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1.
Cell Rep ; 37(3): 109873, 2021 10 19.
Article in English | MEDLINE | ID: mdl-34686327

ABSTRACT

Long non-coding RNAs (lncRNAs) are increasingly recognized as functional units in cancer and powerful biomarkers; however, most remain uncharacterized. Here, we analyze 5,592 prognostic lncRNAs in 9,446 cancers of 30 types using machine learning. We identify 166 lncRNAs whose expression correlates with survival and improves the accuracy of common clinical variables, molecular features, and cancer subtypes. Prognostic lncRNAs are often characterized by switch-like expression patterns. In low-grade gliomas, HOXA10-AS activation is a robust marker of poor prognosis that complements IDH1/2 mutations, as validated in another retrospective cohort, and correlates with developmental pathways in tumor transcriptomes. Loss- and gain-of-function studies in patient-derived glioma cells, organoids, and xenograft models identify HOXA10-AS as a potent onco-lncRNA that regulates cell proliferation, contact inhibition, invasion, Hippo signaling, and mitotic and neuro-developmental pathways. Our study underscores the pan-cancer potential of the non-coding transcriptome for identifying biomarkers and regulators of cancer progression.


Subject(s)
Biomarkers, Tumor/metabolism , Brain Neoplasms/metabolism , Gene Expression Profiling , Glioma/metabolism , RNA, Long Noncoding/metabolism , Transcriptome , Animals , Biomarkers, Tumor/genetics , Brain Neoplasms/genetics , Brain Neoplasms/pathology , Cell Line, Tumor , Cell Movement , Cell Proliferation , Databases, Genetic , Gene Expression Regulation, Neoplastic , Glioma/genetics , Glioma/pathology , Humans , Isocitrate Dehydrogenase/genetics , Isocitrate Dehydrogenase/metabolism , Machine Learning , Mice, Inbred NOD , Mice, SCID , Mutation , Neoplasm Invasiveness , Predictive Value of Tests , Prognosis , RNA, Long Noncoding/genetics , Reproducibility of Results , Signal Transduction
2.
Nat Commun ; 12(1): 979, 2021 02 12.
Article in English | MEDLINE | ID: mdl-33579912

ABSTRACT

Glioblastoma (GBM) is a deadly cancer in which cancer stem cells (CSCs) sustain tumor growth and contribute to therapeutic resistance. Protein arginine methyltransferase 5 (PRMT5) has recently emerged as a promising target in GBM. Using two orthogonal-acting inhibitors of PRMT5 (GSK591 or LLY-283), we show that pharmacological inhibition of PRMT5 suppresses the growth of a cohort of 46 patient-derived GBM stem cell cultures, with the proneural subtype showing greater sensitivity. We show that PRMT5 inhibition causes widespread disruption of splicing across the transcriptome, particularly affecting cell cycle gene products. We identify a GBM splicing signature that correlates with the degree of response to PRMT5 inhibition. Importantly, we demonstrate that LLY-283 is brain-penetrant and significantly prolongs the survival of mice with orthotopic patient-derived xenografts. Collectively, our findings provide a rationale for the clinical development of brain penetrant PRMT5 inhibitors as treatment for GBM.


Subject(s)
Antineoplastic Agents/pharmacology , Brain Neoplasms/metabolism , Glioblastoma/metabolism , Protein-Arginine N-Methyltransferases/metabolism , Animals , Apoptosis , Brain Neoplasms/drug therapy , Brain Neoplasms/genetics , Brain Neoplasms/pathology , Cell Cycle , Cell Line, Tumor , Cell Proliferation/drug effects , Drug Discovery , Epigenomics , Female , Gene Expression Regulation, Neoplastic , Glioblastoma/drug therapy , Glioblastoma/genetics , Glioblastoma/pathology , Humans , Mice , Neoplastic Stem Cells/metabolism , Protein-Arginine N-Methyltransferases/drug effects , Protein-Arginine N-Methyltransferases/genetics , RNA Splicing , Xenograft Model Antitumor Assays
3.
Elife ; 102021 01 11.
Article in English | MEDLINE | ID: mdl-33427645

ABSTRACT

Chromatin accessibility discriminates stem from mature cell populations, enabling the identification of primitive stem-like cells in primary tumors, such as glioblastoma (GBM) where self-renewing cells driving cancer progression and recurrence are prime targets for therapeutic intervention. We show, using single-cell chromatin accessibility, that primary human GBMs harbor a heterogeneous self-renewing population whose diversity is captured in patient-derived glioblastoma stem cells (GSCs). In-depth characterization of chromatin accessibility in GSCs identifies three GSC states: Reactive, Constructive, and Invasive, each governed by uniquely essential transcription factors and present within GBMs in varying proportions. Orthotopic xenografts reveal that GSC states associate with survival, and identify an invasive GSC signature predictive of low patient survival, in line with the higher invasive properties of Invasive state GSCs compared to Reactive and Constructive GSCs as shown by in vitro and in vivo assays. Our chromatin-driven characterization of GSC states improves prognostic precision and identifies dependencies to guide combination therapies.


Subject(s)
Cell Self Renewal , Chromatin/metabolism , Glioblastoma/secondary , Neoplastic Stem Cells/physiology , Cell Line, Tumor , Female , Humans , Male , Single-Cell Analysis
4.
Nat Cancer ; 2(2): 157-173, 2021 02.
Article in English | MEDLINE | ID: mdl-35122077

ABSTRACT

Glioblastomas harbor diverse cell populations, including rare glioblastoma stem cells (GSCs) that drive tumorigenesis. To characterize functional diversity within this population, we performed single-cell RNA sequencing on >69,000 GSCs cultured from the tumors of 26 patients. We observed a high degree of inter- and intra-GSC transcriptional heterogeneity that could not be fully explained by DNA somatic alterations. Instead, we found that GSCs mapped along a transcriptional gradient spanning two cellular states reminiscent of normal neural development and inflammatory wound response. Genome-wide CRISPR-Cas9 dropout screens independently recapitulated this observation, with each state characterized by unique essential genes. Further single-cell RNA sequencing of >56,000 malignant cells from primary tumors found that the majority organize along an orthogonal astrocyte maturation gradient yet retain expression of founder GSC transcriptional programs. We propose that glioblastomas grow out of a fundamental GSC-based neural wound response transcriptional program, which is a promising target for new therapy development.


Subject(s)
Brain Neoplasms , Glioblastoma , Brain Neoplasms/genetics , Carcinogenesis/genetics , Glioblastoma/genetics , Humans , Neoplastic Stem Cells/metabolism
5.
Cell ; 181(6): 1329-1345.e24, 2020 06 11.
Article in English | MEDLINE | ID: mdl-32445698

ABSTRACT

Posterior fossa A (PFA) ependymomas are lethal malignancies of the hindbrain in infants and toddlers. Lacking highly recurrent somatic mutations, PFA ependymomas are proposed to be epigenetically driven tumors for which model systems are lacking. Here we demonstrate that PFA ependymomas are maintained under hypoxia, associated with restricted availability of specific metabolites to diminish histone methylation, and increase histone demethylation and acetylation at histone 3 lysine 27 (H3K27). PFA ependymomas initiate from a cell lineage in the first trimester of human development that resides in restricted oxygen. Unlike other ependymomas, transient exposure of PFA cells to ambient oxygen induces irreversible cellular toxicity. PFA tumors exhibit a low basal level of H3K27me3, and, paradoxically, inhibition of H3K27 methylation specifically disrupts PFA tumor growth. Targeting metabolism and/or the epigenome presents a unique opportunity for rational therapy for infants with PFA ependymoma.


Subject(s)
Ependymoma/genetics , Ependymoma/metabolism , Epigenome/genetics , Infratentorial Neoplasms/genetics , Infratentorial Neoplasms/metabolism , Animals , Brain Neoplasms/genetics , Brain Neoplasms/metabolism , Cell Line , Cell Proliferation/genetics , DNA Methylation/genetics , Epigenomics/methods , Histones/genetics , Histones/metabolism , Humans , Infant , Lysine/genetics , Lysine/metabolism , Male , Mice, Inbred C57BL , Mutation/genetics
6.
Genome Res ; 29(8): 1211-1222, 2019 08.
Article in English | MEDLINE | ID: mdl-31249064

ABSTRACT

We investigated the role of 3D genome architecture in instructing functional properties of glioblastoma stem cells (GSCs) by generating sub-5-kb resolution 3D genome maps by in situ Hi-C. Contact maps at sub-5-kb resolution allow identification of individual DNA loops, domain organization, and large-scale genome compartmentalization. We observed differences in looping architectures among GSCs from different patients, suggesting that 3D genome architecture is a further layer of inter-patient heterogeneity for glioblastoma. Integration of DNA contact maps with chromatin and transcriptional profiles identified specific mechanisms of gene regulation, including the convergence of multiple super enhancers to individual stemness genes within individual cells. We show that the number of loops contacting a gene correlates with elevated transcription. These results indicate that stemness genes are hubs of interaction between multiple regulatory regions, likely to ensure their sustained expression. Regions of open chromatin common among the GSCs tested were poised for expression of immune-related genes, including CD276 We demonstrate that this gene is co-expressed with stemness genes in GSCs and that CD276 can be targeted with an antibody-drug conjugate to eliminate self-renewing cells. Our results demonstrate that integrated structural genomics data sets can be employed to rationally identify therapeutic vulnerabilities in self-renewing cells.


Subject(s)
Brain Neoplasms/genetics , Chromatin/ultrastructure , Chromosome Mapping/methods , Gene Expression Regulation, Neoplastic , Glioblastoma/genetics , Neoplasm Proteins/genetics , B7 Antigens/antagonists & inhibitors , B7 Antigens/genetics , B7 Antigens/metabolism , Brain Neoplasms/metabolism , Brain Neoplasms/pathology , Cell Proliferation , Chromatin/chemistry , Enhancer Elements, Genetic , Gene Expression Profiling , Genetic Heterogeneity , Genome, Human , Genomics/methods , Glioblastoma/metabolism , Glioblastoma/pathology , Humans , Molecular Targeted Therapy , Neoplasm Proteins/classification , Neoplasm Proteins/metabolism , Neoplastic Stem Cells/metabolism , Neoplastic Stem Cells/pathology , Primary Cell Culture , RNA, Small Interfering/genetics , RNA, Small Interfering/metabolism , Transcription, Genetic
7.
Cell Rep ; 27(3): 971-986.e9, 2019 04 16.
Article in English | MEDLINE | ID: mdl-30995489

ABSTRACT

Glioblastoma therapies have remained elusive due to limitations in understanding mechanisms of growth and survival of the tumorigenic population. Using CRISPR-Cas9 approaches in patient-derived GBM stem cells (GSCs) to interrogate function of the coding genome, we identify actionable pathways responsible for growth, which reveal the gene-essential circuitry of GBM stemness and proliferation. In particular, we characterize members of the SOX transcription factor family, SOCS3, USP8, and DOT1L, and protein ufmylation as important for GSC growth. Additionally, we reveal mechanisms of temozolomide resistance that could lead to combination strategies. By reaching beyond static genome analysis of bulk tumors, with a genome-wide functional approach, we reveal genetic dependencies within a broad range of biological processes to provide increased understanding of GBM growth and treatment resistance.


Subject(s)
Brain Neoplasms/pathology , CRISPR-Cas Systems/genetics , Gene Editing/methods , Glioblastoma/pathology , Neoplastic Stem Cells/metabolism , Temozolomide/pharmacology , Animals , Brain Neoplasms/drug therapy , Brain Neoplasms/mortality , Cell Line, Tumor , Cell Proliferation/drug effects , Drug Resistance, Neoplasm/genetics , Endopeptidases/genetics , Endopeptidases/metabolism , Endosomal Sorting Complexes Required for Transport/genetics , Endosomal Sorting Complexes Required for Transport/metabolism , Female , Gene Expression Regulation, Neoplastic/drug effects , Gene Library , Glioblastoma/drug therapy , Glioblastoma/mortality , Histone Methyltransferases/metabolism , Humans , Mice , Mice, SCID , Neoplastic Stem Cells/drug effects , Suppressor of Cytokine Signaling 3 Protein/genetics , Suppressor of Cytokine Signaling 3 Protein/metabolism , Survival Analysis , Temozolomide/therapeutic use , Ubiquitin Thiolesterase/genetics , Ubiquitin Thiolesterase/metabolism
8.
Cancer Res ; 79(9): 2111-2123, 2019 05 01.
Article in English | MEDLINE | ID: mdl-30877103

ABSTRACT

Pediatric glioblastoma (pGBM) is a lethal cancer with no effective therapies. To understand the mechanisms of tumor evolution in this cancer, we performed whole-genome sequencing with linked reads on longitudinally resected pGBM samples. Our analyses showed that all diagnostic and recurrent samples were collections of genetically diverse subclones. Clonal composition rapidly evolved at recurrence, with less than 8% of nonsynonymous single-nucleotide variants being shared in diagnostic-recurrent pairs. To track the origins of the mutational events observed in pGBM, we generated whole-genome datasets for two patients and their parents. These trios showed that genetic variants could be (i) somatic, (ii) inherited from a healthy parent, or (iii) de novo in the germlines of pGBM patients. Analysis of variant allele frequencies supported a model of tumor growth involving slow-cycling cancer stem cells that give rise to fast-proliferating progenitor-like cells and to nondividing cells. Interestingly, radiation and antimitotic chemotherapeutics did not increase overall tumor burden upon recurrence. These findings support an important role for slow-cycling stem cell populations in contributing to recurrences, because slow-cycling cell populations are expected to be less prone to genotoxic stress induced by these treatments and therefore would accumulate few mutations. Our results highlight the need for new targeted treatments that account for the complex functional hierarchies and genomic heterogeneity of pGBM. SIGNIFICANCE: This work challenges several assumptions regarding the genetic organization of pediatric GBM and highlights mutagenic programs that start during early prenatal development.Graphical Abstract: http://cancerres.aacrjournals.org/content/canres/79/9/2111/F1.large.jpg.


Subject(s)
Biomarkers, Tumor/genetics , Brain Neoplasms/genetics , Glioblastoma/genetics , Mutation , Neoplasm Recurrence, Local/genetics , Neoplastic Stem Cells/metabolism , Animals , Brain Neoplasms/pathology , Child , Gene Expression Profiling , Glioblastoma/pathology , Humans , Longitudinal Studies , Mice , Neoplasm Recurrence, Local/pathology , Neoplastic Stem Cells/pathology , Tumor Cells, Cultured , Whole Genome Sequencing , Xenograft Model Antitumor Assays
9.
Neuron ; 100(4): 799-815.e7, 2018 11 21.
Article in English | MEDLINE | ID: mdl-30344046

ABSTRACT

Alteration of tissue mechanical properties is a physical hallmark of solid tumors including gliomas. How tumor cells sense and regulate tissue mechanics is largely unknown. Here, we show that mechanosensitive ion channel Piezo regulates mitosis and tissue stiffness of Drosophila gliomas, but not non-transformed brains. PIEZO1 is overexpressed in aggressive human gliomas and its expression inversely correlates with patient survival. Deleting PIEZO1 suppresses the growth of glioblastoma stem cells, inhibits tumor development, and prolongs mouse survival. Focal mechanical force activates prominent PIEZO1-dependent currents from glioma cell processes, but not soma. PIEZO1 localizes at focal adhesions to activate integrin-FAK signaling, regulate extracellular matrix, and reinforce tissue stiffening. In turn, a stiffer mechanical microenvironment elevates PIEZO1 expression to promote glioma aggression. Therefore, glioma cells are mechanosensory in a PIEZO1-dependent manner, and targeting PIEZO1 represents a strategy to break the reciprocal, disease-aggravating feedforward circuit between tumor cell mechanotransduction and the aberrant tissue mechanics. VIDEO ABSTRACT.


Subject(s)
Brain Neoplasms/metabolism , Glioma/metabolism , Ion Channels/biosynthesis , Mechanotransduction, Cellular/physiology , Adult , Aged , Animals , Animals, Genetically Modified , Brain Neoplasms/genetics , Brain Neoplasms/pathology , Drosophila melanogaster , Female , Glioma/genetics , Glioma/pathology , Humans , Ion Channels/genetics , Male , Mice, Inbred NOD , Mice, SCID , Middle Aged , Neoplasm Invasiveness/genetics , Neoplasm Invasiveness/pathology , Tumor Microenvironment/physiology , Xenograft Model Antitumor Assays/methods
11.
Nature ; 549(7671): 227-232, 2017 09 14.
Article in English | MEDLINE | ID: mdl-28854171

ABSTRACT

Human glioblastomas harbour a subpopulation of glioblastoma stem cells that drive tumorigenesis. However, the origin of intratumoural functional heterogeneity between glioblastoma cells remains poorly understood. Here we study the clonal evolution of barcoded glioblastoma cells in an unbiased way following serial xenotransplantation to define their individual fate behaviours. Independent of an evolving mutational signature, we show that the growth of glioblastoma clones in vivo is consistent with a remarkably neutral process involving a conserved proliferative hierarchy rooted in glioblastoma stem cells. In this model, slow-cycling stem-like cells give rise to a more rapidly cycling progenitor population with extensive self-maintenance capacity, which in turn generates non-proliferative cells. We also identify rare 'outlier' clones that deviate from these dynamics, and further show that chemotherapy facilitates the expansion of pre-existing drug-resistant glioblastoma stem cells. Finally, we show that functionally distinct glioblastoma stem cells can be separately targeted using epigenetic compounds, suggesting new avenues for glioblastoma-targeted therapy.


Subject(s)
Cell Differentiation , Cell Lineage , Cell Tracking , Glioblastoma/pathology , Neoplastic Stem Cells/pathology , Animals , Cell Differentiation/drug effects , Cell Lineage/drug effects , Cell Proliferation , Clone Cells/drug effects , Clone Cells/pathology , Epigenesis, Genetic , Female , Glioblastoma/drug therapy , Heterografts , Humans , Mice , Neoplasm Invasiveness , Neoplasm Transplantation , Neoplastic Stem Cells/drug effects , Phenotype , Stochastic Processes
12.
Cell Stem Cell ; 21(2): 209-224.e7, 2017 08 03.
Article in English | MEDLINE | ID: mdl-28712938

ABSTRACT

Glioblastomas exhibit a hierarchical cellular organization, suggesting that they are driven by neoplastic stem cells that retain partial yet abnormal differentiation potential. Here, we show that a large subset of patient-derived glioblastoma stem cells (GSCs) express high levels of Achaete-scute homolog 1 (ASCL1), a proneural transcription factor involved in normal neurogenesis. ASCL1hi GSCs exhibit a latent capacity for terminal neuronal differentiation in response to inhibition of Notch signaling, whereas ASCL1lo GSCs do not. Increasing ASCL1 levels in ASCL1lo GSCs restores neuronal lineage potential, promotes terminal differentiation, and attenuates tumorigenicity. ASCL1 mediates these effects by functioning as a pioneer factor at closed chromatin, opening new sites to activate a neurogenic gene expression program. Directing GSCs toward terminal differentiation may provide therapeutic applications for a subset of GBM patients and strongly supports efforts to restore differentiation potential in GBM and other cancers.


Subject(s)
Basic Helix-Loop-Helix Transcription Factors/metabolism , Brain Neoplasms/pathology , Carcinogenesis/pathology , Cell Lineage , Chromatin/metabolism , Glioblastoma/pathology , Neurons/pathology , Base Sequence , Basic Helix-Loop-Helix Transcription Factors/genetics , Brain Neoplasms/genetics , Carcinogenesis/genetics , Cell Differentiation/genetics , Disease Progression , Enhancer Elements, Genetic/genetics , Gene Expression Regulation, Neoplastic , Glioblastoma/genetics , Humans , Neoplastic Stem Cells/metabolism , Neoplastic Stem Cells/pathology , Neurons/metabolism , Promoter Regions, Genetic/genetics , Protein Binding , Sequence Analysis, RNA , Up-Regulation/genetics
13.
Cancer Cell ; 28(6): 715-729, 2015 Dec 14.
Article in English | MEDLINE | ID: mdl-26626085

ABSTRACT

Mutations in the histone 3 variant H3.3 have been identified in one-third of pediatric glioblastomas (GBMs), but not in adult tumors. Here we show that H3.3 is a dynamic determinant of functional properties in adult GBM. H3.3 is repressed by mixed lineage leukemia 5 (MLL5) in self-renewing GBM cells. MLL5 is a global epigenetic repressor that orchestrates reorganization of chromatin structure by punctuating chromosomes with foci of compacted chromatin, favoring tumorigenic and self-renewing properties. Conversely, H3.3 antagonizes self-renewal and promotes differentiation. We exploited these epigenetic states to rationally identify two small molecules that effectively curb cancer stem cell properties in a preclinical model. Our work uncovers a role for MLL5 and H3.3 in maintaining self-renewal hierarchies in adult GBM.


Subject(s)
Brain Neoplasms/metabolism , Cell Self Renewal , Chromatin Assembly and Disassembly , DNA-Binding Proteins/metabolism , Glioblastoma/metabolism , Histones/metabolism , Neoplastic Stem Cells/metabolism , Adolescent , Adult , Animals , Antineoplastic Agents/pharmacology , Brain Neoplasms/drug therapy , Brain Neoplasms/genetics , Brain Neoplasms/mortality , Brain Neoplasms/pathology , Cell Differentiation , Cell Proliferation , Cell Self Renewal/drug effects , Child , Child, Preschool , Chromatin Assembly and Disassembly/drug effects , DNA Methylation , DNA-Binding Proteins/genetics , Drug Design , Epigenesis, Genetic , Gene Expression Profiling , Gene Expression Regulation, Neoplastic , Glioblastoma/drug therapy , Glioblastoma/genetics , Glioblastoma/mortality , Glioblastoma/pathology , Histones/genetics , Humans , Kaplan-Meier Estimate , Mice, Inbred NOD , Mice, SCID , Molecular Targeted Therapy , Mutation , Neoplastic Stem Cells/drug effects , Neoplastic Stem Cells/pathology , Prognosis , RNA Interference , Signal Transduction , Time Factors , Transfection , Tumor Cells, Cultured , Xenograft Model Antitumor Assays , Young Adult
14.
Appl Environ Microbiol ; 79(12): 3864-6, 2013 Jun.
Article in English | MEDLINE | ID: mdl-23563948

ABSTRACT

bla(SHV) genes from Escherichia coli and Salmonella enterica isolates from chicken (n = 19) and pork (n = 1) were identified as bla(SHV-2) (n = 5) or bla(SHV-2a) (n = 15). Eighteen were on plasmids of the incI1 (n = 15), incP (n = 2), and incFIB (n = 1) incompatibility groups. These plasmids were all transferable by conjugation between E. coli and S. enterica.


Subject(s)
Chickens/microbiology , Escherichia coli/enzymology , Plasmids/genetics , Salmonella enterica/enzymology , Swine/microbiology , beta-Lactamases/genetics , Animals , Base Sequence , Canada , Conjugation, Genetic , DNA Primers/genetics , Data Collection , Escherichia coli/genetics , Molecular Sequence Data , Polymerase Chain Reaction/veterinary , Restriction Mapping , Salmonella enterica/genetics , Sequence Analysis, DNA/veterinary
15.
Cancer Res ; 73(1): 417-27, 2013 Jan 01.
Article in English | MEDLINE | ID: mdl-23108137

ABSTRACT

Glioblastoma growth is driven by cancer cells that have stem cell properties, but molecular determinants of their tumorigenic behavior are poorly defined. In cancer, altered activity of the epigenetic modifiers Polycomb and Trithorax complexes may contribute to the neoplastic phenotype. Here, we provide the first mechanistic insights into the role of the Trithorax protein mixed lineage leukemia (MLL) in maintaining cancer stem cell characteristics in human glioblastoma. We found that MLL directly activates the Homeobox gene HOXA10. In turn, HOXA10 activates a downstream Homeobox network and other genes previously characterized for their role in tumorigenesis. The MLL-Homeobox axis we identified significantly contributes to the tumorigenic potential of glioblastoma stem cells. Our studies suggest a role for MLL in contributing to the epigenetic heterogeneity between tumor-initiating and non-tumor-initiating cells in glioblastoma.


Subject(s)
Genes, Homeobox/physiology , Glioblastoma/metabolism , Myeloid-Lymphoid Leukemia Protein/metabolism , Neoplastic Stem Cells/metabolism , Animals , Blotting, Western , Cell Line, Tumor , Chromatin Immunoprecipitation , Glioblastoma/genetics , Histone-Lysine N-Methyltransferase , Humans , Immunohistochemistry , Mice , Mice, Inbred NOD , Mice, SCID , Oligonucleotide Array Sequence Analysis , Real-Time Polymerase Chain Reaction
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