The Enigma of Amyloid Forming Proteins: Insights From Molecular Simulations*
Nevena Todorova A and Irene Yarovsky A BA School of Engineering, RMIT University, Melbourne, Vic. 3001, Australia.
B Corresponding author. Email: irene.yarovsky@rmit.edu.au
Australian Journal of Chemistry 72(8) 574-584 https://doi.org/10.1071/CH19059
Submitted: 5 February 2019 Accepted: 6 March 2019 Published: 9 April 2019
Abstract
Molecular level insight into the interplay between protein sequence, structure, and conformational dynamics is crucial for the comprehensive understanding of protein folding, misfolding, and aggregation phenomena that are pertinent to the formation of amyloid fibrils implicated in several degenerative diseases. Computational modelling provides insight into protein behaviour at spatial and temporal resolution still largely outside the reach of experiments. Herein we present an account of our theoretical modelling research conducted in collaboration with several experimental groups where we explored the effects of local environment on the structure and aggregation propensity of several types of amyloidogenic peptides and proteins, including apolipoprotein C-II, insulin, amylin, and amyloid-β using a variety of computational approaches.
References
[1] A. Aguzzi, T. O’Connor, Nat. Rev. Drug Discov. 2010, 9, 237.| Crossref | GoogleScholarGoogle Scholar | 20190788PubMed |
[2] T. P. Knowles, M. Vendruscolo, C. M. Dobson, Nat. Rev. Mol. Cell Biol. 2014, 15, 384.
| Crossref | GoogleScholarGoogle Scholar | 24854788PubMed |
[3] R. Nelson, D. Eisenberg, Curr. Opin. Struct. Biol. 2006, 16, 260.
| Crossref | GoogleScholarGoogle Scholar | 16563741PubMed |
[4] S. I. Cohen, S. Linse, L. M. Luheshi, E. Hellstrand, D. A. White, L. Rajah, D. E. Otzen, M. Vendruscolo, C. M. Dobson, T. P. Knowles, Proc. Natl. Acad. Sci. USA 2013, 110, 9758.
| Crossref | GoogleScholarGoogle Scholar | 23703910PubMed |
[5] A. J. Doig, P. Derreumaux, Curr. Opin. Struct. Biol. 2015, 30, 50.
| Crossref | GoogleScholarGoogle Scholar | 25559306PubMed |
[6] M. Bartolini, V. Andrisano, ChemBioChem 2010, 11, 1018.
| Crossref | GoogleScholarGoogle Scholar | 20401887PubMed |
[7] V. Kumar, N. Sami, T. Kashav, A. Islam, F. Ahmad, M. I. Hassan, Eur. J. Med. Chem. 2016, 124, 1105.
| Crossref | GoogleScholarGoogle Scholar | 27486076PubMed |
[8] T. Hard, C. Lendel, J. Mol. Biol. 2012, 421, 441.
| Crossref | GoogleScholarGoogle Scholar | 22244855PubMed |
[9] S. I. Yoo, M. Yang, J. R. Brender, V. Subramanian, K. Sun, N. E. Joo, S.-H. Jeong, A. Ramamoorthy, N. A. Kotov, Angew. Chem. 2011, 50, 5110.
| Crossref | GoogleScholarGoogle Scholar |
[10] S. Bottaro, K. Lindorff-Larsen, Science 2018, 361, 355.
| Crossref | GoogleScholarGoogle Scholar | 30049874PubMed |
[11] D. J. Huggins, P. C. Biggin, M. A. Dämgen, J. W. Essex, S. A. Harris, R. H. Henchman, S. Khalid, A. Kuzmanic, C. A. Laughton, J. Michel, A. J. Mulholland, E. Rosta, M. S. P. Sansom, M. W. van der Kamp, Wiley Interdiscip. Rev. Comput. Mol. Sci. 2018, e1393.
| Crossref | GoogleScholarGoogle Scholar |
[12] P. Charchar, A. J. Christofferson, N. Todorova, I. Yarovsky, Small 2016, 12, 2395.
| Crossref | GoogleScholarGoogle Scholar | 27007031PubMed |
[13] P. J. Denning, T. G. Lewis, Commun. ACM 2017, 60, 54.
| Crossref | GoogleScholarGoogle Scholar |
[14] N. V. Buchete, R. Tycko, G. Hummer, J. Mol. Biol. 2005, 353, 804.
| Crossref | GoogleScholarGoogle Scholar | 16213524PubMed |
[15] L. Tran, T. Ha-Duong, Peptides 2015, 69, 86.
| Crossref | GoogleScholarGoogle Scholar | 25908410PubMed |
[16] I. M. Ilie, D. Nayar, W. K. den Otter, N. F. A. van der Vegt, W. J. Briels, J. Chem. Theory Comput. 2018, 14, 3298.
| Crossref | GoogleScholarGoogle Scholar | 29715424PubMed |
[17] R. O. Dror, R. M. Dirks, J. P. Grossman, H. Xu, D. E. Shaw, Annu. Rev. Biophys. 2012, 41, 429.
| Crossref | GoogleScholarGoogle Scholar | 22577825PubMed |
[18] M. Karplus, R. Lavery, Isr. J. Chem. 2014, 54, 1042.
| Crossref | GoogleScholarGoogle Scholar |
[19] D. E. Shaw, P. Maragakis, K. Lindorff-Larsen, S. Piana, R. O. Dror, M. P. Eastwood, J. A. Bank, J. M. Jumper, J. K. Salmon, Y. Shan, W. Wriggers, Science 2010, 330, 341.
| Crossref | GoogleScholarGoogle Scholar | 20947758PubMed |
[20] S. J. Marrink, V. Corradi, P. C. T. Souza, H. I. Ingolfsson, D. P. Tieleman, M. S. P. Sansom, Chem. Rev. 2019, in press.
| Crossref | GoogleScholarGoogle Scholar | 30758191PubMed |
[21] N. Amdursky, M. H. Rashid, M. M. Stevens, I. Yarovsky, Sci. Rep. 2017, 7, 6245.
| Crossref | GoogleScholarGoogle Scholar | 28740173PubMed |
[22] W. Zhang, A. J. Christofferson, Q. A. Besford, J. J. Richardson, J. Guo, Y. Ju, K. Kempe, I. Yarovsky, F. Caruso, Nanoscale 2019, 11, 1921.
| Crossref | GoogleScholarGoogle Scholar | 30644497PubMed |
[23] E. Peng, N. Todorova, I. Yarovsky, PLoS One 2017, 12, e0186219.
| Crossref | GoogleScholarGoogle Scholar | 29023509PubMed |
[24] N. Todorova, F. S. Legge, H. Treutlein, I. Yarovsky, J. Phys. Chem. B 2008, 112, 11137.
| Crossref | GoogleScholarGoogle Scholar | 18698702PubMed |
[25] V. H. Man, X. He, P. Derreumaux, B. Ji, X. S. Xie, P. H. Nguyen, J. Wang, J. Chem. Theory Comput. 2019, 15, 1440.
| Crossref | GoogleScholarGoogle Scholar | 30633867PubMed |
[26] K. Q. Hoffmann, M. McGovern, C. C. Chiu, J. J. de Pablo, PLoS One 2015, 10, e0134091.
| Crossref | GoogleScholarGoogle Scholar | 26221949PubMed |
[27] M. Carballo-Pacheco, A. E. Ismail, B. Strodel, J. Chem. Theory Comput. 2018, 14, 6063.
| Crossref | GoogleScholarGoogle Scholar | 30336669PubMed |
[28] G. H. Zerze, C. M. Miller, D. Granata, J. Mittal, J. Chem. Theory Comput. 2015, 11, 2776.
| Crossref | GoogleScholarGoogle Scholar | 26575570PubMed |
[29] N. Todorova, F. Marinelli, S. Piana, I. Yarovsky, J. Phys. Chem. B 2009, 113, 3556.
| Crossref | GoogleScholarGoogle Scholar | 19243106PubMed |
[30] C. L. Teoh, M. D. W. Griffin, G. J. Howlett, Protein Cell 2011, 2, 116.
| Crossref | GoogleScholarGoogle Scholar | 21400045PubMed |
[31] G. J. Howlett, T. M. Ryan, M. D. W. Griffin, Biochim. Biophys. Acta, Proteins Proteomics 2018, in press.
[32] D. M. Hatters, C. E. MacPhee, L. J. Lawrence, W. H. Sawyer, G. J. Howlett, Biochemistry 2000, 39, 8276.
| Crossref | GoogleScholarGoogle Scholar | 10889036PubMed |
[33] C. R. Stewart, A. Haw, R. Lopez, T. O. McDonald, J. M. Callaghan, M. J. McConville, K. J. Moore, G. J. Howlett, K. D. O’Brien, J. Lipid Res. 2007, 48, 2162.
| Crossref | GoogleScholarGoogle Scholar | 17630380PubMed |
[34] S. H. Nasr, S. Dasari, L. Hasadsri, J. D. Theis, J. A. Vrana, M. A. Gertz, P. Muppa, M. T. Zimmermann, K. L. Grogg, A. Dispenzieri, S. Sethi, W. E. Highsmith, G. Merlini, N. Leung, P. J. Kurtin, J. Am. Soc. Nephrol. 2017, 28, 439.
| Crossref | GoogleScholarGoogle Scholar | 27297947PubMed |
[35] R. Pechlaner, S. Tsimikas, X. Yin, P. Willeit, F. Baig, P. Santer, F. Oberhollenzer, G. Egger, J. L. Witztum, V. J. Alexander, J. Willeit, S. Kiechl, M. Mayr, J. Am. Coll. Cardiol. 2017, 69, 789.
| Crossref | GoogleScholarGoogle Scholar | 28209220PubMed |
[36] C. L. Teoh, C. L. L. Pham, N. Todorova, A. Hung, C. N. Lincoln, E. Lees, Y. H. Lam, K. J. Binger, N. H. Thomson, S. E. Radford, T. A. Smith, S. A. Müller, A. Engel, M. D. W. Griffin, I. Yarovsky, P. R. Gooley, G. J. Howlett, J. Mol. Biol. 2011, 405, 1246.
| Crossref | GoogleScholarGoogle Scholar | 21146539PubMed |
[37] C. O. Zlatic, Y. Mao, N. Todorova, Y. F. Mok, G. J. Howlett, I. Yarovsky, P. R. Gooley, M. D. W. Griffin, FEBS J. 2018, 285, 2799.
| Crossref | GoogleScholarGoogle Scholar | 29791776PubMed |
[38] N. Todorova, C. O. Zlatic, Y. Mao, I. Yarovsky, G. J. Howlett, P. R. Gooley, M. D. W. Griffin, Biochemistry 2017, 56, 1757.
| Crossref | GoogleScholarGoogle Scholar | 28229588PubMed |
[39] Y. Mao, C. O. Zlatic, M. D. W. Griffin, G. J. Howlett, N. Todorova, I. Yarovsky, P. R. Gooley, Biochemistry 2015, 54, 4805.
| Crossref | GoogleScholarGoogle Scholar | 26196342PubMed |
[40] L. M. Wilson, Y. F. Mok, K. J. Binger, M. D. W. Griffin, H. D. T. Mertens, F. Lin, J. D. Wade, P. R. Gooley, G. J. Howlett, J. Mol. Biol. 2007, 366, 1639.
| Crossref | GoogleScholarGoogle Scholar | 17217959PubMed |
[41] F. S. Legge, K. J. Binger, M. D. Griffin, G. J. Howlett, D. Scanlon, H. Treutlein, I. Yarovsky, J. Phys. Chem. B 2009, 113, 14006.
| Crossref | GoogleScholarGoogle Scholar | 19780547PubMed |
[42] A. Hung, M. D. Griffin, G. J. Howlett, I. Yarovsky, Eur. Biophys. J. 2008, 38, 99.
| Crossref | GoogleScholarGoogle Scholar | 18769912PubMed |
[43] N. Todorova, A. Hung, S. M. Maaser, M. D. W. Griffin, J. Karas, G. J. Howlett, I. Yarovsky, Phys. Chem. Chem. Phys. 2010, 12, 14762.
| Crossref | GoogleScholarGoogle Scholar | 20938536PubMed |
[44] N. Todorova, A. Hung, I. Yarovsky, J. Phys. Chem. B 2010, 114, 7974.
| Crossref | GoogleScholarGoogle Scholar | 20496878PubMed |
[45] M. D. W. Griffin, L. Yeung, A. Hung, N. Todorova, Y.-F. Mok, J. A. Karas, P. R. Gooley, I. Yarovsky, G. J. Howlett, J. Mol. Biol. 2012, 416, 642.
| Crossref | GoogleScholarGoogle Scholar |
[46] N. Todorova, L. Yeung, A. Hung, I. Yarovsky, PLoS One 2013, 8, e57437.
| Crossref | GoogleScholarGoogle Scholar | 23437387PubMed |
[47] N. Todorova, A. J. Makarucha, N. D. M. Hine, A. A. Mostofi, I. Yarovsky, PLOS Comput. Biol. 2013, 9, e1003360.
| Crossref | GoogleScholarGoogle Scholar | 24339760PubMed |
[48] N. Todorova, A. Bentvelzen, N. J. English, I. Yarovsky, J. Chem. Phys. 2016, 144, 085101.
| Crossref | GoogleScholarGoogle Scholar | 26931725PubMed |
[49] A. Hung, I. Yarovsky, J. Mol. Graph. Model. 2011, 29, 597.
| Crossref | GoogleScholarGoogle Scholar | 21146432PubMed |
[50] J. Luo, J. P. Abrahams, Chem. – Eur. J. 2014, 20, 2410.
| Crossref | GoogleScholarGoogle Scholar | 24478167PubMed |
[51] J. A. Kritzer, S. Hamamichi, J. M. McCaffery, S. Santagata, T. A. Naumann, K. A. Caldwell, G. A. Caldwell, S. Lindquist, Nat. Chem. Biol. 2009, 5, 655.
| Crossref | GoogleScholarGoogle Scholar | 19597508PubMed |
[52] A. Budi, F. S. Legge, H. Treutlein, I. Yarovsky, J. Phys. Chem. B 2005, 109, 22641.
| Crossref | GoogleScholarGoogle Scholar | 16853947PubMed |
[53] A. Budi, F. S. Legge, H. Treutlein, I. Yarovsky, J. Phys. Chem. B 2007, 111, 5748.
| Crossref | GoogleScholarGoogle Scholar | 17472363PubMed |
[54] A. Budi, F. S. Legge, H. Treutlein, I. Yarovsky, J. Phys. Chem. B 2008, 112, 7916.
| Crossref | GoogleScholarGoogle Scholar | 18537286PubMed |
[55] A. Budi, S. Legge, H. Treutlein, I. Yarovsky, Eur. Biophys. J. 2004, 33, 121.
| Crossref | GoogleScholarGoogle Scholar | 14574523PubMed |
[56] S. P. Loughran, M. S. Al Hossain, A. Bentvelzen, M. Elwood, J. Finnie, J. Horvat, S. Iskra, E. P. Ivanova, J. Manavis, C. K. Mudiyanselage, A. Lajevardipour, B. Martinac, R. McIntosh, R. McKenzie, M. Mustapic, Y. Nakayama, E. Pirogova, M. H. Rashid, N. A. Taylor, N. Todorova, P. M. Wiedemann, R. Vink, A. Wood, I. Yarovsky, R. J. Croft, Int. J. Environ. Res. Public Health 2016, 13, 967.
| Crossref | GoogleScholarGoogle Scholar |
[57] F. Mancinelli, M. Caraglia, A. Abbruzzese, G. d’Ambrosio, R. Massa, E. Bismuto, J. Cell Biol. 2004, 93, 188.
[58] N. J. English, C. J. Waldron, Phys. Chem. Chem. Phys. 2015, 17, 12407.
| Crossref | GoogleScholarGoogle Scholar | 25903011PubMed |
[59] G. W. Arendash, J. Sanchez-Ramos, T. Mori, M. Mamcarz, X. Lin, M. Runfeldt, L. Wang, G. Zhang, V. Sava, J. Tan, C. Cao, J. Alzheimers Dis. 2010, 19, 191.
| Crossref | GoogleScholarGoogle Scholar | 20061638PubMed |
[60] https://www.telstra.com.au/consumer-advice/eme (accessed 1 March 2019)
[61] X. Yang, M. X. Yang, B. Pang, M. Vara, Y. N. Xia, Chem. Rev. 2015, 115, 10410.
| Crossref | GoogleScholarGoogle Scholar | 26293344PubMed |
[62] A. Elsaesser, C. V. Howard, Adv. Drug Deliv. Rev. 2012, 64, 129.
| Crossref | GoogleScholarGoogle Scholar | 21925220PubMed |
[63] Q. X. Mu, G. B. Jiang, L. X. Chen, H. Y. Zhou, D. Fourches, A. Tropsha, B. Yan, Chem. Rev. 2014, 114, 7740.
| Crossref | GoogleScholarGoogle Scholar |
[64] M. Zhang, X. Mao, Y. Yu, C.-X. Wang, Y.-L. Yang, C. Wang, Adv. Mater. 2013, 25, 3780.
| Crossref | GoogleScholarGoogle Scholar | 23722464PubMed |
[65] B. Wang, E. H. Pilkington, Y. Sun, T. P. Davis, P. C. Ke, F. Ding, Environ. Sci. Nano 2017, 4, 1772.
| Crossref | GoogleScholarGoogle Scholar | 29230295PubMed |
[66] F. De Leo, A. Magistrato, D. Bonifazi, Chem. Soc. Rev. 2015, 44, 6916.
| Crossref | GoogleScholarGoogle Scholar | 26139348PubMed |
[67] A. J. Makarucha, N. Todorova, I. Yarovsky, Eur. Biophys. J. 2011, 40, 103.
| Crossref | GoogleScholarGoogle Scholar | 21153635PubMed |
[68] T. John, A. Gladytz, C. Kubeil, L. L. Martin, H. J. Risselada, B. Abel, Nanoscale 2018, 10, 20894.
| Crossref | GoogleScholarGoogle Scholar | 30225490PubMed |
[69] C. Li, R. Mezzenga, Nanoscale 2013, 5, 6207.
| Crossref | GoogleScholarGoogle Scholar | 23744243PubMed |
[70] E. E. Tuppo, L. J. Forman, J. Am. Osteopath. Assoc. 2001, 101, 11S.
[71] X. Xue, L.-R. Wang, Y. Sato, Y. Jiang, M. Berg, D.-S. Yang, R. A. Nixon, X.-J. Liang, Nano Lett. 2014, 14, 5110.
| Crossref | GoogleScholarGoogle Scholar | 25115676PubMed |
[72] S. Linse, C. Cabaleiro-Lago, W.-F. Xue, I. Lynch, S. Lindman, E. Thulin, S. E. Radford, K. A. Dawson, Proc. Natl. Acad. Sci. USA 2007, 104, 8691.
| Crossref | GoogleScholarGoogle Scholar | 17485668PubMed |
[73] K. Bhattacharya, S. P. Mukherjee, A. Gallud, S. C. Burkert, S. Bistarelli, S. Bellucci, M. Bottini, A. Star, B. Fadeel, Nanomedicine (Lond.) 2016, 12, 333.
| Crossref | GoogleScholarGoogle Scholar |
[74] N. D. M. Hine, P. D. Haynes, A. A. Mostofi, C. K. Skylaris, M. C. Payne, Comput. Phys. Commun. 2009, 180, 1041.
| Crossref | GoogleScholarGoogle Scholar |
[75] A. J. Makarucha, N. Todorova, I. Yarovsky (eds.), Effects of Graphitic Nanomaterials on the Dissociation Pathway of Amyloidogenic Peptide Dimer. International Conference on Nanoscience and Nanotechnology (ICONN), 2014, 2–6 February.
[76] W. S. Hummers, R. E. Offeman, J. Am. Chem. Soc. 1958, 80, 1339.
| Crossref | GoogleScholarGoogle Scholar |
[77] G. Shao, Y. Lu, F. Wu, C. Yang, F. Zeng, Q. Wu, J. Mater. Sci. 2012, 47, 4400.
| Crossref | GoogleScholarGoogle Scholar |
[78] M. Mahmoudi, O. Akhavan, M. Ghavami, F. Rezaee, S. M. Ghiasi, Nanoscale 2012, 4, 7322.
| Crossref | GoogleScholarGoogle Scholar | 23079862PubMed |
[79] M. Mahmoudi, H. R. Kalhor, S. Laurent, I. Lynch, Nanoscale 2013, 5, 2570.
| Crossref | GoogleScholarGoogle Scholar | 23463168PubMed |
[80] L. Baweja, K. Balamurugan, V. Subramanian, A. Dhawan, J. Mol. Graph. Model. 2015, 61, 175.
| Crossref | GoogleScholarGoogle Scholar | 26275931PubMed |
[81] Y. Chen, Z. Chen, Y. Sun, J. Lei, G. Wei, Nanoscale 2018, 10, 8989.
| Crossref | GoogleScholarGoogle Scholar | 29725676PubMed |
[82] E. X. Peng, N. Todorova, I. Yarovsky, ACS Omega 2018, 3, 11497.
| Crossref | GoogleScholarGoogle Scholar |
[83] Y. C. Yeh, B. Creran, V. M. Rotello, Nanoscale 2012, 4, 1871.
| Crossref | GoogleScholarGoogle Scholar | 22076024PubMed |
[84] S. T. Wang, Y. Lin, N. Todorova, Y. Xu, M. Mazo, S. Rana, V. Leonardo, N. Amdursky, C. D. Spicer, B. D. Alexander, A. A. Edwards, S. J. Matthews, I. Yarovsky, M. M. Stevens, Chem. Mater. 2017, 29, 1550.
| Crossref | GoogleScholarGoogle Scholar | 28260837PubMed |
[85] E. T. Jaikaran, A. Clark, Biochim. Biophys. Acta 2001, 1537, 179.
| Crossref | GoogleScholarGoogle Scholar | 11731221PubMed |