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High-throughput automated single-cell imaging analysis reveals dynamics of glioblastoma stem cell population during state transition
Chumakova, Anastasia P; Hitomi, Masahiro; Sulman, Erik P; Lathia, Justin D
Cancer stem cells (CSCs) are a heterogeneous and dynamic self-renewing population that stands at the top of tumor cellular hierarchy and contribute to tumor recurrence and therapeutic resistance. As methods of CSC isolation and functional interrogation advance, there is a need for a reliable and accessible quantitative approach to assess heterogeneity and state transition dynamics in CSCs. We developed a high-throughput automated single cell imaging analysis (HASCIA) approach for the quantitative assessment of protein expression with single-cell resolution and applied the method to investigate spatiotemporal factors that influence CSC state transition using glioblastoma (GBM) CSCs (GSCs) as a model system. We were able to validate the quantitative nature of this approach through comparison of the protein expression levels determined by HASCIA to those determined by immunoblotting. A virtue of HASCIA was exemplified by detection of a subpopulation of SOX2-low cells, which expanded in fraction size during state transition. HASCIA also revealed that GSCs were committed to loose stem cell state at an earlier time point than the average SOX2 level decreased. Functional assessment of stem cell frequency in combination with the quantification of SOX2 expression by HASCIA defined a stable cutoff of SOX2 expression level for stem cell state. We also developed an approach to assess local cell density and found that denser monolayer areas possess higher average levels of SOX2, higher cell diversity, and a presence of a sub-population of slowly proliferating SOX2-low GSCs. HASCIA is an open source software that facilitates understanding the dynamics of heterogeneous cell population such as that of GSCs and their progeny. It is a powerful and easy-to-use image analysis and statistical analysis tool available at https://hascia.lerner.ccf.org. © 2019 International Society for Advancement of Cytometry.
PMID: 30729665
ISSN: 1552-4930
CID: 3684252
ATRX protein loss and deregulation of PI3K/AKT pathway is frequent in pilocytic astrocytoma with anaplastic features
Olar, Adriana; Tran, Diep; Mehta, Vidya P; Reinhardt, Annekathrin; Manekia, Jawad H; Garnovskaya, Maria; Ellezam, Benjamin; Luthra, Rajyalakshmi; Sulman, Erik P; Mohila, Carrie A; Campbell, Gerald A; Powell, Suzanne Z; Fuller, Gregory N; Aldape, Kenneth D; Adesina, Adekunle M
INTRODUCTION/BACKGROUND:Pilocytic astrocytoma (PA) with anaplastic features (PAAF) is a rare entity associated with decreased survival. It is characterized by hypercellularity, atypia, brisk mitotic activity, variable necrosis, and association with a classic PA component or anaplastic transformation in a recurrent tumor with a previously-documented classic PA. MATERIALS AND METHODS/METHODS:, 6q23, p16(Ink4a) by sequencing, FISH, and immunohistochemistry. RESULTS:/6q23 deletion. CONCLUSION/CONCLUSIONS:alteration as well as dysregulation of the PI3K/AKT pathway and, less often, of the MAPK/ERK pathway in PAAF.
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PMID: 30499772
ISSN: 0722-5091
CID: 3629602
G-quadruplex DNA drives genomic instability and represents a targetable molecular abnormality in ATRX-deficient malignant glioma
Wang, Yuxiang; Yang, Jie; Wild, Aaron T; Wu, Wei H; Shah, Rachna; Danussi, Carla; Riggins, Gregory J; Kannan, Kasthuri; Sulman, Erik P; Chan, Timothy A; Huse, Jason T
Mutational inactivation of ATRX (α-thalassemia mental retardation X-linked) represents a defining molecular alteration in large subsets of malignant glioma. Yet the pathogenic consequences of ATRX deficiency remain unclear, as do tractable mechanisms for its therapeutic targeting. Here we report that ATRX loss in isogenic glioma model systems induces replication stress and DNA damage by way of G-quadruplex (G4) DNA secondary structure. Moreover, these effects are associated with the acquisition of disease-relevant copy number alterations over time. We then demonstrate, both in vitro and in vivo, that ATRX deficiency selectively enhances DNA damage and cell death following chemical G4 stabilization. Finally, we show that G4 stabilization synergizes with other DNA-damaging therapies, including ionizing radiation, in the ATRX-deficient context. Our findings reveal novel pathogenic mechanisms driven by ATRX deficiency in glioma, while also pointing to tangible strategies for drug development.
PMCID:6391399
PMID: 30808951
ISSN: 2041-1723
CID: 3698402
Cell surface Notch ligand DLL3 is a therapeutic target in isocitrate dehydrogenase mutant glioma
Spino, Marissa; Kurz, Sylvia C; Chiriboga, Luis; Serrano, Jonathan; Zeck, Briana; Sen, Namita; Patel, Seema; Shen, Guomiao; Vasudevaraja, Varshini; Tsirigos, Aristotelis; Suryadevara, Carter M; Frenster, Joshua D; Tateishi, Kensuke; Wakimoto, Hiroaki; Jain, Rajan; Riina, Howard A; Nicolaides, Theodore; Sulman, Erik P; Cahill, Daniel P; Golfinos, John G; Isse, Kumiko; Saunders, Laura R; Zagzag, David; Placantonakis, Dimitris G; Snuderl, Matija; Chi, Andrew S
PURPOSE/OBJECTIVE:Isocitrate dehydrogenase (IDH) mutant gliomas are a distinct glioma molecular subtype for which no effective molecularly-directed therapy exists. Low-grade gliomas, which are 80-90% IDH mutant, have high RNA levels of the cell surface Notch ligand DLL3. We sought to determine DLL3 expression by immunohistochemistry in glioma molecular subtypes and the potential efficacy of an anti-DLL3 antibody drug conjugate (ADC), rovalpituzumab tesirine (Rova-T), in IDH mutant glioma. EXPERIMENTAL DESIGN/METHODS:We evaluated DLL3 expression by RNA using TCGA data and by immunohistochemistry in a discovery set of 63 gliomas and 20 non-tumor brain tissues and a validation set of 62 known IDH wildtype and mutant gliomas using a monoclonal anti-DLL3 antibody. Genotype was determined using a DNA methylation array classifier or by sequencing. The effect of Rova-T on patient-derived endogenous IDH mutant glioma tumorspheres was determined by cell viability assay. RESULTS:Compared to IDH wildtype glioblastoma, IDH mutant gliomas have significantly higher DLL3 RNA (P<1x10-15) and protein by immunohistochemistry (P=0.0014 and P<4.3x10-6 in the discovery and validation set, respectively). DLL3 immunostaining was intense and homogeneous in IDH mutant gliomas, retained in all recurrent tumors, and detected in only 1 of 20 non-tumor brains. Patient-derived IDH mutant glioma tumorspheres overexpressed DLL3 and were potently sensitive to Rova-T in an antigen-dependent manner. CONCLUSIONS:DLL3 is selectively and homogeneously expressed in IDH mutant gliomas and can be targeted with Rova-T in patient-derived IDH mutant glioma tumorspheres. Our findings are potentially immediately translatable and have implications for therapeutic strategies that exploit cell surface tumor-associated antigens.
PMID: 30397180
ISSN: 1078-0432
CID: 3455762
Phenotypic Plasticity of Invasive Edge Glioma Stem-like Cells in Response to Ionizing Radiation
Minata, Mutsuko; Audia, Alessandra; Shi, Junfeng; Lu, Songjian; Bernstock, Joshua; Pavlyukov, Marat S; Das, Arvid; Kim, Sung-Hak; Shin, Yong Jae; Lee, Yeri; Koo, Harim; Snigdha, Kirti; Waghmare, Indrayani; Guo, Xing; Mohyeldin, Ahmed; Gallego-Perez, Daniel; Wang, Jia; Chen, Dongquan; Cheng, Peng; Mukheef, Farah; Contreras, Minerva; Reyes, Joel F; Vaillant, Brian; Sulman, Erik P; Cheng, Shi-Yuan; Markert, James M; Tannous, Bakhos A; Lu, Xinghua; Kango-Singh, Madhuri; Lee, L James; Nam, Do-Hyun; Nakano, Ichiro; Bhat, Krishna P
Unresectable glioblastoma (GBM) cells in the invading tumor edge can act as seeds for recurrence. The molecular and phenotypic properties of these cells remain elusive. Here, we report that the invading edge and tumor core have two distinct types of glioma stem-like cells (GSCs) that resemble proneural (PN) and mesenchymal (MES) subtypes, respectively. Upon exposure to ionizing radiation (IR), GSCs, initially enriched for a CD133+ PN signature, transition to a CD109+ MES subtype in a C/EBP-β-dependent manner. Our gene expression analysis of paired cohorts of patients with primary and recurrent GBMs identified a CD133-to-CD109 shift in tumors with an MES recurrence. Patient-derived CD133-/CD109+ cells are highly enriched with clonogenic, tumor-initiating, and radiation-resistant properties, and silencing CD109 significantly inhibits these phenotypes. We also report a conserved regulation of YAP/TAZ pathways by CD109 that could be a therapeutic target in GBM.
PMID: 30759398
ISSN: 2211-1247
CID: 3684972
A PET Radiomics Model to Predict Refractory Mediastinal Hodgkin Lymphoma
Milgrom, Sarah A; Elhalawani, Hesham; Lee, Joonsang; Wang, Qianghu; Mohamed, Abdallah S R; Dabaja, Bouthaina S; Pinnix, Chelsea C; Gunther, Jillian R; Court, Laurence; Rao, Arvind; Fuller, Clifton D; Akhtari, Mani; Aristophanous, Michalis; Mawlawi, Osama; Chuang, Hubert H; Sulman, Erik P; Lee, Hun J; Hagemeister, Frederick B; Oki, Yasuhiro; Fanale, Michelle; Smith, Grace L
First-order radiomic features, such as metabolic tumor volume (MTV) and total lesion glycolysis (TLG), are associated with disease progression in early-stage classical Hodgkin lymphoma (HL). We hypothesized that a model incorporating first- and second-order radiomic features would more accurately predict outcome than MTV or TLG alone. We assessed whether radiomic features extracted from baseline PET scans predicted relapsed or refractory disease status in a cohort of 251 patients with stage I-II HL who were managed at a tertiary cancer center. Models were developed and tested using a machine-learning algorithm. Features extracted from mediastinal sites were highly predictive of primary refractory disease. A model incorporating 5 of the most predictive features had an area under the curve (AUC) of 95.2% and total error rate of 1.8%. By comparison, the AUC was 78% for both MTV and TLG and was 65% for maximum standardize uptake value (SUVmax). Furthermore, among the patients with refractory mediastinal disease, our model distinguished those who were successfully salvaged from those who ultimately died of HL. We conclude that our PET radiomic model may improve upfront stratification of early-stage HL patients with mediastinal disease and thus contribute to risk-adapted, individualized management.
PMCID:6361903
PMID: 30718585
ISSN: 2045-2322
CID: 3684062
Phase 1 lead-in to a phase 2 factorial study of temozolomide plus memantine, mefloquine, and metformin as postradiation adjuvant therapy for newly diagnosed glioblastoma
Maraka, Stefania; Groves, Morris D; Mammoser, Aaron G; Melguizo-Gavilanes, Isaac; Conrad, Charles A; Tremont-Lukats, Ivo W; Loghin, Monica E; O'Brien, Barbara J; Puduvalli, Vinay K; Sulman, Erik P; Hess, Kenneth R; Aldape, Kenneth D; Gilbert, Mark R; de Groot, John F; Alfred Yung, W K; Penas-Prado, Marta
BACKGROUND:Repurposed memantine, mefloquine, and metformin have putative anticancer activity. The objective of this phase 1 study was to determine the maximum tolerated doses (MTDs) of combinations of these agents with temozolomide (TMZ). METHODS:Adults with newly diagnosed glioblastoma who completed chemoradiation were eligible. The patients were assigned to receive doublet, triplet, or quadruplet therapy with TMZ combined with mefloquine, memantine, and/or metformin. Dose-limiting toxicities (DLTs) were determined, using a 3 + 3 study design. RESULTS:Of 85 enrolled patients, 4 did not complete cycle 1 (the DLT observation period) for nontoxicity reasons, and 81 were evaluable for DLT. The MTDs for doublet therapy were memantine 20 mg twice daily, mefloquine 250 mg 3 times weekly, and metformin 850 mg twice daily. For triplet therapy, the MTDs were memantine 10 mg twice daily, mefloquine 250 mg 3 times weekly, and metformin 850 mg twice daily. For quadruplet therapy, the MTDs were memantine 10 mg twice daily, mefloquine 250 mg 3 times weekly, and metformin 500 mg twice daily. DLTs included dizziness (memantine) and gastrointestinal effects (metformin). Lymphopenia was the most common adverse event (66%). From study entry, the median survival was 21 months, and the 2-year survival rate was 43%. CONCLUSIONS:Memantine, mefloquine, and metformin can be combined safely with TMZ in patients with newly diagnosed glioblastoma.
PMID: 30359477
ISSN: 1097-0142
CID: 3385152
Differences in patterns of care and outcomes between grade II and grade III molecularly defined 1p19q co-deleted gliomas
Yeboa, Debra Nana; Yu, James B; Liao, Eric; Huse, Jason; Penas-Prado, Marta; Kann, Benjamin H; Sulman, Erik; Grosshans, David; Contessa, Joseph
Molecular markers are redefining classification of lower grade gliomas and ushering in a paradigm shift in their management. Our objective was to evaluate the differences in pattern of care and outcome by comparing grade II and grade III molecularly defined 1p19q co-deleted gliomas. We evaluated 1618 patients in the National Cancer Database diagnosed with 1p19q co-deleted gliomas from 2010 through 2014 and treated with surgery followed by radiation therapy (RT), chemotherapy (CT), or combined-modality therapy. Differences in patterns of care included that fifty-one percent of grade II tumors received surgery alone, whereas most patients with grade III tumors (86%) received surgery or biopsy followed by a form of post-operative therapy (p < 0.001). In a propensity score matched cohort, the Cox multivariable proportional hazards model with frailty testing identified significant covariates were age, comorbidity, histology and grade. Outcomes were different in overall survival even after adjusting for treatment received. The hazard for death for grade III 1p19q co-deleted gliomas was about 3.6 times higher ([HR] 3.69, 95% confidence interval [CI] 2.03-6.68, p < 0.001) than grade II 1p19q gliomas. Oligodendroglioma histology was associated with a lower likelihood of death (HR 0.40, 95% CI 0.23-0.70, p < 0.001). Our study is among the largest series to report on 1p19q co-deleted gliomas, which would otherwise require decades to acquire outside of large databases.
PMCID:6329703
PMID: 30656222
ISSN: 2405-6308
CID: 3629622
MIR93 (microRNA -93) regulates tumorigenicity and therapy response of glioblastoma by targeting autophagy
Huang, Tianzhi; Wan, Xuechao; Alvarez, Angel A; James, C David; Song, Xiao; Yang, Yongyong; Sastry, Namratha; Nakano, Ichiro; Sulman, Erik P; Hu, Bo; Cheng, Shi-Yuan
Macroautophagy/autophagy is a natural intracellular process that maintains cellular homeostasis and protects cells from death under stress conditions. Autophagy sustains tumor survival and growth when induced by common cancer treatments, including IR and cytotoxic chemotherapy, thereby contributing to therapeutic resistance of tumors. In this study, we report that the expression of MIR93, noted in two clinically relevant tumor subtypes of GBM, influenced GSC phenotype as well as tumor response to therapy through its effects on autophagy. Our mechanistic studies revealed that MIR93 regulated autophagic activities in GSCs through simultaneous inhibition of multiple autophagy regulators, including BECN1/Beclin 1, ATG5, ATG4B, and SQSTM1/p62. Moreover, two first-line treatments for GBM, IR and temozolomide (TMZ), as well as rapamycin (Rap), the prototypic MTOR inhibitor, decreased MIR93 expression that, in turn, stimulated autophagic processes in GSCs. Inhibition of autophagy by ectopic MIR93 expression, or via autophagy inhibitors NSC (an ATG4B inhibitor) and CQ, enhanced the activity of IR and TMZ against GSCs. Collectively, our findings reveal a key role for MIR93 in the regulation of autophagy and suggest a combination treatment strategy involving the inhibition of autophagy while administering cytotoxic therapy. Abbreviations: ACTB: actin beta; ATG4B: autophagy related 4B cysteine peptidase; ATG5: autophagy related 5; BECN1: beclin 1; CL: classical; CQ: chloroquine diphosphate; CSCs: cancer stem cells; GBM: glioblastoma; GSCs: glioma stem-like cells; HEK: human embryonic kidney; IB: immunoblotting; IF: immunofluorescent staining; IR: irradiation; MAP1LC3/LC3: microtubule associated protein 1 light chain 3; MES: mesenchymal; MIR93: microRNA 93; MIRC: a control miRNA; miRNA/miR: microRNA; MTOR: mechanistic target of rapamycin kinase; NSC: NSC185085; PN: proneural; qRT-PCR: quantitative reverse transcription-polymerase chain reaction; Rap: rapamycin; SQSTM1/p62: sequestosome 1; TCGA: the cancer genome atlas; TMZ: temozolomide; WT: wild type; ZIP93: lentiviral miRZIP targeting MIR93; ZIPC: lentiviral miRZip targeting control miRNA.
PMID: 30654687
ISSN: 1554-8635
CID: 3629612
ATRX Mutant Glioblastoma Stem Cell (GSC) Lines with the Alternative Lengthening of Telomeres Phenotype Display Sensitivity to G-Quadruplex Stabilization [Meeting Abstract]
Farooqi, A.; Dharmiah, S.; Alvarez, C.; Yang, J.; Sharin, V.; Danussi, C.; Irwin, D.; Ezhilarasan, R.; Sulman, E. P.; Huse, J.
ISI:000485671500221
ISSN: 0360-3016
CID: 4111932