Pharmacological inhibition of PRMT7 links arginine monomethylation to the cellular stress response.


Journal

Nature communications
ISSN: 2041-1723
Titre abrégé: Nat Commun
Pays: England
ID NLM: 101528555

Informations de publication

Date de publication:
14 05 2020
Historique:
received: 26 03 2019
accepted: 20 04 2020
entrez: 16 5 2020
pubmed: 16 5 2020
medline: 1 9 2020
Statut: epublish

Résumé

Protein arginine methyltransferases (PRMTs) regulate diverse biological processes and are increasingly being recognized for their potential as drug targets. Here we report the discovery of a potent, selective, and cell-active chemical probe for PRMT7. SGC3027 is a cell permeable prodrug, which in cells is converted to SGC8158, a potent, SAM-competitive PRMT7 inhibitor. Inhibition or knockout of cellular PRMT7 results in drastically reduced levels of arginine monomethylated HSP70 family stress-associated proteins. Structural and biochemical analyses reveal that PRMT7-driven in vitro methylation of HSP70 at R469 requires an ATP-bound, open conformation of HSP70. In cells, SGC3027 inhibits methylation of both constitutive and inducible forms of HSP70, and leads to decreased tolerance for perturbations of proteostasis including heat shock and proteasome inhibitors. These results demonstrate a role for PRMT7 and arginine methylation in stress response.

Identifiants

pubmed: 32409666
doi: 10.1038/s41467-020-16271-z
pii: 10.1038/s41467-020-16271-z
pmc: PMC7224190
doi:

Substances chimiques

HSP70 Heat-Shock Proteins 0
Recombinant Proteins 0
Arginine 94ZLA3W45F
PRMT7 protein, human EC 2.1.1.319
Protein-Arginine N-Methyltransferases EC 2.1.1.319

Types de publication

Journal Article Research Support, N.I.H., Extramural Research Support, Non-U.S. Gov't Research Support, U.S. Gov't, Non-P.H.S.

Langues

eng

Sous-ensembles de citation

IM

Pagination

2396

Subventions

Organisme : NIH HHS
ID : S10 OD021527
Pays : United States
Organisme : CIHR
Pays : Canada
Organisme : NIGMS NIH HHS
ID : P30 GM124165
Pays : United States
Organisme : Wellcome Trust
ID : 106169/ZZ14/Z
Pays : United Kingdom
Organisme : Wellcome Trust
Pays : United Kingdom

Commentaires et corrections

Type : ErratumIn

Références

Bedford, M. T. & Richard, S. Arginine methylation an emerging regulator of protein function. Mol. Cell 18, 263–272 (2005).
pubmed: 15866169 doi: 10.1016/j.molcel.2005.04.003
Biggar, K. K. & Li, S. S. Non-histone protein methylation as a regulator of cellular signalling and function. Nat. Rev. Mol. Cell Biol. 16, 5–17 (2015).
pubmed: 25491103 doi: 10.1038/nrm3915
Blanc, R. S. & Richard, S. Arginine methylation: the coming of age. Mol. Cell 65, 8–24 (2017).
pubmed: 28061334 doi: 10.1016/j.molcel.2016.11.003
Yang, Y. & Bedford, M. T. Protein arginine methyltransferases and cancer. Nat. Rev. 13, 37–50 (2013).
doi: 10.1038/nrc3409
Gros, L. et al. Characterization of prmt7alpha and beta isozymes from Chinese hamster cells sensitive and resistant to topoisomerase II inhibitors. Biochim. Biophys. Acta 1760, 1646–1656 (2006).
pubmed: 17049166 doi: 10.1016/j.bbagen.2006.08.026
Karkhanis, V. et al. Protein arginine methyltransferase 7 regulates cellular response to DNA damage by methylating promoter histones H2A and H4 of the polymerase delta catalytic subunit gene, POLD1. J. Biol. Chem. 287, 29801–29814 (2012).
pubmed: 22761421 pmcid: 3436169 doi: 10.1074/jbc.M112.378281
Verbiest, V. et al. Protein arginine (N)-methyl transferase 7 (PRMT7) as a potential target for the sensitization of tumor cells to camptothecins. FEBS Lett. 582, 1483–1489 (2008).
pubmed: 18381071 doi: 10.1016/j.febslet.2008.03.031
Jelinic, P., Stehle, J. C. & Shaw, P. The testis-specific factor CTCFL cooperates with the protein methyltransferase PRMT7 in H19 imprinting control region methylation. PLoS Biol. 4, e355 (2006).
pubmed: 17048991 pmcid: 1609128 doi: 10.1371/journal.pbio.0040355
Buhr, N. et al. Nuclear proteome analysis of undifferentiated mouse embryonic stem and germ cells. Electrophoresis 29, 2381–2390 (2008).
pubmed: 18449859 doi: 10.1002/elps.200700738
Lee, S. H. et al. A feedback loop comprising PRMT7 and miR-24-2 interplays with Oct4, Nanog, Klf4 and c-Myc to regulate stemness. Nucleic Acids Res. 44, 10603–10618 (2016).
pubmed: 27625395 pmcid: 5159542 doi: 10.1093/nar/gkw788
Wang, B., Pfeiffer, M. J., Drexler, H. C., Fuellen, G. & Boiani, M. Proteomic analysis of mouse oocytes identifies PRMT7 as a reprogramming factor that replaces SOX2 in the induction of pluripotent stem cells. J. Proteome Res. 15, 2407–2421 (2016).
pubmed: 27225728 doi: 10.1021/acs.jproteome.5b01083
Blanc, R. S., Vogel, G., Chen, T., Crist, C. & Richard, S. PRMT7 preserves satellite cell regenerative capacity. Cell Rep. 14, 1528–1539 (2016).
pubmed: 26854227 doi: 10.1016/j.celrep.2016.01.022
Jeong, H. J. et al. Prmt7 deficiency causes reduced skeletal muscle oxidative metabolism and age-related obesity. Diabetes 65, 1868–1882 (2016).
pubmed: 27207521 doi: 10.2337/db15-1500
Ying, Z. et al. Histone arginine methylation by PRMT7 controls germinal center formation via regulating Bcl6 transcription. J. Immunol. 195, 1538–1547 (2015).
pubmed: 26179907 doi: 10.4049/jimmunol.1500224
Feng, Y. et al. Mammalian protein arginine methyltransferase 7 (PRMT7) specifically targets RXR sites in lysine- and arginine-rich regions. J. Biol. Chem. 288, 37010–37025 (2013).
pubmed: 24247247 pmcid: 3873558 doi: 10.1074/jbc.M113.525345
Thandapani, P., O’Connor, T. R., Bailey, T. L. & Richard, S. Defining the RGG/RG motif. Mol. Cell 50, 613–623 (2013).
pubmed: 23746349 doi: 10.1016/j.molcel.2013.05.021
Feng, Y., Hadjikyriacou, A. & Clarke, S. G. Substrate specificity of human protein arginine methyltransferase 7 (PRMT7): the importance of acidic residues in the double E loop. J. Biol. Chem. 289, 32604–32616 (2014).
pubmed: 25294873 pmcid: 4239614 doi: 10.1074/jbc.M114.609271
Zurita-Lopez, C. I., Sandberg, T., Kelly, R. & Clarke, S. G. Human protein arginine methyltransferase 7 (PRMT7) is a type III enzyme forming omega-NG-monomethylated arginine residues. J. Biol. Chem. 287, 7859–7870 (2012).
pubmed: 22241471 pmcid: 3318701 doi: 10.1074/jbc.M111.336271
Jain, K. & Clarke, S. G. PRMT7 as a unique member of the protein arginine methyltransferase family: a review. Arch. Biochem. Biophys. 665, 36–45 (2019).
pubmed: 30802433 pmcid: 6461449 doi: 10.1016/j.abb.2019.02.014
Jain, K., Jin, C. Y. & Clarke, S. G. Epigenetic control via allosteric regulation of mammalian protein arginine methyltransferases. Proc. Natl Acad. Sci. USA 114, 10101–10106 (2017).
pubmed: 28874563 doi: 10.1073/pnas.1706978114
Bikkavilli, R. K. et al. Dishevelled3 is a novel arginine methyl transferase substrate. Sci. Rep. 2, 805 (2012).
pubmed: 23150776 pmcid: 3496165 doi: 10.1038/srep00805
Bikkavilli, R. K. & Malbon, C. C. Wnt3a-stimulated LRP6 phosphorylation is dependent upon arginine methylation of G3BP2. J. Cell Sci. 125, 2446–2456 (2012).
pubmed: 22357953 pmcid: 3383259 doi: 10.1242/jcs.100933
Haghandish, N. et al. PRMT7 methylates eukaryotic translation initiation factor 2alpha and regulates its role in stress granule formation. Mol. Biol. Cell 30, 778–793 (2019).
pubmed: 30699057 pmcid: 6589776 doi: 10.1091/mbc.E18-05-0330
Bremang, M. et al. Mass spectrometry-based identification and characterisation of lysine and arginine methylation in the human proteome. Mol. Biosyst. 9, 2231–2247 (2013).
pubmed: 23748837 doi: 10.1039/c3mb00009e
Geoghegan, V., Guo, A., Trudgian, D., Thomas, B. & Acuto, O. Comprehensive identification of arginine methylation in primary T cells reveals regulatory roles in cell signalling. Nat. Commun. 6, 6758 (2015).
pubmed: 25849564 pmcid: 4396391 doi: 10.1038/ncomms7758
Guo, A. et al. Immunoaffinity enrichment and mass spectrometry analysis of protein methylation. Mol. Cell Proteomics 13, 372–387 (2014).
pubmed: 24129315 doi: 10.1074/mcp.O113.027870
Sylvestersen, K. B., Horn, H., Jungmichel, S., Jensen, L. J. & Nielsen, M. L. Proteomic analysis of arginine methylation sites in human cells reveals dynamic regulation during transcriptional arrest. Mol. Cell Proteomics 13, 2072–2088 (2014).
pubmed: 24563534 pmcid: 4125738 doi: 10.1074/mcp.O113.032748
Miranda, T. B., Miranda, M., Frankel, A. & Clarke, S. PRMT7 is a member of the protein arginine methyltransferase family with a distinct substrate specificity. J. Biol. Chem. 279, 22902–22907 (2004).
pubmed: 15044439 doi: 10.1074/jbc.M312904200
Tewary, S. K., Zheng, Y. G. & Ho, M. C. Protein arginine methyltransferases: insights into the enzyme structure and mechanism at the atomic level. Cell Mol. Life Sci. 76, 2917–2932 (2019).
pubmed: 31123777 pmcid: 6741777 doi: 10.1007/s00018-019-03145-x
Hornbeck, P. V. et al. PhosphoSitePlus, 2014: mutations, PTMs and recalibrations. Nucleic Acids Res. 43, D512–D520 (2015).
pubmed: 25514926 doi: 10.1093/nar/gku1267
Gao, W. W. et al. Arginine methylation of HSP70 regulates retinoid acid-mediated RARbeta2 gene activation. Proc. Natl Acad. Sci. USA 112, E3327–3336 (2015).
pubmed: 26080448 doi: 10.1073/pnas.1509658112
Qi, R. et al. Allosteric opening of the polypeptide-binding site when an Hsp70 binds ATP. Nat. Struct. Mol. Biol. 20, 900–907 (2013).
pubmed: 23708608 pmcid: 3772632 doi: 10.1038/nsmb.2583
Zuiderweg, E. R., Hightower, L. E. & Gestwicki, J. E. The remarkable multivalency of the Hsp70 chaperones. Cell Stress Chaperones 22, 173–189 (2017).
pubmed: 28220454 pmcid: 5352603 doi: 10.1007/s12192-017-0776-y
Griffith, A. A. & Holmes, W. Fine tuning: effects of post-translational modification on Hsp70 chaperones. Int. J. Mol. Sci. 20, E4207 (2019).
Velasco, L., Dublang, L., Moro, F. & Muga, A. The complex phosphorylation patterns that regulate the activity of Hsp70 and its cochaperones. Int. J. Mol. Sci. 20, E4122 (2019).
Wieteska, L., Shahidi, S. & Zhuravleva, A. Allosteric fine-tuning of the conformational equilibrium poises the chaperone BiP for post-translational regulation. Elife 6, e29430 (2017).
Yang, J., Nune, M., Zong, Y., Zhou, L. & Liu, Q. Close and allosteric opening of the polypeptide-binding site in a human Hsp70 chaperone BiP. Structure 23, 2191–2203 (2015).
pubmed: 26655470 pmcid: 4680848 doi: 10.1016/j.str.2015.10.012
Hughes, S. J. et al. Probing the ATP site of GRP78 with nucleotide triphosphate analogs. PLoS ONE 11, e0154862 (2016).
pubmed: 27144892 pmcid: 4856263 doi: 10.1371/journal.pone.0154862
Zhang, P., Leu, J. I., Murphy, M. E., George, D. L. & Marmorstein, R. Crystal structure of the stress-inducible human heat shock protein 70 substrate-binding domain in complex with peptide substrate. PLoS ONE 9, e103518 (2014).
pubmed: 25058147 pmcid: 4110032 doi: 10.1371/journal.pone.0103518
Lin, Q., Jiang, F., Schultz, P. G. & Gray, N. S. Design of allele-specific protein methyltransferase inhibitors. J. Am. Chem. Soc. 123, 11608–11613 (2001).
pubmed: 11716715 doi: 10.1021/ja011423j
Zhang, J. & Zheng, Y. G. SAM/SAH analogs as versatile tools for SAM-dependent methyltransferases. ACS Chem. Biol. 11, 583–597 (2016).
pubmed: 26540123 doi: 10.1021/acschembio.5b00812
Smil, D. et al. Discovery of a dual PRMT5-PRMT7 inhibitor. ACS Med. Chem. Lett. 6, 408–412 (2015).
pubmed: 25893041 pmcid: 4394339 doi: 10.1021/ml500467h
Levine, M. N. & Raines, R. T. Trimethyl lock: a trigger for molecular release in chemistry, biology, and pharmacology. Chem. Sci. 3, 2412–2420 (2012).
pubmed: 23181187 pmcid: 3501758 doi: 10.1039/c2sc20536j
Rerole, A. L., Jego, G. & Garrido, C. Hsp70: anti-apoptotic and tumorigenic protein. Methods Mol. Biol. 787, 205–230 (2011).
pubmed: 21898238 doi: 10.1007/978-1-61779-295-3_16
Daigle, S. R. et al. Selective killing of mixed lineage leukemia cells by a potent small-molecule DOT1L inhibitor. Cancer Cell 20, 53–65 (2011).
pubmed: 21741596 pmcid: 4046888 doi: 10.1016/j.ccr.2011.06.009
Yu, W. et al. Catalytic site remodelling of the DOT1L methyltransferase by selective inhibitors. Nat. Commun. 3, 1288 (2012).
pubmed: 23250418 doi: 10.1038/ncomms2304
Bonday, Z. Q. et al. LLY-283, a potent and selective inhibitor of arginine methyltransferase 5, PRMT5, with antitumor activity. ACS Med. Chem. Lett. 9, 612–617 (2018).
pubmed: 30034588 pmcid: 6047023 doi: 10.1021/acsmedchemlett.8b00014
Brodsky, J. L. & Chiosis, G. Hsp70 molecular chaperones: emerging roles in human disease and identification of small molecule modulators. Curr. Top. Med. Chem. 6, 1215–1225 (2006).
pubmed: 16842158 doi: 10.2174/156802606777811997
Lindquist, S. L. & Kelly, J. W. Chemical and biological approaches for adapting proteostasis to ameliorate protein misfolding and aggregation diseases: progress and prognosis. Cold Spring Harb. Perspect. Biol. 3, a004507 (2011).
Baldwin, R. M. et al. Protein arginine methyltransferase 7 promotes breast cancer cell invasion through the induction of MMP9 expression. Oncotarget 6, 3013–3032 (2015).
pubmed: 25605249 doi: 10.18632/oncotarget.3072
Yao, R. et al. PRMT7 induces epithelial-to-mesenchymal transition and promotes metastasis in breast cancer. Cancer Res. 74, 5656–5667 (2014).
pubmed: 25136067 doi: 10.1158/0008-5472.CAN-14-0800
Boisvert, F. M., Cote, J., Boulanger, M. C. & Richard, S. A proteomic analysis of arginine-methylated protein complexes. Mol. Cell Proteomics 2, 1319–1330 (2003).
pubmed: 14534352 doi: 10.1074/mcp.M300088-MCP200
Uhlmann, T. et al. A method for large-scale identification of protein arginine methylation. Mol. Cell Proteomics 11, 1489–1499 (2012).
pubmed: 22865923 pmcid: 3494207 doi: 10.1074/mcp.M112.020743
Larsen, S. C. et al. Proteome-wide analysis of arginine monomethylation reveals widespread occurrence in human cells. Sci. Signal. 9, rs9 (2016).
pubmed: 27577262 doi: 10.1126/scisignal.aaf7329
Fong, J. Y. et al. Therapeutic targeting of RNA splicing catalysis through inhibition of protein arginine methylation. Cancer Cell 36, e199 (2019).
doi: 10.1016/j.ccell.2019.07.003
Hsu, J. H. et al. PRMT1-mediated translation regulation is a crucial vulnerability of cancer. Cancer Res. 77, 4613–4625 (2017).
pubmed: 28655788 pmcid: 5581676 doi: 10.1158/0008-5472.CAN-17-0216
Spadotto, V. et al. PRMT1-mediated methylation of the microprocessor-associated proteins regulates microRNA biogenesis. Nucleic Acids Res. 48, 96–115 (2020).
pubmed: 31777917 doi: 10.1093/nar/gkz1051
Zhang, H. et al. A bipartite interaction between Hsp70 and CHIP regulates ubiquitination of chaperoned client proteins. Structure 23, 472–482 (2015).
pubmed: 25684577 pmcid: 4351142 doi: 10.1016/j.str.2015.01.003
Mayer, M. P. & Bukau, B. Hsp70 chaperones: cellular functions and molecular mechanism. Cell Mol. Life Sci. 62, 670–684 (2005).
pubmed: 15770419 pmcid: 2773841 doi: 10.1007/s00018-004-4464-6
Assimon, V. A., Gillies, A. T., Rauch, J. N. & Gestwicki, J. E. Hsp70 protein complexes as drug targets. Curr. Pharm. Des. 19, 404–417 (2013).
pubmed: 22920901 pmcid: 3593251 doi: 10.2174/138161213804143699
Braunstein, M. J. et al. Antimyeloma effects of the heat shock protein 70 molecular chaperone inhibitor MAL3-101. J. Oncol. 2011, 232037 (2011).
pubmed: 21977030 pmcid: 3184436 doi: 10.1155/2011/232037
Sherman, M. Y. & Gabai, V. L. Hsp70 in cancer: back to the future. Oncogene 34, 4153–4161 (2015).
pubmed: 25347739 doi: 10.1038/onc.2014.349
Shrestha, L., Patel, H. J. & Chiosis, G. Chemical tools to investigate mechanisms associated with HSP90 and HSP70 in disease. Cell Chem. Biol. 23, 158–172 (2016).
pubmed: 26933742 pmcid: 4779498 doi: 10.1016/j.chembiol.2015.12.006
Cloutier, P. & Coulombe, B. Regulation of molecular chaperones through post-translational modifications: decrypting the chaperone code. Biochim. Biophys. Acta 1829, 443–454 (2013).
pubmed: 23459247 pmcid: 4492711 doi: 10.1016/j.bbagrm.2013.02.010
Morgner, N. et al. Hsp70 forms antiparallel dimers stabilized by post-translational modifications to position clients for transfer to Hsp90. Cell Rep. 11, 759–769 (2015).
pubmed: 25921532 pmcid: 4431665 doi: 10.1016/j.celrep.2015.03.063
Cho, H. S. et al. Enhanced HSP70 lysine methylation promotes proliferation of cancer cells through activation of Aurora kinase B. Nat. Commun. 3, 1072 (2012).
pubmed: 22990868 pmcid: 3658001 doi: 10.1038/ncomms2074
Cloutier, P., Lavallee-Adam, M., Faubert, D., Blanchette, M. & Coulombe, B. A newly uncovered group of distantly related lysine methyltransferases preferentially interact with molecular chaperones to regulate their activity. PLoS Genet. 9, e1003210 (2013).
pubmed: 23349634 pmcid: 3547847 doi: 10.1371/journal.pgen.1003210
Jakobsson, M. E. et al. Identification and characterization of a novel human methyltransferase modulating Hsp70 protein function through lysine methylation. J. Biol. Chem. 288, 27752–27763 (2013).
pubmed: 23921388 pmcid: 3784692 doi: 10.1074/jbc.M113.483248
Hershey, P. E. et al. The Cap-binding protein eIF4E promotes folding of a functional domain of yeast translation initiation factor eIF4G1. J. Biol. Chem. 274, 21297–21304 (1999).
pubmed: 10409688 doi: 10.1074/jbc.274.30.21297
Jain, S. et al. ATPase-modulated stress granules contain a diverse proteome and substructure. Cell 164, 487–498 (2016).
pubmed: 26777405 pmcid: 4733397 doi: 10.1016/j.cell.2015.12.038
Markmiller, S. et al. Context-dependent and disease-specific diversity in protein interactions within stress granules. Cell 172, 590–604.e13 (2018).
pubmed: 29373831 pmcid: 5969999 doi: 10.1016/j.cell.2017.12.032
Mazroui, R., Di Marco, S., Kaufman, R. J. & Gallouzi, I. E. Inhibition of the ubiquitin-proteasome system induces stress granule formation. Mol. Biol. Cell 18, 2603–2618 (2007).
pubmed: 17475769 pmcid: 1924830 doi: 10.1091/mbc.e06-12-1079
Ganassi, M. et al. A surveillance function of the HSPB8-BAG3-HSP70 chaperone complex ensures stress granule integrity and dynamism. Mol. Cell 63, 796–810 (2016).
pubmed: 27570075 doi: 10.1016/j.molcel.2016.07.021
Barsyte-Lovejoy, D. et al. (R)-PFI-2 is a potent and selective inhibitor of SETD7 methyltransferase activity in cells. Proc. Natl Acad. Sci. USA 111, 12853–12858 (2014).
pubmed: 25136132 doi: 10.1073/pnas.1407358111
Eram, M. S. et al. Trimethylation of histone H3 lysine 36 by human methyltransferase PRDM9 protein. J. Biol. Chem. 289, 12177–12188 (2014).
pubmed: 24634223 pmcid: 4002121 doi: 10.1074/jbc.M113.523183
Eram, M. S. et al. A potent, selective, and cell-active inhibitor of human type I protein arginine methyltransferases. ACS Chem. Biol. 11, 772–781 (2016).
pubmed: 26598975 doi: 10.1021/acschembio.5b00839
Hirozane, Y. et al. Structure-based rational design of staurosporine-based fluorescent probe with broad-ranging kinase affinity for kinase panel application. Bioorg. Med. Chem. Lett. 29, 126641 (2019).
pubmed: 31526603 doi: 10.1016/j.bmcl.2019.126641
Minor, W., Cymborowski, M., Otwinowski, Z. & Chruszcz, M. HKL-3000: the integration of data reduction and structure solution–from diffraction images to an initial model in minutes. Acta Crystallogr. D Biol. Crystallogr. 62, 859–866 (2006).
pubmed: 16855301 doi: 10.1107/S0907444906019949
Evans, P. R. & Murshudov, G. N. How good are my data and what is the resolution? Acta Crystallogr. D Biol. Crystallogr. 69, 1204–1214 (2013).
pubmed: 23793146 pmcid: 3689523 doi: 10.1107/S0907444913000061
Emsley, P., Lohkamp, B., Scott, W. G. & Cowtan, K. Features and development of Coot. Acta Crystallogr. D Biol. Crystallogr. 66, 486–501 (2010).
pubmed: 2852313 pmcid: 2852313 doi: 10.1107/S0907444910007493
Williams, C. J. et al. MolProbity: more and better reference data for improved all-atom structure validation. Protein Sci. 27, 293–315 (2018).
pubmed: 29067766 doi: 10.1002/pro.3330
Nakayama, K. et al. TP-064, a potent and selective small molecule inhibitor of PRMT4 for multiple myeloma. Oncotarget 9, 18480–18493 (2018).
pubmed: 5915086 pmcid: 5915086 doi: 10.18632/oncotarget.24883
Yang, Y. et al. PRMT9 is a type II methyltransferase that methylates the splicing factor SAP145. Nat. Commun. 6, 6428 (2015).
pubmed: 25737013 pmcid: 4351962 doi: 10.1038/ncomms7428
Youn, J. Y. et al. High-density proximity mapping reveals the subcellular organization of mRNA-associated granules and bodies. Mol. Cell 69, e511 (2018).
doi: 10.1016/j.molcel.2017.12.020
Chang, L. et al. High-throughput screen for small molecules that modulate the ATPase activity of the molecular chaperone DnaK. Anal. Biochem. 372, 167–176 (2008).
pubmed: 17904512 doi: 10.1016/j.ab.2007.08.020
Hageman, J., van Waarde, M. A., Zylicz, A., Walerych, D. & Kampinga, H. H. The diverse members of the mammalian HSP70 machine show distinct chaperone-like activities. Biochem J. 435, 127–142 (2011).
pubmed: 21231916 doi: 10.1042/BJ20101247
Yamamoto, S. et al. Derivation of rat embryonic stem cells and generation of protease-activated receptor-2 knockout rats. Transgenic Res. 21, 743–755 (2012).
pubmed: 22002084 doi: 10.1007/s11248-011-9564-0
Niwa, H., Yamamura, K. & Miyazaki, J. Efficient selection for high-expression transfectants with a novel eukaryotic vector. Gene 108, 193–199 (1991).
pubmed: 1660837 doi: 10.1016/0378-1119(91)90434-D
Tyanova, S., Temu, T. & Cox, J. The MaxQuant computational platform for mass spectrometry-based shotgun proteomics. Nat. Protoc. 11, 2301–2319 (2016).
pubmed: 27809316 doi: 10.1038/nprot.2016.136
Ritchie, M. E. et al. limma powers differential expression analyses for RNA-sequencing and microarray studies. Nucleic Acids Res. 43, e47 (2015).
pubmed: 25605792 pmcid: 4402510 doi: 10.1093/nar/gkv007
Yu, G., Wang, L. G., Han, Y. & He, Q. Y. clusterProfiler: an R package for comparing biological themes among gene clusters. OMICS 16, 284–287 (2012).
pubmed: 22455463 pmcid: 22455463 doi: 10.1089/omi.2011.0118

Auteurs

Magdalena M Szewczyk (MM)

Structural Genomics Consortium, University of Toronto, Toronto, ON, M5G 1L7, Canada.

Yoshinori Ishikawa (Y)

Research, Takeda Pharmaceutical Company Limited, 26-1, Muraoka-Higashi 2-chome, Fujisawa, Kanagawa, 251-8555, Japan.

Shawna Organ (S)

Structural Genomics Consortium, University of Toronto, Toronto, ON, M5G 1L7, Canada.

Nozomu Sakai (N)

Research, Takeda Pharmaceutical Company Limited, 26-1, Muraoka-Higashi 2-chome, Fujisawa, Kanagawa, 251-8555, Japan.

Fengling Li (F)

Structural Genomics Consortium, University of Toronto, Toronto, ON, M5G 1L7, Canada.

Levon Halabelian (L)

Structural Genomics Consortium, University of Toronto, Toronto, ON, M5G 1L7, Canada.

Suzanne Ackloo (S)

Structural Genomics Consortium, University of Toronto, Toronto, ON, M5G 1L7, Canada.

Amber L Couzens (AL)

Network Biology Collaborative Centre at the Lunenfeld-Tanenbaum Research Institute, 600 University Ave, Room 992, Toronto, ON, M5G 1X5, Canada.

Mohammad Eram (M)

Structural Genomics Consortium, University of Toronto, Toronto, ON, M5G 1L7, Canada.

David Dilworth (D)

Structural Genomics Consortium, University of Toronto, Toronto, ON, M5G 1L7, Canada.

Hideto Fukushi (H)

Research, Takeda Pharmaceutical Company Limited, 26-1, Muraoka-Higashi 2-chome, Fujisawa, Kanagawa, 251-8555, Japan.

Rachel Harding (R)

Structural Genomics Consortium, University of Toronto, Toronto, ON, M5G 1L7, Canada.

Carlo C Dela Seña (CC)

Structural Genomics Consortium, University of Toronto, Toronto, ON, M5G 1L7, Canada.

Tsukasa Sugo (T)

Research, Takeda Pharmaceutical Company Limited, 26-1, Muraoka-Higashi 2-chome, Fujisawa, Kanagawa, 251-8555, Japan.

Kozo Hayashi (K)

Research, Takeda Pharmaceutical Company Limited, 26-1, Muraoka-Higashi 2-chome, Fujisawa, Kanagawa, 251-8555, Japan.

David McLeod (D)

Drug Discovery Program, Ontario Institute for Cancer Research, Toronto, ON, Canada.

Carlos Zepeda (C)

Drug Discovery Program, Ontario Institute for Cancer Research, Toronto, ON, Canada.

Ahmed Aman (A)

Drug Discovery Program, Ontario Institute for Cancer Research, Toronto, ON, Canada.

Maria Sánchez-Osuna (M)

Institute for Research in Immunology and Cancer (IRIC) University of Montreal, 2950 Chemin de Polytechnique, Montreal, QC, H3T 1J4, Canada.

Eric Bonneil (E)

Institute for Research in Immunology and Cancer (IRIC) University of Montreal, 2950 Chemin de Polytechnique, Montreal, QC, H3T 1J4, Canada.

Shinji Takagi (S)

Research, Takeda Pharmaceutical Company Limited, 26-1, Muraoka-Higashi 2-chome, Fujisawa, Kanagawa, 251-8555, Japan.

Rima Al-Awar (R)

Drug Discovery Program, Ontario Institute for Cancer Research, Toronto, ON, Canada.
Department of Pharmacology and Toxicology, University of Toronto, Toronto, ON, M5S 1A8, Canada.

Mike Tyers (M)

Institute for Research in Immunology and Cancer (IRIC) University of Montreal, 2950 Chemin de Polytechnique, Montreal, QC, H3T 1J4, Canada.

Stephane Richard (S)

Terry Fox Molecular Oncology Group and Bloomfield Center for Research on Aging, Lady Davis Institute for Medical Research and Departments of Oncology and Medicine, McGill University, Montreal, QC, H3T 1E2, Canada.

Masayuki Takizawa (M)

Research, Takeda Pharmaceutical Company Limited, 26-1, Muraoka-Higashi 2-chome, Fujisawa, Kanagawa, 251-8555, Japan.

Anne-Claude Gingras (AC)

Network Biology Collaborative Centre at the Lunenfeld-Tanenbaum Research Institute, 600 University Ave, Room 992, Toronto, ON, M5G 1X5, Canada.

Cheryl H Arrowsmith (CH)

Structural Genomics Consortium, University of Toronto, Toronto, ON, M5G 1L7, Canada.
Princess Margaret Cancer Centre and Department of Medical Biophysics, University of Toronto, Toronto, ON, M5G 2M9, Canada.

Masoud Vedadi (M)

Structural Genomics Consortium, University of Toronto, Toronto, ON, M5G 1L7, Canada.
Department of Pharmacology and Toxicology, University of Toronto, Toronto, ON, M5S 1A8, Canada.

Peter J Brown (PJ)

Structural Genomics Consortium, University of Toronto, Toronto, ON, M5G 1L7, Canada.

Hiroshi Nara (H)

Research, Takeda Pharmaceutical Company Limited, 26-1, Muraoka-Higashi 2-chome, Fujisawa, Kanagawa, 251-8555, Japan. nara@pharm.or.jp.

Dalia Barsyte-Lovejoy (D)

Structural Genomics Consortium, University of Toronto, Toronto, ON, M5G 1L7, Canada. d.barsyte@utoronto.ca.
Department of Pharmacology and Toxicology, University of Toronto, Toronto, ON, M5S 1A8, Canada. d.barsyte@utoronto.ca.
Nature Research Center, Vilnius, Akademijos 2, Lithuania. d.barsyte@utoronto.ca.

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