Single-cell RNA-seq reveals that glioblastoma recapitulates normal brain development

Summary Cancer stem cells are critical for cancer initiation, development, and resistance to treatments. Our understanding of these processes, and how they relate to glioblastoma heterogeneity, is limited. To overcome these limitations, we performed single-cell RNA-sequencing on 38 296 glioblastoma cells and 22 637 normal human fetal brain cells. Using an unbiased approach, we mapped the lineage hierarchy of the developing human brain and compared the transcriptome of each cancer cell to this roadmap. We discovered a conserved neural trilineage cancer hierarchy with glial progenitor-like cells at the apex. We also found that this progenitor population contains the majority of cancer’s cycling cells and is the origin of heterogeneity. Finally, we show that this hierarchal map can be used to identify therapeutic targets specific to progenitor cancer stem cells. Our analyses show that normal brain development reconciles glioblastoma development, unravels the origin of glioblastoma heterogeneity, and helps to identify cancer stem cell-specific targets.

[1]  Tracy T Batchelor,et al.  Developmental and oncogenic programs in H3K27M gliomas dissected by single-cell RNA-seq , 2018, Science.

[2]  Jie Qiao,et al.  A single-cell RNA-seq survey of the developmental landscape of the human prefrontal cortex , 2018, Nature.

[3]  K. Hunter,et al.  Genetic insights into the morass of metastatic heterogeneity , 2018, Nature Reviews Cancer.

[4]  A. Shaw,et al.  Tumour heterogeneity and resistance to cancer therapies , 2018, Nature Reviews Clinical Oncology.

[5]  Lin-Feng Chen,et al.  BRD4 regulates cellular senescence in gastric cancer cells via E2F/miR-106b/p21 axis , 2018, Cell Death & Disease.

[6]  Alex A. Pollen,et al.  Spatiotemporal gene expression trajectories reveal developmental hierarchies of the human cortex , 2017, Science.

[7]  P. De Camilli,et al.  A lentiviral system for efficient knockdown of proteins in neuronal cultures [version 1; referees: 2 approved] , 2017, MNI open research.

[8]  Richard A. Moore,et al.  Fate mapping of human glioblastoma reveals an invariant stem cell hierarchy , 2017, Nature.

[9]  A. Goldenberg,et al.  Intertumoral Heterogeneity within Medulloblastoma Subgroups. , 2017, Cancer cell.

[10]  Nicolai J. Birkbak,et al.  Tracking the Evolution of Non‐Small‐Cell Lung Cancer , 2017, The New England journal of medicine.

[11]  Steven J. M. Jones,et al.  Spatial heterogeneity in medulloblastoma , 2017, Nature Genetics.

[12]  J. Sampson,et al.  Prospect of rindopepimut in the treatment of glioblastoma , 2017, Expert opinion on biological therapy.

[13]  Mariella G. Filbin,et al.  Decoupling genetics, lineages, and microenvironment in IDH-mutant gliomas by single-cell RNA-seq , 2017, Science.

[14]  Mariella G. Filbin,et al.  Single-cell RNA-seq supports a developmental hierarchy in human oligodendroglioma , 2016, Nature.

[15]  Grace X. Y. Zheng,et al.  Massively parallel digital transcriptional profiling of single cells , 2016, Nature Communications.

[16]  G. Reifenberger,et al.  The 2016 World Health Organization Classification of Tumors of the Central Nervous System: a summary , 2016, Acta Neuropathologica.

[17]  Fabian J Theis,et al.  Diffusion pseudotime robustly reconstructs lineage branching , 2016, Nature Methods.

[18]  J. Mesirov,et al.  The Molecular Signatures Database Hallmark Gene Set Collection , 2015 .

[19]  E. Stanley,et al.  Simultaneous Reprogramming and Gene Correction of Patient Fibroblasts , 2015, Stem cell reports.

[20]  Alex A. Pollen,et al.  Molecular Identity of Human Outer Radial Glia during Cortical Development , 2015, Cell.

[21]  Fabian J. Theis,et al.  Diffusion maps for high-dimensional single-cell analysis of differentiation data , 2015, Bioinform..

[22]  Steven J. M. Jones,et al.  Precursor States of Brain Tumor Initiating Cell Lines Are Predictive of Survival in Xenografts and Associated with Glioblastoma Subtypes , 2015, Stem cell reports.

[23]  Allon M. Klein,et al.  Droplet Barcoding for Single-Cell Transcriptomics Applied to Embryonic Stem Cells , 2015, Cell.

[24]  Evan Z. Macosko,et al.  Highly Parallel Genome-wide Expression Profiling of Individual Cells Using Nanoliter Droplets , 2015, Cell.

[25]  K. Bhat,et al.  EZH2 Protects Glioma Stem Cells from Radiation-Induced Cell Death in a MELK/FOXM1-Dependent Manner , 2015, Stem cell reports.

[26]  P. Sears,et al.  Sperm-Associated Antigen 6 (SPAG6) Deficiency and Defects in Ciliogenesis and Cilia Function: Polarity, Density, and Beat , 2014, PloS one.

[27]  P. Le,et al.  DRR regulates AKT activation to drive brain cancer invasion , 2014, Oncogene.

[28]  Juan Carlos Fernández,et al.  Multiobjective evolutionary algorithms to identify highly autocorrelated areas: the case of spatial distribution in financially compromised farms , 2014, Ann. Oper. Res..

[29]  Gary D Bader,et al.  Single cell-derived clonal analysis of human glioblastoma links functional and genomic heterogeneity , 2015, Proceedings of the National Academy of Sciences.

[30]  Shawn M. Gillespie,et al.  Single-cell RNA-seq highlights intratumoral heterogeneity in primary glioblastoma , 2014, Science.

[31]  J. Minna,et al.  E2F Inhibition Synergizes with Paclitaxel in Lung Cancer Cell Lines , 2014, PloS one.

[32]  Steven J. M. Jones,et al.  Mutational Analysis Reveals the Origin and Therapy-Driven Evolution of Recurrent Glioma , 2014, Science.

[33]  S. Gygi,et al.  Identification of a Unique TGF-β Dependent Molecular and Functional Signature in Microglia , 2013, Nature Neuroscience.

[34]  Corbin E. Meacham,et al.  Tumour heterogeneity and cancer cell plasticity , 2013, Nature.

[35]  N. McGranahan,et al.  The causes and consequences of genetic heterogeneity in cancer evolution , 2013, Nature.

[36]  Se Hoon Kim,et al.  Mesenchymal differentiation mediated by NF-κB promotes radiation resistance in glioblastoma. , 2013, Cancer cell.

[37]  P. Low,et al.  Choroid plexus transcytosis and exosome shuttling deliver folate into brain parenchyma , 2013, Nature Communications.

[38]  P. Benos,et al.  Mesenchymal glioma stem cells are maintained by activated glycolytic metabolism involving aldehyde dehydrogenase 1A3 , 2013, Proceedings of the National Academy of Sciences.

[39]  W. Birchmeier,et al.  Wnt signaling in stem and cancer stem cells. , 2013, Current opinion in cell biology.

[40]  P. Séguéla,et al.  Dual effects of daily FTY720 on human astrocytes in vitro: relevance for neuroinflammation , 2013, Journal of Neuroinflammation.

[41]  Kaushal Joshi,et al.  MELK-Dependent FOXM1 Phosphorylation is Essential for Proliferation of Glioma Stem Cells , 2013, Stem cells.

[42]  Steffen Jung,et al.  Microglia, seen from the CX3CR1 angle , 2013, Front. Cell. Neurosci..

[43]  Tzong-Shiue Yu,et al.  A restricted cell population propagates glioblastoma growth following chemotherapy , 2012, Nature.

[44]  Matthew R Clutter,et al.  Single‐cell mass cytometry adapted to measurements of the cell cycle , 2012, Cytometry. Part A : the journal of the International Society for Analytical Cytology.

[45]  Mason A. Porter,et al.  Robust Detection of Dynamic Community Structure in Networks , 2012, Chaos.

[46]  W. Yung,et al.  FoxM1 promotes β-catenin nuclear localization and controls Wnt target-gene expression and glioma tumorigenesis. , 2011, Cancer cell.

[47]  R. McLendon,et al.  Direct In Vivo Evidence for Tumor Propagation by Glioblastoma Cancer Stem Cells , 2011, PloS one.

[48]  L. Luo,et al.  Mosaic Analysis with Double Markers Reveals Tumor Cell of Origin in Glioma , 2011, Cell.

[49]  Helga Thorvaldsdóttir,et al.  Molecular signatures database (MSigDB) 3.0 , 2011, Bioinform..

[50]  R. Ransohoff,et al.  CX3CR1 deficiency alters microglial activation and reduces beta-amyloid deposition in two Alzheimer's disease mouse models. , 2010, The American journal of pathology.

[51]  Olaf Sporns,et al.  Complex network measures of brain connectivity: Uses and interpretations , 2010, NeuroImage.

[52]  J. Wang,et al.  DRR drives brain cancer invasion by regulating cytoskeletal-focal adhesion dynamics , 2010, Oncogene.

[53]  M. Robinson,et al.  A scaling normalization method for differential expression analysis of RNA-seq data , 2010, Genome Biology.

[54]  S. Gabriel,et al.  Integrated genomic analysis identifies clinically relevant subtypes of glioblastoma characterized by abnormalities in PDGFRA, IDH1, EGFR, and NF1. , 2010, Cancer cell.

[55]  J. Pipas,et al.  E2F1-3 Switch from Activators in Progenitor Cells to Repressors in Differentiating Cells , 2009, Nature.

[56]  H. T. Ghashghaei,et al.  FoxJ1-dependent gene expression is required for differentiation of radial glia into ependymal cells and a subset of astrocytes in the postnatal brain , 2009, Development.

[57]  G. Reifenberger,et al.  Molecular predictors of progression-free and overall survival in patients with newly diagnosed glioblastoma: a prospective translational study of the German Glioma Network. , 2009, Journal of clinical oncology : official journal of the American Society of Clinical Oncology.

[58]  Joshua M. Korn,et al.  Comprehensive genomic characterization defines human glioblastoma genes and core pathways , 2008, Nature.

[59]  Mason A. Porter,et al.  Comparing Community Structure to Characteristics in Online Collegiate Social Networks , 2008, SIAM Rev..

[60]  W. Guida,et al.  A small-molecule E2F inhibitor blocks growth in a melanoma culture model. , 2008, Cancer research.

[61]  Jean-Loup Guillaume,et al.  Fast unfolding of communities in large networks , 2008, 0803.0476.

[62]  S. Kang,et al.  Tumorigenesis of chemotherapeutic drug-resistant cancer stem-like cells in brain glioma. , 2007, Stem cells and development.

[63]  B. Scheithauer,et al.  The 2007 WHO classification of tumours of the central nervous system , 2007, Acta Neuropathologica.

[64]  Mark W. Dewhirst,et al.  Glioma stem cells promote radioresistance by preferential activation of the DNA damage response , 2006, Nature.

[65]  K. Black,et al.  Analysis of gene expression and chemoresistance of CD133+ cancer stem cells in glioblastoma , 2006, Molecular Cancer.

[66]  Angelo L. Vescovi,et al.  Brain tumour stem cells , 2006, Nature Reviews Cancer.

[67]  Yuri Kotliarov,et al.  Tumor stem cells derived from glioblastomas cultured in bFGF and EGF more closely mirror the phenotype and genotype of primary tumors than do serum-cultured cell lines. , 2006, Cancer cell.

[68]  J. Reichardt,et al.  Statistical mechanics of community detection. , 2006, Physical review. E, Statistical, nonlinear, and soft matter physics.

[69]  Pablo Tamayo,et al.  Gene set enrichment analysis: A knowledge-based approach for interpreting genome-wide expression profiles , 2005, Proceedings of the National Academy of Sciences of the United States of America.

[70]  Martin J. van den Bent,et al.  Radiotherapy plus concomitant and adjuvant temozolomide for glioblastoma. , 2005, The New England journal of medicine.

[71]  R. Henkelman,et al.  Identification of human brain tumour initiating cells , 2004, Nature.

[72]  Ugo Orfanelli,et al.  Isolation and Characterization of Tumorigenic, Stem-like Neural Precursors from Human Glioblastoma , 2004, Cancer Research.

[73]  M. Newman,et al.  Finding and evaluating community structure in networks. , 2003, Physical review. E, Statistical, nonlinear, and soft matter physics.

[74]  John D. Storey A direct approach to false discovery rates , 2002 .

[75]  I. Weissman,et al.  Direct isolation of human central nervous system stem cells. , 2000, Proceedings of the National Academy of Sciences of the United States of America.

[76]  William M. Rand,et al.  Objective Criteria for the Evaluation of Clustering Methods , 1971 .

[77]  G. Behbehani Cell Cycle Analysis by Mass Cytometry. , 2018, Methods in molecular biology.

[78]  P. Godoy,et al.  E2F transcription factors associated with up-regulated genes in glioblastoma. , 2017, Cancer biomarkers : section A of Disease markers.

[79]  J. Mesirov,et al.  The Molecular Signatures Database (MSigDB) hallmark gene set collection. , 2015, Cell systems.

[80]  Geoffrey E. Hinton,et al.  Visualizing Data using t-SNE , 2008 .