journal article·2023-01-01Open access

Simulating diffraction photographs based on molecular dynamics trajectories of a protein crystal: a new option to examine structure-solving strategies in protein crystallography

Ning Liu, Oleg Mikhailovskii, Nikolai R. Skrynnikov, Yi Xue

IUCrJ· Volume 10· Issue 1

Abstract

A molecular dynamics (MD)-based pipeline has been designed and implemented to emulate the entire process of collecting diffraction photographs and calculating crystallographic structures of proteins from them. Using a structure of lysozyme solved in-house, a supercell comprising 125 (5 × 5 × 5) crystal unit cells containing a total of 1000 protein molecules and explicit interstitial solvent was constructed. For this system, two 300 ns MD trajectories at 298 and 250 K were recorded. A series of snapshots from these trajectories were then used to simulate a fully realistic set of diffraction photographs, which were further fed into the standard pipeline for structure determination. The resulting structures show very good agreement with the underlying MD model not only in terms of coordinates but also in terms of B factors; they are also consistent with the original experimental structure. The developed methodology should find a range of applications, such as optimizing refinement protocols to solve crystal structures and extracting dynamics information from diffraction data or diffuse scattering.
Source: crossref · Quality: baseline

Research context

OpenAlex topics: Enzyme Structure and Function · Protein Structure and Dynamics · Enzyme Production and Characterization

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

References (61)

Show source-provided references
1. Agarwal · J. Am. Chem. Soc. · 2008 · 130 · 1661110.1021/ja804275p ↗
2. Bas · Proteins · 2008 · 73 · 76510.1002/prot.22102 ↗
3. Bello · Biochim. Biophys. Acta · 1965 · 105 · 32510.1016/S0926-6593(65)80156-4 ↗
4. Berendsen · J. Phys. Chem. · 1987 · 91 · 626910.1021/j100308a038 ↗
5. Born, M., Wolf, E., Bhatia, A. B., Clemmow, P. C., Gabor, D., Stokes, A. R., Taylor, A. M., Wayman, P. A. & Wilcock, W. L. (1999). Principles of Optics, 7th ed. Cambridge University Press.10.1017/CBO9781139644181 ↗
6. Brown, P. J., Fox, A. G., Maslen, E. N., O'Keefe, M. A. & Willis, B. T. M. (2006). International Tables for Crystallography, Vol. C, edited by E. Prince, pp. 554-595. Dordrecht: Springer10.1107/97809553602060000600 ↗
7. Caldararu · RSC Adv. · 2020 · 10 · 843510.1039/C9RA09601A ↗
8. Case, D. A., Ben-Shalom, I. Y., Brozell, S. R., Cerutti, D. S., Cheatham, T. E. III, Cruzeiro, V. W. D., Darden, T. A., Duke, R. E., Ghoreishi, D., Gilson, M. K., Gohlke, H., Goetz, A. W., Greene, D., Harris, R., Homeyer, N., Huang, Y., Izadi, S., Kovalenko, A., Kurtzman, T., Lee, T. S., LeGrand, S., Li, P., Lin, C., Liu, J., Luchko, T., Luo, R., Mermelstein, D. J., Merz, K. M., Miao, Y., Monard, G., Nguyen, C., Nguyen, H., Omelyan, I., Onufriev, A., Pan, F., Qi, R., Roe, D. R., Roitberg, A., Sagui, C., Schott-Verdugo, S., Shen, J., Simmerling, C. L., Smith, J., Salomon-Ferrer, R., Swails, J., Walker, R. C., Wang, J., Wei, H., Wolf, R. M., Wu, X., Xiao, L., York, D. M. & Kollman, P. A. (2018). AMBER 2018. University of California, San Franscisco, USA.
9. Cerutti · WIREs Comput. Mol. Sci. · 2019 · 9 · 110.1002/wcms.1402 ↗
10. Cerutti · J. Phys. Chem. B · 2010 · 114 · 1281110.1021/jp105813j ↗
11. Cerutti · Biochemistry · 2008 · 47 · 1206510.1021/bi800894u ↗
12. Chevelkov · J. Am. Chem. Soc. · 2010 · 132 · 501510.1021/ja100645k ↗
13. Cooley · Math. Comput. · 1965 · 19 · 29710.1090/S0025-5718-1965-0178586-1 ↗
14. Dauter · Acta Cryst. D · 2010 · 66 · 110.1107/S0907444909054481 ↗
15. Diederichs · Acta Cryst. D · 2009 · 65 · 53510.1107/S0907444909010282 ↗
16. Drenth, J. & Mesters, J. (2007). Principles of Protein X-ray Crystallography. New York: Springer.
17. Else · Nature · 2022 · 608 · 46110.1038/d41586-022-02100-4 ↗
18. Emsley · Acta Cryst. D · 2010 · 66 · 48610.1107/S0907444910007493 ↗
19. Ewald · Acta Cryst. A · 1969 · 25 · 10310.1107/S0567739469000155 ↗
20. Eyal · J. Mol. Biol. · 2005 · 351 · 43110.1016/j.jmb.2005.05.066 ↗
21. Gros · Science · 1990 · 249 · 114910.1126/science.2396108 ↗
22. van Gunsteren · J. Mol. Biol. · 1984 · 176 · 55910.1016/0022-2836(84)90177-3 ↗
23. van Gunsteren · Proc. Natl Acad. Sci. USA · 1983 · 80 · 431510.1073/pnas.80.14.4315 ↗
24. van Gunsteren · Biochemistry · 1982 · 21 · 225910.1021/bi00539a001 ↗
25. Hanson · Pure Appl. Chem. · 2022 · 94 · 62310.1515/pac-2021-2009 ↗
26. Holton · FEBS J. · 2014 · 281 · 404610.1111/febs.12922 ↗
27. Hopkins · J. Chem. Theory Comput. · 2015 · 11 · 186410.1021/ct5010406 ↗
28. Hubbard, R. E. & Haider, M. K. (2010). Hydrogen Bonds in Proteins: Role and Strength. Chichester: John Wiley & Sons.10.1002/9780470015902.a0003011.pub2 ↗
29. Janowski · J. Am. Chem. Soc. · 2013 · 135 · 793810.1021/ja401382y ↗
30. Janowski · Protein Sci. · 2016 · 25 · 8710.1002/pro.2713 ↗
31. Jaureguiàdell · Biochim. Biophys. Acta · 1965 · 107 · 9710.1016/0304-4165(65)90392-2 ↗
32. Kabsch · Acta Cryst. D · 2010 · 66 · 12510.1107/S0907444909047337 ↗
33. Klijn · IUCrJ · 2019 · 6 · 27710.1107/S2052252519000927 ↗
34. Kolatkar · Acta Cryst. D · 1994 · 50 · 21010.1107/S0907444993011692 ↗
35. Kurauskas · Nat. Commun. · 2017 · 8 · 14510.1038/s41467-017-00165-8 ↗
36. Kuriyan · J. Mol. Biol. · 1986 · 190 · 22710.1016/0022-2836(86)90295-0 ↗
37. Kuzmanic · Nat. Commun. · 2014 · 5 · 322010.1038/ncomms4220 ↗
38. Li · J. Phys. Chem. B · 2014 · 118 · 1232610.1021/jp503972j ↗
39. Liebschner · Acta Cryst. D · 2019 · 75 · 86110.1107/S2059798319011471 ↗
40. Ma · Nat. Commun. · 2015 · 6 · 836110.1038/ncomms9361 ↗
41. Maier · J. Chem. Theory Comput. · 2015 · 11 · 369610.1021/acs.jctc.5b00255 ↗
42. Makinen · Annu. Rev. Biophys. Bioeng. · 1977 · 6 · 30110.1146/annurev.bb.06.060177.001505 ↗
43. Meinhold · Biophys. J. · 2005 · 88 · 255410.1529/biophysj.104.056101 ↗
44. Meinhold · Phys. Rev. Lett. · 2005 · 95 · 21810310.1103/PhysRevLett.95.218103 ↗
45. Meisburger · Acc. Chem. Res. · 2017 · 50 · 58010.1021/acs.accounts.6b00562 ↗
46. Meisburger · Nat. Commun. · 2020 · 11 · 127110.1038/s41467-020-14933-6 ↗
47. Merli · J. Biol. Chem. · 1996 · 271 · 917710.1074/jbc.271.16.9177 ↗
48. Na · Proteins · 2021 · 89 · 144210.1002/prot.26165 ↗
49. Otwinowski · Methods Enzymol. · 1997 · 276 · 30710.1016/S0076-6879(97)76066-X ↗
50. Raval · Proteins · 2012 · 80 · 207110.1002/prot.24098 ↗
51. Stocker · J. Biomol. NMR · 2000 · 18 · 110.1023/A:1008379605403 ↗
52. Stone · J. Mol. Graph. Model. · 2010 · 29 · 11610.1016/j.jmgm.2010.06.010 ↗
53. Torchia · Prog. Nucl. Magn. Reson. Spectrosc. · 2015 · 84-85 · 1410.1016/j.pnmrs.2014.11.001 ↗
54. Van Benschoten · Acta Cryst. D · 2015 · 71 · 165710.1107/S1399004715007415 ↗
55. Vaney · Acta Cryst. D · 1996 · 52 · 50510.1107/S090744499501674X ↗
56. Wall · J. Am. Chem. Soc. · 2019 · 141 · 471110.1021/jacs.8b13613 ↗
57. Wang · Protein Sci. · 2017 · 26 · 241010.1002/pro.3314 ↗
58. Williams · Protein Sci. · 2018 · 27 · 29310.1002/pro.3330 ↗
59. Willis, B. T. M. & Pryor, A. W. (1975). Thermal Vibrations in Crystallography. Cambridge University Press.
60. Wlodawer · FEBS J. · 2013 · 280 · 570510.1111/febs.12495 ↗
61. Zook · Structure · 2020 · 28 · 54010.1016/j.str.2020.02.005 ↗