Abstract
Computational protein-ligand docking is of great importance in drug discovery and design. Conformational changes greatly affect the results of protein-ligand docking, especially when water molecules take part in mediating protein ligand interactions or when large conformational changes are observed in the receptor backbone interface. We have developed an improved protocol, SWRosettaLigand, based on the RosettaLigand protocol. This approach incorporates the flexibility of interfacial water molecules and modeling of the interface of the receptor into the original RosettaLigand. In a coarse sampling step, SWRosettaLigand pre-optimizes the initial position of the water molecules, docks the ligand to the receptor with explicit water molecules, and minimizes the predicted structure with water molecules. The receptor backbone interface is treated as a loop and perturbed and refined by kinematic closure, or cyclic coordinate descent algorithm, with the presence of the ligand. In two cross-docking test sets, it was identified that for 8 out of 14, and 16 out of 22, test instances, the top-ranked structures by SWRosettaLigand achieved better accuracy than other protocols.
Similar content being viewed by others
References
Rarey M (2004) in Bioinformatics - From Genomes to Drugs. Wiley, pp 315–360. doi:10.1002/3527601481.ch7
Kuntz ID, Blaney JM, Langridge R, Ferrin TE (1982) J Mol Biol 161 (2):269. doi:10.1016/0022-2836(82)90153-X
Vajda S, Weng Z, Rosenfeld R, DeLisi C (1994) Biochemistry 33(47):13977. doi:10.1021/bi00251a004
Ferrara P, Gohlke H, Price DJ, Klebe G, Brooks CL (2004) J Med Chem 47(12):3032. doi:10.1021/jm030489h
Teague SJ (2003) NatN Reva Drug Discovt 2(7):527. doi:10.1038/nrd1129
Luitz M, Zacharias M (2014) J Chem Inf Model. doi:10.1021/ci500296f
Hummer G (2010) Nat Chem 2(11):906. doi:10.1038/nchem.885
Cortopassi WA, Feital RJC, Medeiros DJ, Guizado TRC, França TCC, Pimentel AS (2012) Mol Simul 38:1132. doi:10.1080/08927022.2012.696113
Grewal BK, Bhat J, Sobhia ME (2014) Expert Opin Ther Targets 19(1):13. doi:10.1517/14728222.2014.975795
Vogt AD, Cera ED (2013) Biochemistry 52(34):5723. doi:10.1021/bi400929b
Subramanian J, Sharma S, B-Rao C (2008) ChemMedChem 3(2):336. doi:10.1002/cmdc.200700255
Subramanian J, Sharma S, B-Rao C (2006) J Med Chem 49(18):5434. doi:10.1021/jm060172s
Kumar A, Zhang KYJ (2013) J Chem Inf Model 53(8):1880. doi:10.1021/ci400052w
Wong SE, Lightstone FC (2011) Expert Opin Drug Discovery 6(1):65. doi:10.1517/17460441.2011.534452
Lu Y, Wang R, Yang CY, Wang S (2007) J Chem Inf Model 47(2):668. doi:10.1021/ci6003527
Corbeil CR, Moitessier N (2009) J Chem Inf Model 49(4):997. doi:10.1021/ci8004176
Lu SY, Jiang YJ, Lv J, Zou JW, Wu TX (2011) J Comput Chem 32(9):1907. doi:10.1002/jcc.21775
Thilagavathi R, Mancera R (2010) J Chem Inf Model 50(3):415. doi:10.1021/ci900345h
Santos R, Hritz J, Oostenbrink C, J Chem Inf Model (2009) 50(1):146. doi:10.1021/ci900293e
Imai T, Hiraoka R, Kovalenko A, Hirata F (2007) Proteins 66 (4):804. doi:10.1002/prot.21311
Li Z, Lazaridis T (2005) J Phys Chem B 109(1):662. doi:10.1021/jp0477912
Carugo O, Argos P (1998) Proteins: Struct Funct Bioinf 31 (2):201. doi:10.1002/(SICI)1097-0134(19980501)31:2<201::AIDPROT9>3.0.CO;2-O
Kadirvelraj R, Foley BL, Dyekjaer JD, Woods RJ (2008) J Am Chem Soc 130(50):16933. doi:10.1021/ja8039663
Garciá-Sosa AT, Mancera RL, Dean PM (2003) J Mol Model 9(3):172. doi:10.1007/s00894-003-0129-x
Roberts BC, Mancera RL (2008) J Chem Inf Model 48(2):397. doi:10.1021/ci700285e
Österberg F, Morris GM, Sanner MF, Olson AJ, Goodsell DS (2002) 46(1):34. doi:10.1002/prot.10028
Verdonk ML, Chessari G, Cole JC, Hartshorn MJ, Murray CW, Nissink JWM, Taylor RD, Taylor R (2005) J Med Chem 48(20):6504. doi:10.1021/jm050543p
Rarey M, Kramer B, Lengauer T (1999) Proteins: Struct Funct Bioinf 34 (1):17. doi:10.1002/(SICI)1097-0134(19990101)34:1<17::AID-PROT3>3.0.CO;2-1/pdf
Bren U, Janežič D (2012) J Chem Phys 137(2):024108. doi:10.1063/1.4732514
Cherfils J, Bizebard T, Knossow M, Janin J (1994) Proteins: Struct Funct Bioinf 18(1):8. doi:10.1002/prot.340180104
Graaf CD, Pospisil P, Pos W, Folkers G, Vermeulen NPE (2005) J Med Chem 48(7):2308. doi:10.1021/jm049650u
Davis I W, Baker D (2009). J Mol Biol 385(2):381. doi:10.1016/j.jmb.2008.11.010
Xu W, Lü Q, Wu H, Quan L (2012) ACTA BIOPHYSICA SINICA 28(12):983
Shoemaker BA, Zhang D, Thangudu RR, Tyagi M, Fong JH, Marchler-Bauer A, Bryant SH, Madej T, Panchenko AR (2010) Nucleic Acids Res 38(suppl 1):D518. doi:10.1093/nar/gkp842
Neuvirth H, Heinemann U, Birnbaum D, Tishby N, Schreiber G (2007) Nucleic Acids Res. 35 (suppl 2):W543. doi:10.1093/nar/gkm301
Volkamer A, Kuhn D, Rippmann F, Rarey M (2012) Bioinformatics 28(15):2074. doi:10.1093/bioinformatics/bts310
Zhang Z, Li Y, Lin B, Schroeder M, Huang B (2011) Bioinformatics 27(15):2083. doi:10.1093/bioinformatics/btr331
Goodman N (1963) Ann Math Stat 34(1):152. http://www.jstor.org/stable/2991290
Li Z, Lazaridis T (2003) J Am Chem Soc 125(22):6636. doi:10.1021/ja0299203
Mandell DJ, Coutsias EA, Kortemme T (2009) Nat Methods 6 6(8):551. doi:10.1038/nmeth0809-551
Canutescu AA, Dunbrack RL (2003) Protein Sci 12(5):963. doi:10.1110/ps.0242703
Morris GM, Huey R, Lindstrom W, Sanner MF, Belew RK, Goodsell DS, Olson AJ (2009) J Comput Chem 30(16):2785. doi:10.1002/jcc.21256
Schüttelkopf AW, van Aalten DMF (2004) Acta Crystallogr D Biol Crystallogr 60(8):1355. doi:10.1107/S0907444904011679
van Gunsteren WF, Billeter S, Eising A, Hünenberger PH, Krüger P, Mark AE, Scott W, Tironi IG (1996)
Daura X, Mark AE, van Gunsteren WF (1998) J Comput Chem 19 (5):535. doi:10.1002/(SICI)1096-987X(19980415)19:5<535::AID-JCC6>3.0.CO;2-N
Weinstein H, Topiol S, Osman R (1981) In Intermolecular forces, The Jerusalem symposia on quantum chemistry and biochemistry. In: Pullman B (ed). doi:10.1007/978-94-015-7658-1, vol 14. Springer, Netherlands, pp 383–396
Berendsen HJC, Postma JPM, van Gunsteren WF, DiNola A, Haak JR (1984) J Chem Phys 81 (8):3684. doi:10.1063/1.448118
Humphrey W, Dalke A, Schulten K (1996) J Mol Graph 14(1):33. doi:10.1016/0263-7855(96)00018-5
DeLano WL (2009) http://www.pymol.org/
Zhou J, Yan W, Hu G, Shen B (2014) Proteins: Struct Funct Bioinf 82(4):556. doi:10.1002/prot.24421
Acknowledgments
The authors thank the Rosetta developers for their great help. Thanks to Wei Yang for his help in carrying out MD simulations. Supported by the National Science Foundation of China under the grant number 61170125.
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
About this article
Cite this article
Li, L., Xu, W. & Lü, Q. Improving protein-ligand docking with flexible interfacial water molecules using SWRosettaLigand. J Mol Model 21, 294 (2015). https://doi.org/10.1007/s00894-015-2834-7
Received:
Accepted:
Published:
DOI: https://doi.org/10.1007/s00894-015-2834-7