Skip to main content
Log in

Ligand-based in silico 3D-QSAR study of PPAR-γ agonists

  • Original Research
  • Published:
Medicinal Chemistry Research Aims and scope Submit manuscript

Abstract

The peroxisome proliferator-activated receptor gamma (PPAR-γ) is member of a large family of ligand-activated nuclear transcription factors. The first compounds reported as high-affinity PPAR-γ agonists were a class of antidiabetic agents known as thiazolidinediones or “glitazones”. Quantitative structure activity relationship (QSAR) analyses used to understand the structural factors responsible for PPAR-γ agonistic activity of some thiazolidinedione derivatives. Several pharmacophore-based models indicated the importance of steric, hydrophobic, and hydrogen bond acceptor groups to agonistic activity. The 3D-QSAR analysis was carried out by PHASE program and a statistically reliable model with good predictive power (r 2 = 0.9702, q 2 = 0.8216) was achieved. The 3D-QSAR plots illustrated insights into the structure activity relationship of these compounds which may helps in the design and development of potent thiazolidinedione derivatives as antidiabetic agents.

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. 2
Fig. 3
Graph 1

Similar content being viewed by others

References

  • Amnerkar NA, Bhusari KP (2010) Synthesis, anticonvulsant activity and 3D-QSAR study of some prop-2-eneamido and 1-acetyl-pyrazolin derivatives of aminobenzothiazole. Eur Med Chem 45:149–159

    Article  CAS  Google Scholar 

  • Aronoff S, Rosenblatt S, Braithwaite S, Egan JW, Mathisen AL, Schneider RL (2000) Pioglitazone hydrochloride monotherapy improves glycemic control in the treatment of patients with type 2 diabetes: a 6-month randomized placebo-controlled dose-response study. Diabetes Care 23:1605

    Article  PubMed  CAS  Google Scholar 

  • Auwerx RS (1999) Peroxisome proliferator-activated receptor-gamma: a versatile metabolic regulator. J Ann Med 31:342–351

    Article  Google Scholar 

  • Berger J, Moller DE (2002) The mechanisms of action of PPARs. Annu Rev Med 53:409–435

    Article  PubMed  CAS  Google Scholar 

  • Berger J, Wagner JA (2002) Physiological and therapeutic roles of peroxisome proliferator-activated receptors. Diabetes Technol Ther 4:163–174

    Article  PubMed  CAS  Google Scholar 

  • Bhat BA, Ponnala S, Sahu DP, Tiwari P, Tripathi BK, Srivastava AK (2004) Synthesis and antihyperglycemic activity profiles of novel thiazolidinedione derivative. Bioorg Med Chem 12:5857–5864

    Article  PubMed  CAS  Google Scholar 

  • Brooks DA, Etgen GJ, Rito CJ, Shuker AJ, Dominianni SJ, Warshawsky AM, Ardecky R, Paterniti JR, Tyhonas J, Karanewsky DS, Kauffman RF, Broderick CL, Oldham BA, Montrose-Rafizadeh C, Winneroski LL, Faul MM, McCarthy JR (2001) Design and synthesis of 2-methyl-2-{4-[2-(5-methyl-2-aryloxazol-4 yl)ethoxy]phenoxy}propionic acids: a new class of dual PPAR alpha/gamma agonists. J Med Chem 44:2061

    Article  PubMed  CAS  Google Scholar 

  • Brown PJ, Smith-Oliver TA, Charifson PS, Tomkinsom NC, Fivush AM, Sternbach DD, Wade LE, Orband-Miller L, Parks DJ, Blanchard SG, Kliewer SA, Lehmann JM, Willson TM (1997) Identification of peroxisome proliferator-activated receptor ligands from a biased chemical library. Chem Biol 4:909–918

    Article  PubMed  Google Scholar 

  • Chakrabarti R, Vikramadithyan RK, Misra P, Hiriyan J, Raichur S, Damarla RK, Gershome C, Suresh J, Rajagopalan R (2003) Ragaglitazar: a novel PPAR-α & PPAR-γ agonist with potent lipid lowering and insulin-sensitizing efficacy in animal models. Br Pharmacol 140:527–537

    Article  CAS  Google Scholar 

  • de Duve C (1996) The peroxisome in retrospect. Ann N Y Acad Sci 804:1–10

    Article  PubMed  Google Scholar 

  • Desai RC, Han W, Metzger EJ, Bergman JP, Gratale DF, MacNaul KL, Berger JP, Doebber TW, Leung K, Moller DE, Heck JV, Sahoo SP (2003) 5-aryl thiazolidine-2,4-diones: discovery of PPAR Dual α/γ agonists as antidiabetic agents. Bioorg Med Chem Lett 13:2795–2798

    Article  PubMed  CAS  Google Scholar 

  • Dixon SL, Smondyrev AM, Knoll EH, Rao SN, Shaw DE, Friesner RA (2006a) PHASE: a new engine for pharmacophore perception, 3D QSAR model development, and 3D database screening: 1. Methodology and preliminary results. J Comput-Aided Mol Des 20:647–671

    Article  PubMed  CAS  Google Scholar 

  • Dixon SL, Smondyrev AM, Rao SN (2006b) PHASE: a novel approach to pharmacophore modeling and 3D database searching. Chem Biol Drug Des 67:370–372

    Article  PubMed  CAS  Google Scholar 

  • Ebdrup S, Pettersson I, Rasmussen HB, Deussen HJ, Jensen AF, Mortensen SB, Fleckner J, Pridal L, Nygaard L, Sauerberg P (2003) Synthesis and biological and structural characterization of the dual-acting peroxisome proliferator-activated receptor alpha/gamma agonist ragaglitazar. J Med Chem 46:1306

    Article  PubMed  CAS  Google Scholar 

  • Etegen GJ, Oldham BA, Johnson WT, Broderick CL, Montrose CR, Brozinick JT, Misener EA, Bean JS, Bensch WR, Brooks DA, Shuker AJ, Rito CJ, Mccarthy JR, Ardecky RJ, Jyhonas JS, Dana SL, Bilakovics JM, Paterniti JR, Ogilvie KM, Liu S, Kauffman RF (2002) A tailored therapy for metabolic syndrome. Diabetes 51:1083–1087

    Article  Google Scholar 

  • Evans DA, Doman TN, Thorner DA, Bodkin MJ (2007) 3D QSAR methods: phase and catalyst compared. J Chem Inf Model 47:1248–1257

    Article  PubMed  CAS  Google Scholar 

  • Forman BM, Chen J, Evans RM (1997) Hypolipidemic drugs, polyunsaturated fatty acids, and eicosanoids are ligands for peroxisome proliferator-activated receptors α and δ. Proc Natl Acad Sci USA 94:4312–4318

    Article  PubMed  CAS  Google Scholar 

  • Iwata Y, Miyamoto S, Takamura M, Yanagisawa H, Kasuya A (2001) Interaction between peroxisome proliferator-activated receptor g and its agonists: docking study of oximes having 5-benzyl-2,4 thiazolidinedione. J Mol Graph Model 19:536–542

    Article  PubMed  CAS  Google Scholar 

  • Kaminski GA, Friesner RA, Tirado-Rives J, Jorgensen WL (2001) Evaluation and reparameterization of the OPLS-AA force field for proteins via comparison with accurate quantum chemical calculations on peptides. J Phys Chem B 105(28):6474–6487

    Article  CAS  Google Scholar 

  • Kliewer SA, Sundseth SS, Jones SA, Brown PJ, Wisely GB, Koble CS, Devchand P, Wahli W, Willson TM, Lenhard JM, Lehmann JM (1997) Fatty acids and eicosanoids regulate gene expression through direct interactions with peroxisome proliferator-activated receptors alpha and gamma. Proc Natl Acad Sci USA 94:4318–4323

    Article  PubMed  CAS  Google Scholar 

  • Knouff C, Auwerx J (2004) Peroxisome proliferator-activated receptor-gamma calls for activation in moderation: lessons from genetics and pharmacology. Endocrine Rev 25:899–918

    Article  CAS  Google Scholar 

  • Koyama H, Boueres JK, Han W, Metzger EJ, Bergman JP, Gratale DF, Miller DJ, Tolman RL, MacNaul KL, Berger JP, Doebber TW, Leung K, Moller DE, Hecka JV, Sahoo SP (2003) 5-aryl thiazolidine-2,4-diones as selective PPAR-γ agonists. Bioorg Med Chem Lett 13:1801–1804

    Article  PubMed  CAS  Google Scholar 

  • Kun L, Regina B, Acton J, Ralph M (2005) Selective PPARγ modulators with improved pharmacological profiles. Bioorg Med Chem Lett 15:2437–2440

    Article  Google Scholar 

  • Lehmann JM, Moore LB, Smith-Oliver TA, Wilkison WO, Willson TM, Kliewer SA (1995) An antidiabetic thiazolidinedione is a high affinity ligand for peroxisome proliferator-activated receptor #(PPAR#). J Biol Chem 270:12953–12956

    Article  PubMed  CAS  Google Scholar 

  • Lehmann JM, Lenhard JM, Oliver BB, Ringold GM, Kliewer SA (1997) Peroxisome proliferator-activated receptors alpha and gamma are activated by indomethacin and other non-steroidal anti-inflammatory drugs. J Biol Chem 272:3406–3410

    Article  PubMed  CAS  Google Scholar 

  • Lemberger T, Desvergne B, Wahli W (1996) Peroxisome proliferator-activated receptors: a nuclear receptor signaling pathway in lipid physiology. Annu Rev Cell Dev Biol 12:335–363

    Article  PubMed  CAS  Google Scholar 

  • Ligprep 2.0 (2006) Schrodinger, LLC, New York, NY

  • Lohray BB, Lohray VB, Bajji AC, Kalchar S, Poondra R, Padakanti S, Chakrabarti R, Vikramadithyan RK, Misra P, Suresh J, Mamidi NVSR, Rajagopalan R (2001) (-)3-[4-[2-(Phenoxazine-10-yl)ethoxy]phenyl]-2-ethoxypropanoic acid [(−) DRF 2725]: a dual PPAR agonist with potent antihyperglycemic and lipid modulating activity. J Med Chem 44:2675–2678

    Article  PubMed  CAS  Google Scholar 

  • MacroModel 9.1 (2006) Schrodinger, LLC, New York, NY

  • Mathisen AL, Brockley (2000) The relationship of HbAlc and weight in the treatment of patients with type 2 diabetes. Diabetes 49(Suppl 1):A117

    Google Scholar 

  • Murami K, Tobe K, Ide T, Mochizuki T, Ohashi M, Akanuma Y, Yazaki Y, Kadowaki T (1998) A novel insulin sensitizer acts as a coligand for peroxisome proliferator activated receptor-a (PPAR-α) and PPAR-γ. Diabetes 47:1841–1847

    Article  Google Scholar 

  • Nolte RT, Wisely GB, Westin S, Cobb JE, Lambert MH, Kurokawa R, Rosenfeld MG, Willson TM, Glass CK, Milburn MV (1998) Ligand binding and co-activator assembly of the peroxisome proliferator-activated receptor-gamma. Nature 395:137–143

    Article  PubMed  CAS  Google Scholar 

  • Okuno A, Tamemoto H, Tobe K, Ueki K, Mori Y, Iwamoto K, Umesono K, Akanuma Y, Fujiwara T, Horikoshi H, Yazaki Y, Kadowaki T (1998) Troglitazone increases the number of small adipocytes without the change of white adipose tissue mass in obese Zucker rats. J Clin Invest 101:1354–1361

    Article  PubMed  CAS  Google Scholar 

  • Olefsky JM, Saltiel AR (2000) Reviews on PPAR and insulin resistance. Trends Endocrinol Metab 11:362

    Article  PubMed  CAS  Google Scholar 

  • Phase (2007) version 8.0

  • Shinkai H (2001) The chemical structure and pharmacological properties of a novel isoxazolidinedione insulin sensitizer, JTT-501. Nippon Rinsho 59:2207–2210

    PubMed  CAS  Google Scholar 

  • Sonawane LV, Bari SB (2010) PPARγ-novel target in antidiabetic drug design. Int J Drug Des Dis 1(2):155–160

    Google Scholar 

  • Spiegelman BM (1998) PPAR-γ: adipogenic regulator and thiazolidinedione receptor. Diabetes 47:507–514

    Article  PubMed  CAS  Google Scholar 

  • Willson TM, Brown PJ, Sternbach DD, Henke BR (2000) The PPARs: from orphan receptors to drug discovery. J Med Chem 43:527–550

    Article  PubMed  CAS  Google Scholar 

  • Yanagisawa H, Takamura M, Yamada E, Fujita S, Fujiwara T, Yachi M, Isobe A, Hagisawa Y (2000) Novel oximes having 5-benzyl-2, 4-thiazolidinedione as antihyperglycemic agents: synthesis and structure activity relationship. Bioorg Med Chem Lett 10:373–375

    Article  PubMed  CAS  Google Scholar 

Download references

Acknowledgments

LVS gratefully acknowledge Department of Science and Technology, Govt. of India for awarding Young Scientist Fellowship (SR/FT/LS-161/2008). Authors like to acknowledge Principal of the institute for providing facilities to carryout the work. Authors would also like to thank Mr. R. R. Patil for their suggestion during the study.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Lalit Vijay Sonawane.

Rights and permissions

Reprints and permissions

About this article

Cite this article

Sonawane, L.V., Bari, S.B. Ligand-based in silico 3D-QSAR study of PPAR-γ agonists. Med Chem Res 20, 1005–1014 (2011). https://doi.org/10.1007/s00044-010-9428-9

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s00044-010-9428-9

Keywords

Navigation