Skip to main content
Log in

Molecular docking and 3D-QSAR studies on β-phenylalanine derivatives as dipeptidyl peptidase IV inhibitors

  • Original Paper
  • Published:
Journal of Molecular Modeling Aims and scope Submit manuscript

Abstract

Three-dimensional quantitative structure-activity relationship (3D-QSAR) and molecular docking studies were carried out to explore the binding of 73 inhibitors to dipeptidyl peptidase IV (DPP-IV), and to construct highly predictive 3D-QSAR models using comparative molecular field analysis (CoMFA) and comparative molecular similarity indices analysis (CoMSIA). The negative logarithm of IC50 (pIC50) was used as the biological activity in the 3D-QSAR study. The CoMFA model was developed by steric and electrostatic field methods, and leave-one-out cross-validated partial least squares analysis yielded a cross-validated value (\( {\hbox{r}}_{{\rm{cv}}}^{\rm{2}} \)) of 0.759. Three CoMSIA models developed by different combinations of steric, electrostatic, hydrophobic and hydrogen-bond fields yielded significant \( {\hbox{r}}_{{\rm{cv}}}^{\rm{2}} \) values of 0.750, 0.708 and 0.694, respectively. The CoMFA and CoMSIA models were validated by a structurally diversified test set of 18 compounds. All of the test compounds were predicted accurately using these models. The mean and standard deviation of prediction errors were within 0.33 and 0.26 for all models. Analysis of CoMFA and CoMSIA contour maps helped identify the structural requirements of inhibitors, with implications for the design of the next generation of DPP-IV inhibitors for the treatment of type 2 diabetes.

Binding conformations of docked compounds at the active site of dipeptidyl peptidase IV

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2a,b
Fig. 3a,b

Similar content being viewed by others

References

  1. Mentlein R (1999) Regul Pept 85:9–24

    Article  CAS  Google Scholar 

  2. Hopsu-Havu VKGG (1966) Histochemie 7:197–201

    Article  CAS  Google Scholar 

  3. Holst JJ, Deacon CF (2004) Curr Opin Pharmacol 4:589–596

    Article  CAS  Google Scholar 

  4. Drucker DJ (2001) Curr Pharm Des 7:1399–1412

    Article  CAS  Google Scholar 

  5. Zander M, Madsbad S, Madsen JL, Holst JJ (2002) Lancet 359:824–830

    Article  CAS  Google Scholar 

  6. Weber AE (2004) J Med Chem 47:4135–4141

    Article  CAS  Google Scholar 

  7. Deacon CF, Ahren B, Holst J (2004) J Exp Opin Investig Drugs 13:1091–1102

    Article  CAS  Google Scholar 

  8. Drucker D (2003) J Exp Opin Investig Drugs 12:87–100

    Article  CAS  Google Scholar 

  9. Augustyns K, Van der Veken P, Senten K, Haemers A (2003) Exp Opin Ther Patents 13:499–510

    Article  CAS  Google Scholar 

  10. Wiedeman PE, Trevillyan JM (2003) Curr Opin Investig Drugs 4:412–420

    CAS  Google Scholar 

  11. Barlocco D (2004) Curr Opin Investig Drugs 5:1094–1100

    CAS  Google Scholar 

  12. McIntyre JA, Castaner J (2004) Drugs Fut 29:887–891

    Article  CAS  Google Scholar 

  13. Holst JJ, Deacon CF (1998) Diabetes 47:1663–1670

    Article  CAS  Google Scholar 

  14. Augustyns K, Bal G, Thonus G, Belyaev A, Zhang XM, Bollaert W, Lambeir AM, Durinx C, Goossens F, Haemers A (1999) Curr Med Chem 6:311–327

    CAS  Google Scholar 

  15. Villhauer EB, Coppola GM, Hughes TE (2001) Annu Rep Med Chem 36:191–200

    Article  CAS  Google Scholar 

  16. Drucker DJ (2003) Exp Opin Investig Drugs 12:87–100

    Article  CAS  Google Scholar 

  17. Wiedeman PE, Trevillyan JM (2003) Curr Opin Investig Drugs 4:412–420

    CAS  Google Scholar 

  18. Villhauer EB, Brinkman JA, Naderi GB, Dunning BE, Mangold BL, Mone MD, Russell ME, Weldon SC, Hughes TE (2002) J Med Chem 45:2362–2365

    Article  CAS  Google Scholar 

  19. Hughes TE, Mone MD, Russell ME, Weldon SC, Villhauer EB (1999) Biochemistry 38:11597–11603

    Article  CAS  Google Scholar 

  20. Kanstrup AB, Christiansen LB, Lundbeck JM, Sams CK, Kristiansen M (2002) PCT Int Appl: WO2002002560

  21. Sorbera LA, Revel L, Castaner J (2001) Drugs Fut 26:859–864

    Article  CAS  Google Scholar 

  22. Feng J, Gwaltney SL, Stafford JA, Zang Z (2005) Jpn Kokai Tokkyo Koho: JP 2005263780

  23. Kim D, Wang L, Beconi M, Eiermann GJ, Fisher MH, He H, Hickey GJ, Kowalchick JE, Leiting B, Lyons K, Marsilio F, McCann ME, Patel RA, Petrov A, Scapin G, Patel SB, Roy RS, Wu JK, Wyvratt MJ, Zhang BB, Zhu L, Thornberry NA, Weber AE (2005) J Med Chem 48:141–151

    Article  CAS  Google Scholar 

  24. Mcintyre JA, Castaner J (2004) Drugs Fut 29:887–891

    Article  CAS  Google Scholar 

  25. Barlocco D (2004) Curr Opin Invest Drugs 5:1094–1100

    CAS  Google Scholar 

  26. Xu JY, Ok HO, Gonzalez EJ, Colwell LF, Habulihaz JB, He HB, Leiting B, Lyons KA, Marsilio F, Patel RA, Wu JK, Thornberry NA, Weber AE, Parmee ER (2004) Bioorg Med Chem Lett 14:4759–4762

    Article  CAS  Google Scholar 

  27. Brockunier LL, He JF, Colwell LF Jr, Habulihaz JB, He HB, Leiting B, Lyons KA, Marsilio F, Patel RA, Teffera Y, Wu JK, Thornberry NA, Weber AE, Parmee ER (2004) Bioorg Med Chem Lett 14:4763–4766

    Article  CAS  Google Scholar 

  28. Brandt W, Lehmann T, Barth A, Fittkaui S (1993) J Mol Graphics 11:277–278

    Article  Google Scholar 

  29. BrandtW LT, Thondor I, Born I, Schutkowski M, Rahfeld JU, Neubert K, Barth A (1995) Int J Peptide Prot Res 46:494–507

    Article  Google Scholar 

  30. Zeng J, Liu GX, Tang Y, Jiang HL (2007) J Mol Model 13:993–1000

    Article  CAS  Google Scholar 

  31. Pissurlenkar RRS, Shaikh MS, Coutinho EC (2007) J Mol Model 13:1047–1071

    Article  CAS  Google Scholar 

  32. Ashton WT, Sisco RM, Dong H, Lyons KA, He HB, Doss GA, Leiting B, Patel RA, Wu JK, Marsilio F, Thornberry NA, Weber AE (2005) Bioorg Med Chem Lett 15:2253–2258

    Article  CAS  Google Scholar 

  33. Kowalchick JE, Leiting B, Pryor KD, Marsilio F, Wu JK, He HB, Lyons KA, Eiermann GJ, Petrov A, Scapin G, Patel RA, Thornberry NA, Weber AE, Kim D (2007) Bioorg Med Chem Lett 17:5934–5939

    Article  CAS  Google Scholar 

  34. Chen P, Caldwell CG, Mathvink RJ, Leiting B, Marsilio F, Patel RA, Wu JK, He HB, Lyons KA, Thornberry NA, Weber AE (2007) Bioorg Med Chem Lett 17:5853–5857

    Article  CAS  Google Scholar 

  35. Kim D, Kowalchick JE, Edmondson SD, Mastracchio A, Xu J, Eiermann GJ, Leiting B, Wu JK, Pryor KD, Patel RA, He HB, Lyons KA, Thornberry NA, Weber AE (2007) Bioorg Med Chem Lett 17:3373–3377

    Article  CAS  Google Scholar 

  36. Kim D, Kowalchick JE, Brockunier LL, Parmee ER, Eiermann GJ, Fisher MH, He HB, Leiting B, Lyons KA, Scapin G, Patel SB, Petrov A, Pryor KD, Roy RS, Wu JK, Zhang XP, Wyvratt MJ, Zhang BB, Zhu L, Thornberry NA, Weber AE (2008) J Med Chem 51:589–602

    Article  CAS  Google Scholar 

  37. Sybyl Version 8.1 (2009) Tripos, St. Louis, MO

  38. Clark M, Cramer RDI, Opdenbosch NV (1989) J Comput Chem 10:982–1012

    Article  CAS  Google Scholar 

  39. Gasteiger J, Marsili M (1980) Tetrahedron 36:3219–3228

    Article  CAS  Google Scholar 

  40. Weiner SJ, Kollman PA, Case DA, Singh C, Ghio G, Alagona S, Profeta P, Weiner P (1984) J Am Chem Soc 106:765–784

    Article  CAS  Google Scholar 

  41. Morris GM, Goodsell DS, Halliday RS, Huey R, Hart WE, Belew RK, Olson AJ (1998) J Comput Chem 19:1639–1662

    Article  CAS  Google Scholar 

  42. Auffinger P, Hays FA, Westhof E, Ho PS (2004) Proc Natl Acad Sci USA 101:16789–16794

    Article  CAS  Google Scholar 

  43. Howard EI, Sanishvili R, Cachau RE, Mitschler A, Chevrier B, Barth P, Lamour V, Zandt MV, Sibley E, Bon C, Moras D, Schneider TR, Joachimiak A, Podjarny A (2004) Proteins 55:792–804

    Article  CAS  Google Scholar 

  44. Cramer RD, Patterson IIIDE, Bunce JD (1988) J Am Chem Soc 110:5959–5967

    Article  CAS  Google Scholar 

  45. Klebe G, Abraham U, Mietzner T (1994) J Med Chem 37:4130–4146

    Article  CAS  Google Scholar 

  46. Kuhn B, Hennig M, Mattei P (2007) Curr Top Med Chem 7:609–619

    Article  CAS  Google Scholar 

  47. Xu M, Zhang AQ, Han SK, Wang LS (2002) Chemosphere 48:707–715

    Article  CAS  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Yan-Ke Jiang.

Rights and permissions

Reprints and permissions

About this article

Cite this article

Jiang, YK. Molecular docking and 3D-QSAR studies on β-phenylalanine derivatives as dipeptidyl peptidase IV inhibitors. J Mol Model 16, 1239–1249 (2010). https://doi.org/10.1007/s00894-009-0637-4

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s00894-009-0637-4

Keywords

Navigation