Screening of SIRT2 inhibitors from natural product databases using computer-aided drug design and molecular dynamics simulation
DOI:
https://doi.org/10.1590/Keywords:
SIRT2, Neuroblastoma, Computer-aided drug design, Molecular dynamics simulation, Molecular dockingAbstract
This study is committed to searching for inhibitors of deacetylase SIRT2 within the natural product database via computer-aided drug design techniques. A comprehensive computer-aided drug design platform has been successfully established by integrating various techniques such as drug-likeness screening, pharmacokinetic prediction, molecular docking, and molecular dynamics simulation. The Traditional Chinese Medicine Systems Pharmacology Database and Analysis Platform (YaTCM) has been thoroughly explored to identify SIRT2 inhibitors, and the discovered compounds have been validated using molecular dynamics simulation. Through the computer-aided drug design method, five compounds capable of binding to SIRT2 have been successfully screened out from 47,696 natural product compounds derived from 6,220 herbs in the YaTCM database. Molecular dynamics simulation reveals that Artonin E and Paleatin B can form stable receptor-ligand complexes in the active pocket of SIRT2 inhibitors. Based on computer-aided drug design and virtual screening and verification techniques, Artonin E and Paleatin B have been identified as inhibitors of SIRT2, which is a key therapeutic target for the treatment of neuroblastoma. Applying computer aided drug design techniques to identify potential drug molecules from natural products holds profound significance for drug research.
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Ali A, Abdi S, Ali A, Ahmad W. Hexaconazole exposure disrupt acetylcholinesterase, leading to mental illness. Toxicol Res (Camb). 2023;12(5):775-82.
Bartolucci D, Montemurro L, Raieli S, Lampis S, Pession A, Hrelia P, et al. MYCN Impact on High-Risk Neuroblastoma: From Diagnosis and Prognosis to Targeted Treatment. Cancers (Basel). 2022;14(18).
Bhardwaj N, Das G, Srinivasan R. Neuroblastoma-derived v-myc avian myelocytomatosis viral related oncogene or MYCN gene. J Clin Pathol. 2023;76(8):518-23.
Bhavsar SP. Metastasis in neuroblastoma: the MYCN question. Front Oncol. 2023;13:1196861.
Chen F, Sun H, Wang J, Zhu F, Liu H, Wang Z, et al. Assessing the performance of MM/PBSA and MM/GBSA methods. 8. Predicting binding free energies and poses of protein-RNA complexes. Rna. 2018;24(9):1183-94.
Chen J, Chan AW, To KF, Chen W, Zhang Z, Ren J, et al. SIRT2 overexpression in hepatocellular carcinoma mediates epithelial to mesenchymal transition by protein kinase B/glycogen synthase kinase-3β/β-catenin signaling. Hepatology. 2013;57(6):2287-98.
Cheng F, Li W, Zhou Y, Shen J, Wu Z, Liu G, et al. admetSAR: a comprehensive source and free tool for assessment of chemical ADMET properties. Chem Inf Model. 2012;52(11):3099-105.
Chong SH, Im H, Ham S. Explicit Characterization of the Free Energy Landscape of pKID-KIX Coupled Folding and Binding. ACS Cent Sci. 2019;5(8):1342-51.
Collier TA, Piggot TJ, Allison JR. Molecular Dynamics Simulation of Proteins. Methods Mol Biol. 2020;2073:311-27.
Cui H, Kamal Z, Ai T, Xu Y, More SS, Wilson DJ, et al. Discovery of potent and selective sirtuin 2 (SIRT2) inhibitors using a fragment-based approach. J Med Chem. 2014;57(20):8340-57.
Disch JS, Evindar G, Chiu CH, Blum CA, Dai H, Jin L, et al. Discovery of thieno[3,2-d]pyrimidine-6-carboxamides as potent inhibitors of SIRT1, SIRT2, and SIRT3. J Med Chem . 2013;56(9):3666-79.
Fatriansyah JF, Rizqillah RK, Yandi MY, Fadilah, Sahlan M. Molecular docking and dynamics studies on propolis sulabiroin-A as a potential inhibitor of SARS-CoV-2. J King Saud Univ Sci. 2022;34(1):101707.
Fu G, Li ST, Jiang Z, Mao Q, Xiong N, Li X, et al. PGAM5 deacetylation mediated by SIRT2 facilitates lipid metabolism and liver cancer proliferation. Acta Biochim Biophys Sin (Shanghai). 2023,55(9):1370-9.
Gertz M, Fischer F, Nguyen GT, Lakshminarasimhan M, Schutkowski M, Weyand M, et al. Ex-527 inhibits Sirtuins by exploiting their unique NAD+-dependent deacetylation mechanism. Proc Natl Acad Sci U S A. 2013;110(30):E2772-81.
Hamaidi I, Zhang L, Kim N, Wang MH, Iclozan C, Fang B, et al. Sirt2 Inhibition Enhances Metabolic Fitness and Effector Functions of Tumor-Reactive T Cells. Cell Metab. 2020;32(3):420-36.
Jing H, Hu J, He B, Negrón Abril YL, Stupinski J, Weiser K, et al. A SIRT2-Selective Inhibitor Promotes c-Myc Oncoprotein Degradation and Exhibits Broad Anticancer Activity. Cancer Cell. 2016;29(3):297-310.
Kagami L, Wilter A, Diaz A, Vranken W. The ACPYPE web server for small-molecule MD topology generation. Bioinformatics. 2023;39(6).
Kameneva P, Artemov AV, Kastriti ME, Faure L, Olsen TK, Otte J, et al. Single-cell transcriptomics of human embryos identifies multiple sympathoblast lineages with potential implications for neuroblastoma origin. Nat Genet. 2021;53(5):694-706.
Kaya SG, Eren G. Selective inhibition of SIRT2: A disputable therapeutic approach in cancer therapy. Bioorg Chem. 2024;143:107038.
Khanfar MA, Quinti L, Wang H, Nobles J, Kazantsev AG, Silverman RB. Design and Evaluation of 3-(Benzylthio) benzamide Derivatives as Potent and Selective SIRT2 Inhibitors. ACS Med Chem Lett. 2015;6(5):607-11.
Lee JH, Yang B, Lindahl AJ, Damaschke N, Boersma MD, Huang W, et al. Identifying Dysregulated Epigenetic Enzyme Activity in Castrate-Resistant Prostate Cancer Development. ACS Chem Biol. 2017;12(11):2804-14.
Li B, Ma C, Zhao X, Hu Z, Du T, Xu X, et al. YaTCM: Yet another Traditional Chinese Medicine Database for Drug Discovery. Comput Struct Biotechnol J. 2018;16:600-10.
Liu PY, Xu N, Malyukova A, Scarlett CJ, Sun YT, Zhang XD, et al. The histone deacetylase SIRT2 stabilizes Myc oncoproteins. Cell Death Differ. 2013;20(3):503-14.
Mahdi I, Yeasmin H, Hossain I, Badhan RM, Ali MA, Kaium MA, et al. Potential antiviral peptides against the nucleoprotein of SARS-CoV-2. Chem Zvesti. 2023;77(2):813-23.
Miller BR 3rd, Mcgee TD Jr, Swails JM, Homeyer N, Gohlke H, Roitberg AE. MMPBSA.py: An efficient program for end-state free energy calculations. J Chem Theory Comput. 2012;8(9):3314-21.
Sharma M, Mahto JK, Dhaka P, Neetu N, Tomar S, Kumar P. MD simulation and MM/PBSA identifies phytochemicals as bifunctional inhibitors of SARS-CoV-2. J Biomol Struct Dyn. 2022;40(22):12048-61.
Singh AP, Nigam L, Yadav Y, Shekhar S, Subbarao N, Dey S. Design and in vitro analysis of SIRT2 inhibitor targeting Parkinson’s disease. Mol Divers. 2021;25(4):2261-70.
Sousa Da Silva AW, Vranken WF. ACPYPE -AnteChamber PYthon Parser interfacE. BMC Res Notes. 2012;5:367.
Therrien E, Larouche G, Nguyen N, Rahil J, Lemieux AM, Li Z, et al. Discovery of bicyclic pyrazoles as class III histone deacetylase SIRT1 and SIRT2 inhibitors. Bioorg Med Chem Lett. 2015;25(12):2514-8.
Valdés-Tresanco MS, Valdés-Tresanco ME, Valiente PA, Moreno E. gmx_MMPBSA: A New Tool to Perform End-State Free Energy Calculations with GROMACS. J Chem Theory Comput . 2021;17(10):6281-91.
Wang B, Ye Y, Yang X, Liu B, Wang Z, Chen S, et al. SIRT2-dependent IDH1 deacetylation inhibits colorectal cancer and liver metastases EMBO Rep. 2020;21(4):e48183.
Wu M, Zhang JB, Xiong YW, Zhao YX, Zheng MG, Huang XL, et al. Promotion of Lung Cancer Metastasis by SIRT2-Mediated Extracellular Protein Deacetylation. Adv Sci (Weinh). 2023;10(3):e2205462.
Yang H, Lou C, Sun L, Li J, Cai Y, Wang Z, et al. admetSAR 2.0: web-service for prediction and optimization of chemical ADMET properties. Bioinformatics . 2019;35(6):1067-9.
Yang L, Ma X, He Y, Yuan C, Chen Q, Li G, et al. Sirtuin 5: a review of structure, known inhibitors and clues for developing new inhibitors. Sci China Life Sci. 2017;60(3):249-56.
Yang LL, Wang HL, Zhong L, Yuan C, Liu SY, Yu ZJ, et al. X-ray crystal structure guided discovery of new selective, substrate-mimicking sirtuin 2 inhibitors that exhibit activities against non-small cell lung cancer cells. Eur J Med Chem . 2018;155:806-23.
Yau MQ, Emtage AL, Loo JSE. Benchmarking the performance of MM/PBSA in virtual screening enrichment using the GPCR-Bench dataset. J Comput Aided Mol Des. 2020;34(11):1133-45.
Zafar A, Wang W, Liu G, Wang X, Xian W, Mckeon F, et al. Molecular targeting therapies for neuroblastoma: Progress and challenges. Med Res Rev. 2021;41(2):961-1021.
Zhang X, Khan S, Jiang H, Antonyak MA, Chen X, Spiegelman NA, et al. Identifying the functional contribution of the defatty-acylase activity of SIRT6. Nat Chem Biol. 2016;12(8):614-20.
Zhou W, Ni TK, Wronski A, Glass B, Skibinski A, Beck A, et al. The SIRT2 Deacetylase Stabilizes Slug to Control Malignancy of Basal-like Breast Cancer. Cell Rep. 2016;17(5):1302-17.
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Funding data
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Dalian Science and Technology Innovation Fund
Grant numbers 2023JJ13SN044 -
Natural Science Foundation of Jiangsu Province
Grant numbers BK20230217 -
Science and Technology Program of Suzhou
Grant numbers SKY2023193