[go: up one dir, main page]
More Web Proxy on the site http://driver.im/
Skip to main content

Thank you for visiting nature.com. You are using a browser version with limited support for CSS. To obtain the best experience, we recommend you use a more up to date browser (or turn off compatibility mode in Internet Explorer). In the meantime, to ensure continued support, we are displaying the site without styles and JavaScript.

  • Resource
  • Published:

Comprehensive assay of kinase catalytic activity reveals features of kinase inhibitor selectivity

Abstract

Small-molecule protein kinase inhibitors are widely used to elucidate cellular signaling pathways and are promising therapeutic agents. Owing to evolutionary conservation of the ATP-binding site, most kinase inhibitors that target this site promiscuously inhibit multiple kinases. Interpretation of experiments that use these compounds is confounded by a lack of data on the comprehensive kinase selectivity of most inhibitors. Here we used functional assays to profile the activity of 178 commercially available kinase inhibitors against a panel of 300 recombinant protein kinases. Quantitative analysis revealed complex and often unexpected interactions between protein kinases and kinase inhibitors, with a wide spectrum of promiscuity. Many off-target interactions occur with seemingly unrelated kinases, revealing how large-scale profiling can identify multitargeted inhibitors of specific, diverse kinases. The results have implications for drug development and provide a resource for selecting compounds to elucidate kinase function and for interpreting the results of experiments involving kinase inhibitors.

This is a preview of subscription content, access via your institution

Access options

Buy this article

Prices may be subject to local taxes which are calculated during checkout

Figure 1: Large-scale kinase-inhibitor interaction analysis.
Figure 2: Comparison of functional inhibition data generated in this study with previous kinase-inhibitor interaction profiling studies.
Figure 3: Kinase selectivity.
Figure 4: Kinase inhibitor selectivity.
Figure 5: Uni-specific kinase inhibitors.

Similar content being viewed by others

References

  1. Fabian, M.A. et al. A small molecule-kinase interaction map for clinical kinase inhibitors. Nat. Biotechnol. 23, 329–336 (2005).

    Article  CAS  Google Scholar 

  2. Karaman, M.W. et al. A quantitative analysis of kinase inhibitor selectivity. Nat. Biotechnol. 26, 127–132 (2008).

    Article  CAS  Google Scholar 

  3. Fedorov, O. et al. A systematic interaction map of validated kinase inhibitors with Ser/Thr kinases. Proc. Natl. Acad. Sci. USA 104, 20523–20528 (2007).

    Article  CAS  Google Scholar 

  4. Bain, J. et al. The selectivity of protein kinase inhibitors: a further update. Biochem. J. 408, 297–315 (2007).

    Article  CAS  Google Scholar 

  5. Davies, S.P., Reddy, H., Caivano, M. & Cohen, P. Specificity and mechanism of action of some commonly used protein kinase inhibitors. Biochem. J. 351, 95–105 (2000).

    Article  CAS  Google Scholar 

  6. Bain, J., McLauchlan, H., Elliott, M. & Cohen, P. The specificities of protein kinase inhibitors: an update. Biochem. J. 371, 199–204 (2003).

    Article  CAS  Google Scholar 

  7. Ma, H., Deacon, S. & Horiuchi, K. The challenge of selecting protein kinase assays for lead discovery optimization. Expert Opin. Drug Discov. 3, 607–621 (2008).

    Article  CAS  Google Scholar 

  8. Smyth, L.A. & Collins, I. Measuring and interpreting the selectivity of protein kinase inhibitors. J. Chem. Biol. 2, 131–151 (2009).

    Article  Google Scholar 

  9. Goldstein, D.M., Gray, N.S. & Zarrinkar, P.P. High-throughput kinase profiling as a platform for drug discovery. Nat. Rev. Drug Discov. 7, 391–397 (2008).

    Article  CAS  Google Scholar 

  10. Miduturu, C.V. et al. High-throughput kinase profiling: a more efficient approach toward the discovery of new kinase inhibitors. Chem. Biol. 18, 868–879 (2011).

    Article  CAS  Google Scholar 

  11. Daub, H., Specht, K. & Ullrich, A. Strategies to overcome resistance to targeted protein kinase inhibitors. Nat. Rev. Drug Discov. 3, 1001–1010 (2004).

    Article  CAS  Google Scholar 

  12. Morphy, R., Kay, C. & Rankovic, Z. From magic bullets to designed multiple ligands. Drug Discov. Today 9, 641–651 (2004).

    Article  CAS  Google Scholar 

  13. Metz, J.T. et al. Navigating the kinome. Nat. Chem. Biol. 7, 200–202 (2011).

    Article  CAS  Google Scholar 

  14. Dodson, C.A. et al. Crystal structure of an Aurora-A mutant that mimics Aurora-B bound to MLN8054: insights into selectivity and drug design. Biochem. J. 427, 19–28 (2010).

    Article  CAS  Google Scholar 

  15. Graczyk, P.P. Gini coefficient: a new way to express selectivity of kinase inhibitors against a family of kinases. J. Med. Chem. 50, 5773–5779 (2007).

    Article  CAS  Google Scholar 

  16. Bamborough, P., Drewry, D., Harper, G., Smith, G.K. & Schneider, K. Assessment of chemical coverage of kinome space and its implications for kinase drug discovery. J. Med. Chem. 51, 7898–7914 (2008).

    Article  CAS  Google Scholar 

  17. Faivre, S., Djelloul, S. & Raymond, E. New paradigms in anticancer therapy: targeting multiple signaling pathways with kinase inhibitors. Semin. Oncol. 33, 407–420 (2006).

    Article  CAS  Google Scholar 

  18. Morphy, R. Selectively nonselective kinase inhibition: striking the right balance. J. Med. Chem. 53, 1413–1437 (2010).

    Article  CAS  Google Scholar 

  19. Knight, Z.A., Lin, H. & Shokat, K.M. Targeting the cancer kinome through polypharmacology. Nat. Rev. Cancer 10, 130–137 (2010).

    Article  CAS  Google Scholar 

  20. Cockerill, S. et al. Indazolylamino quinazolines and pyridopyrimidines as inhibitors of the EGFR and c-erbB-2. Bioorg. Med. Chem. Lett. 11, 1401–1405 (2001).

    Article  CAS  Google Scholar 

  21. Lapenna, S. & Giordano, A. Cell cycle kinases as therapeutic targets for cancer. Nat. Rev. Drug Discov. 8, 547–566 (2009).

    Article  CAS  Google Scholar 

  22. Zhang, Q. et al. Discovery of EGFR selective 4,6-disubstituted pyrimidines from a combinatorial kinase-directed heterocycle library. J. Am. Chem. Soc. 128, 2182–2183 (2006).

    Article  CAS  Google Scholar 

  23. Lee, J.C. et al. A protein kinase involved in the regulation of inflammatory cytokine biosynthesis. Nature 372, 739–746 (1994).

    Article  CAS  Google Scholar 

  24. Cuny, G.D. et al. Structure-activity relationship study of acridine analogs as haspin and DYRK2 kinase inhibitors. Bioorg. Med. Chem. Lett. 20, 3491–3494 (2010).

    Article  CAS  Google Scholar 

  25. Huertas, D. et al. Antitumor activity of a small-molecule inhibitor of the histone kinase Haspin. Oncogene published online, doi:10.1038/onc.2011.335 (1 August 2011).

    Article  CAS  Google Scholar 

  26. Patnaik, D. et al. Identification of small molecule inhibitors of the mitotic kinase haspin by high-throughput screening using a homogeneous time-resolved fluorescence resonance energy transfer assay. J. Biomol. Screen. 13, 1025–1034 (2008).

    Article  CAS  Google Scholar 

  27. Mencher, S.K. & Wang, L.G. Promiscuous drugs compared to selective drugs (promiscuity can be a virtue). BMC Clin. Pharmacol. 5, 3 (2005).

    Article  Google Scholar 

  28. Liao, J.K., Seto, M. & Noma, K. Rho kinase (ROCK) inhibitors. J. Cardiovasc. Pharmacol. 50, 17–24 (2007).

    Article  CAS  Google Scholar 

  29. Yarrow, J.C., Totsukawa, G., Charras, G.T. & Mitchison, T.J. Screening for cell migration inhibitors via automated microscopy reveals a Rho-kinase inhibitor. Chem. Biol. 12, 385–395 (2005).

    Article  CAS  Google Scholar 

  30. Knight, Z.A. & Shokat, K.M. Features of selective kinase inhibitors. Chem. Biol. 12, 621–637 (2005).

    Article  CAS  Google Scholar 

  31. Fedorov, O., Muller, S. & Knapp, S. The (un)targeted cancer kinome. Nat. Chem. Biol. 6, 166–169 (2010).

    Article  CAS  Google Scholar 

  32. Huse, M. & Kuriyan, J. The conformational plasticity of protein kinases. Cell 109, 275–282 (2002).

    Article  CAS  Google Scholar 

  33. Manning, G., Whyte, D.B., Martinez, R., Hunter, T. & Sudarsanam, S. The protein kinase complement of the human genome. Science 298, 1912–1934 (2002).

    Article  CAS  Google Scholar 

  34. Yee, T.W. & Hastie, T.J. Reduced-rank vector generalized linear models. Stat. Modelling 3, 15–41 (2003).

    Article  Google Scholar 

  35. van der Loo, M.P.J. Distribution-based outlier detection for univariate data. Discussion paper 10003 (Statistics Netherlands, The Hague, 2010).

  36. Cheng, Y. & Prusoff, W.H. Relationship between the inhibition constant (K1) and the concentration of inhibitor which causes 50 per cent inhibition (I50) of an enzymatic reaction. Biochem. Pharmacol. 22, 3099–3108 (1973).

    Article  CAS  Google Scholar 

Download references

Acknowledgements

We gratefully acknowledge B. Turk, A. Andrews and members of the Peterson laboratory for comments on the manuscript and R. Hartman of Reaction Biology Corp. for developing the Kinase Inhibitor Resource (KIR) web application tool. This work was supported by a W.W. Smith Foundation Award, funding from the Keystone Program in Head and Neck Cancer of Fox Chase Cancer Center and by US National Institutes of Health awards RO1 GM083025 to J.R.P. and P30 CA006927 to Fox Chase Cancer Center. HotSpot technology development was partially supported by the US National Institutes of Health (RO1 HG003818 and R44 CA114995 to H.M.).

Author information

Authors and Affiliations

Authors

Contributions

The study was conceived by J.R.P., S.W.D. and H.M., experimental data was collected by S.W.D., statistical analysis was performed by K.D., data were analyzed by T.A. and J.R.P. with input from S.W.D. and H.M., and the manuscript was written by J.R.P. with input from the other authors.

Corresponding author

Correspondence to Jeffrey R Peterson.

Ethics declarations

Competing interests

S.W.D. and H.M. are current employees of Reaction Biology Corporation.

Supplementary information

Supplementary Text and Figures

Supplementary Tables 1,2,4,5 and Supplementary Figures 1–5 (PDF 10400 kb)

Supplementary Table 3

Complete pairwise kinase-compound activity dataset. (XLS 967 kb)

Rights and permissions

Reprints and permissions

About this article

Cite this article

Anastassiadis, T., Deacon, S., Devarajan, K. et al. Comprehensive assay of kinase catalytic activity reveals features of kinase inhibitor selectivity. Nat Biotechnol 29, 1039–1045 (2011). https://doi.org/10.1038/nbt.2017

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1038/nbt.2017

This article is cited by

Search

Quick links

Nature Briefing: Translational Research

Sign up for the Nature Briefing: Translational Research newsletter — top stories in biotechnology, drug discovery and pharma.

Get what matters in translational research, free to your inbox weekly. Sign up for Nature Briefing: Translational Research