Investigate the protein–ligand binding affinity and evaluate the receptor binding abilities of different classes of ligands for APOE4 through molecular docking studies. The polymorphic nature of human Apo E gene encodes one of 3 common epsilon (ε) alleles (ε2, ε3, and ε4), reported to influence the risk of cardiovascular diseases. Structural basis of APOE4 involvement in CAD suggests that the intramolecular domain interactions to be a suitable target for therapeutic intervention. Identification of APOE4 modulators, targeted towards therapeutic candidates in CAD using Molecular Docking studies. Various classes of ligands including known drugs used in the treatment of CAD, fragment-based stabilizers and their similar structures and molecules with known bioactivity against APOE4 were screened for their binding affinity and further investigated for their interactions with APOE4. Computational studies show the benzyl amide derived structures to be useful candidates in modulation of APOE4. The protein–ligand binding affinities predicted in the study indicated receptor binding abilities of APOE4 that can lead to have interesting insights on structural conformity of APOE4 and its correlated functional aspects. Understanding modulation of APOE4 can pave ways to use it as biomarker for CAD as well as for its therapeutics. Further analysis of the variation of the docked protein structure, molecular dynamic simulation can be performed to generate a dynamic structure for binding analysis.
Published in | Journal of Drug Design and Medicinal Chemistry (Volume 7, Issue 2) |
DOI | 10.11648/j.jddmc.20210702.11 |
Page(s) | 27-38 |
Creative Commons |
This is an Open Access article, distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution and reproduction in any medium or format, provided the original work is properly cited. |
Copyright |
Copyright © The Author(s), 2021. Published by Science Publishing Group |
Apolipoprotein, Cholesterol, Coronary Artery Disease, Structural Bioinformatics, Molecular Docking, APOE4
[1] | CDC. Coronary Artery Disease | cdc.gov. Retrieved November 30, 2020. https://www.cdc.gov/heartdisease/coronary_ad.htm. |
[2] | Coronary Heart Disease | NHLBI, NIH. Retrieved November 30, 2020. https://www.nhlbi.nih.gov/health-topics/coronary-heart-disease. |
[3] | Moriarty, P. M. (2009). Association of ApoE and HDL-C with cardiovascular and cerebrovascular disease: Potential benefits of LDL-apheresis therapy. Future Lipidology, 4 (3), 311–329. https://doi.org/10.2217/CLP.09.21. |
[4] | Freeman, M. W. (2006). Lipid metabolism and coronary artery disease. Principles of Molecular Medicine, 130–137. https://doi.org/10.1007/978-1-59259-963-9_15. |
[5] | Gopalakrishnan, A., Sivadasanpillai, H., Ganapathi, S., Mohanan Nair, K., Sivasubramonian, S., & Valaparambil, A. (2020). Clinical profile & long-term natural history of symptomatic coronary artery disease in young patients (& lt; 30 yr). Indian Journal of Medical Research, 152 (3), 263. https://doi.org/10.4103/ijmr.IJMR_1090_18. |
[6] | Ranjith, N., Pegoraro, R., Rom, L., Rajput, M., & Naidoo, D. (2004). Sabinet | Lp (a) and apoE polymorphisms in young South African Indians with myocardial infarction: cardiovascular topics. Cardiovascular Journal of South Africa. https://journals.co.za/content/cardio/15/3/EJC23918. |
[7] | Singh, P., Singh, M., Bhatnagar, D., Kaur, T., & Gaur, S. (2008). Apolipoprotein E polymorphism and its relation to plasma lipids in coronary heart disease. Indian Journal of Medical Sciences, 62 (3), 105–112. https://doi.org/10.4103/0019-5359.39613. |
[8] | Afroze, D., Yousuf, A., Tramboo, N. A., Shah, Z. A., & Ahmad, A. (2016). ApoE gene polymorphism and its relationship with coronary artery disease in ethnic Kashmiri population. Clinical and Experimental Medicine, 16 (4), 551–556. https://doi.org/10.1007/s10238-015-0389-7. |
[9] | Frieden, C., & Garai, K. (2012). Structural differences between apoE3 and apoE4 may be useful in developing therapeutic agents for Alzheimer’s disease. Proceedings of the National Academy of Sciences of the United States of America, 109 (23), 8913–8918. https://doi.org/10.1073/pnas.1207022109. |
[10] | Petros, A. M., Korepanova, A., Jakob, C. G., Qiu, W., Panchal, S. C., Wang, J., Dietrich, J. D., Brewer, J. T., Pohlki, F., Kling, A., Wilcox, K., Lakics, V., Bahnassawy, L., Reinhardt, P., Partha, S. K., Bodelle, P. M., Lake, M., Charych, E. I., Stoll, V. S., … Mohler, E. G. (2019). Fragment-Based Discovery of an Apolipoprotein E4 (apoE4) Stabilizer. Journal of Medicinal Chemistry, 62 (8), 4120–4130. https://doi.org/10.1021/acs.jmedchem.9b00178. |
[11] | Weisgraber, K. H. (1994). Apolipoprotein E: Structure-function relationships. Advances in Protein Chemistry, 45, 249–302. https://doi.org/10.1016/s0065-3233(08)60642-7. |
[12] | Singh, P. P., Singh, M., & Mastana, S. S. (2006). APOE distribution in world populations with new data from India and the UK. Annals of Human Biology, 33 (3), 279–308. https://doi.org/10.1080/03014460600594513. |
[13] | Frieden, C., Wang, H., & Ho, C. M. W. (2017). A mechanism for lipid binding to apoE and the role of intrinsically disordered regions coupled to domain-domain interactions. Proceedings of the National Academy of Sciences of the United States of America, 114 (24), 6292–6297. https://doi.org/10.1073/pnas.1705080114. |
[14] | Lamia, L. F., Sharif, F. A., & Abed, A. A. (2011). Relationship between ApoE gene polymorphism and coronary heart disease in Gaza Strip. Journal of Cardiovascular Disease Research, 2 (1), 29–35. https://doi.org/10.4103/0975-3583.78584. |
[15] | Mahley, R. W. (2016). Apolipoprotein E: from cardiovascular disease to neurodegenerative disorders. Journal of Molecular Medicine, 94 (7), 739–746. https://doi.org/10.1007/s00109-016-1427-y. |
[16] | Boulenouar, H., Benchekor, S. M., Meroufel, D. N., Hetraf, S. A. L., Djellouli, H. O., Hermant, X., Grenier-Boley, B., Medjaoui, I. H., Mehtar, N. S., Amouyel, P., Houti, L., Meirhaeghe, A., & Goumidi, L. (2013). Impact of APOE gene polymorphisms on the lipid profile in an Algerian population. Lipids in Health and Disease, 12 (1). https://doi.org/10.1186/1476-511X-12-155. |
[17] | Eichner, J. E., Dunn, S. T., Perveen, G., Thompson, D. M., Stewart, K. E., & Stroehla, B. C. (2002). Apolipoprotein E polymorphism and cardiovascular disease: a HuGE review. American journal of epidemiology, 155 (6), 487–495. https://doi.org/10.1093/aje/155.6.487. |
[18] | El-Lebedy, D., Raslan, H. M., & Mohammed, A. M. (2016). Apolipoprotein E gene polymorphism and risk of type 2 diabetes and cardiovascular disease. Cardiovascular diabetology, 15, 12. https://doi.org/10.1186/s12933-016-0329-1. |
[19] | Liu, S., Liu, J., Weng, R., Gu, X., & Zhong, Z. (2019). Apolipoprotein E gene polymorphism and the risk of cardiovascular disease and type 2 diabetes. BMC cardiovascular disorders, 19 (1), 213. https://doi.org/10.1186/s12872-019-1194-0. |
[20] | Mahley, R. W., & Rall, S. C. (2000). Apolipoprotein E: Far more than a lipid transport protein. Annual Review of Genomics and Human Genetics, 1 (2000), 507–537. https://doi.org/10.1146/annurev.genom.1.1.507. |
[21] | Karahan, Z., Uğurlu, M., Uçaman, B., Uluğ, A. V., Kaya, İ., Çevik, K., Öztürk, Ö., & Iyem, H. (2015). Relation between Apolipoprotein E Gene Polymorphism and Severity of Coronary Artery Disease in Acute Myocardial Infarction. Cardiology research and practice, 2015, 363458. https://doi.org/10.1155/2015/363458. |
[22] | Hone, E., Lim, F., & Martins, I. J. (2019). Fat and Lipid Metabolism and the Involvement of Apolipoprotein E in Alzheimer’s Disease. Neurodegeneration and Alzheimer’s Disease, 189–231. https://doi.org/10.1002/9781119356752.ch7. |
[23] | Safieh, M., Korczyn, A. D., & Michaelson, D. M. (2019). ApoE4: an emerging therapeutic target for Alzheimer’s disease. BMC Medicine, 17 (1), 1–17. https://doi.org/10.1186/s12916-019-1299-4. |
[24] | Ohashi, R., Mu, H., Wang, X., Yao, Q., & Chen, C. (2005). Reverse cholesterol transport and cholesterol efflux in atherosclerosis. QJM - Monthly Journal of the Association of Physicians, 98 (12), 845–856. https://doi.org/10.1093/qjmed/hci136. |
[25] | Chou, C. Y., Jen, W. P., Hsieh, Y. H., Shiao, M. S., & Chang, G. G. (2006). Structural and functional variations in human apolipoprotein E3 and E4. Journal of Biological Chemistry, 281 (19), 13333–13344. https://doi.org/10.1074/jbc.M511077200. |
[26] | Lionta, E., Spyrou, G., Vassilatis, D., & Cournia, Z. (2014). Structure-Based Virtual Screening for Drug Discovery: Principles, Applications and Recent Advances. Current Topics in Medicinal Chemistry, 14 (16), 1923–1938. https://doi.org/10.2174/1568026614666140929124445. |
[27] | Chen, C. Y.-C. (2013). A Novel Integrated Framework and Improved Methodology of Computer-Aided Drug Design. Current Topics in Medicinal Chemistry, 13 (9), 965–988. https://doi.org/10.2174/1568026611313090002. |
[28] | Rall, S. C., Jr, Weisgraber, K. H., & Mahley, R. W. (1982). Human apolipoprotein E. The complete amino acid sequence. The Journal of biological chemistry, 257 (8), 4171–4178. https://pubmed.ncbi.nlm.nih.gov/7068630/. |
[29] | Rezeli, M., Zetterberg, H., Blennow, K., Brinkmalm, A., Laurell, T., Hansson, O., & Marko-Varga, G. (2015). Quantification of total apolipoprotein E and its specific isoforms in cerebrospinal fluid and blood in Alzheimer’s disease and other neurodegenerative diseases. EuPA Open Proteomics, 8, 137–143. https://doi.org/10.1016/j.euprot.2015.07.012. |
[30] | Li, H., Dhanasekaran, P., Alexander, E. T., Rader, D. J., Phillips, M. C., & Lund-Katz, S. (2013). Molecular mechanisms responsible for the differential effects of ApoE3 and ApoE4 on plasma lipoprotein-cholesterol levels. Arteriosclerosis, Thrombosis, and Vascular Biology, 33 (4), 687–693. https://doi.org/10.1161/ATVBAHA.112.301193. |
[31] | Phillips, M. C. (2014). Apolipoprotein e isoforms and lipoprotein metabolism. IUBMB Life, 66 (9), 616–623. https://doi.org/10.1002/iub.1314. |
[32] | Krieger, E., Joo, K., Lee, J., Lee, J., Raman, S., Thompson, J., Tyka, M., Baker, D., & Karplus, K. (2009). Improving physical realism, stereochemistry, and side-chain accuracy in homology modeling: Four approaches that performed well in CASP8. In Proteins: Structure, Function and Bioinformatics (Vol. 77, Issue SUPPL. 9, pp. 114–122). https://doi.org/10.1002/prot.22570. |
[33] | Pettersen, E. F., Goddard, T. D., Huang, C. C., Couch, G. S., Greenblatt, D. M., Meng, E. C., & Ferrin, T. E. (2004). UCSF Chimera - A visualization system for exploratory research and analysis. Journal of Computational Chemistry, 25 (13), 1605–1612. https://doi.org/10.1002/jcc.20084. |
[34] | Mahley, R. W., & Huang, Y. (2012). Small-Molecule structure correctors target abnormal protein structure and function: Structure corrector rescue of apolipoprotein E4-associated neuropathology. In Journal of Medicinal Chemistry (Vol. 55, Issue 21, pp. 8997–9008). J Med Chem. https://doi.org/10.1021/jm3008618. |
[35] | Trott, O., & Olson, A. J. (2009). AutoDock Vina: Improving the speed and accuracy of docking with a new scoring function, efficient optimization, and multithreading. Journal of Computational Chemistry, NA-NA. https://doi.org/10.1002/jcc.21334. |
[36] | O'Boyle, N. M., Banck, M., James, C. A., Morley, C., Vandermeersch, T., & Hutchison, G. R. (2011). Open Babel: An open chemical toolbox. Journal of cheminformatics, 3, 33. https://doi.org/10.1186/1758-2946-3-33. |
[37] | Li, M., Wang, X., Li, X., Chen, H., Hu, Y., Zhang, X., Tang, X., Miao, Y., Tian, G., & Shang, H. (2019). Statins for the Primary Prevention of Coronary Heart Disease. BioMed Research International, 2019. https://doi.org/10.1155/2019/4870350. |
[38] | Schneidman-Duhovny, D., Dror, O., Inbar, Y., Nussinov, R., & Wolfson, H. J. (2008). PharmaGist: a webserver for ligand-based pharmacophore detection. Nucleic Acids Research, 36 (Web Server issue), 223–228. https://doi.org/10.1093/nar/gkn187. |
[39] | Mark, L., Dani, G., Fazekas, Ö., Szüle, O., Kovacs, H., & Katona, A. (2007). Effects of ezetimibe on lipids and lipoproteins in patients with hypercholesterolemia and different apolipoprotein E genotypes. Current Medical Research and Opinion, 23 (7), 1541–1548. https://doi.org/10.1185/030079907X199817. |
[40] | Burnett, J. R., & Huff, M. W. (2006). Cholesterol absorption inhibitors as a therapeutic option for hypercholesterolaemia. In Expert Opinion on Investigational Drugs (Vol. 15, Issue 11, pp. 1337–1351). Expert Opin Investig Drugs. https://doi.org/10.1517/13543784.15.11.1337. |
[41] | Al-Shaer, M. H., Choueiri, N. E., & Suleiman, E. S. (2004). The pivotal role of cholesterol absorption inhibitors in the management of dyslipidemia. In Lipids in Health and Disease (Vol. 3, Issue 1, p. 22). BioMed Central. https://doi.org/10.1186/1476-511X-3-22. |
[42] | Kruger, P. C., Eikelboom, J. W., & Yusuf, S. (2018). Rivaroxaban with or without aspirin for prevention of cardiovascular disease. In Coronary Artery Disease (Vol. 29, Issue 5, pp. 361–365). Lippincott Williams and Wilkins. https://doi.org/10.1097/MCA.0000000000000605. |
[43] | Bavry, A. A., & Bhatt, D. L. (n.d.). Atrial Fibrillation and Ischemic Events With Rivaroxaban in Patients With Stable Coronary Artery Disease - American College of Cardiology. 2020. Retrieved December 29, 2020, from https://www.acc.org/latest-in-cardiology/clinical-trials/2019/09/01/11/05/afire. |
[44] | Chen, D., Oezguen, N., Urvil, P., Ferguson, C., Dann, S. M., & Savidge, T. C. (2016). Regulation of protein-ligand binding affinity by hydrogen bond pairing. Science Advances, 2 (3), e1501240. https://doi.org/10.1126/sciadv.1501240. |
[45] | Pantsar, T., & Poso, A. (2018). Binding affinity via docking: Fact and fiction. In Molecules (Vol. 23, Issue 8, p. 1DUMMY). MDPI AG. https://doi.org/10.3390/molecules23081899. |
[46] | Saxena, A., Wong, D., Diraviyam, K., & Sept, D. (2009). The Basic Concepts of Molecular Modeling. In Methods in Enzymology (1st ed., Vol. 467, Issue C). Elsevier Inc. https://doi.org/10.1016/S0076-6879(09)67012-9. |
[47] | MalvernPanalytical. (n.d.). Binding Affinity | Dissociation Constant | Malvern Panalytical. Retrieved January 7, 2021, from https://www.malvernpanalytical.com/en/products/measurement-type/binding-affinity. |
[48] | Leach, A. R., & Gillet, V. J. (2007). An introduction to chemo informatics. In An Introduction To Chemo informatics. https://doi.org/10.1007/978-1-4020-6291-9. |
[49] | Holloway, F. A., & Peirce, J. M. (1998). Fundamental Psychopharmacology. In Comprehensive Clinical Psychology (pp. 173–206). Elsevier. https://doi.org/10.1016/b0080-4270(73)00176-0. |
[50] | Wang, J., Guo, Z., Fu, Y., Wu, Z., Huang, C., Zheng, C., Shar, P. A., Wang, Z., Xiao, W., & Wang, Y. (2016). Weak-binding molecules are not drugs?—toward a systematic strategy for finding effective weak-binding drugs. Briefings in Bioinformatics, 18 (2), bbw018. https://doi.org/10.1093/bib/bbw018. |
APA Style
Lima Hazarika, Supriyo Sen, Akshaykumar Zawar, Jitesh Doshi. (2021). Identification of APOE4 Modulators, Targeted Therapeutic Candidates in Coronary Artery Disease, Using Molecular Docking Studies. Journal of Drug Design and Medicinal Chemistry, 7(2), 27-38. https://doi.org/10.11648/j.jddmc.20210702.11
ACS Style
Lima Hazarika; Supriyo Sen; Akshaykumar Zawar; Jitesh Doshi. Identification of APOE4 Modulators, Targeted Therapeutic Candidates in Coronary Artery Disease, Using Molecular Docking Studies. J. Drug Des. Med. Chem. 2021, 7(2), 27-38. doi: 10.11648/j.jddmc.20210702.11
AMA Style
Lima Hazarika, Supriyo Sen, Akshaykumar Zawar, Jitesh Doshi. Identification of APOE4 Modulators, Targeted Therapeutic Candidates in Coronary Artery Disease, Using Molecular Docking Studies. J Drug Des Med Chem. 2021;7(2):27-38. doi: 10.11648/j.jddmc.20210702.11
@article{10.11648/j.jddmc.20210702.11, author = {Lima Hazarika and Supriyo Sen and Akshaykumar Zawar and Jitesh Doshi}, title = {Identification of APOE4 Modulators, Targeted Therapeutic Candidates in Coronary Artery Disease, Using Molecular Docking Studies}, journal = {Journal of Drug Design and Medicinal Chemistry}, volume = {7}, number = {2}, pages = {27-38}, doi = {10.11648/j.jddmc.20210702.11}, url = {https://doi.org/10.11648/j.jddmc.20210702.11}, eprint = {https://article.sciencepublishinggroup.com/pdf/10.11648.j.jddmc.20210702.11}, abstract = {Investigate the protein–ligand binding affinity and evaluate the receptor binding abilities of different classes of ligands for APOE4 through molecular docking studies. The polymorphic nature of human Apo E gene encodes one of 3 common epsilon (ε) alleles (ε2, ε3, and ε4), reported to influence the risk of cardiovascular diseases. Structural basis of APOE4 involvement in CAD suggests that the intramolecular domain interactions to be a suitable target for therapeutic intervention. Identification of APOE4 modulators, targeted towards therapeutic candidates in CAD using Molecular Docking studies. Various classes of ligands including known drugs used in the treatment of CAD, fragment-based stabilizers and their similar structures and molecules with known bioactivity against APOE4 were screened for their binding affinity and further investigated for their interactions with APOE4. Computational studies show the benzyl amide derived structures to be useful candidates in modulation of APOE4. The protein–ligand binding affinities predicted in the study indicated receptor binding abilities of APOE4 that can lead to have interesting insights on structural conformity of APOE4 and its correlated functional aspects. Understanding modulation of APOE4 can pave ways to use it as biomarker for CAD as well as for its therapeutics. Further analysis of the variation of the docked protein structure, molecular dynamic simulation can be performed to generate a dynamic structure for binding analysis.}, year = {2021} }
TY - JOUR T1 - Identification of APOE4 Modulators, Targeted Therapeutic Candidates in Coronary Artery Disease, Using Molecular Docking Studies AU - Lima Hazarika AU - Supriyo Sen AU - Akshaykumar Zawar AU - Jitesh Doshi Y1 - 2021/04/20 PY - 2021 N1 - https://doi.org/10.11648/j.jddmc.20210702.11 DO - 10.11648/j.jddmc.20210702.11 T2 - Journal of Drug Design and Medicinal Chemistry JF - Journal of Drug Design and Medicinal Chemistry JO - Journal of Drug Design and Medicinal Chemistry SP - 27 EP - 38 PB - Science Publishing Group SN - 2472-3576 UR - https://doi.org/10.11648/j.jddmc.20210702.11 AB - Investigate the protein–ligand binding affinity and evaluate the receptor binding abilities of different classes of ligands for APOE4 through molecular docking studies. The polymorphic nature of human Apo E gene encodes one of 3 common epsilon (ε) alleles (ε2, ε3, and ε4), reported to influence the risk of cardiovascular diseases. Structural basis of APOE4 involvement in CAD suggests that the intramolecular domain interactions to be a suitable target for therapeutic intervention. Identification of APOE4 modulators, targeted towards therapeutic candidates in CAD using Molecular Docking studies. Various classes of ligands including known drugs used in the treatment of CAD, fragment-based stabilizers and their similar structures and molecules with known bioactivity against APOE4 were screened for their binding affinity and further investigated for their interactions with APOE4. Computational studies show the benzyl amide derived structures to be useful candidates in modulation of APOE4. The protein–ligand binding affinities predicted in the study indicated receptor binding abilities of APOE4 that can lead to have interesting insights on structural conformity of APOE4 and its correlated functional aspects. Understanding modulation of APOE4 can pave ways to use it as biomarker for CAD as well as for its therapeutics. Further analysis of the variation of the docked protein structure, molecular dynamic simulation can be performed to generate a dynamic structure for binding analysis. VL - 7 IS - 2 ER -