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Clinically Applicable and Biologically Validated MRI Radiomic Test Method Predicts Glioblastoma Genomic Landscape and Survival
Zinn, Pascal O; Singh, Sanjay K; Kotrotsou, Aikaterini; Zandi, Faramak; Thomas, Ginu; Hatami, Masumeh; Luedi, Markus M; Elakkad, Ahmed; Hassan, Islam; Gumin, Joy; Sulman, Erik P; Lang, Frederick F; Colen, Rivka R
INTRODUCTION/BACKGROUND:Imaging is the modality of choice for noninvasive characterization of biological tissue and organ systems; imaging serves as early diagnostic tool for most disease processes and is rapidly evolving, thus transforming the way we diagnose and follow patients over time. A vast number of cancer imaging characteristics have been correlated to underlying genomics; however, none have established causality. Therefore, our objectives were to test if there is a causal relationship between imaging and genomic information; and to develop a clinically relevant radiomic pipeline for glioblastoma molecular characterization. METHODS:Functional validation was performed using a prototypic in vivo RNA-interference-based orthotopic xenograft mouse model. The automated pipeline collects 4800 MRI-derived texture features per tumor. Using univariate feature selection and boosted tree predictive modeling, a patient-specific genomic probability map was derived and patient survival predicted (The Cancer Genome Atlas/MD Anderson data sets). RESULTS:Data demonstrated a significant xenograft to human association (area under the curve [AUC] 84%, P < .001). Further, epidermal growth factor receptor amplification (AUC 86%, P < .0001), O-methylguanine-DNA-methyltransferase methylation/expression (AUC 92%, P = .001), glioblastoma molecular subgroups (AUC 88%, P = .001), and survival in 2 independent data sets (AUC 90%, P < .001) was predicted. CONCLUSION/CONCLUSIONS:Our results for the first time illustrate a causal relationship between imaging features and genomic tumor composition. We present a directly clinically applicable analytical imaging method termed Radiome Sequencing to allow for automated image analysis, prediction of key genomic events, and survival. This method is scalable and applicable to any type of medical imaging. Further, it allows for human-mouse matched coclinical trials, in-depth end point analysis, and upfront noninvasive high-resolution radiomics-based diagnostic, prognostic, and predictive biomarker development.
ORIGINAL:0013166
ISSN: 1524-4040
CID: 3589252
Epigenetic Activation of WNT5A Drives Glioblastoma Stem Cell Differentiation and Invasive Growth
Hu, Baoli; Wang, Qianghu; Wang, Y Alan; Hua, Sujun; Sauvé, Charles-Etienne Gabriel; Ong, Derrick; Lan, Zheng D; Chang, Qing; Ho, Yan Wing; Monasterio, Marta Moreno; Lu, Xin; Zhong, Yi; Zhang, Jianhua; Deng, Pingna; Tan, Zhi; Wang, Guocan; Liao, Wen-Ting; Corley, Lynda J; Yan, Haiyan; Zhang, Junxia; You, Yongping; Liu, Ning; Cai, Linbo; Finocchiaro, Gaetano; Phillips, Joanna J; Berger, Mitchel S; Spring, Denise J; Hu, Jian; Sulman, Erik P; Fuller, Gregory N; Chin, Lynda; Verhaak, Roeland G W; DePinho, Ronald A
Glioblastoma stem cells (GSCs) are implicated in tumor neovascularization, invasiveness, and therapeutic resistance. To illuminate mechanisms governing these hallmark features, we developed a de novo glioblastoma multiforme (GBM) model derived from immortalized human neural stem/progenitor cells (hNSCs) to enable precise system-level comparisons of pre-malignant and oncogene-induced malignant states of NSCs. Integrated transcriptomic and epigenomic analyses uncovered a PAX6/DLX5 transcriptional program driving WNT5A-mediated GSC differentiation into endothelial-like cells (GdECs). GdECs recruit existing endothelial cells to promote peritumoral satellite lesions, which serve as a niche supporting the growth of invasive glioma cells away from the primary tumor. Clinical data reveal higher WNT5A and GdECs expression in peritumoral and recurrent GBMs relative to matched intratumoral and primary GBMs, respectively, supporting WNT5A-mediated GSC differentiation and invasive growth in disease recurrence. Thus, the PAX6/DLX5-WNT5A axis governs the diffuse spread of glioma cells throughout the brain parenchyma, contributing to the lethality of GBM.
PMCID:5320931
PMID: 27863244
ISSN: 1097-4172
CID: 3048052
TIE2-mediated tyrosine phosphorylation of H4 regulates DNA damage response by recruiting ABL1
Hossain, Mohammad B; Shifat, Rehnuma; Johnson, David G; Bedford, Mark T; Gabrusiewicz, Konrad R; Cortes-Santiago, Nahir; Luo, Xuemei; Lu, Zhimin; Ezhilarasan, Ravesanker; Sulman, Erik P; Jiang, Hong; Li, Shawn S C; Lang, Frederick F; Tyler, Jessica; Hung, Mien-Chie; Fueyo, Juan; Gomez-Manzano, Candelaria
DNA repair pathways enable cancer cells to survive DNA damage induced after genotoxic therapies. Tyrosine kinase receptors (TKRs) have been reported as regulators of the DNA repair machinery. TIE2 is a TKR overexpressed in human gliomas at levels that correlate with the degree of increasing malignancy. Following ionizing radiation, TIE2 translocates to the nucleus, conferring cells with an enhanced nonhomologous end-joining mechanism of DNA repair that results in a radioresistant phenotype. Nuclear TIE2 binds to key components of DNA repair and phosphorylates H4 at tyrosine 51, which, in turn, is recognized by the proto-oncogene ABL1, indicating a role for nuclear TIE2 as a sensor for genotoxic stress by action as a histone modifier. H4Y51 constitutes the first tyrosine phosphorylation of core histones recognized by ABL1, defining this histone modification as a direct signal to couple genotoxic stress with the DNA repair machinery.
PMCID:5065225
PMID: 27757426
ISSN: 2375-2548
CID: 3048042
A regulatory circuit of miR-125b/miR-20b and Wnt signalling controls glioblastoma phenotypes through FZD6-modulated pathways
Huang, Tianzhi; Alvarez, Angel A; Pangeni, Rajendra P; Horbinski, Craig M; Lu, Songjian; Kim, Sung-Hak; James, C David; J Raizer, Jeffery; A Kessler, John; Brenann, Cameron W; Sulman, Erik P; Finocchiaro, Gaetano; Tan, Ming; Nishikawa, Ryo; Lu, Xinghua; Nakano, Ichiro; Hu, Bo; Cheng, Shi-Yuan
Molecularly defined subclassification is associated with phenotypic malignancy of glioblastoma (GBM). However, current understanding of the molecular basis of subclass conversion that is often involved in GBM recurrence remain rudimentary at best. Here we report that canonical Wnt signalling that is active in proneural (PN) but inactive in mesenchymal (MES) GBM, along with miR-125b and miR-20b that are expressed at high levels in PN compared with MES GBM, comprise a regulatory circuit involving TCF4-miR-125b/miR-20b-FZD6. FZD6 acts as a negative regulator of this circuit by activating CaMKII-TAK1-NLK signalling, which, in turn, attenuates Wnt pathway activity while promoting STAT3 and NF-κB signalling that are important regulators of the MES-associated phenotype. These findings are confirmed by targeting differentially enriched pathways in PN versus MES GBM that results in inhibition of distinct GBM subtypes. Correlative expressions of the components of this circuit are prognostic relevant for clinical GBM. Our findings provide insights for understanding GBM pathogenesis and for improving treatment of GBM.
PMCID:5059456
PMID: 27698350
ISSN: 2041-1723
CID: 3048032
Glioblastoma-infiltrated innate immune cells resemble M0 macrophage phenotype
Gabrusiewicz, Konrad; Rodriguez, Benjamin; Wei, Jun; Hashimoto, Yuuri; Healy, Luke M; Maiti, Sourindra N; Thomas, Ginu; Zhou, Shouhao; Wang, Qianghu; Elakkad, Ahmed; Liebelt, Brandon D; Yaghi, Nasser K; Ezhilarasan, Ravesanker; Huang, Neal; Weinberg, Jeffrey S; Prabhu, Sujit S; Rao, Ganesh; Sawaya, Raymond; Langford, Lauren A; Bruner, Janet M; Fuller, Gregory N; Bar-Or, Amit; Li, Wei; Colen, Rivka R; Curran, Michael A; Bhat, Krishna P; Antel, Jack P; Cooper, Laurence J; Sulman, Erik P; Heimberger, Amy B
Glioblastomas are highly infiltrated by diverse immune cells, including microglia, macrophages, and myeloid-derived suppressor cells (MDSCs). Understanding the mechanisms by which glioblastoma-associated myeloid cells (GAMs) undergo metamorphosis into tumor-supportive cells, characterizing the heterogeneity of immune cell phenotypes within glioblastoma subtypes, and discovering new targets can help the design of new efficient immunotherapies. In this study, we performed a comprehensive battery of immune phenotyping, whole-genome microarray analysis, and microRNA expression profiling of GAMs with matched blood monocytes, healthy donor monocytes, normal brain microglia, nonpolarized M0 macrophages, and polarized M1, M2a, M2c macrophages. Glioblastoma patients had an elevated number of monocytes relative to healthy donors. Among CD11b+ cells, microglia and MDSCs constituted a higher percentage of GAMs than did macrophages. GAM profiling using flow cytometry studies revealed a continuum between the M1- and M2-like phenotype. Contrary to current dogma, GAMs exhibited distinct immunological functions, with the former aligned close to nonpolarized M0 macrophages.
PMCID:4784261
PMID: 26973881
ISSN: 2379-3708
CID: 3048002
Suppression of RAF/MEK or PI3K synergizes cytotoxicity of receptor tyrosine kinase inhibitors in glioma tumor-initiating cells
Shingu, Takashi; Holmes, Lindsay; Henry, Verlene; Wang, Qianghu; Latha, Khatri; Gururaj, Anupama E; Gibson, Laura A; Doucette, Tiffany; Lang, Frederick F; Rao, Ganesh; Yuan, Liang; Sulman, Erik P; Farrell, Nicholas P; Priebe, Waldemar; Hess, Kenneth R; Wang, Yaoqi A; Hu, Jian; Bögler, Oliver
BACKGROUND:The majority of glioblastomas have aberrant receptor tyrosine kinase (RTK)/RAS/phosphoinositide 3 kinase (PI3K) signaling pathways and malignant glioma cells are thought to be addicted to these signaling pathways for their survival and proliferation. However, recent studies suggest that monotherapies or inappropriate combination therapies using the molecular targeted drugs have limited efficacy possibly because of tumor heterogeneities, signaling redundancy and crosstalk in intracellular signaling network, indicating necessity of rationale and methods for efficient personalized combination treatments. Here, we evaluated the growth of colonies obtained from glioma tumor-initiating cells (GICs) derived from glioma sphere culture (GSC) in agarose and examined the effects of combination treatments on GICs using targeted drugs that affect the signaling pathways to which most glioma cells are addicted. METHODS:Human GICs were cultured in agarose and treated with inhibitors of RTKs, non-receptor kinases or transcription factors. The colony number and volume were analyzed using a colony counter, and Chou-Talalay combination indices were evaluated. Autophagy and apoptosis were also analyzed. Phosphorylation of proteins was evaluated by reverse phase protein array and immunoblotting. RESULTS:Increases of colony number and volume in agarose correlated with the Gompertz function. GICs showed diverse drug sensitivity, but inhibitions of RTK and RAF/MEK or PI3K by combinations such as EGFR inhibitor and MEK inhibitor, sorafenib and U0126, erlotinib and BKM120, and EGFR inhibitor and sorafenib showed synergy in different subtypes of GICs. Combination of erlotinib and sorafenib, synergistic in GSC11, induced apoptosis and autophagic cell death associated with suppressed Akt and ERK signaling pathways and decreased nuclear PKM2 and β-catenin in vitro, and tended to improve survival of nude mice bearing GSC11 brain tumor. Reverse phase protein array analysis of the synergistic treatment indicated involvement of not only MEK and PI3K signaling pathways but also others associated with glucose metabolism, fatty acid metabolism, gene transcription, histone methylation, iron transport, stress response, cell cycle, and apoptosis. CONCLUSION/CONCLUSIONS:Inhibiting RTK and RAF/MEK or PI3K could induce synergistic cytotoxicity but personalization is necessary. Examining colonies in agarose initiated by GICs from each patient may be useful for drug sensitivity testing in personalized cancer therapy.
PMCID:4746796
PMID: 26861698
ISSN: 1479-5876
CID: 3047992
TERT Promoter Mutations and Risk of Recurrence in Meningioma
Sahm, Felix; Schrimpf, Daniel; Olar, Adriana; Koelsche, Christian; Reuss, David; Bissel, Juliane; Kratz, Annekathrin; Capper, David; Schefzyk, Sebastian; Hielscher, Thomas; Wang, Qianghu; Sulman, Erik P; Adeberg, Sebastian; Koch, Arend; Okuducu, Ali Fuat; Brehmer, Stefanie; Schittenhelm, Jens; Becker, Albert; Brokinkel, Benjamin; Schmidt, Melissa; Ull, Theresa; Gousias, Konstantinos; Kessler, Almuth Friederike; Lamszus, Katrin; Debus, Jürgen; Mawrin, Christian; Kim, Yoo-Jin; Simon, Matthias; Ketter, Ralf; Paulus, Werner; Aldape, Kenneth D; Herold-Mende, Christel; von Deimling, Andreas
The World Health Organization (WHO) classification and grading system attempts to predict the clinical course of meningiomas based on morphological parameters. However, because of high interobserver variation of some criteria, more reliable prognostic markers are required. Here, we assessed the TERT promoter for mutations in the hotspot regions C228T and C250T in meningioma samples from 252 patients. Mutations were detected in 16 samples (6.4% across the cohort, 1.7%, 5.7%, and 20.0% of WHO grade I, II, and III cases, respectively). Data were analyzed by t test, Fisher's exact test, log-rank test, and Cox proportional hazard model. All statistical tests were two-sided. Within a mean follow-up time in surviving patients of 68.1 months, TERT promoter mutations were statistically significantly associated with shorter time to progression (P < .001). Median time to progression among mutant cases was 10.1 months compared with 179.0 months among wild-type cases. Our results indicate that the inclusion of molecular data (ie, analysis of TERT promoter status) into a histologically and genetically integrated classification and grading system for meningiomas increases prognostic power. Consequently, we propose to incorporate the assessment of TERT promoter status in upcoming grading schemes for meningioma.
PMCID:4849806
PMID: 26668184
ISSN: 1460-2105
CID: 3047972
Delineation of MGMT Hypermethylation as a Biomarker for Veliparib-Mediated Temozolomide-Sensitizing Therapy of Glioblastoma
Gupta, Shiv K; Kizilbash, Sani H; Carlson, Brett L; Mladek, Ann C; Boakye-Agyeman, Felix; Bakken, Katrina K; Pokorny, Jenny L; Schroeder, Mark A; Decker, Paul A; Cen, Ling; Eckel-Passow, Jeanette E; Sarkar, Gobinda; Ballman, Karla V; Reid, Joel M; Jenkins, Robert B; Verhaak, Roeland G; Sulman, Erik P; Kitange, Gaspar J; Sarkaria, Jann N
BACKGROUND:Sensitizing effects of poly-ADP-ribose polymerase inhibitors have been studied in several preclinical models, but a clear understanding of predictive biomarkers is lacking. In this study, in vivo efficacy of veliparib combined with temozolomide (TMZ) was evaluated in a large panel of glioblastoma multiforme (GBM) patient-derived xenografts (PDX) and potential biomarkers were analyzed. METHODS:The efficacy of TMZ alone vs TMZ/veliparib was compared in a panel of 28 GBM PDX lines grown as orthotopic xenografts (8-10 mice per group); all tests of statistical significance were two-sided. DNA damage was analyzed by γH2AX immunostaining and promoter methylation of DNA repair gene O6-methylguanine-DNA-methyltransferase (MGMT) by Clinical Laboratory Improvement Amendments-approved methylation-specific polymerase chain reaction. RESULTS:The combination of TMZ/veliparib statistically significantly extended survival of GBM models (P < .05 by log-rank) compared with TMZ alone in five of 20 MGMT-hypermethylated lines (average extension in median survival = 87 days, range = 20-150 days), while the combination was ineffective in six MGMT-unmethylated lines. In the MGMT promoter-hypermethylated GBM12 line (median survival with TMZ+veliparib = 189 days, 95% confidence interval [CI] = 59 to 289 days, vs TMZ alone = 98 days, 95% CI = 49 to 210 days, P = .04), the profound TMZ-sensitizing effect of veliparib was lost when MGMT was overexpressed (median survival with TMZ+veliparib = 36 days, 95% CI = 28 to 38 days, vs TMZ alone = 35 days, 95% CI = 32 to 37 days, P = .87), and a similar association was observed in two nearly isogenic GBM28 sublines with an intact vs deleted MGMT locus. In comparing DNA damage signaling after dosing with veliparib/TMZ or TMZ alone, increased phosphorylation of damage-responsive proteins (KAP1, Chk1, Chk2, and H2AX) was observed only in MGMT promoter-hypermethylated lines. CONCLUSION/CONCLUSIONS:Veliparib statistically significantly enhances (P < .001) the efficacy of TMZ in tumors with MGMT promoter hypermethylation. Based on these data, MGMT promoter hypermethylation is being used as an eligibility criterion for A071102 (NCT02152982), the phase II/III clinical trial evaluating TMZ/veliparib combination in patients with GBM.
PMCID:4862419
PMID: 26615020
ISSN: 1460-2105
CID: 3047962
Serine/Threonine Kinase MLK4 Determines Mesenchymal Identity in Glioma Stem Cells in an NF-κB-dependent Manner
Kim, Sung-Hak; Ezhilarasan, Ravesanker; Phillips, Emma; Gallego-Perez, Daniel; Sparks, Amanda; Taylor, David; Ladner, Katherine; Furuta, Takuya; Sabit, Hemragul; Chhipa, Rishi; Cho, Ju Hwan; Mohyeldin, Ahmed; Beck, Samuel; Kurozumi, Kazuhiko; Kuroiwa, Toshihiko; Iwata, Ryoichi; Asai, Akio; Kim, Jonghwan; Sulman, Erik P; Cheng, Shi-Yuan; Lee, L James; Nakada, Mitsutoshi; Guttridge, Denis; DasGupta, Biplab; Goidts, Violaine; Bhat, Krishna P; Nakano, Ichiro
Activation of nuclear factor κB (NF-κB) induces mesenchymal (MES) transdifferentiation and radioresistance in glioma stem cells (GSCs), but molecular mechanisms for NF-κB activation in GSCs are currently unknown. Here, we report that mixed lineage kinase 4 (MLK4) is overexpressed in MES but not proneural (PN) GSCs. Silencing MLK4 suppresses self-renewal, motility, tumorigenesis, and radioresistance of MES GSCs via a loss of the MES signature. MLK4 binds and phosphorylates the NF-κB regulator IKKα, leading to activation of NF-κB signaling in GSCs. MLK4 expression is inversely correlated with patient prognosis in MES, but not PN high-grade gliomas. Collectively, our results uncover MLK4 as an upstream regulator of NF-κB signaling and a potential molecular target for the MES subtype of glioblastomas.
PMCID:4837946
PMID: 26859459
ISSN: 1878-3686
CID: 3047982
Polymorphisms risk modeling for vascular toxicity in patients with glioblastoma treated on NRG Oncology/RTOG 0825. [Meeting Abstract]
Zhou, Renke; Scheurer, Michael E.; Gilbert, Mark R.; Bondy, Melissa; Sulman, Erik P.; Yuan, Ying; Liu, Yanhong; Vera, Elizabeth; Wendland, Merideth M.; Brachman, David; Bearden, James; McGovern, Susan Lynne; Wilson, Steven S.; Judy, Kevin D.; Robins, H. Ian; Hunter, Grant Kirton; Pugh, Stephanie L.; Armstrong, Terri S.
ISI:000404665403037
ISSN: 0732-183x
CID: 3048432