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Molecular Dynamics and Related Computational Methods with Applications to Drug Discovery

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Coupled Mathematical Models for Physical and Biological Nanoscale Systems and Their Applications (BIRS-16w5069 2016)

Abstract

The main objective of this review chapter is to give the reader a practical toolbox for applications in quantitative biology and computational drug discovery. The computational technique of molecular dynamics is discussed, with special attention to force fields for protein simulations and methods for the calculation of solvation free energies. Additionally, computational methods aimed at characterizing and identifying ligand binding pockets on protein surfaces are discussed. Practical information about available databases and software of use in drug design and discovery is provided.

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References

  1. A. Vitalis, R.V. Pappu, Annu. Rep. Comput. Chem. 5, 49 (2009)

    Article  Google Scholar 

  2. M. Karplus, Acc. Chem. Res. 35, 321 (2002)

    Article  Google Scholar 

  3. W.L. Jorgensen, J. Tirado-Rives, J. Phys. Chem. 100, 14508 (1996)

    Article  Google Scholar 

  4. D.A. Pearlman, D.A. Case, J.W. Caldwell, W.S. Ross, T.E. Cheatham, S. DeBolt, D. Ferguson, G. Seibel, P. Kollman, Comput. Phys. Commun. 91, 1 (1995)

    Article  Google Scholar 

  5. S. Pronk, S. Pall, R. Schulz, P. Larsson, P. Bjelkmar, R. Apostolov, M.R. Shirts, J.C. Smith, P.M. Kasson, D. van der Spoel, B. Hess, E. Lindahl, Bioinformatics 29, 845 (2013)

    Article  Google Scholar 

  6. S. Plimpton, J. Comput. Phys. 117, 1 (1995)

    Article  Google Scholar 

  7. J.C. Phillips, R. Braun, W. Wang, J. Gumbart, E. Tajkhorshid, E. Villa, C. Chipot, R.D. Skeel, L. Kalé, K. Schulten, J. Comput. Chem. 26, 1781 (2005)

    Article  Google Scholar 

  8. W.D. Cornell, P. Cieplak, C.I. Bayly, I.R. Gould, K.M. Merz, D.M. Ferguson, D.C. Spellmeyer, T. Fox, J.W. Caldwell, P.A. Kollman, J. Am. Chem. Soc. 117, 5179 (1995)

    Article  Google Scholar 

  9. V. Hornak, R. Abel, A. Okur, B. Strockbine, A. Roitberg, C. Simmerling, Proteins 65, 712 (2006)

    Article  Google Scholar 

  10. A.D. MacKerell, D. Bashford, R.L. Dunbrack, J.D. Evanseck, M.J. Field, S. Fischer, J. Gao, H. Guo, S. Ha, D. Joseph-McCarthy, L. Kuchnir, K. Kuczera, F.T.K. Lau, C. Mattos, S. Michnick, T. Ngo, D.T. Nguyen, B. Prodhom, W.E. Reiher, B. Roux, M. Schlenkrich, J.C. Smith, R. Stote, J. Straub, M. Watanabe, J. Wiórkiewicz-Kuczera, D. Yin, M. Karplus, J. Phys. Chem. B 102, 3586 (1998)

    Article  Google Scholar 

  11. M. Fujihashi, T. Ishida, S. Kuroda, L.P. Kotra, E.F. Pai, K. Miki, J. Am. Chem. Soc. 135, 17432 (2013)

    Article  Google Scholar 

  12. G. Tiwari, D. Mohanty, PLoS One 8 (2013)

    Article  Google Scholar 

  13. J.A. Tuszynski, C. Wenger, D.E. Friesen, J. Preto, Int. J. Environ. Res. Public Health 13 (2016)

    Google Scholar 

  14. D. Zahn, J. Mol. Model. 17, 1531 (2011)

    Article  Google Scholar 

  15. N.T. Wood, E. Fadda, R. Davis, O.C. Grant, J.C. Martin, R.J. Woods, S.A. Travers, PLoS One 8 (2013)

    Article  Google Scholar 

  16. A. Chaudhuri, I. Sarkar, S. Chakraborty, J. Biomol. Struct. Dyn. 32, 1969 (2014)

    Article  Google Scholar 

  17. G. Leonis, T. Steinbrecher, M.G. Papadopoulos, J. Chem. Inf. Model. 53, 2141 (2013)

    Article  Google Scholar 

  18. T. Yoda, Y. Sugita, Y. Okamoto, Biophys. J. 99, 1637 (2010)

    Article  Google Scholar 

  19. T. Yoda, Y. Sugita, Y. Okamoto, Proteins-Struct. Funct. Bioinform. 82, 933 (2014)

    Article  Google Scholar 

  20. B.G. Dick, A.W. Overhauser, Curr. Contents/Phys. Chem. Earth Sci. 24 (1985)

    Google Scholar 

  21. B. Kirchner, P.J. di Dio, J. Hutter, Multiscale Mol. Methods Appl. Chem. 307, 109 (2012)

    Article  Google Scholar 

  22. D. Marx, J. Hutter, Mod. Methods Algorithms Quantum Chem. 1, 141 (2000)

    Google Scholar 

  23. A. Warshel, M. Levitt, J. Mol. Biol. 103, 227 (1976)

    Article  Google Scholar 

  24. E. Brunk, U. Rothlisberger, Chem. Rev. 115, 6217 (2015)

    Article  Google Scholar 

  25. V. Botu, R. Ramprasad, Int. J. Quantum Chem. 115, 1074 (2015)

    Article  Google Scholar 

  26. A.A. Hassanali, J. Cuny, V. Verdolino, M. Parrinello, Philos. Trans. A Math. Phys. Eng. Sci. 372, 20120482 (2014)

    Article  Google Scholar 

  27. S.Y. Hu, H.J. Yu, Y.J. Liu, T. Xue, H.B. Zhang, J. Mol. Model. 19, 3087 (2013)

    Article  Google Scholar 

  28. W. Hu, S.W. Deng, J.Y. Huang, Y.M. Lu, X.Y. Le, W.X. Zheng, J. Inorg. Biochem. 127, 90 (2013)

    Article  Google Scholar 

  29. J. Aqvist, C. Medina, J.E. Samuelsson, Protein Eng. 7, 385 (1994)

    Article  Google Scholar 

  30. H. Guitierrez-de-Teran, J. Aqvist, Comput. Drug Discov. Des. 819, 305 (2012)

    Article  Google Scholar 

  31. P.A. Kollman, I. Massova, C. Reyes, B. Kuhn, S. Huo, L. Chong, M. Lee, T. Lee, Y. Duan, W. Wang, O. Donini, P. Cieplak, J. Srinivasan, D.A. Case, T.E. Cheatham, Acc. Chem. Res. 33, 889 (2000)

    Article  Google Scholar 

  32. F. Chen, H. Liu, H.Y. Sun, P.C. Pan, Y.Y. Li, D. Li, T.J. Hou, Phys. Chem. Chem. Phys. 18, 22129 (2016)

    Article  Google Scholar 

  33. J.M. Sanders, M.E. Wampole, M.L. Thakur, E. Wickstrom, PLoS One 8 (2013)

    Article  Google Scholar 

  34. T. Zhu, H. Lee, H. Lei, C. Jones, K. Patel, M.E. Johnson, K.E. Hevener, J. Chem. Inf. Model. 53, 560 (2013)

    Article  Google Scholar 

  35. S. Genheden, U. Ryde, Expert Opin. Drug Discov. 10, 449 (2015)

    Article  Google Scholar 

  36. H.Y. Sun, Y.Y. Li, S. Tian, L. Xu, T.J. Hou, Phys. Chem. Chem. Phys. 16, 16719 (2014)

    Article  Google Scholar 

  37. B. Isralewitz, M. Gao, K. Schulten, Curr. Opin. Struct. Biol. 11, 224 (2001)

    Article  Google Scholar 

  38. J.S. Patel, A. Berteotti, S. Ronsisvalle, W. Rocchia, A. Cavalli, J. Chem. Inf. Model. 54, 470 (2014)

    Article  Google Scholar 

  39. S. Park, F. Khalili-Araghi, E. Tajkhorshid, K. Schulten, J. Chem. Phys. 119, 3559 (2003)

    Article  Google Scholar 

  40. R.C. Bernardi, M.C.R. Melo, K. Schulten, Biochim. Biophys. Acta Gen. Subj. 1850, 872 (2015)

    Article  Google Scholar 

  41. A. Laio, F.L. Gervasio, Reports. Prog. Phys. 71, 126601 (2008)

    Article  Google Scholar 

  42. A. Barducci, R. Chelli, P. Procacci, V. Schettino, F.L. Gervasio, M. Parrinello, J. Am. Chem. Soc. 128, 2705 (2006)

    Article  Google Scholar 

  43. F.L. Gervasio, A. Laio, M. Parrinello, J. Am. Chem. Soc. 127, 2600 (2005)

    Article  Google Scholar 

  44. D. Branduardi, F.L. Gervasio, M. Parrinello, J. Chem. Phys. 126, 54103 (2007)

    Article  Google Scholar 

  45. M. Souaille, B. Roux, Comput. Phys. Commun. 135, 40 (2001)

    Article  Google Scholar 

  46. T. BaÅŸtuÄŸ, P.-C. Chen, S.M. Patra, S. Kuyucak, J. Chem. Phys. 128, 155104 (2008)

    Article  Google Scholar 

  47. H. Kokubo, T. Tanaka, Y. Okamoto, J. Chem. Theory Comput. 9, 4660 (2013)

    Article  Google Scholar 

  48. S. Chakravarty, R. Varadarajan, Structure 7, 723 (1999)

    Article  Google Scholar 

  49. P.J. Hajduk, J.R. Huth, S.W. Fesik, J. Med. Chem. 48, 2518 (2005)

    Article  Google Scholar 

  50. H.M. Berman, Nucleic Acids Res. 28, 235 (2000)

    Article  Google Scholar 

  51. R. Wang, X. Fang, Y. Lu, C.Y. Yang, S. Wang, J. Med. Chem. 48, 4111 (2005)

    Article  Google Scholar 

  52. R.A. Laskowski, N.M. Luscombe, M.B. Swindells, J.M. Thornton, Protein Sci. 5, 2438 (1996)

    Google Scholar 

  53. X. Zheng, L. Gan, E. Wang, J. Wang, AAPS J 15, 228 (2013)

    Article  Google Scholar 

  54. R.A. Laskowski, J. Mol. Graph. 13, 323 (1995)

    Article  Google Scholar 

  55. F. Glaser, R.J. Morris, R.J. Najmanovich, R.A. Laskowski, J.M. Thornton, Proteins Struct. Funct. Bioinform. 62, 479 (2005)

    Article  Google Scholar 

  56. B. Li, S. Turuvekere, M. Agrawal, D. La, K. Ramani, D. Kihara, Proteins Struct. Funct. Bioinform. 71, 670 (2008)

    Article  Google Scholar 

  57. M. Hendlich, F. Rippmann, G. Barnickel, J. Mol. Graph. Model. 15, 359 (1997)

    Article  Google Scholar 

  58. B. Huang, M. Schroeder, BMC Struct. Biol. 6, 19 (2006)

    Article  Google Scholar 

  59. P.J. Goodford, J. Med. Chem. 28, 849 (1985)

    Article  Google Scholar 

  60. A.T.R. Laurie, R.M. Jackson, Bioinformatics 21, 1908 (2005)

    Article  Google Scholar 

  61. D. Ghersi, R. Sanchez, Bioinformatics 25, 3185 (2009)

    Article  Google Scholar 

  62. R. Harris, A.J. Olson, D.S. Goodsell, Proteins Struct. Funct. Bioinform. 70, 1506 (2007)

    Article  Google Scholar 

  63. C. Hetényi, D. van der Spoel, Protein Sci. 11, 1729 (2002)

    Article  Google Scholar 

  64. C. Hetényi, D. van der Spoel, FEBS Lett. 580, 1447 (2006)

    Article  Google Scholar 

  65. R. Huey, G.M. Morris, A.J. Olson, D.S. Goodsell, J. Comput. Chem. 28, 1145 (2007)

    Article  Google Scholar 

  66. P.D. Thomas, K.A. Dill, J. Mol. Biol. 257, 457 (1996)

    Article  Google Scholar 

  67. Z. Zheng, K.M. Merz Jr., J. Chem. Inf. Model. 53, 1073 (2013b)

    Article  Google Scholar 

  68. M. Feher, Drug Discov. Today 11, 421 (2006)

    Article  Google Scholar 

  69. R.E. Amaro, R. Baron, J.A. McCammon, J. Comput. Aided Mol. Des. 22, 693 (2008)

    Article  Google Scholar 

  70. I.D. Kuntz, J.M. Blaney, S.J. Oatley, R. Langridge, T.E. Ferrin, J. Mol. Biol. 161, 269 (1982)

    Article  Google Scholar 

  71. W.J. Allen, T.E. Balius, S. Mukherjee, S.R. Brozell, D.T. Moustakas, P.T. Lang, D.A. Case, I.D. Kuntz, R.C. Rizzo, J. Comput. Chem. 36, 1132 (2015)

    Article  Google Scholar 

  72. S. Mukherjee, T.E. Balius, R.C. Rizzo, J. Chem. Inf. Model. 50, 1986 (2010)

    Article  Google Scholar 

  73. G. Morris, D. Goodsell, J. Comput. Chem. 1639 (1998)

    Article  Google Scholar 

  74. G.M. Morris, R. Huey, W. Lindstrom, M.F. Sanner, R.K. Belew, D.S. Goodsell, A.J. Olson, J. Comput. Chem. 30, 2785 (2009)

    Article  Google Scholar 

  75. O. Trott, A.J. Olson, J. Comput. Chem. 31, 455 (2010)

    Google Scholar 

  76. R.A. Friesner, J.L. Banks, R.B. Murphy, T.A. Halgren, J.J. Klicic, D.T. Mainz, M.P. Repasky, E.H. Knoll, M. Shelley, J.K. Perry, D.E. Shaw, P. Francis, P.S. Shenkin, J. Med. Chem. 47, 1739 (2004)

    Article  Google Scholar 

  77. M.L. Verdonk, J.C. Cole, M.J. Hartshorn, C.W. Murray, R.D. Taylor, Proteins 52, 609 (2003)

    Article  Google Scholar 

  78. W.T.M. Mooij, M.L. Verdonk, Proteins Struct. Funct. Bioinform. 61, 272 (2005)

    Article  Google Scholar 

  79. J.W.M. Nissink, C. Murray, M. Hartshorn, M.L. Verdonk, J.C. Cole, R. Taylor, Proteins Struct. Funct. Bioinform. 49, 457 (2002)

    Article  Google Scholar 

  80. J. Avorn, N. Engl, J. Med. 372, 1877 (2015)

    Google Scholar 

  81. M. Dickson, J.P. Gagnon, Discov. Med. 4, 172 (2009)

    Google Scholar 

  82. A. Lavecchia, C. Di Giovanni, Curr. Med. Chem. 20, 2839 (2013)

    Article  Google Scholar 

  83. E.E. Bolton, Y. Wang, P.A. Thiessen, S.H. Bryant, Annu. Rep. Comput. Chem. 4, 217 (2008)

    Article  Google Scholar 

  84. X.-Q. Xie, Expert Opin. Drug Discov. 5, 1205 (2010)

    Article  Google Scholar 

  85. T. Sterling, J.J. Irwin, J. Chem. Inf. Model. 55, 2324 (2015)

    Article  Google Scholar 

  86. NCI Compound Sets (The National Cancer Institute (NCI), Bethesda, MD, United States of America, 2017), https://wiki.nci.nih.gov/display/NCIDTPdata/Compound+Sets. Accessed 20 July 2015

  87. S. Cosconati, S. Forli, A.L. Perryman, R. Harris, D.S. Goodsell, A.J. Olson, Expert Opin. Drug Discov. 5, 597 (2010)

    Article  Google Scholar 

  88. M.A. Johnson, G.M. Maggiora, Concepts and Applications of Molecular Similarity (Wiley, 1990)

    Google Scholar 

  89. P. Willett, Drug Discov. Today 11, 1046 (2006)

    Article  Google Scholar 

  90. A. Dalke, J. Cheminform. 5, 36 (2013)

    Article  Google Scholar 

  91. D. Horvath, Methods Mol. Biol. 672, 261 (2011)

    Article  Google Scholar 

  92. J. Melville, E. Burke, J. Hirst, Comb. Chem. High Throughput Screen. 12, 332 (2009)

    Article  Google Scholar 

  93. C.J. Harris, R.D. Hill, D.W. Sheppard, M.J. Slater, P.F.W. Stouten, Comb. Chem. High Throughput Screen. 14, 521 (2011)

    Article  Google Scholar 

  94. P. Ripphausen, B. Nisius, J. Bajorath, Drug Discov. Today 16, 372 (2011)

    Article  Google Scholar 

  95. Y.-K. Chiang, C.-C. Kuo, Y.-S. Wu, C.-T. Chen, M.S. Coumar, J.-S. Wu, H.-P. Hsieh, C.-Y. Chang, H.-Y. Jseng, M.-H. Wu, J.-S. Leou, J.-S. Song, J.-Y. Chang, P.-C. Lyu, Y.-S. Chao, S.-Y. Wu, J. Med. Chem. 52, 4221 (2009)

    Article  Google Scholar 

  96. A. Vuorinen, R. Engeli, A. Meyer, F. Bachmann, U.J. Griesser, D. Schuster, A. Odermatt, J. Med. Chem. 57, 5995 (2014)

    Article  Google Scholar 

  97. A. Kurczyk, D. Warszycki, R. Musiol, R. Kafel, A.J. Bojarski, J. Polanski, J. Chem. Inf. Model. 55, 2168 (2015)

    Article  Google Scholar 

  98. K.H. Barakat, L.P. Jordheim, R. Perez-Pineiro, D. Wishart, C. Dumontet, J.A. Tuszynski, PLoS ONE 7, e51329 (2012)

    Article  Google Scholar 

  99. D.C. Thompson, C. Humblet, D. Joseph-McCarthy, J. Chem. Inf. Model. 48, 1081 (2008)

    Article  Google Scholar 

  100. F. Gentile, J.A. Tuszynski, K.H. Barakat, J. Mol. Graph. Model. 65, 71 (2016)

    Article  Google Scholar 

  101. F. Gentile, J.A. Tuszynski, K.H. Barakat, Curr. Pharm. Des. 22, 3527 (2016)

    Article  Google Scholar 

  102. L.P. Jordheim, K.H. Barakat, L. Heinrich-Balard, E.-L. Matera, E. Cros-Perrial, K. Bouledrak, R. El Sabeh, R. Perez-Pineiro, D.S. Wishart, R. Cohen, J. Tuszynski, C. Dumontet, Mol. Pharmacol. 84, 12 (2013)

    Article  Google Scholar 

  103. E.M. McNeil, K.R. Astell, A.-M. Ritchie, S. Shave, D.R. Houston, P. Bakrania, H.M. Jones, P. Khurana, C. Wallace, T. Chapman, M.A. Wear, M.D. Walkinshaw, B. Saxty, D.W. Melton, DNA Repair (Amst). 31, 19 (2015)

    Article  Google Scholar 

  104. R.R. Nunes, M.D.S. Costa, B.D.R. Santos, A.L. da Fonseca, L.S. Ferreira, R.C.R. Chagas, A.M. da Silva, F.P. de Varotti, A.G. Taranto, Mem. Inst. Oswaldo Cruz 111, 721 (2016)

    Article  Google Scholar 

  105. D. Bajusz, G. Ferenczy, G. Keserű, Curr. Top. Med. Chem. 17, 2235 (2017)

    Article  Google Scholar 

  106. W.-G. Gu, X. Zhang, J.-F. Yuan, AAPS J 16, 674 (2014)

    Article  Google Scholar 

  107. N. Li, R.I. Ainsworth, B. Ding, T. Hou, W. Wang, J. Chem. Inf. Model. 55, 1400 (2015)

    Article  Google Scholar 

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Acknowledgements

The authors are grateful to the Natural Sciences and Engineering Research Council of Canada, the Li Ka Shing Institute of Applied Virology and the Alberta Cancer Foundation for funding support.

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Correspondence to Jack A. Tuszynski .

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Preto, J., Gentile, F., Winter, P., Churchill, C., Omar, S.I., Tuszynski, J.A. (2018). Molecular Dynamics and Related Computational Methods with Applications to Drug Discovery. In: Bonilla, L., Kaxiras, E., Melnik, R. (eds) Coupled Mathematical Models for Physical and Biological Nanoscale Systems and Their Applications. BIRS-16w5069 2016. Springer Proceedings in Mathematics & Statistics, vol 232. Springer, Cham. https://doi.org/10.1007/978-3-319-76599-0_14

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