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Comparative studies for evaluation of CO2 fixation in the cavity of the Rubisco enzyme using QM, QM/MM and linear-scaling DFT methods

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Abstract

We evaluate the minimum energy configuration (MM) and binding free energy (QM/MM and QM) of CO2 to Rubisco, of fundamental importance to the carboxylation step of the reaction. Two structural motifs have been used to achieve this goal, one of which starts from the initial X-ray Protein Data Bank structure of Rubisco’s active centre (671 atoms), and the other is a simplified, smaller model (77 atoms) which has been used most successfully, thus far, for study. The small model is subjected to quantum chemical density functional theory (DFT) studies, both in vacuo and using implicit solvation. The effects of the protein environment are also included by means of a hybrid quantum mechanical/molecular mechanical (QM/MM) approach, using PM6/AMBER and B3LYP/AMBER schemes. Finally, linear-scaling DFT methods have also been applied to evaluate energetic features of the large motif, and the result obtained for the binding free energy of the CO2 underlines the importance of the accurate modelling of the surrounding protein milieu using a full DFT description.

77 atom representation of the Rubisco active site used in QM calculations

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References

  1. Berg JM, Tymoczko JL, Stryer L (2007) Biochemistry, 6th edn. W. H. Freeman, New York

    Google Scholar 

  2. Griffiths H (2006) Nature 441:940–941

    Article  CAS  Google Scholar 

  3. Portis AR, Parry MAJ (2007) Photosynth Res 94:121–143

    Article  CAS  Google Scholar 

  4. Spreitzer RJ, Salvucci ME (2002) Annu Rev Plant Biol 53:449–475

    Article  CAS  Google Scholar 

  5. Sage RF, Way DA, Kubien DS (2008) J Exp Bot 59:1581–1595

    Article  CAS  Google Scholar 

  6. Parry MAJ, Andralojc PJ, Mitchell RAC, Madgwick PJ, Keys AJ (2003) J Exp Bot 54:1321–1333

    Article  CAS  Google Scholar 

  7. Taiz L, Zeiger E (2010) Plant physiology, 5th edn. Sinauer, Sunderland

    Google Scholar 

  8. Galmés J, Flexas J, Keys AJ, Cifre J, Mitchell RAC, Madgwick PJ, Haslam RP, Medrano H, Parry MAJ (2005) Plant Cell Environ 28:571

    Article  Google Scholar 

  9. Evans JR, Kaldenhoff R, Genty B, Terashima I (2009) J Exp Bot 60:2235–2248

    Article  CAS  Google Scholar 

  10. Mott KA, Woodrow IE (2000) J Exp Bot 51:399–406

    Article  CAS  Google Scholar 

  11. Ragauskas AJ, Williams CK, Davison BH, Britovsek G, Cairney J, Eckert CA, Frederick WJ, Hallett JP, Leak DJ, Liotta CL, Mielenz JR, Murphy R, Templer R, Tschaplinski T (2006) Science 311:484

    Article  CAS  Google Scholar 

  12. Sage RF, Kubien DS (2007) Plant Cell Environ 30:1086

    Article  CAS  Google Scholar 

  13. Evans JR, Kaldenhoff R, Genty B, Terashima I (2009) J Exp Bot 60:2235

    Article  CAS  Google Scholar 

  14. Mott KA, Woodrow IE (2000) J Exp Bot 51:399

    Article  CAS  Google Scholar 

  15. Kannappan B, Gready JE (2008) J Am Chem Soc 130:15063

    Article  Google Scholar 

  16. King WA, Gready JE, Andrews TJ (1998) Biochemistry-Us 37:15414

    Article  CAS  Google Scholar 

  17. Skylaris CK, Haynes PD, Mostofi AA, Payne MC (2005) J Chem Phys 122

  18. Hine NDM, Haynes PD, Mostofi AA, Skylaris CK, Payne MC (2009) Comput Phys Commun 180:1041

    Article  CAS  Google Scholar 

  19. Gordon MS, Fedorov DG, Pruitt SR, Slipchenko LV (2012) Chem Rev 112:632

    Article  CAS  Google Scholar 

  20. Cole DJ, Rajendra E, Roberts-Thomson M, Hardwick B, McKenzie GJ, Payne MC, Venkitaraman AR, Skylaris CK (2011) PLoS Comput Biol. doi:10.1371/journal.pcbi.1002096

  21. Cole DJ, Skylaris CK, Rajendra E, Venkitaraman AR, Payne MC (2010) EPL. doi:10.1209/0295-5075/91/37004

  22. Bernstein FC, Koetzle TF, Williams GJB, Meyer EF, Brice MD, Rodgers JR, Kennard O, Shimanouchi T, Tasumi M (1977) Eur J Biochem 80:319

    Article  CAS  Google Scholar 

  23. Andersson I (1996) J Mol Biol 259:160–174

    Article  CAS  Google Scholar 

  24. Marti-Renom MA, Stuart AC, Fiser A, Sanchez R, Melo F, Sali A (2000) Annu Rev Biophys Biomol 29:291–325

    Article  CAS  Google Scholar 

  25. Cornell WD, Cieplak P, Bayly CI, Gould IR, Merz KM, Ferguson DM, Spellmeyer DC, Fox T, Caldwell JW, Kollman PA (1995) J Am Chem Soc 117:5179

    Article  CAS  Google Scholar 

  26. Wang J, Cieplak P, Kollman PAJ (2000) Comput Chem 21:1049

    Article  CAS  Google Scholar 

  27. Aaqvist J (1990) J Phys Chem 94:8021

    Article  CAS  Google Scholar 

  28. Harris JG, Yung KH (1995) J Phys Chem 99:12021

    Article  CAS  Google Scholar 

  29. Velanga S, Vedam V, Anderson BJ (2011) In 7th International Conference on Gas Hydrates (ICGH 2011), Proc: Edinburgh, Scotland, United Kingdom, 2011

  30. Jorgensen WL, Chandrasekhar J, Madura JD, Impey RW, Klein MLJ (1983) Chem Phys 79:926

    CAS  Google Scholar 

  31. Pang YP (2001) Proteins 45:183–189

    Article  CAS  Google Scholar 

  32. King WA, Gready JE, Andrews TJ (1998) Biochemistry-Us 37:15414–15422

    Article  CAS  Google Scholar 

  33. Oliva M, Safont VS, Andres J, Tapia O (1999) J Phys Chem A 103:8725

    Article  CAS  Google Scholar 

  34. Oliva M, Safont VS, Andres J, Tapia O (1999) J Phys Chem A 103:6009

    Article  CAS  Google Scholar 

  35. Oliva M, Safont VS, Andres J, Tapia O (2001) Chem Phys Lett 340:391

    Article  CAS  Google Scholar 

  36. Tapia O, Andres J, Safont VS (1995) J Mol Struct THEOCHEM 342:131–140

    Article  CAS  Google Scholar 

  37. Zhang X, Bruice TC (2007) Biochemistry-Us 46:14838–14844

    Article  CAS  Google Scholar 

  38. Becke AD (1993) J Chem Phys 98:5648–5652

    Article  CAS  Google Scholar 

  39. Lee CT, Yang WT, Parr RG (1988) Phys Rev B 37:785–789

    Article  CAS  Google Scholar 

  40. Gaussian 09, Revision A.1, Frisch MJ, Trucks GW, Schlegel HB, Scuseria GE, Robb MA, Cheeseman JR, Scalmani G, Barone V, Mennucci B, Petersson GA, Nakatsuji H, Caricato M, Li X, Hratchian HP, Izmaylov AF, Bloino J, Zheng G, Sonnenberg JL, Hada M, Ehara M, Toyota K, Fukuda R, Hasegawa J, Ishida M, Nakajima T, Honda Y, Kitao O, Nakai H, Vreven T, Montgomery Jr. JA, Peralta JE, Ogliaro F, Bearpark M, Heyd JJ, Brothers E, Kudin KN, Staroverov VN, Kobayashi R, Normand J, Raghavachari K, Rendell A, Burant JC, Iyengar SS, Tomasi J, Cossi M, Rega N, Millam JM, Klene M, Knox JE, Cross JB, Bakken V, Adamo C, Jaramillo J, Gomperts R, Stratmann RE, Yazyev O, Austin AJ, Cammi R, Pomelli C, Ochterski JW, Martin RL, Morokuma K, Zakrzewski VG, Voth GA, Salvador P, Dannenberg JJ, Dapprich S, Daniels AD, Farkas Ö, Foresman JB, Ortiz JV, Cioslowski J, Fox DJ (2009) Gaussian, Inc., Wallingford CT

  41. Dapprich S, Komaromi I, Byun KS, Morokuma K, Frisch MJ (1999) J Mol Struct (THEOCHEM) 461:1

    Article  Google Scholar 

  42. Vreven T, Morokuma K, Farkas O, Schlegel HB, Frisch MJ (2003) J Comput Chem 24:760–769

    Article  CAS  Google Scholar 

  43. Stewart JJP (2007) J Mol Model 13:1173–1213

    Article  CAS  Google Scholar 

  44. Stephens PJ, Devlin FJ, Chabalowski CF, Frisch MJ (1994) J Phys Chem-Us 98:11623–11627

    Article  CAS  Google Scholar 

  45. Tomasi J, Mennucci B, Cammi R (2005) Chem Rev 105:2999–3093

    Article  CAS  Google Scholar 

  46. Perdew JP, Burke K, Ernzerhof M (1996) Phys Rev Lett 77:3865–3868

    Article  CAS  Google Scholar 

  47. Perdew JP, Wang Y (1992) Phys Rev B 45:13244–13249

    Article  Google Scholar 

  48. Mostofi AA, Haynes PD, Skylaris CK, Payne MC (2003) J Chem Phys 119:8842–8848

    Article  CAS  Google Scholar 

  49. Hill Q, Skylaris CK (2009) Public Relat Soc Am 465:669–683

    CAS  Google Scholar 

  50. Fox S, Wallnoefer HG, Fox T, Tautermann CS, Skylaris CK (2011) J Chem Theory Comput 7:1102–1108

    Article  CAS  Google Scholar 

  51. Hine NDM, Robinson M, Haynes PD, Skylaris CK, Payne MC, Mostofi AA (2011) Phys Rev B 83

  52. Dziedzic J, Helal HH, Skylaris CK, Mostofi AA, Payne MC (2011) Epl-Europhys Lett 95

  53. Murata K, Fedorov DG, Nakanishi I, Kitaura K (2009) J Phys Chem B 113:809

    Article  CAS  Google Scholar 

Download references

Acknowledgments

The authors acknowledge useful conversations with Jacek Dziedzic, Chris-Kriton Skylaris, Peter Haynes, Daniel Cole and Nicholas Hine. The research was funded primarily by the Science Foundation Ireland (SFI)-funded Solar Energy Conversion (SEC) research cluster [Grant No. 07/SRC/B1160], with input from SFI Research Frontiers Programme 10/RFP/MTR2868. We thank SFI for the provision of funds for high-performance computing facilities and the Irish Centre for High-End Computing (ICHEC) for computational resources. The authors acknowledge the support of industry partners to the SEC cluster: SolarPrint, Celtic Catalysts, Glantreo, Mainstream Renewable Power, Kingspan and SSE Renewables.

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Correspondence to Niall J. English or Damian A. Mooney.

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El-Hendawy, M.M., English, N.J. & Mooney, D.A. Comparative studies for evaluation of CO2 fixation in the cavity of the Rubisco enzyme using QM, QM/MM and linear-scaling DFT methods. J Mol Model 19, 2329–2334 (2013). https://doi.org/10.1007/s00894-013-1773-4

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  • DOI: https://doi.org/10.1007/s00894-013-1773-4

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