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Acetylation site specificities of lysine deacetylase inhibitors in human cells

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Abstract

Lysine deacetylases inhibitors (KDACIs) are used in basic research, and many are being investigated in clinical trials for treatment of cancer and other diseases. However, their specificities in cells are incompletely characterized. Here we used quantitative mass spectrometry (MS) to obtain acetylation signatures for 19 different KDACIs, covering all 18 human lysine deacetylases. Most KDACIs increased acetylation of a small, specific subset of the acetylome, including sites on histones and other chromatin-associated proteins. Inhibitor treatment combined with genetic deletion showed that the effects of the pan-sirtuin inhibitor nicotinamide are primarily mediated by SIRT1 inhibition. Furthermore, we confirmed that the effects of tubacin and bufexamac on cytoplasmic proteins result from inhibition of HDAC6. Bufexamac also triggered an HDAC6-independent, hypoxia-like response by stabilizing HIF1-α, providing a possible mechanistic explanation of its adverse, pro-inflammatory effects. Our results offer a systems view of KDACI specificities, providing a framework for studying function of acetylation and deacetylases.

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Figure 1: Quantitative profiling of the KDACI-regulated acetylome.
Figure 2: Specificity of KDACIs and subcellular distribution of KDACI-upregulated acetylated proteins.
Figure 3: Nicotinamide increases acetylation of nuclear proteins.
Figure 4: Tubacin- and bufexamac-mediated increase in protein acetylation is likely mediated by HDAC6.
Figure 5: Bufexamac inhibits KDACs at lower concentrations and causes hypoxia-like responses at higher concentrations.

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References

  1. Grunstein, M. Histone acetylation in chromatin structure and transcription. Nature 389, 349–352 (1997).

    Article  CAS  Google Scholar 

  2. Cheung, W.L., Briggs, S.D. & Allis, C.D. Acetylation and chromosomal functions. Curr. Opin. Cell Biol. 12, 326–333 (2000).

    Article  CAS  Google Scholar 

  3. Valenzuela-Fernández, A., Cabrero, J.R., Serrador, J.M. & Sanchez-Madrid, F. HDAC6: a key regulator of cytoskeleton, cell migration and cell-cell interactions. Trends Cell Biol. 18, 291–297 (2008).

    Article  Google Scholar 

  4. Yang, X.J. & Seto, E. Lysine acetylation: codified crosstalk with other posttranslational modifications. Mol. Cell 31, 449–461 (2008).

    Article  CAS  Google Scholar 

  5. Haberland, M., Montgomery, R.L. & Olson, E.N. The many roles of histone deacetylases in development and physiology: implications for disease and therapy. Nat. Rev. Genet. 10, 32–42 (2009).

    Article  CAS  Google Scholar 

  6. Finkel, T., Deng, C.X. & Mostoslavsky, R. Recent progress in the biology and physiology of sirtuins. Nature 460, 587–591 (2009).

    Article  CAS  Google Scholar 

  7. Montgomery, R.L., Hsieh, J., Barbosa, A.C., Richardson, J.A. & Olson, E.N. Histone deacetylases 1 and 2 control the progression of neural precursors to neurons during brain development. Proc. Natl. Acad. Sci. USA 106, 7876–7881 (2009).

    Article  CAS  Google Scholar 

  8. Bolden, J.E., Peart, M.J. & Johnstone, R.W. Anticancer activities of histone deacetylase inhibitors. Nat. Rev. Drug Discov. 5, 769–784 (2006).

    Article  CAS  Google Scholar 

  9. Marks, P.A. The clinical development of histone deacetylase inhibitors as targeted anticancer drugs. Expert Opin. Investig. Drugs 19, 1049–1066 (2010).

    Article  CAS  Google Scholar 

  10. Archin, N.M. et al. Administration of vorinostat disrupts HIV-1 latency in patients on antiretroviral therapy. Nature 487, 482–485 (2012).

    Article  CAS  Google Scholar 

  11. Grabiec, A.M., Tak, P.P. & Reedquist, K.A. Function of histone deacetylase inhibitors in inflammation. Crit. Rev. Immunol. 31, 233–263 (2011).

    Article  CAS  Google Scholar 

  12. Kazantsev, A.G. & Thompson, L.M. Therapeutic application of histone deacetylase inhibitors for central nervous system disorders. Nat. Rev. Drug Discov. 7, 854–868 (2008).

    Article  CAS  Google Scholar 

  13. Iyer, A., Fairlie, D.P. & Brown, L. Lysine acetylation in obesity, diabetes and metabolic disease. Immunol. Cell Biol. 90, 39–46 (2012).

    Article  CAS  Google Scholar 

  14. Khan, O. & La Thangue, N.B. HDAC inhibitors in cancer biology: emerging mechanisms and clinical applications. Immunol. Cell Biol. 90, 85–94 (2012).

    Article  CAS  Google Scholar 

  15. Xu, W.S., Parmigiani, R.B. & Marks, P.A. Histone deacetylase inhibitors: molecular mechanisms of action. Oncogene 26, 5541–5552 (2007).

    Article  CAS  Google Scholar 

  16. Tan, J., Cang, S., Ma, Y., Petrillo, R.L. & Liu, D. Novel histone deacetylase inhibitors in clinical trials as anti-cancer agents. J. Hematol. Oncol. 3, 5 (2010).

    Article  Google Scholar 

  17. Dell′Aversana, C., Lepore, I. & Altucci, L. HDAC modulation and cell death in the clinic. Exp. Cell Res. 318, 1229–1244 (2012).

    Article  Google Scholar 

  18. Bradner, J.E. et al. Chemical phylogenetics of histone deacetylases. Nat. Chem. Biol. 6, 238–243 (2010).

    Article  CAS  Google Scholar 

  19. Bantscheff, M. et al. Chemoproteomics profiling of HDAC inhibitors reveals selective targeting of HDAC complexes. Nat. Biotechnol. 29, 255–265 (2011).

    Article  CAS  Google Scholar 

  20. Salisbury, C.M. & Cravatt, B.F. Activity-based probes for proteomic profiling of histone deacetylase complexes. Proc. Natl. Acad. Sci. USA 104, 1171–1176 (2007).

    Article  CAS  Google Scholar 

  21. Ong, S.E. et al. Stable isotope labeling by amino acids in cell culture, SILAC, as a simple and accurate approach to expression proteomics. Mol. Cell. Proteomics 1, 376–386 (2002).

    Article  CAS  Google Scholar 

  22. Choudhary, C. et al. Lysine acetylation targets protein complexes and co-regulates major cellular functions. Science 325, 834–840 (2009).

    Article  CAS  Google Scholar 

  23. Weinert, B.T. et al. Lysine succinylation is a frequently occurring modification in prokaryotes and eukaryotes and extensively overlaps with acetylation. Cell Reports 4, 842–851 (2013).

    Article  CAS  Google Scholar 

  24. Sterner, D.E. & Berger, S.L. Acetylation of histones and transcription-related factors. Microbiol. Mol. Biol. Rev. 64, 435–459 (2000).

    Article  CAS  Google Scholar 

  25. Drogaris, P. et al. Histone deacetylase inhibitors globally enhance h3/h4 tail acetylation without affecting h3 lysine 56 acetylation. Sci. Rep. 2, 220 (2012).

    Article  Google Scholar 

  26. Buggy, J.J. et al. CRA-024781: a novel synthetic inhibitor of histone deacetylase enzymes with antitumor activity in vitro and in vivo. Mol. Cancer Ther. 5, 1309–1317 (2006).

    Article  CAS  Google Scholar 

  27. Haggarty, S.J., Koeller, K.M., Wong, J.C., Grozinger, C.M. & Schreiber, S.L. Domain-selective small-molecule inhibitor of histone deacetylase 6 (HDAC6)-mediated tubulin deacetylation. Proc. Natl. Acad. Sci. USA 100, 4389–4394 (2003).

    Article  CAS  Google Scholar 

  28. Balasubramanian, S. et al. A novel histone deacetylase 8 (HDAC8)-specific inhibitor PCI-34051 induces apoptosis in T-cell lymphomas. Leukemia 22, 1026–1034 (2008).

    Article  CAS  Google Scholar 

  29. Ben-Shahar, T.R. et al. Eco1-dependent cohesin acetylation during establishment of sister chromatid cohesion. Science 321, 563–566 (2008).

    Article  CAS  Google Scholar 

  30. Unal, E. et al. A molecular determinant for the establishment of sister chromatid cohesion. Science 321, 566–569 (2008).

    Article  Google Scholar 

  31. Zhang, J. et al. Acetylation of Smc3 by Eco1 is required for S phase sister chromatid cohesion in both human and yeast. Mol. Cell 31, 143–151 (2008).

    Article  CAS  Google Scholar 

  32. Deardorff, M.A. et al. HDAC8 mutations in Cornelia de Lange syndrome affect the cohesin acetylation cycle. Nature 489, 313–317 (2012).

    Article  CAS  Google Scholar 

  33. Bitterman, K.J., Anderson, R.M., Cohen, H.Y., Latorre-Esteves, M. & Sinclair, D.A. Inhibition of silencing and accelerated aging by nicotinamide, a putative negative regulator of yeast sir2 and human SIRT1. J. Biol. Chem. 277, 45099–45107 (2002).

    Article  CAS  Google Scholar 

  34. Chen, Y. et al. Quantitative acetylome analysis reveals the roles of SIRT1 in regulating diverse substrates and cellular pathways. Mol. Cell. Proteomics 11, 1048–1062 (2012).

    Article  CAS  Google Scholar 

  35. Kim, S.C. et al. Substrate and functional diversity of lysine acetylation revealed by a proteomics survey. Mol. Cell 23, 607–618 (2006).

    Article  CAS  Google Scholar 

  36. Zhao, S. et al. Regulation of cellular metabolism by protein lysine acetylation. Science 327, 1000–1004 (2010).

    Article  CAS  Google Scholar 

  37. Zhang, X. et al. HDAC6 modulates cell motility by altering the acetylation level of cortactin. Mol. Cell 27, 197–213 (2007).

    Article  CAS  Google Scholar 

  38. Uter, W. & Schnuch, A. EMA revokes marketing authorization for bufexamac. Contact Derm. 64, 235–236 (2011).

    Article  Google Scholar 

  39. Fukuda, H., Sato, Y., Usami, N., Yokouchi, Y. & Mukai, H. Contact dermatitis caused by bufexamac sparing the eruption of herpes zoster. J. Dermatol. 39, 405–407 (2012).

    Article  Google Scholar 

  40. Jeong, J.W. et al. Regulation and destabilization of HIF-1alpha by ARD1-mediated acetylation. Cell 111, 709–720 (2002).

    Article  CAS  Google Scholar 

  41. Dokmanovic, M., Clarke, C. & Marks, P.A. Histone deacetylase inhibitors: overview and perspectives. Mol. Cancer Res. 5, 981–989 (2007).

    Article  CAS  Google Scholar 

  42. Yang, H. et al. Nutrient-sensitive mitochondrial NAD+ levels dictate cell survival. Cell 130, 1095–1107 (2007).

    Article  CAS  Google Scholar 

  43. Lain, S. et al. Discovery, in vivo activity, and mechanism of action of a small-molecule p53 activator. Cancer Cell 13, 454–463 (2008).

    Article  CAS  Google Scholar 

  44. Anderson, K.A. & Hirschey, M.D. Mitochondrial protein acetylation regulates metabolism. Essays Biochem. 52, 23–35 (2012).

    Article  CAS  Google Scholar 

  45. Hirschey, M.D., Shimazu, T., Huang, J.Y., Schwer, B. & Verdin, E. SIRT3 regulates mitochondrial protein acetylation and intermediary metabolism. Cold Spring Harb. Symp. Quant. Biol. 76, 267–277 (2011).

    Article  CAS  Google Scholar 

  46. Wagner, G.R. & Payne, R.M. Mitochondrial acetylation and diseases of aging. J. Aging Res. 2011, 234875 (2011).

    Article  Google Scholar 

  47. He, W., Newman, J.C., Wang, M.Z., Ho, L. & Verdin, E. Mitochondrial sirtuins: regulators of protein acylation and metabolism. Trends Endocrinol. Metab. 23, 467–476 (2012).

    Article  CAS  Google Scholar 

  48. Eltzschig, H.K. & Carmeliet, P. Hypoxia and inflammation. N. Engl. J. Med. 364, 656–665 (2011).

    Article  CAS  Google Scholar 

  49. Vizcaíno, J.A. et al. ProteomeXchange provides globally coordinated proteomics data submission and dissemination. Nat. Biotechnol. 32, 223–226 (2014).

    Article  Google Scholar 

  50. Nagaraj, N. et al. Deep proteome and transcriptome mapping of a human cancer cell line. Mol. Syst. Biol. 7, 548 (2011).

    Article  Google Scholar 

  51. Zhang, Y. et al. Mice lacking histone deacetylase 6 have hyperacetylated tubulin but are viable and develop normally. Mol. Cell. Biol. 28, 1688–1701 (2008).

    Article  CAS  Google Scholar 

  52. McBurney, M.W. et al. The mammalian SIR2alpha protein has a role in embryogenesis and gametogenesis. Mol. Cell. Biol. 23, 38–54 (2003).

    Article  CAS  Google Scholar 

  53. Vaquero, A. et al. SirT2 is a histone deacetylase with preference for histone H4 Lys 16 during mitosis. Genes Dev. 20, 1256–1261 (2006).

    Article  CAS  Google Scholar 

  54. Mostoslavsky, R. et al. Genomic instability and aging-like phenotype in the absence of mammalian SIRT6. Cell 124, 315–329 (2006).

    Article  CAS  Google Scholar 

  55. Rappsilber, J., Mann, M. & Ishihama, Y. Protocol for micro-purification, enrichment, pre-fractionation and storage of peptides for proteomics using StageTips. Nat. Protoc. 2, 1896–1906 (2007).

    Article  CAS  Google Scholar 

  56. Michalski, A. et al. Mass spectrometry-based proteomics using Q Exactive, a high-performance benchtop quadrupole Orbitrap mass spectrometer. Mol. Cell. Proteomics 10, M111 011015 (2011).

    Article  Google Scholar 

  57. Kelstrup, C.D., Young, C., Lavallee, R., Nielsen, M.L. & Olsen, J.V. Optimized fast and sensitive acquisition methods for shotgun proteomics on a quadrupole orbitrap mass spectrometer. J. Proteome Res. 11, 3487–3497 (2012).

    Article  CAS  Google Scholar 

  58. Waanders, L.F. et al. A novel chromatographic method allows on-line reanalysis of the proteome. Mol. Cell. Proteomics 7, 1452–1459 (2008).

    Article  CAS  Google Scholar 

  59. Elias, J.E. & Gygi, S.P. Target-decoy search strategy for increased confidence in large-scale protein identifications by mass spectrometry. Nat. Methods 4, 207–214 (2007).

    Article  CAS  Google Scholar 

  60. Emerling, B.M., Weinberg, F., Liu, J.L., Mak, T.W. & Chandel, N.S. PTEN regulates p300-dependent hypoxia-inducible factor 1 transcriptional activity through Forkhead transcription factor 3a (FOXO3a). Proc. Natl. Acad. Sci. USA 105, 2622–2627 (2008).

    Article  CAS  Google Scholar 

  61. Weinert, B.T. et al. Real-time PCR analysis of genes encoding tumor antigens in esophageal tumors and a cancer vaccine. Cancer Immun. 9, 9 (2009).

    PubMed  PubMed Central  Google Scholar 

  62. Szklarczyk, D. et al. The STRING database in 2011: functional interaction networks of proteins, globally integrated and scored. Nucleic Acids Res. 39, D561–D568 (2011).

    Article  CAS  Google Scholar 

  63. Cline, M.S. et al. Integration of biological networks and gene expression data using Cytoscape. Nat. Protoc. 2, 2366–2382 (2007).

    Article  CAS  Google Scholar 

  64. Bindea, G. et al. ClueGO: a Cytoscape plug-in to decipher functionally grouped gene ontology and pathway annotation networks. Bioinformatics 25, 1091–1093 (2009).

    Article  CAS  Google Scholar 

  65. Garcia, O. et al. GOlorize: a Cytoscape plug-in for network visualization with Gene Ontology-based layout and coloring. Bioinformatics 23, 394–396 (2007).

    Article  CAS  Google Scholar 

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Acknowledgements

We thank the members of the department of proteomics at CPR for their helpful discussions. We thank T. Narita for providing help with bioinformatic analyses. We thank R. Lavallee, D. Bekker-Jensen, H.C. Grell and B. Smith for their technical support. We gratefully acknowledge M.W. McBurney for providing SIRT1 knockout MEFs, D. Reinberg for providing SIRT2 knockout MEFs, and R. Mostoslavsky for providing SIRT6 knockout MEFs. This work was supported by the Hallas Møller Investigator grant from the Novo Nordisk Foundation to C.C. S.A.W. and P.B. were supported by individual postdoctoral grants from the Danish Research Council (FSS: 10-085134, FSS: 12-12610). C.C. is supported by the EMBO Young Investigator program. The Center for Protein Research is supported by a generous grant from the Novo Nordisk Foundation (grant no. NNF14CC0001). J.E.B. is supported by a grant from the Doris Duke Charitable Foundation. We thank the PRIDE team for their support with data storage.

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Authors and Affiliations

Authors

Contributions

C.S. performed most of the experiments and collected data. B.T.W. performed initial experiments, and obtained data in MV4-11 cells, S.A.W. helped with bioinformatic analyses, P.B. assisted with immunofluorescence microscopy, Y.M. provided HDAC6 knockout cells, L.J.J. performed average linkage clustering analysis of KDACIs, W.S. performed UV/VIS spectroscopy, J.Q. synthesized JQ12 and performed in vitro KDAC enzymatic assays for this compound, A.R.M., N.J.W. and S.L. provided tenovin-6, J.C. helped with computational analysis of MS data, P.M. provided critical research reagents, M.M. was involved in the planning of the tenovin-6 experiments and provided infrastructure for initial test experiments, J.E.B. designed experiments, provided pandacostat and JQ12, C.C. planned the project, C.C. and C.S. wrote the manuscript; all co-authors provided input for writing the paper.

Corresponding author

Correspondence to Chunaram Choudhary.

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The authors declare no competing financial interests.

Supplementary information

Supplementary Text and Figures

Supplementary Figures 1–14, Supplementary Table 1 and Supplementary Notes 1 and 2 (PDF 3622 kb)

Supplementary Table 2

All identified acetylation sites (XLSX 6912 kb)

Supplementary Table 3

Comparison of short- and long-term Nicotinamide treatment in HeLa cells (XLSX 498 kb)

Supplementary Table 4

Nicotinamide upregulated acetylation sites (XLSX 552 kb)

Supplementary Table 5

List of acetylation sites quantified in MV4-11 cells treated with nicotinamide (XLSX 397 kb)

Supplementary Table 6

Comparison of Nicotinamide treatment and SIRT1KO in MEF Cells (XLSX 658 kb)

Supplementary Table 7

Comparison of Nicotinamide treatment and SIRT6KO in MEF Cells (XLSX 572 kb)

Supplementary Table 8

Comparison of Sirtinol treatment and SIRT2KO in MEF Cells (XLSX 392 kb)

Supplementary Table 9

Comparison of AGK2 treatment and SIRT2KO in MEF Cells (XLSX 440 kb)

Supplementary Table 10

EX-527 treatment in HeLa cells (XLSX 649 kb)

Supplementary Table 11

Overview of bufexamac and tubacin upregulated acetylome (XLSX 116 kb)

Supplementary Table 12

Comparison of Bufexamac and Tubacin treatment and HDAC6KO in MEF Cells (XLSX 609 kb)

Supplementary Table 13

High and low dose bufexamac proteome (XLSX 1794 kb)

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Schölz, C., Weinert, B., Wagner, S. et al. Acetylation site specificities of lysine deacetylase inhibitors in human cells. Nat Biotechnol 33, 415–423 (2015). https://doi.org/10.1038/nbt.3130

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