Skip to main content
Log in

3D-QSAR analysis of anti-cancer agents by CoMFA and CoMSIA

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

Abstract

Three-dimensional quantitative structure–activity relationships were performed for a series of isatin derivatives as anti-cancer agents using the CoMFA and CoMSIA methods. Statistically significant CoMFA (\(r_{\text{cv}}^{2} = 0.869,\;r_{\text{ncv}}^{2} = 0.962\)) and CoMSIA (\(r_{\text{cv}}^{2} = 0.865,\;r_{\text{ncv}}^{2} = 0.959\)) models were generated using the training set on the basis of the common substructure-based alignment. Further, the predictive ability of the CoMFA and CoMSIA models was determined using a test set of nine compounds. Based on the information derived from CoMFA and CoMSIA contour maps, we have identified some key features for increasing the activity of compounds and have been used to design new anti-cancer agents. The newly designed molecules in this series of compounds may be more potent anti-cancer 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
Fig. 4
Fig. 5

Similar content being viewed by others

References

  • Abadi AH, Abou-Seri SM, Abdel-Rahman DE, Klein C, Lozach O, Meijer L (2006) Synthesis of 3-substituted-2-oxoindole analogues and their evaluation as kinase inhibitors, anticancer and antiangiogenic agents. Eur J Med Chem 41:296–305

    Article  CAS  PubMed  Google Scholar 

  • Bramson HN, Corona J, Davis ST, Dickerson SH, Edelstein M, Frye SV, Gampe RT, Harris PA, Hassell A, Holmes WD, Hunter RN, Lackey KE, Lovejoy B, Luzzio MJ, Montana V, Rocque WJ, Rusnak D, Shewchuk L, Veal JM, Walker DH, Kuyper LF (2001) Oxindole-based inhibitors of cyclin-dependent kinase 2 (CDK2): design, synthesis, enzymatic activities, and X-ray crystallographic analysis. J Med Chem 44:339–4358

    Article  Google Scholar 

  • Castilho MS, Postigo MP, de Paula CBV, Montanari CA, Oliva G, Andricopulo AD (2006) Two- and three-dimensional quantitative structure-activity relationships for a series of purine nucleoside phosphorylase inhibitors. Bioorg Med Chem 14:516–527

    Article  CAS  PubMed  Google Scholar 

  • Chen N, Liu CK, Zhao LZ, Zhang HB (2012) 3D-QSAR study of multi-target-directed AchE inhibitors based on autodocking. Med Chem Res 21:245–256

    Article  CAS  Google Scholar 

  • Clark M, Cramer RD, Vanopdenbosch N (1989) Validation of the general-purpose tripos 5.2 force-field. J Comput Chem 10:982–1012

    Article  CAS  Google Scholar 

  • Cramer RD, Patterson DE, Bunce JD (1988) Comparative molecular field analysis (CoMFA). 1. Effect of shape on binding of steroids to carrier proteins. J Am Chem Soc 110:5959–5967

    Article  CAS  PubMed  Google Scholar 

  • Gao J, Cheng YH, Cui W, Chen Q, Zhang FS, Du YG, Ji MJ (2012) 3D-QSAR and molecular docking studies of hydroxamic acids as peptide deformylase inhibitors. Med Chem Res 21:1597–1610

    Article  CAS  Google Scholar 

  • Gürsoy A, Karali N (2003) Synthesis and primary cytotoxicity evaluation of 3-[[(3-phenyl-4(3H)-quinazolinone-2-yl)mercaptoacetyl]hydrazono]-1H-2-indolinones. Eur J Med Chem 38:633–643

    Article  PubMed  Google Scholar 

  • Klebe G, Abraham U, Mietzner T (1994) Molecular similarity indices in a comparative analysis (CoMSIA) of drug molecules to correlate and predict their biological activity. J Med Chem 37:4130–4146

    Article  CAS  PubMed  Google Scholar 

  • Kubinyi H (1993) 3D QSAR in drug design: theory, methods and applications. ESCOM, Leiden

    Google Scholar 

  • Madhavan T, Kothandan G, Gadhe CG, Cho SJ (2012) QSAR analysis on PfPK7 inhibitors using HQSAR, CoMFA, and CoMSIA. Med Chem Res 21:681–693

    Article  CAS  Google Scholar 

  • Matesic L, Locke JM, Bremner JB, Pyne SG, Skropeta D, Ranson M, Vine KL (2008) N-Phenethyl and N-naphthylmethyl isatins and analogues as in vitro cytotoxic agents. Bioorg Med Chem 16:3118–3124

    Article  CAS  PubMed  Google Scholar 

  • Moon MJ, Lee SK, Lee JW, Song WK, Kim SW, Kim JI, Cho C, Choi SJ, Kim YC (2006) Synthesis and structure-activity relationships of novel indirubin derivatives as potent anti-proliferative agents with CDK2 inhibitory activities. Bioorg Med Chem 14:237–246

    Article  CAS  PubMed  Google Scholar 

  • Pandeya SN, Smitha S, Jyoti M, Sridhar SK (2005) Biological activities of isatin and its derivatives. Acta Pharm 55:27–46

    CAS  PubMed  Google Scholar 

  • Rastija V, Medic-Saric M (2009) QSAR study of antioxidant activity of wine polyphenols. Eur J Med Chem 44:400–408

    Article  CAS  PubMed  Google Scholar 

  • Rojo F, Albanell J, Rovira A, Corominas JM, Manzarbeitia F (2008) Targeted therapies in breast cancer. Semin Diagn Pathol 25:245–261

    Article  PubMed  Google Scholar 

  • Sabet R, Mohammadpour M, Sadeghi A, Fassihi A (2010) QSAR study of isatin analogues as in vitro anti-cancer agents. Eur J Med Chem 45:1113–1118

    Article  CAS  PubMed  Google Scholar 

  • Salum LD, Polikarpov I, Andricopulo AD (2007) Structural and chemical basis for enhanced affinity and potency for a large series of estrogen receptor ligands: 2D and 3D QSAR studies. J Mol Graph Model 26:434–442

    Article  CAS  Google Scholar 

  • Sharma VM, Prasanna P, Adi Seshu KV, Renuka B, Laxman Rao CV, Sunil Kumar G, Narasimhulu CP, Aravind Babu P, Puranik RC, Subramanyam D, Venkateswarlu A, Rajagopal S, Kumar KBS, Rao CS, Mamidi NVSR, Deevi DS, Ajaykumar R, Rajagopalan R (2002) Novel indolo[2,1-b]quinazoline analogues as cytostatic agents: synthesis, biological evaluation and structure-activity relationship. Bioorg Med Chem Lett 12:2303–2307

    Article  CAS  PubMed  Google Scholar 

  • Singh S, Soni LK, Gupta MK, Prabhakar YS, Kaskhedikar SG (2008) QSAR studies on benzoylaminobenzoic acid derivatives as inhibitors of beta-ketoacyl-acyl carrier protein synthase III. Eur J Med Chem 43:1071–1080

    Article  CAS  PubMed  Google Scholar 

  • Solomon VR, Hu C, Lee H (2010) Design and synthesis of anti-breast cancer agents from 4-piperazinylquinoline: a hybrid pharmacophore approach. Bioorg Med Chem 18:1563–1572

    Article  CAS  PubMed  Google Scholar 

  • Telvekar VN, Chaudhari HK (2012) 3D-QSAR and docking-based combined in silico study on C-5 methyl substituted 4-arylthio and 4-aryloxy-3-iodopyridin-2-(1H)-one as HIV-1 RT inhibitors. Med Chem Res 21:2032–2043

    Article  CAS  Google Scholar 

  • Tronchet JMJ, Grigorov M, Dolatshahi N, Moriaud F, Weber J (1997) A QSAR study confirming the heterogeneity of the HEPT derivative series regarding their interaction with HIV reverse transcriptase. Eur J Med Chem 32:279–299

    Article  CAS  Google Scholar 

  • Verma RP, Hansch C (2010) QSAR modeling of taxane analogues against colon cancer. Eur J Med Chem 45:1470–1477

    Article  CAS  PubMed  Google Scholar 

  • Vine KL, Locke JM, Ranson M, Pyne SG, Bremner JB (2007a) In vitro cytotoxicity evaluation of some substituted isatin derivatives. Bioorg Med Chem 15:931–938

    Article  CAS  PubMed  Google Scholar 

  • Vine KL, Locke JM, Ranson M, Pyne SG, Bremner JB (2007b) An investigation into the cytotoxicity and mode of action of some novel N-alkyl-substituted isatins. J Med Chem 50:5109–5117

    Article  CAS  PubMed  Google Scholar 

  • Viswanadhan VN, Ghose AK, Revankar GR, Robins RK (1989) Atomic physicochemical parameters for three dimensional structure directed quantitative structure-activity relationships. 4. Additional parameters for hydrophobic and dispersive interactions and their application for an automated superposition of certain naturally occurring nucleoside antibiotics. J Chem Inf Comp Sci 29:163–172

    Article  CAS  Google Scholar 

  • Wehrens R, Putter H, Buydens LMC (2000) The bootstrap: a tutorial. Chemom Intell Lab 54:35–52

    Article  CAS  Google Scholar 

  • Wold S (1978) Cross-validatory estimation of the number of components in factor and principal components models. Technometrics 20:397–405

    Article  Google Scholar 

Download references

Acknowledgments

The financial supports of the Research Council of the Tehran University of Medical Science, and Deputy of Research & Planning of Iran National Elite Foundation are gratefully acknowledged.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Massoud Amanlou.

Rights and permissions

Reprints and permissions

About this article

Cite this article

Pourbasheer, E., Amanlou, M. 3D-QSAR analysis of anti-cancer agents by CoMFA and CoMSIA. Med Chem Res 23, 800–809 (2014). https://doi.org/10.1007/s00044-013-0676-3

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s00044-013-0676-3

Keywords

Navigation