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Erschienen in: Journal of Neuro-Oncology 3/2017

17.11.2016 | Laboratory Investigation

Reverse phase protein arrays enable glioblastoma molecular subtyping

verfasst von: Gregor Hutter, Martin Sailer, Tej Deepak Azad, André O. von Bueren, Peter Nollau, Stephan Frank, Cristobal Tostado, Durga Sarvepalli, Arkasubhra Ghosh, Marie-Françoise Ritz, Jean-Louis Boulay, Luigi Mariani

Erschienen in: Journal of Neuro-Oncology | Ausgabe 3/2017

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Abstract

In the present study we investigated the phosphorylation status of the 12 most important signaling cascades in glioblastomas. More than 60 tumor and control biopsies from tumor center and periphery (based on neuronavigation) were subjected to selective protein expression analysis using reverse-phase protein arrays (RPPA) incubated with antibodies against posttranslationally modified cancer pathway proteins. The ratio between phosphorylated (or modified) and non-phosphorylated protein was assessed. All samples were histopathologically validated and proteomic profiles correlated with clinical and survival data. By RPPA, we identified three distinct activation patterns within glioblastoma defined by the ratios of pCREB1/CREB1, NOTCH-ICD/NOTCH1, and pGSK3β/GSK3β, respectively. These subclasses demonstrated distinct overall survival patterns in a cohort of patients from a single-institution and in an analysis of publicly available data. In particular, a high pGSK3β/GSK3β-ratio was associated with a poor survival. Wnt-activation/GSK3β-inhibition in U373 and U251 cell lines halted glioma cell proliferation and migration. Gene expression analysis was used as an internal quality control of baseline proteomic data. The protein expression and phosphorylation had a higher resolution, resulting in a better class-subdivision than mRNA based stratification data. Patients with different proteomic profiles from multiple biopsies showed a worse overall survival. The CREB1-, NOTCH1-, GSK3β-phosphorylation status correlated with glioma grades. RPPA represent a fast and reliable tool to supplement morphological diagnosis with pathway-specific information in individual tumors. These data can be exploited for molecular stratification and possible combinatorial treatment planning. Further, our results may optimize current glioma grading algorithms.
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Literatur
1.
Zurück zum Zitat Hegi ME, Diserens AC, Gorlia T, Hamou MF, de Tribolet N, Weller M, Kros JM, Hainfellner JA, Mason W, Mariani L, Bromberg JE, Hau P, Mirimanoff RO, Cairncross JG, Janzer RC, Stupp R (2005) MGMT gene silencing and benefit from temozolomide in glioblastoma. N Engl J Med 352:997–1003. doi:10.1056/NEJMoa043331 CrossRefPubMed Hegi ME, Diserens AC, Gorlia T, Hamou MF, de Tribolet N, Weller M, Kros JM, Hainfellner JA, Mason W, Mariani L, Bromberg JE, Hau P, Mirimanoff RO, Cairncross JG, Janzer RC, Stupp R (2005) MGMT gene silencing and benefit from temozolomide in glioblastoma. N Engl J Med 352:997–1003. doi:10.​1056/​NEJMoa043331 CrossRefPubMed
3.
Zurück zum Zitat Verhaak RG, Hoadley KA, Purdom E, Wang V, Qi Y, Wilkerson MD, Miller CR, Ding L, Golub T, Mesirov JP, Alexe G, Lawrence M, O’Kelly M, Tamayo P, Weir BA, Gabriel S, Winckler W, Gupta S, Jakkula L, Feiler HS, Hodgson JG, James CD, Sarkaria JN, Brennan C, Kahn A, Spellman PT, Wilson RK, Speed TP, Gray JW, Meyerson M, Getz G, Perou CM, Hayes DN, Network CGAR (2010) Integrated genomic analysis identifies clinically relevant subtypes of glioblastoma characterized by abnormalities in PDGFRA, IDH1, EGFR, and NF1. Cancer Cell 17:98–110. doi:10.1016/j.ccr.2009.12.020 CrossRefPubMedPubMedCentral Verhaak RG, Hoadley KA, Purdom E, Wang V, Qi Y, Wilkerson MD, Miller CR, Ding L, Golub T, Mesirov JP, Alexe G, Lawrence M, O’Kelly M, Tamayo P, Weir BA, Gabriel S, Winckler W, Gupta S, Jakkula L, Feiler HS, Hodgson JG, James CD, Sarkaria JN, Brennan C, Kahn A, Spellman PT, Wilson RK, Speed TP, Gray JW, Meyerson M, Getz G, Perou CM, Hayes DN, Network CGAR (2010) Integrated genomic analysis identifies clinically relevant subtypes of glioblastoma characterized by abnormalities in PDGFRA, IDH1, EGFR, and NF1. Cancer Cell 17:98–110. doi:10.​1016/​j.​ccr.​2009.​12.​020 CrossRefPubMedPubMedCentral
5.
Zurück zum Zitat Patel AP, Tirosh I, Trombetta JJ, Shalek AK, Gillespie SM, Wakimoto H, Cahill DP, Nahed BV, Curry WT, Martuza RL, Louis DN, Rozenblatt-Rosen O, Suva ML, Regev A, Bernstein BE (2014) Single-cell RNA-seq highlights intratumoral heterogeneity in primary glioblastoma. Science 344:1396–1401. doi:10.1126/science.1254257 CrossRefPubMedPubMedCentral Patel AP, Tirosh I, Trombetta JJ, Shalek AK, Gillespie SM, Wakimoto H, Cahill DP, Nahed BV, Curry WT, Martuza RL, Louis DN, Rozenblatt-Rosen O, Suva ML, Regev A, Bernstein BE (2014) Single-cell RNA-seq highlights intratumoral heterogeneity in primary glioblastoma. Science 344:1396–1401. doi:10.​1126/​science.​1254257 CrossRefPubMedPubMedCentral
6.
Zurück zum Zitat Ceccarelli M, Barthel FP, Malta TM, Sabedot TS, Salama SR, Murray BA, Morozova O, Newton Y, Radenbaugh A, Pagnotta SM, Anjum S, Wang J, Manyam G, Zoppoli P, Ling S, Rao AA, Grifford M, Cherniack AD, Zhang H, Poisson L, Carlotti CG Jr, Tirapelli DP, Rao A, Mikkelsen T, Lau CC, Yung WK, Rabadan R, Huse J, Brat DJ, Lehman NL, Barnholtz-Sloan JS, Zheng S, Hess K, Rao G, Meyerson M, Beroukhim R, Cooper L, Akbani R, Wrensch M, Haussler D, Aldape KD, Laird PW, Gutmann DH, Network TR, Noushmehr H, Iavarone A, Verhaak RG (2016) Molecular profiling reveals biologically discrete subsets and pathways of progression in diffuse glioma. Cell 164:550–563. doi:10.1016/j.cell.2015.12.028 CrossRefPubMedPubMedCentral Ceccarelli M, Barthel FP, Malta TM, Sabedot TS, Salama SR, Murray BA, Morozova O, Newton Y, Radenbaugh A, Pagnotta SM, Anjum S, Wang J, Manyam G, Zoppoli P, Ling S, Rao AA, Grifford M, Cherniack AD, Zhang H, Poisson L, Carlotti CG Jr, Tirapelli DP, Rao A, Mikkelsen T, Lau CC, Yung WK, Rabadan R, Huse J, Brat DJ, Lehman NL, Barnholtz-Sloan JS, Zheng S, Hess K, Rao G, Meyerson M, Beroukhim R, Cooper L, Akbani R, Wrensch M, Haussler D, Aldape KD, Laird PW, Gutmann DH, Network TR, Noushmehr H, Iavarone A, Verhaak RG (2016) Molecular profiling reveals biologically discrete subsets and pathways of progression in diffuse glioma. Cell 164:550–563. doi:10.​1016/​j.​cell.​2015.​12.​028 CrossRefPubMedPubMedCentral
7.
Zurück zum Zitat van Oostrum J, Calonder C, Rechsteiner D, Ehrat M, Mestan J, Fabbro D, Voshol H (2009) Tracing pathway activities with kinase inhibitors and reverse phase protein arrays. Proteomics Clin Appl 3:412–422. doi:10.1002/prca.200800070 CrossRefPubMed van Oostrum J, Calonder C, Rechsteiner D, Ehrat M, Mestan J, Fabbro D, Voshol H (2009) Tracing pathway activities with kinase inhibitors and reverse phase protein arrays. Proteomics Clin Appl 3:412–422. doi:10.​1002/​prca.​200800070 CrossRefPubMed
11.
Zurück zum Zitat Moriya S, Kazlauskas A, Akimoto K, Hirai S, Mizuno K, Takenawa T, Fukui Y, Watanabe Y, Ozaki S, Ohno S (1996) Platelet-derived growth factor activates protein kinase C epsilon through redundant and independent signaling pathways involving phospholipase C gamma or phosphatidylinositol 3-kinase. Proc Natl Acad Sci USA 93:151–155CrossRefPubMedPubMedCentral Moriya S, Kazlauskas A, Akimoto K, Hirai S, Mizuno K, Takenawa T, Fukui Y, Watanabe Y, Ozaki S, Ohno S (1996) Platelet-derived growth factor activates protein kinase C epsilon through redundant and independent signaling pathways involving phospholipase C gamma or phosphatidylinositol 3-kinase. Proc Natl Acad Sci USA 93:151–155CrossRefPubMedPubMedCentral
15.
Zurück zum Zitat Daniel P, Filiz G, Brown DV, Hollande F, Gonzales M, D’Abaco G, Papalexis N, Phillips WA, Malaterre J, Ramsay RG, Mantamadiotis T (2014) Selective CREB-dependent cyclin expression mediated by the PI3K and MAPK pathways supports glioma cell proliferation. Oncogenesis 3:e108. doi:10.1038/oncsis.2014.21 CrossRefPubMedPubMedCentral Daniel P, Filiz G, Brown DV, Hollande F, Gonzales M, D’Abaco G, Papalexis N, Phillips WA, Malaterre J, Ramsay RG, Mantamadiotis T (2014) Selective CREB-dependent cyclin expression mediated by the PI3K and MAPK pathways supports glioma cell proliferation. Oncogenesis 3:e108. doi:10.​1038/​oncsis.​2014.​21 CrossRefPubMedPubMedCentral
16.
Zurück zum Zitat Bruna A, Darken RS, Rojo F, Ocaña A, Peñuelas S, Arias A, Paris R, Tortosa A, Mora J, Baselga J, Seoane J (2007) High TGF beta-smad activity confers poor prognosis in glioma patients and promotes cell proliferation depending on the methylation of the PDGF-B gene. Cancer Cell 11:147–160. doi:10.1016/j.ccr.2006.11.023 CrossRefPubMed Bruna A, Darken RS, Rojo F, Ocaña A, Peñuelas S, Arias A, Paris R, Tortosa A, Mora J, Baselga J, Seoane J (2007) High TGF beta-smad activity confers poor prognosis in glioma patients and promotes cell proliferation depending on the methylation of the PDGF-B gene. Cancer Cell 11:147–160. doi:10.​1016/​j.​ccr.​2006.​11.​023 CrossRefPubMed
18.
Zurück zum Zitat Hallaq R, Volpicelli F, Cuchillo-Ibanez I, Hooper C, Mizuno K, Uwanogho D, Causevic M, Asuni A, To A, Soriano S, Giese KP, Lovestone S, Killick R (2015) The Notch intracellular domain represses CRE-dependent transcription. Cell Signal 27:621–629. doi:10.1016/j.cellsig.2014.11.034 CrossRefPubMed Hallaq R, Volpicelli F, Cuchillo-Ibanez I, Hooper C, Mizuno K, Uwanogho D, Causevic M, Asuni A, To A, Soriano S, Giese KP, Lovestone S, Killick R (2015) The Notch intracellular domain represses CRE-dependent transcription. Cell Signal 27:621–629. doi:10.​1016/​j.​cellsig.​2014.​11.​034 CrossRefPubMed
20.
Zurück zum Zitat Foltz DR, Santiago MC, Berechid BE, Nye JS (2002) Glycogen synthase kinase-3beta modulates notch signaling and stability. Curr Biol 12:1006–1011CrossRefPubMed Foltz DR, Santiago MC, Berechid BE, Nye JS (2002) Glycogen synthase kinase-3beta modulates notch signaling and stability. Curr Biol 12:1006–1011CrossRefPubMed
21.
Zurück zum Zitat Espinosa L, Ingles-Esteve J, Aguilera C, Bigas A (2003) Phosphorylation by glycogen synthase kinase-3 beta down-regulates Notch activity, a link for Notch and Wnt pathways. J Biol Chem 278:32227–32235. doi:10.1074/jbc.M304001200 CrossRefPubMed Espinosa L, Ingles-Esteve J, Aguilera C, Bigas A (2003) Phosphorylation by glycogen synthase kinase-3 beta down-regulates Notch activity, a link for Notch and Wnt pathways. J Biol Chem 278:32227–32235. doi:10.​1074/​jbc.​M304001200 CrossRefPubMed
23.
Zurück zum Zitat Grimes CA, Jope RS (2001) CREB DNA binding activity is inhibited by glycogen synthase kinase-3 beta and facilitated by lithium. J Neurochem 78:1219–1232CrossRefPubMedPubMedCentral Grimes CA, Jope RS (2001) CREB DNA binding activity is inhibited by glycogen synthase kinase-3 beta and facilitated by lithium. J Neurochem 78:1219–1232CrossRefPubMedPubMedCentral
25.
Zurück zum Zitat Huang SM, Mishina YM, Liu S, Cheung A, Stegmeier F, Michaud GA, Charlat O, Wiellette E, Zhang Y, Wiessner S, Hild M, Shi X, Wilson CJ, Mickanin C, Myer V, Fazal A, Tomlinson R, Serluca F, Shao W, Cheng H, Shultz M, Rau C, Schirle M, Schlegl J, Ghidelli S, Fawell S, Lu C, Curtis D, Kirschner MW, Lengauer C, Finan PM, Tallarico JA, Bouwmeester T, Porter JA, Bauer A, Cong F (2009) Tankyrase inhibition stabilizes axin and antagonizes Wnt signalling. Nature 461:614–620. doi:10.1038/nature08356 CrossRefPubMed Huang SM, Mishina YM, Liu S, Cheung A, Stegmeier F, Michaud GA, Charlat O, Wiellette E, Zhang Y, Wiessner S, Hild M, Shi X, Wilson CJ, Mickanin C, Myer V, Fazal A, Tomlinson R, Serluca F, Shao W, Cheng H, Shultz M, Rau C, Schirle M, Schlegl J, Ghidelli S, Fawell S, Lu C, Curtis D, Kirschner MW, Lengauer C, Finan PM, Tallarico JA, Bouwmeester T, Porter JA, Bauer A, Cong F (2009) Tankyrase inhibition stabilizes axin and antagonizes Wnt signalling. Nature 461:614–620. doi:10.​1038/​nature08356 CrossRefPubMed
28.
29.
Zurück zum Zitat Hovinga KE, Shimizu F, Wang R, Panagiotakos G, Van Der Heijden M, Moayedpardazi H, Correia AS, Soulet D, Major T, Menon J, Tabar V (2010) Inhibition of notch signaling in glioblastoma targets cancer stem cells via an endothelial cell intermediate. Stem Cells 28:1019–1029. doi:10.1002/stem.429 CrossRefPubMed Hovinga KE, Shimizu F, Wang R, Panagiotakos G, Van Der Heijden M, Moayedpardazi H, Correia AS, Soulet D, Major T, Menon J, Tabar V (2010) Inhibition of notch signaling in glioblastoma targets cancer stem cells via an endothelial cell intermediate. Stem Cells 28:1019–1029. doi:10.​1002/​stem.​429 CrossRefPubMed
31.
Zurück zum Zitat Zhao N, Guo Y, Zhang M, Lin L, Zheng Z (2010) Akt-mTOR signaling is involved in Notch-1-mediated glioma cell survival and proliferation. Oncol Rep 23:1443–1447CrossRefPubMed Zhao N, Guo Y, Zhang M, Lin L, Zheng Z (2010) Akt-mTOR signaling is involved in Notch-1-mediated glioma cell survival and proliferation. Oncol Rep 23:1443–1447CrossRefPubMed
Metadaten
Titel
Reverse phase protein arrays enable glioblastoma molecular subtyping
verfasst von
Gregor Hutter
Martin Sailer
Tej Deepak Azad
André O. von Bueren
Peter Nollau
Stephan Frank
Cristobal Tostado
Durga Sarvepalli
Arkasubhra Ghosh
Marie-Françoise Ritz
Jean-Louis Boulay
Luigi Mariani
Publikationsdatum
17.11.2016
Verlag
Springer US
Erschienen in
Journal of Neuro-Oncology / Ausgabe 3/2017
Print ISSN: 0167-594X
Elektronische ISSN: 1573-7373
DOI
https://doi.org/10.1007/s11060-016-2316-5

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