KATAHATI.
Nagar, B., Hantschel, O., Seeliger, M., Davies, J. M., Weis, W. I., Superti, F. G., & Kuriyan, J. (2006). Organization of the SH3-SH2 unit in active and inactive forms of the c-Abl tyrosine kinase. Molecular Cell, 21(6), 787–798. https://doi.org/10.1016/j.molcel.2006.01.035
Pannindriya, P., Safithri, M., & Tarman, K. (2021). Analisis in silico senyawa aktif Spirulina platensis sebagai inhibitor tirosinase. Jurnal Pengolahan Hasil Perikanan Indonesia, 24(1), 70-77. https://doi.org/10.17844/jphpi.v24i1.33122
Phan, J. J., Shi, Z. D., Burke, T. R., & Waugh, D. S. (2005). Crystal structures of a high-affinity macrocyclic peptide mimetic in complex with the Grb2 SH2 domain. Journal of Molecular Biology, 353(1), 104–115. https://doi.org/10.1016/j.jmb.2005.08.037
Qiu, W., Plotnikova, O., Feher, M., Awrey, D. E., & Chirgadze, N. Y. (2014). Crys-tal Structure of PLK4 Kinase with an inhibitor: 400631 ((1r,2s)-2-{3-[(e)-2-{4-[(dimethylamino)methyl]phenyl}ethenyl]-2h-indazol-6-yl}-5'-methoxyspiro[cyclopropane-1,3'-indol]-2'(1'h)-one). Nature Structural Biology, 10, 980–980. http://dx.doi.org/10.2210/pdb4jxf/pdb
Qurani, R., Yulianda, F., & Samosir, A. M. (2020). Spatial distribution of pacific oyster (Crassostrea gigas) population related environment factor in coastal water of Pabean Ilir, Indramayu. Jurnal Moluska Indonesia, 4(1), 38–47. https://doi.org/10.54115/jmi.v4i1.12
Ramadhani, A. N., Wahyudi, T. S., & Lestari, E. D. P. (2021). Langkah Lengkap Drug Discovery Menggunakan Molecular Docking. Global Science.
Reich, S. H., Sprengeler, P. A., Chiang, G.G., Appleman, J. R., Chen, J., Clarine, J., Eam, B., Ernst, J. T., Han, Q., Goel, V. K., Han, E. Z. R., Huang, V., Hung, I. N. J., Jemison, A., Jessen, K. A., Molter, J., Murphy, D., Neal, M., Parker, G. S., Shaghafi, M., Sperry, S., Staunton, J., Stumpf, C. R., Thompson, P. A., Tran, C., Webber, S. E., Wegerski, C. J., Zheng, H., & Webster, K. R. (2018). Structure-based design of pyridone–aminal eFT508 targeting dys-regulated translation by selective mitogen-activated protein kinase interacting kinases 1 and 2 (mnk1/2) inhibition. Journal of Medicinal Chemistry, 61(8), 3516–3540.
Rena, S. R., Nurhidayah., & Rustan. (2022). Analisis molecular docking senyawa Garcinia mangostana l sebagai kandidat anti SARS-CoV-2. Jurnal Fisika Unand, 11(1), 82–88. https://doi.org/10.25077/jfu.11.1.82-88.2022
Rukminingsih., Adnan, G., & Latief, M. A. (2020). Metode Penelitian Pendidikan; Penelitian Kuantitatif, Penelitian Kualitatif, Penelitian Tindakan Kelas. Erhaka Utama.
Saputri, K. E., Nurul F., Erwinda, K., Dedy, P., & Broto, S. (2016). Docking molekular potensi anti diabetes melitus tipe 2 turunan zerumbon sebagai inhibi-tor aldosa reduktase dengan Autodock-Vina. Chimica et Natura Acta, 4(1), 16–20. https://doi.org/10.24198/cna.v4.n1.10443
Sari, I. W., Junaidin., & Pratiwi, D. (2020). Studi molecular docking senyawa flavonoid herba kumis kucing (Orthosiphon stamineus B.) pada reseptor α-glukosidase sebagai antidiabetes tipe 2. Jurnal Farmagazine, 7(2), 54-60. http://dx.doi.org/10.47653/farm.v7i2.194
Smith, B. D., Kaufman, M. D., Wise, S. C., Ahn, Y. M., Caldwell, T. M., Leary, C. B., Lu, W. P., Tan, G., Vogeti, L., Vogeti, S., Wilky, B. A., Davis, L. E., Sharma, M., Ruiz-Soto, R., & Flynn, D. L. (2021). Vimseltinib: a precision CSF1R therapy for tenosynovial giant cell tumors and diseases promoted by macrophages. Molecular Cancer Therapeutics, 20(11), 2098–2109. https://doi.org/10.1158%2F1535-7163.MCT-21-0361
Suryani, Y. (2020). Kanker Payudara. PT. Freeline Cipta Granesia.
Suvannang, N., Nantasenamat, C., Isarankura, N. A. C., & Prachayasittikul, V. (2011). Molecular docking of aromatase inhibitors. Molecules, 16(5), 3597–3617. http://dx.doi.org/10.3390/molecules16053597
Verdiana, M., Widarta, I. W. R., & Permana, I. D. M. (2018). Pengaruh jenis pelarut pada ekstraksi menggunakan gelombang ultrasonik terhadap aktivitas anti-oksidan ekstrak kulit buah lemon (Citrus Limon (Linn.) Burm F.) Jurnal Ilmu dan Teknologi Pangan, 7(4), 213–222. https://doi.org/10.24843/itepa.2018.v07.i04.p08
Waltenspühl, Y., Schöppe, J., Ehrenmann, J., Kummer, L., & Plückthun, A. (2020). Crystal structure of the human oxytocin receptor. Science Advances, 6(29), eabb5419–5130. https://doi.org/10.1126/sciadv.abb5419
Wu, D., Rice, C. M., & Wang, X. (2012). Cancer bioinformatics: A new approach to systems clinical medicine. BMC Bioinformatics, 13(71), 1–4.
Wulandari, E., & Hendarmin, L. A. (2010). Integrasi Biokimia dalam Modul Kedokteran. Lembaga Penelitian UIN Syarif Hidayatullah. Ciputat.
Yulianda, F. 2020. Ekowisata perairan: suatu konsep kesesuaian dan daya dukung wisata Bahari dan wisata air tawar. IPB Press.
Authors
This work is licensed under a Creative Commons Attribution 4.0 International License.
Authors who publish with this journal agree to the following terms:
- Authors retain copyright and grant the journal right of first publication with the work simultaneously licensed under a Creative Commons Attribution License that allows others to share the work with an acknowledgement of the work's authorship and initial publication in this journal.
- Authors are able to enter into separate, additional contractual arrangements for the non-exclusive distribution of the journal's published version of the work (e.g., post it to an institutional repository or publish it in a book), with an acknowledgement of its initial publication in this journal.