Impact of protein conformations on binding free energy calculations in the beta-secretase 1 system.

RBFE beta‐secretase binding free energy conformational changes molecular dynamics sampling problems

Journal

Journal of computational chemistry
ISSN: 1096-987X
Titre abrégé: J Comput Chem
Pays: United States
ID NLM: 9878362

Informations de publication

Date de publication:
09 May 2024
Historique:
revised: 13 01 2024
received: 12 09 2023
accepted: 24 03 2024
medline: 10 5 2024
pubmed: 10 5 2024
entrez: 10 5 2024
Statut: aheadofprint

Résumé

In binding free energy calculations, simulations must sample all relevant conformations of the system in order to obtain unbiased results. For instance, different ligands can bind to different metastable states of a protein, and if these protein conformational changes are not sampled in relative binding free energy calculations, the contribution of these states to binding is not accounted for and thus calculated binding free energies are inaccurate. In this work, we investigate the impact of different beta-sectretase 1 (BACE1) protein conformations obtained from x-ray crystallography on the binding of BACE1 inhibitors. We highlight how these conformational changes are not adequately sampled in typical molecular dynamics simulations. Furthermore, we show that insufficient sampling of relevant conformations induces substantial error in relative binding free energy calculations, as judged by a variation in calculated relative binding free energies up to 2 kcal/mol depending on the starting protein conformation. These results emphasize the importance of protein conformational sampling and pose this BACE1 system as a challenge case for further method development in the area of enhanced protein conformational sampling, either in combination with binding calculations or as an endpoint correction.

Identifiants

pubmed: 38725239
doi: 10.1002/jcc.27365
doi:

Types de publication

Journal Article

Langues

eng

Sous-ensembles de citation

IM

Subventions

Organisme : NIGMS NIH HHS
ID : R01GM108889
Pays : United States
Organisme : NIGMS NIH HHS
ID : R35GM148236
Pays : United States

Informations de copyright

© 2024 Wiley Periodicals LLC.

Références

B. K. Allen, M. M. Kulkarni, B. Chamberlain, T. Dwight, C. Koh, R. Samant, F. Jernigan, J. Rice, D. Tan, S. Li, K. Marino, H. Huang, E. Chiswick, B. Tesar, S. Sparks, Z. Lin, T. D. McGee, I. Kolossváry, C. Lin, S. Shechter, H. Soutter, C. Bastos, M. Taimi, S. Lai, A. Petrin, T. Kane, S. Swann, H. Gardner, C. Winter, W. Sherman, bioRxiv 2022. https://doi.org/10.1101/2022.05.23.493001
C. E. M. Schindler, H. Baumann, A. Blum, D. Böse, H.‐P. Buchstaller, L. Burgdorf, D. Cappel, E. Chekler, P. Czodrowski, D. Dorsch, M. Eguida, B. Follows, T. Fuchß, U. Grädler, J. Gunera, T. Johnson, C. Jorand Lebrun, S. Karra, M. Klein, T. Knehans, L. Koetzner, M. Kreir, M. Leiendecker, B. Leuthner, L. Li, I. Mochalkin, D. Musil, C. Neagu, F. Rippmann, K. Schiemann, R. Schulz, T. Steinbrecher, E.‐M. Tanzer, A. Unzue Lopez, A. Viacava Follis, A. Wegener, D. Kuhn, J. Chem. Inf. Model. 2020, 60, 5457.
M. Ciordia, L. Pérez‐Benito, F. Delgado, A. A. Trabanco, G. Tresadern, J. Chem. Inf. Model. 2016, 56, 1856.
H. Keränen, L. Pérez‐Benito, M. Ciordia, F. Delgado, T. B. Steinbrecher, D. Oehlrich, H. W. T. van Vlijmen, A. A. Trabanco, G. Tresadern, J. Chem. Theory Comput. 2017, 13, 1439.
B. Kuhn, M. Tichý, L. Wang, S. Robinson, R. E. Martin, A. Kuglstatter, J. Benz, M. Giroud, T. Schirmeister, R. Abel, F. Diederich, J. Hert, J. Med. Chem. 2017, 60, 2485.
E. Awoonor‐Williams, C. J. Dickson, P. Furet, A. A. Golosov, V. Hornak, J. Chem. Inf. Model. 2023, 63, 2520.
M. Fushimi, H. Buck, M. Balbach, A. Gorovyy, J. Ferreira, T. Rossetti, N. Kaur, L. R. Levin, J. Buck, J. Quast, J. van den Heuvel, C. Steegborn, E. Finkin‐Groner, S. Kargman, M. Michino, M. A. Foley, M. Miller, N. J. Liverton, D. J. Huggins, P. T. Meinke, ACS Med. Chem. Lett. 2021, 12, 1283.
M. J. Palmer, X. Deng, S. Watts, G. Krilov, A. Gerasyuto, S. Kokkonda, F. El Mazouni, J. White, K. L. White, J. Striepen, J. Bath, K. A. Schindler, T. Yeo, D. M. Shackleford, S. Mok, I. Deni, A. Lawong, A. Huang, G. Chen, W. Wang, J. Jayaseelan, K. Katneni, R. Patil, J. Saunders, S. P. Shahi, R. Chittimalla, I. Angulo‐Barturen, M. Belén Jiménez‐Díaz, S. Wittlin, P. K. Tumwebaze, P. J. Rosenthal, R. A. Cooper, A. C. Campos Aguiar, V. C. Guido, D. B. Pereira, N. Mittal, E. A. Winzeler, D. R. Tomchick, B. Laleu, J. N. Burrows, P. K. Rathod, D. A. Fidock, S. A. Charman, M. A. Phillips, J. Med. Chem. 2021, 64, 6085.
W. Chang, M. D. Altman, C. A. Lesburg, S. A. Perera, J. A. Piesvaux, G. K. Schroeder, D. F. Wyss, S. Cemerski, Y. Chen, E. DiNunzio, A. M. Haidle, T. Ho, I. Kariv, I. Knemeyer, J. E. Kopinja, B. M. Lacey, J. Laskey, J. Lim, B. J. Long, Y. Ma, M. L. Maddess, B.‐S. Pan, J. P. Presland, E. Spooner, D. Steinhuebel, Q. Truong, Z. Zhang, J. Fu, G. H. Addona, A. B. Northrup, E. Parmee, J. R. Tata, D. J. Bennett, J. N. Cumming, T. Siu, B. W. Trotter, J. Med. Chem. 2022, 65, 5675.
C. Val, C. Rodríguez‐García, R. Prieto‐Díaz, A. Crespo, J. Azuaje, C. Carbajales, M. Majellaro, A. Díaz‐Holguín, J. M. Brea, M. I. Loza, C. Gioé‐Gallo, M. Contino, A. Stefanachi, X. García‐Mera, J. C. Estévez, H. Gutiérrez‐de‐Terán, E. Sotelo, J. Med. Chem. 2022, 65, 2091.
K. Zhu, C. Li, K. Y. Wu, C. Mohr, X. Li, B. Lanman, J. Comput. Aided Mol. Des. 2022, 36, 591.
Y. Khalak, G. Tresadern, M. Aldeghi, H. M. Baumann, D. L. Mobley, B. L. de Groot, V. Gapsys, Chem. Sci. 2021, 12, 13958. http://xlink.rsc.org/?DOI=D1SC03472C
H. M. Baumann, V. Gapsys, B. L. De Groot, D. L. Mobley, J. Phys. Chem. B 2021, 125, 4241.
M. Fajer, K. Borrelli, R. Abel, L. Wang, J. Chem. Theory Comput. 2023, 19, 3080.
D. L. Mobley, J. D. Chodera, K. A. Dill, J. Chem. Theory Comput. 2007, 3, 1231.
N. M. Lim, L. Wang, R. Abel, D. L. Mobley, J. Chem. Theory Comput. 2016, 12, 4620.
G. Heinzelmann, N. M. Henriksen, M. K. Gilson, J. Chem. Theory Comput. 2017, 13, 3260.
L. Pérez‐Benito, H. Keränen, H. Van Vlijmen, G. Tresadern, Sci. Rep. 2018, 8, 4883 https://www.nature.com/articles/s41598-018-23039-5
M. Suruzhon, M. S. Bodnarchuk, A. Ciancetta, R. Viner, I. D. Wall, J. W. Essex, J. Chem. Theory Comput. 2021, 17, 1806.
Y. Xu, M.‐j. Li, H. Greenblatt, W. Chen, A. Paz, O. Dym, Y. Peleg, T. Chen, X. Shen, J. He, H. Jiang, I. Silman, J. L. Sussman, Acta Crystallograph. Sect D Biolog Crystallography 2012, 68, 13. https://scripts.iucr.org/cgi-bin/paper?S0907444911047251
L. Hong, J. Tang, Biochemistry 2004, 43, 4689.
S. Patel, L. Vuillard, A. Cleasby, C. W. Murray, J. Yon, J. Mol. Biol. 2004, 343, 407. https://linkinghub.elsevier.com/retrieve/pii/S0022283604009866
H. Shimizu, A. Tosaki, K. Kaneko, T. Hisano, T. Sakurai, N. Nukina, Mol. Cell. Biol. 2008, 28, 3663. https://www.tandfonline.com/doi/full/10.1128/MCB.02185-07
A. A. Gorfe, A. Caflisch, Structure 2005, 13, 1487. https://linkinghub.elsevier.com/retrieve/pii/S0969212605002753
J. Zhao, X. Liu, W. Xia, Y. Zhang, C. Wang, Front. Mol. Neurosci. 2020, 13, 137. https://www.frontiersin.org/article/10.3389/fnmol.2020.00137/full
L. Hong, G. Koelsch, X. Lin, S. Wu, S. Terzyan, A. K. Ghosh, X. C. Zhang, J. Tang, Science 2000, 290, 150. https://www.science.org/doi/10.1126/science.290.5489.150
D. Shuto, S. Kasai, T. Kimura, P. Liu, K. Hidaka, T. Hamada, S. Shibakawa, Y. Hayashi, C. Hattori, B. Szabo, S. Ishiura, Y. Kiso, Bioorg. Med. Chem. Lett. 2003, 13, 4273. https://linkinghub.elsevier.com/retrieve/pii/S0960894X03010345
I. Hussain, J. Hawkins, D. Harrison, C. Hille, G. Wayne, L. Cutler, T. Buck, D. Walter, E. Demont, C. Howes, A. Naylor, P. Jeffrey, M. I. Gonzalez, C. Dingwall, A. Michel, S. Redshaw, J. B. Davis, J. Neurochem. 2007, 100, 802.
P. C. May, R. A. Dean, S. L. Lowe, F. Martenyi, S. M. Sheehan, L. N. Boggs, S. A. Monk, B. M. Mathes, D. J. Mergott, B. M. Watson, S. L. Stout, D. E. Timm, E. Smith LaBell, C. R. Gonzales, M. Nakano, S. S. Jhee, M. Yen, L. Ereshefsky, T. D. Lindstrom, D. O. Calligaro, P. J. Cocke, D. Greg Hall, S. Friedrich, M. Citron, J. E. Audia, J. Neurosci. 2011, 31, 16507.
F. Jeppsson, S. Eketjäll, J. Janson, S. Karlström, S. Gustavsson, L.‐L. Olsson, A.‐C. Radesäter, B. Ploeger, G. Cebers, K. Kolmodin, B. M. Swahn, S. von Berg, T. Bueters, J. Fälting, J. Biol. Chem. 2012, 287, 41245. https://linkinghub.elsevier.com/retrieve/pii/S0021925820439249
U. Neumann, H. Rueeger, R. Machauer, S. J. Veenstra, R. M. Lueoend, M. Tintelnot‐Blomley, G. Laue, K. Beltz, B. Vogg, P. Schmid, W. Frieauff, D. R. Shimshek, M. Staufenbiel, L. H. Jacobson, Mol. Neurodegener. 2015, 10, 44. http://www.molecularneurodegeneration.com/content/10/1/44
Y. Koriyama, A. Hori, H. Ito, S. Yonezawa, Y. Baba, N. Tanimoto, T. Ueno, S. Yamamoto, T. Yamamoto, N. Asada, K. Morimoto, S. Einaru, K. Sakai, T. Kanazu, A. Matsuda, Y. Yamaguchi, T. Oguma, M. Timmers, L. Tritsmans, K. Kusakabe, A. Kato, G. Sakaguchi, J. Med. Chem. 2021, 64, 1873.
L. Wang, Y. Wu, Y. Deng, B. Kim, L. Pierce, G. Krilov, D. Lupyan, S. Robinson, M. K. Dahlgren, J. Greenwood, D. L. Romero, C. Masse, J. L. Knight, T. Steinbrecher, T. Beuming, W. Damm, E. Harder, W. Sherman, M. Brewer, R. Wester, M. Murcko, L. Frye, R. Farid, T. Lin, D. L. Mobley, W. L. Jorgensen, B. J. Berne, R. A. Friesner, R. Abel, J. Am. Chem. Soc. 2015, 137, 2695.
V. Gapsys, L. Pérez‐Benito, M. Aldeghi, D. Seeliger, H. van Vlijmen, G. Tresadern, B. L. de Groot, Chem. Sci. 2020, 11, 1140. http://xlink.rsc.org/?DOI=C9SC03754C
J. N. Cumming, E. M. Smith, L. Wang, J. Misiaszek, J. Durkin, J. Pan, U. Iserloh, Y. Wu, Z. Zhu, C. Strickland, J. Voigt, X. Chen, M. E. Kennedy, R. Kuvelkar, L. A. Hyde, K. Cox, L. Favreau, M. F. Czarniecki, W. J. Greenlee, B. A. McKittrick, E. M. Parker, A. W. Stamford, Bioorg. Med. Chem. Lett. 2012, 22, 2444. https://linkinghub.elsevier.com/retrieve/pii/S0960894X12001965
M. S. Malamas, J. Erdei, I. Gunawan, J. Turner, Y. Hu, E. Wagner, K. Fan, R. Chopra, A. Olland, J. Bard, S. Jacobsen, R. L. Magolda, M. Pangalos, A. J. Robichaud, J. Med. Chem. 2010, 53, 1146.
D. F. Hahn, J. Wagner, openforcefield/protein‐ligand‐benchmark: 0.2.0 Addition of new targets. 2021. https://doi.org/10.5281/ZENODO.5679599
G. J. Rocklin, D. L. Mobley, K. A. Dill, J. Chem. Phys. 2013, 138, 085104.
H. M. Baumann, E. Dybeck, C. L. McClendon, F. C. Pickard, V. Gapsys, L. Pérez‐Benito, D. F. Hahn, G. Tresadern, A. M. Mathiowetz, D. L. Mobley, J. Chem. Theory Comput. 2023, 19, 5058.
OpenEye, Spruce 1.4.0.0: OpenEye Scientific Software, Santa Fe, NM. http://www.eyesopen.com
OpenEye, OEDOCKING 4.1.1.0: OpenEye Scientific Software, Inc., Santa Fe, NM. http://www.eyesopen.com
B. P. Kelley, S. P. Brown, G. L. Warren, S. W. Muchmore, J. Chem. Inf. Model. 2015, 55, 1771.
M. Pitman, pitmanme/system_builder: System Builder v1.0.0 (v1.0.0), Zenodo, Genève 2022. https://doi.org/10.5281/ZENODO.6658415
J. Wagner, M. Thompson, D. Dotson, S. B. Hyejang, J. Rodríguez‐Guerra, openforcefield/openff‐forcefields: Version 2.0.0 “Sage”. Zenodo. 2021. https://doi.org/10.5281/ZENODO.5214478
A. Jakalian, D. B. Jack, C. I. Bayly, J. Comput. Chem. 2002, 23, 1623.
J. A. Maier, C. Martinez, K. Kasavajhala, L. Wickstrom, K. E. Hauser, C. Simmerling, J. Chem. Theory Comput. 2015, 11, 3696.
W. L. Jorgensen, J. Chandrasekhar, J. D. Madura, R. W. Impey, M. L. Klein, J. Chem. Phys. 1983, 79, 926.
H. Berendsen, D. van der Spoel, R. van Drunen, Comput. Phys. Commun. 1995, 91, 43. https://linkinghub.elsevier.com/retrieve/pii/001046559500042E
M. J. Abraham, T. Murtola, R. Schulz, S. Páll, J. C. Smith, B. Hess, E. Lindahl, SoftwareX 2015, 1‐2, 19. https://linkinghub.elsevier.com/retrieve/pii/S2352711015000059
T. Darden, D. York, L. Pedersen, J. Chem. Phys. 1993, 98, 10089. https://pubs.aip.org/jcp/article/98/12/10089/461765/Particle‐mesh‐Ewald‐An‐N‐log‐N‐method‐for‐Ewald
U. Essmann, L. Perera, M. L. Berkowitz, T. Darden, H. Lee, L. G. Pedersen, J. Chem. Phys. 1995, 103, 8577. https://pubs.aip.org/jcp/article/103/19/8577/180219/A-smooth-particle-mesh-Ewald-method
H. Baumann, D. L. Mobley, MobleyLab/SeparatedTopologies: SepTop v1. 2023. https://doi.org/10.5281/ZENODO.7689524
T. C. Beutler, A. E. Mark, R. C. van Schaik, P. R. Gerber, W. F. van Gunsteren, Chem. Phys. Lett. 1994, 222, 529. https://linkinghub.elsevier.com/retrieve/pii/0009261494003971
M. R. Shirts, J. D. Chodera, J. Chem. Phys. 2008, 129, 124105.
D. Dotson, O. Beckstein, D. Wille, I. Kenney, shuail, Trje3733, H. Lee, V. Lim, B. Allen, M. S. Barhaghi, alchemistry/alchemlyb: 0.3.1. 2020. https://doi.org/10.5281/zenodo.3610564
C. R. Ellis, C.‐C. Tsai, X. Hou, J. Shen, J. Physi. Chem. Lett. 2016, 7, 944.
A. Dickson, Biophys. J. 2018, 115, 1707. https://linkinghub.elsevier.com/retrieve/pii/S0006349518311020
L. Wang, R. A. Friesner, B. J. Berne, J. Phys. Chem. B 2011, 115, 9431.

Auteurs

Hannah M Baumann (HM)

Department of Pharmaceutical Sciences, University of California, Irvine, Irvine, California, USA.

David L Mobley (DL)

Department of Chemistry, University of California, Irvine, California, USA.

Classifications MeSH