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Published in: Acta Neuropathologica Communications 1/2023

Open Access 01-12-2023 | Medulloblastoma | Research

Identifying new biomarkers of aggressive Group 3 and SHH medulloblastoma using 3D hydrogel models, single cell RNA sequencing and 3D OrbiSIMS imaging

Authors: Franziska Linke, James E. C. Johnson, Stefanie Kern, Christopher D. Bennett, Anbarasu Lourdusamy, Daniel Lea, Steven C. Clifford, Catherine L. R. Merry, Snow Stolnik, Morgan R. Alexander, Andrew C. Peet, David J. Scurr, Rian L. Griffiths, Anna M. Grabowska, Ian D. Kerr, Beth Coyle

Published in: Acta Neuropathologica Communications | Issue 1/2023

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Abstract

The most common malignant brain tumour in children, medulloblastoma (MB), is subdivided into four clinically relevant molecular subgroups, although targeted therapy options informed by understanding of different cellular features are lacking. Here, by comparing the most aggressive subgroup (Group 3) with the intermediate (SHH) subgroup, we identify crucial differences in tumour heterogeneity, including unique metabolism-driven subpopulations in Group 3 and matrix-producing subpopulations in SHH. To analyse tumour heterogeneity, we profiled individual tumour nodules at the cellular level in 3D MB hydrogel models, which recapitulate subgroup specific phenotypes, by single cell RNA sequencing (scRNAseq) and 3D OrbiTrap Secondary Ion Mass Spectrometry (3D OrbiSIMS) imaging. In addition to identifying known metabolites characteristic of MB, we observed intra- and internodular heterogeneity and identified subgroup-specific tumour subpopulations. We showed that extracellular matrix factors and adhesion pathways defined unique SHH subpopulations, and made up a distinct shell-like structure of sulphur-containing species, comprising a combination of small leucine-rich proteoglycans (SLRPs) including the collagen organiser lumican. In contrast, the Group 3 tumour model was characterized by multiple subpopulations with greatly enhanced oxidative phosphorylation and tricarboxylic acid (TCA) cycle activity. Extensive TCA cycle metabolite measurements revealed very high levels of succinate and fumarate with malate levels almost undetectable particularly in Group 3 tumour models. In patients, high fumarate levels (NMR spectroscopy) alongside activated stress response pathways and high Nuclear Factor Erythroid 2-Related Factor 2 (NRF2; gene expression analyses) were associated with poorer survival. Based on these findings we predicted and confirmed that NRF2 inhibition increased sensitivity to vincristine in a long-term 3D drug treatment assay of Group 3 MB. Thus, by combining scRNAseq and 3D OrbiSIMS in a relevant model system we were able to define MB subgroup heterogeneity at the single cell level and elucidate new druggable biomarkers for aggressive Group 3 and low-risk SHH MB.
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Literature
1.
go back to reference Taylor MD, Northcott PA, Korshunov A et al (2012) Molecular subgroups of medulloblastoma: the current consensus. Acta Neuropathol 123:465–472CrossRef Taylor MD, Northcott PA, Korshunov A et al (2012) Molecular subgroups of medulloblastoma: the current consensus. Acta Neuropathol 123:465–472CrossRef
2.
go back to reference Northcott PA, Korshunov A, Witt H et al (2011) Medulloblastoma comprises four distinct molecular variants. J Clin Oncol 29:1408–1414CrossRef Northcott PA, Korshunov A, Witt H et al (2011) Medulloblastoma comprises four distinct molecular variants. J Clin Oncol 29:1408–1414CrossRef
3.
go back to reference Gibson P, Tong Y, Robinson G et al (2010) Subtypes of medulloblastoma have distinct developmental origins. Nature 468:1095–1099CrossRef Gibson P, Tong Y, Robinson G et al (2010) Subtypes of medulloblastoma have distinct developmental origins. Nature 468:1095–1099CrossRef
4.
go back to reference Ramaswamy V, Taylor MD (2017) Medulloblastoma: from myth to molecular. J Clin Oncol 35:2355–2363CrossRef Ramaswamy V, Taylor MD (2017) Medulloblastoma: from myth to molecular. J Clin Oncol 35:2355–2363CrossRef
5.
go back to reference Kool M, Korshunov A, Remke M et al (2012) Molecular subgroups of medulloblastoma: an international meta-analysis of transcriptome, genetic aberrations, and clinical data of WNT, SHH, Group 3, and Group 4 medulloblastomas. Acta Neuropathol 123:473–484CrossRef Kool M, Korshunov A, Remke M et al (2012) Molecular subgroups of medulloblastoma: an international meta-analysis of transcriptome, genetic aberrations, and clinical data of WNT, SHH, Group 3, and Group 4 medulloblastomas. Acta Neuropathol 123:473–484CrossRef
6.
go back to reference Gajjar A, Pfister SM, Taylor MD et al (2014) Molecular insights into pediatric brain tumors have the potential to transform therapy. Clin Cancer Res 20:5630–5640CrossRef Gajjar A, Pfister SM, Taylor MD et al (2014) Molecular insights into pediatric brain tumors have the potential to transform therapy. Clin Cancer Res 20:5630–5640CrossRef
7.
go back to reference Shih DJH, Northcott PA, Remke M et al (2014) Cytogenetic prognostication within medulloblastoma subgroups. J Clin Oncol 32:886–896CrossRef Shih DJH, Northcott PA, Remke M et al (2014) Cytogenetic prognostication within medulloblastoma subgroups. J Clin Oncol 32:886–896CrossRef
8.
go back to reference Linke F, Aldighieri M, Lourdusamy A et al (2021) 3D hydrogels reveal medulloblastoma subgroup differences and identify extracellular matrix subtypes that predict patient outcome. J Pathol 253:326–338CrossRef Linke F, Aldighieri M, Lourdusamy A et al (2021) 3D hydrogels reveal medulloblastoma subgroup differences and identify extracellular matrix subtypes that predict patient outcome. J Pathol 253:326–338CrossRef
9.
go back to reference Zapotocky M, Mata-Mbemba D, Sumerauer D et al (2017) Differential patterns of metastatic dissemination across medulloblastoma subgroups. J Neurosurg Pediatr 21:1–8 Zapotocky M, Mata-Mbemba D, Sumerauer D et al (2017) Differential patterns of metastatic dissemination across medulloblastoma subgroups. J Neurosurg Pediatr 21:1–8
10.
go back to reference Friedmann-Morvinski D (2014) Glioblastoma heterogeneity and cancer cell plasticity. Crit Rev Oncog 19:327–336CrossRef Friedmann-Morvinski D (2014) Glioblastoma heterogeneity and cancer cell plasticity. Crit Rev Oncog 19:327–336CrossRef
11.
go back to reference Hovestadt V, Smith KS, Bihannic L et al (2019) Resolving medulloblastoma cellular architecture by single-cell genomics. Nature 572:74–79CrossRef Hovestadt V, Smith KS, Bihannic L et al (2019) Resolving medulloblastoma cellular architecture by single-cell genomics. Nature 572:74–79CrossRef
12.
go back to reference Qazi MA, Bakhshinyan D, Singh SK (2019) Deciphering brain tumor heterogeneity, one cell at a time. Nat Med 25:1474–1476CrossRef Qazi MA, Bakhshinyan D, Singh SK (2019) Deciphering brain tumor heterogeneity, one cell at a time. Nat Med 25:1474–1476CrossRef
13.
go back to reference Passarelli MK, Pirkl A, Moellers R et al (2017) The 3D OrbiSIMS - Label-free metabolic imaging with subcellular lateral resolution and high mass-resolving power. Nat Methods 14:1175–1183CrossRef Passarelli MK, Pirkl A, Moellers R et al (2017) The 3D OrbiSIMS - Label-free metabolic imaging with subcellular lateral resolution and high mass-resolving power. Nat Methods 14:1175–1183CrossRef
14.
go back to reference Meurs J, Scurr DJ, Lourdusamy A et al. (2021) Sequential 3D OrbiSIMS and LESA-MS/MS-based metabolomics for prediction of brain tumor relapse from sample-limited primary tissue archives. bioRxiv. 2020.07.15.182071 Meurs J, Scurr DJ, Lourdusamy A et al. (2021) Sequential 3D OrbiSIMS and LESA-MS/MS-based metabolomics for prediction of brain tumor relapse from sample-limited primary tissue archives. bioRxiv. 2020.07.15.182071
15.
go back to reference Kotowska AM, Trindade GF, Mendes PM et al (2020) Protein identification by 3D OrbiSIMS to facilitate in situ imaging and depth profiling. Nat Commun 11:5832CrossRef Kotowska AM, Trindade GF, Mendes PM et al (2020) Protein identification by 3D OrbiSIMS to facilitate in situ imaging and depth profiling. Nat Commun 11:5832CrossRef
16.
go back to reference Hynes WF, Doty NJ, Zarembinski TI et al (2014) Micropatterning of 3D microenvironments for living biosensor applications. Biosensors 4:28–44CrossRef Hynes WF, Doty NJ, Zarembinski TI et al (2014) Micropatterning of 3D microenvironments for living biosensor applications. Biosensors 4:28–44CrossRef
17.
go back to reference Vanderhooft JL, Alcoutlabi M, Magda JJ et al (2009) Rheological properties of cross-linked hyaluronan-gelatin hydrogels for tissue engineering. Macromol Biosci 9:20–28CrossRef Vanderhooft JL, Alcoutlabi M, Magda JJ et al (2009) Rheological properties of cross-linked hyaluronan-gelatin hydrogels for tissue engineering. Macromol Biosci 9:20–28CrossRef
18.
go back to reference Pinto MP, Jacobsen BM, Horwitz KB (2011) An immunohistochemical method to study breast cancer cell subpopulations and their growth regulation by hormones in three-dimensional cultures. Front Endocrinol 2:1–6CrossRef Pinto MP, Jacobsen BM, Horwitz KB (2011) An immunohistochemical method to study breast cancer cell subpopulations and their growth regulation by hormones in three-dimensional cultures. Front Endocrinol 2:1–6CrossRef
19.
go back to reference Stuart T, Butler A, Hoffman P et al (2019) Comprehensive integration of single-cell data. Cell 177:1888-1902.e21CrossRef Stuart T, Butler A, Hoffman P et al (2019) Comprehensive integration of single-cell data. Cell 177:1888-1902.e21CrossRef
20.
go back to reference Nestorowa S, Hamey FK, Pijuan Sala B et al (2016) A single-cell resolution map of mouse hematopoietic stem and progenitor cell differentiation. Blood 128:e20–e31CrossRef Nestorowa S, Hamey FK, Pijuan Sala B et al (2016) A single-cell resolution map of mouse hematopoietic stem and progenitor cell differentiation. Blood 128:e20–e31CrossRef
21.
go back to reference Cavalli FMG, Remke M, Rampasek L et al (2017) Intertumoral heterogeneity within medulloblastoma subgroups. Cancer Cell 31:737-754.e6CrossRef Cavalli FMG, Remke M, Rampasek L et al (2017) Intertumoral heterogeneity within medulloblastoma subgroups. Cancer Cell 31:737-754.e6CrossRef
22.
go back to reference Northcott PA, Buchhalter I, Morrissy AS et al (2017) The whole-genome landscape of medulloblastoma subtypes. Nature 547:311–317CrossRef Northcott PA, Buchhalter I, Morrissy AS et al (2017) The whole-genome landscape of medulloblastoma subtypes. Nature 547:311–317CrossRef
23.
go back to reference Roth RB, Hevezi P, Lee J et al (2006) Gene expression analyses reveal molecular relationships among 20 regions of the human CNS. Neurogenetics 7:67–80CrossRef Roth RB, Hevezi P, Lee J et al (2006) Gene expression analyses reveal molecular relationships among 20 regions of the human CNS. Neurogenetics 7:67–80CrossRef
24.
go back to reference Bewick V, Cheek L, Ball J (2004) Statistics review 12: survival analysis. Crit Care 8:389–394CrossRef Bewick V, Cheek L, Ball J (2004) Statistics review 12: survival analysis. Crit Care 8:389–394CrossRef
25.
go back to reference Blüml S, Margol AS, Sposto R et al (2016) Molecular subgroups of medulloblastoma identification using noninvasive magnetic resonance spectroscopy. Neuro Oncol 18:126–131CrossRef Blüml S, Margol AS, Sposto R et al (2016) Molecular subgroups of medulloblastoma identification using noninvasive magnetic resonance spectroscopy. Neuro Oncol 18:126–131CrossRef
26.
go back to reference Panigrahy A, Krieger MD, Gonzalez-Gomez I et al (2006) Quantitative short echo time 1H-MR spectroscopy of untreated pediatric brain tumors: preoperative diagnosis and characterization. Am J Neuroradiol 27:560–572 Panigrahy A, Krieger MD, Gonzalez-Gomez I et al (2006) Quantitative short echo time 1H-MR spectroscopy of untreated pediatric brain tumors: preoperative diagnosis and characterization. Am J Neuroradiol 27:560–572
27.
go back to reference Lopez SG, Bonassar LJ (2022) The role of SLRPs and large aggregating proteoglycans in collagen fibrillogenesis, extracellular matrix assembly, and mechanical function of fibrocartilage. Connect Tissue Res 63:269–286CrossRef Lopez SG, Bonassar LJ (2022) The role of SLRPs and large aggregating proteoglycans in collagen fibrillogenesis, extracellular matrix assembly, and mechanical function of fibrocartilage. Connect Tissue Res 63:269–286CrossRef
28.
go back to reference Kalamajski S, Oldberg Å (2010) The role of small leucine-rich proteoglycans in collagen fibrillogenesis. Matrix Biol 29:248–253CrossRef Kalamajski S, Oldberg Å (2010) The role of small leucine-rich proteoglycans in collagen fibrillogenesis. Matrix Biol 29:248–253CrossRef
29.
go back to reference Schaefer L, Iozzo RV (2008) Biological functions of the small leucine-rich proteoglycans: from genetics to signal transduction. J Biol Chem 283:21305–21309CrossRef Schaefer L, Iozzo RV (2008) Biological functions of the small leucine-rich proteoglycans: from genetics to signal transduction. J Biol Chem 283:21305–21309CrossRef
30.
go back to reference Fuhler GM, Eppinga H, Peppelenbosch MP (2017) Fumarates and cancer. Trends Mol Med 23:3–5CrossRef Fuhler GM, Eppinga H, Peppelenbosch MP (2017) Fumarates and cancer. Trends Mol Med 23:3–5CrossRef
31.
go back to reference Merkley ED, Metz TO, Smith RD et al (2014) The succinated proteome. Mass Spectrom Rev 33:98–109CrossRef Merkley ED, Metz TO, Smith RD et al (2014) The succinated proteome. Mass Spectrom Rev 33:98–109CrossRef
32.
go back to reference Zhang DD, Hannink M (2003) Distinct cysteine residues in Keap1 are required for Keap1-dependent ubiquitination of Nrf2 and for stabilization of Nrf2 by chemopreventive agents and oxidative stress. Mol Cell Biol 23:8137–8151CrossRef Zhang DD, Hannink M (2003) Distinct cysteine residues in Keap1 are required for Keap1-dependent ubiquitination of Nrf2 and for stabilization of Nrf2 by chemopreventive agents and oxidative stress. Mol Cell Biol 23:8137–8151CrossRef
33.
go back to reference Kerins MJ, Vashisht AA, Liang BX-T et al. (2017) Fumarate mediates a chronic proliferative signal in fumarate hydratase-inactivated cancer cells by increasing transcription and translation of ferritin genes. Mol Cell Biol 37 Kerins MJ, Vashisht AA, Liang BX-T et al. (2017) Fumarate mediates a chronic proliferative signal in fumarate hydratase-inactivated cancer cells by increasing transcription and translation of ferritin genes. Mol Cell Biol 37
34.
go back to reference Sciacovelli M, Gonçalves E, Johnson TI et al (2016) Fumarate is an epigenetic modifier that elicits epithelial-to-mesenchymal transition. Nature 537:544–547CrossRef Sciacovelli M, Gonçalves E, Johnson TI et al (2016) Fumarate is an epigenetic modifier that elicits epithelial-to-mesenchymal transition. Nature 537:544–547CrossRef
35.
go back to reference Alam NA, Rowan AJ, Wortham NC et al (2003) Genetic and functional analyses of FH mutations in multiple cutaneous and uterine leiomyomatosis, hereditary leiomyomatosis and renal cancer, and fumarate hydratase deficiency. Hum Mol Genet 12:1241–1252CrossRef Alam NA, Rowan AJ, Wortham NC et al (2003) Genetic and functional analyses of FH mutations in multiple cutaneous and uterine leiomyomatosis, hereditary leiomyomatosis and renal cancer, and fumarate hydratase deficiency. Hum Mol Genet 12:1241–1252CrossRef
36.
go back to reference Drusian L, Nigro EA, Mannella V et al (2018) mTORC1 upregulation leads to accumulation of the oncometabolite fumarate in a mouse model of renal cell carcinoma. Cell Rep 24:1093-1104.e6CrossRef Drusian L, Nigro EA, Mannella V et al (2018) mTORC1 upregulation leads to accumulation of the oncometabolite fumarate in a mouse model of renal cell carcinoma. Cell Rep 24:1093-1104.e6CrossRef
37.
go back to reference Pollard PJ, Spencer-Dene B, Shukla D et al (2007) Targeted inactivation of Fh1 causes proliferative renal cyst development and activation of the hypoxia pathway. Cancer Cell 11:311–319CrossRef Pollard PJ, Spencer-Dene B, Shukla D et al (2007) Targeted inactivation of Fh1 causes proliferative renal cyst development and activation of the hypoxia pathway. Cancer Cell 11:311–319CrossRef
38.
go back to reference Alderson NL, Wang Y, Blatnik M et al (2006) S-(2-Succinyl)cysteine: a novel chemical modification of tissue proteins by a Krebs cycle intermediate. Arch Biochem Biophys 450:1–8CrossRef Alderson NL, Wang Y, Blatnik M et al (2006) S-(2-Succinyl)cysteine: a novel chemical modification of tissue proteins by a Krebs cycle intermediate. Arch Biochem Biophys 450:1–8CrossRef
39.
go back to reference Bratslavsky G, Sudarshan S, Neckers L et al (2007) Pseudohypoxic pathways in renal cell carcinoma. Clin Cancer Res 13:4667–4671CrossRef Bratslavsky G, Sudarshan S, Neckers L et al (2007) Pseudohypoxic pathways in renal cell carcinoma. Clin Cancer Res 13:4667–4671CrossRef
40.
go back to reference Kaur G, Jaggi AS, Singh N (2010) Exploring the potential effect of Ocimum sanctum in vincristine-induced neuropathic pain in rats. J Brachial Plex Peripher Nerve Inj 5:3 Kaur G, Jaggi AS, Singh N (2010) Exploring the potential effect of Ocimum sanctum in vincristine-induced neuropathic pain in rats. J Brachial Plex Peripher Nerve Inj 5:3
41.
go back to reference Carozzi VA, Canta A, Chiorazzi A (2015) Chemotherapy-induced peripheral neuropathy: what do we know about mechanisms? Neurosci Lett 596:90–107CrossRef Carozzi VA, Canta A, Chiorazzi A (2015) Chemotherapy-induced peripheral neuropathy: what do we know about mechanisms? Neurosci Lett 596:90–107CrossRef
42.
go back to reference Parums DV (2022) Editorial: the world health organization (WHO) fungal priority pathogens list in response to emerging fungal pathogens during the COVID-19 pandemic. Med Sci Monit 28:BR22–BR29CrossRef Parums DV (2022) Editorial: the world health organization (WHO) fungal priority pathogens list in response to emerging fungal pathogens during the COVID-19 pandemic. Med Sci Monit 28:BR22–BR29CrossRef
43.
go back to reference Jeddi F, Soozangar N, Sadeghi MR et al (2017) Contradictory roles of Nrf2/Keap1 signaling pathway in cancer prevention/promotion and chemoresistance. DNA Repair 54:13–21CrossRef Jeddi F, Soozangar N, Sadeghi MR et al (2017) Contradictory roles of Nrf2/Keap1 signaling pathway in cancer prevention/promotion and chemoresistance. DNA Repair 54:13–21CrossRef
44.
go back to reference Rushworth SA, Zaitseva L, Murray MY et al (2012) The high Nrf2 expression in human acute myeloid leukemia is driven by NF-κB and underlies its chemo-resistance. Blood 120:5188–5198CrossRef Rushworth SA, Zaitseva L, Murray MY et al (2012) The high Nrf2 expression in human acute myeloid leukemia is driven by NF-κB and underlies its chemo-resistance. Blood 120:5188–5198CrossRef
45.
go back to reference Jiang T, Chen N, Zhao F et al (2010) High levels of Nrf2 determine chemoresistance in type II endometrial cancer. Cancer Res 70:5486–5496CrossRef Jiang T, Chen N, Zhao F et al (2010) High levels of Nrf2 determine chemoresistance in type II endometrial cancer. Cancer Res 70:5486–5496CrossRef
46.
go back to reference Vomund S, Schäfer A, Parnham M et al (2017) Nrf2, the master regulator of anti-oxidative responses. Int J Mol Sci 18:2772CrossRef Vomund S, Schäfer A, Parnham M et al (2017) Nrf2, the master regulator of anti-oxidative responses. Int J Mol Sci 18:2772CrossRef
47.
go back to reference Kim SK, Yang JW, Kim MR et al (2008) Increased expression of Nrf2/ARE-dependent anti-oxidant proteins in tamoxifen-resistant breast cancer cells. Free Radic Biol Med 45:537–546CrossRef Kim SK, Yang JW, Kim MR et al (2008) Increased expression of Nrf2/ARE-dependent anti-oxidant proteins in tamoxifen-resistant breast cancer cells. Free Radic Biol Med 45:537–546CrossRef
48.
go back to reference Wang XJ, Li Y, Luo L et al (2014) Oxaliplatin activates the Keap1/Nrf2 antioxidant system conferring protection against the cytotoxicity of anticancer drugs. Free Radic Biol Med 70:68–77CrossRef Wang XJ, Li Y, Luo L et al (2014) Oxaliplatin activates the Keap1/Nrf2 antioxidant system conferring protection against the cytotoxicity of anticancer drugs. Free Radic Biol Med 70:68–77CrossRef
49.
go back to reference Shibata T, Kokubu A, Gotoh M et al (2008) Genetic alteration of Keap1 confers constitutive Nrf2 activation and resistance to chemotherapy in gallbladder cancer. Gastroenterology 135:1358-1368.e4CrossRef Shibata T, Kokubu A, Gotoh M et al (2008) Genetic alteration of Keap1 confers constitutive Nrf2 activation and resistance to chemotherapy in gallbladder cancer. Gastroenterology 135:1358-1368.e4CrossRef
50.
go back to reference Zhao M, Xu H, Zhang B et al (2015) Impact of nuclear factor erythroid-derived 2–like 2 and p62/sequestosome expression on prognosis of patients with gliomas. Hum Pathol 46:843–849CrossRef Zhao M, Xu H, Zhang B et al (2015) Impact of nuclear factor erythroid-derived 2–like 2 and p62/sequestosome expression on prognosis of patients with gliomas. Hum Pathol 46:843–849CrossRef
51.
go back to reference Tung M-C, Lin P-L, Wang Y-C et al (2015) Mutant p53 confers chemoresistance in non-small cell lung cancer by upregulating Nrf2. Oncotarget 6:41692–41705CrossRef Tung M-C, Lin P-L, Wang Y-C et al (2015) Mutant p53 confers chemoresistance in non-small cell lung cancer by upregulating Nrf2. Oncotarget 6:41692–41705CrossRef
52.
go back to reference Lisek K, Campaner E, Ciani Y et al (2018) Mutant p53 tunes the NRF2-dependent antioxidant response to support survival of cancer cells. Oncotarget 9:20508–20523CrossRef Lisek K, Campaner E, Ciani Y et al (2018) Mutant p53 tunes the NRF2-dependent antioxidant response to support survival of cancer cells. Oncotarget 9:20508–20523CrossRef
53.
go back to reference Orr BA (2020) Pathology, diagnostics, and classification of medulloblastoma. Brain Pathol 30:664–678CrossRef Orr BA (2020) Pathology, diagnostics, and classification of medulloblastoma. Brain Pathol 30:664–678CrossRef
54.
go back to reference Trombetta-Lima M, Rosa-Fernandes L, Angeli CB et al (2021) Extracellular matrix proteome remodeling in human glioblastoma and medulloblastoma. J Proteome Res 20:4693–4707CrossRef Trombetta-Lima M, Rosa-Fernandes L, Angeli CB et al (2021) Extracellular matrix proteome remodeling in human glioblastoma and medulloblastoma. J Proteome Res 20:4693–4707CrossRef
55.
go back to reference Coulson-Thomas VJ, Coulson-Thomas YM, Gesteira TF et al (2013) Lumican expression, localization and antitumor activity in prostate cancer. Exp Cell Res 319:967–981CrossRef Coulson-Thomas VJ, Coulson-Thomas YM, Gesteira TF et al (2013) Lumican expression, localization and antitumor activity in prostate cancer. Exp Cell Res 319:967–981CrossRef
56.
go back to reference De Wit M, Belt EJT, Delis-Van Diemen PM et al (2013) Lumican and versican are associated with good outcome in stage ii and iii colon cancer. Ann Surg Oncol 20:348–359CrossRef De Wit M, Belt EJT, Delis-Van Diemen PM et al (2013) Lumican and versican are associated with good outcome in stage ii and iii colon cancer. Ann Surg Oncol 20:348–359CrossRef
57.
go back to reference Li X, Truty MA, Kang Y et al (2014) Extracellular lumican inhibits pancreatic cancer cell growth and is associated with prolonged survival after surgery. Clin Cancer Res 20:6529–6540CrossRef Li X, Truty MA, Kang Y et al (2014) Extracellular lumican inhibits pancreatic cancer cell growth and is associated with prolonged survival after surgery. Clin Cancer Res 20:6529–6540CrossRef
58.
go back to reference Troup S, Njue C, Kliewer EV et al (2003) Reduced expression of the small leucine-rich proteoglycans, lumican, and decorin is associated with poor outcome in node-negative invasive breast cancer. Clin Cancer Res 9:207–214 Troup S, Njue C, Kliewer EV et al (2003) Reduced expression of the small leucine-rich proteoglycans, lumican, and decorin is associated with poor outcome in node-negative invasive breast cancer. Clin Cancer Res 9:207–214
59.
go back to reference Li X, Kang Y, Roife D et al (2017) Prolonged exposure to extracellular lumican restrains pancreatic adenocarcinoma growth. Oncogene 36(38):5432–5438CrossRef Li X, Kang Y, Roife D et al (2017) Prolonged exposure to extracellular lumican restrains pancreatic adenocarcinoma growth. Oncogene 36(38):5432–5438CrossRef
60.
go back to reference Karamanou K, Franchi M, Vynios D et al (2020) Epithelial-to-mesenchymal transition and invadopodia markers in breast cancer: lumican a key regulator. Semin Cancer Biol 62:125–133CrossRef Karamanou K, Franchi M, Vynios D et al (2020) Epithelial-to-mesenchymal transition and invadopodia markers in breast cancer: lumican a key regulator. Semin Cancer Biol 62:125–133CrossRef
61.
go back to reference Li X, Lee Y, Kang Y et al (2018) Hypoxia-induced autophagy of stellate cells inhibits expression and secretion of lumican into microenvironment of pancreatic ductal adenocarcinoma. Cell Death Differ 26(2):382–393CrossRef Li X, Lee Y, Kang Y et al (2018) Hypoxia-induced autophagy of stellate cells inhibits expression and secretion of lumican into microenvironment of pancreatic ductal adenocarcinoma. Cell Death Differ 26(2):382–393CrossRef
Metadata
Title
Identifying new biomarkers of aggressive Group 3 and SHH medulloblastoma using 3D hydrogel models, single cell RNA sequencing and 3D OrbiSIMS imaging
Authors
Franziska Linke
James E. C. Johnson
Stefanie Kern
Christopher D. Bennett
Anbarasu Lourdusamy
Daniel Lea
Steven C. Clifford
Catherine L. R. Merry
Snow Stolnik
Morgan R. Alexander
Andrew C. Peet
David J. Scurr
Rian L. Griffiths
Anna M. Grabowska
Ian D. Kerr
Beth Coyle
Publication date
01-12-2023
Publisher
BioMed Central
Published in
Acta Neuropathologica Communications / Issue 1/2023
Electronic ISSN: 2051-5960
DOI
https://doi.org/10.1186/s40478-022-01496-4

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