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1.
Cell ; 184(5): 1281-1298.e26, 2021 03 04.
Article in English | MEDLINE | ID: mdl-33592174

ABSTRACT

T cells are critical effectors of cancer immunotherapies, but little is known about their gene expression programs in diffuse gliomas. Here, we leverage single-cell RNA sequencing (RNA-seq) to chart the gene expression and clonal landscape of tumor-infiltrating T cells across 31 patients with isocitrate dehydrogenase (IDH) wild-type glioblastoma and IDH mutant glioma. We identify potential effectors of anti-tumor immunity in subsets of T cells that co-express cytotoxic programs and several natural killer (NK) cell genes. Analysis of clonally expanded tumor-infiltrating T cells further identifies the NK gene KLRB1 (encoding CD161) as a candidate inhibitory receptor. Accordingly, genetic inactivation of KLRB1 or antibody-mediated CD161 blockade enhances T cell-mediated killing of glioma cells in vitro and their anti-tumor function in vivo. KLRB1 and its associated transcriptional program are also expressed by substantial T cell populations in other human cancers. Our work provides an atlas of T cells in gliomas and highlights CD161 and other NK cell receptors as immunotherapy targets.


Subject(s)
Glioma/immunology , NK Cell Lectin-Like Receptor Subfamily B/genetics , T-Lymphocytes/immunology , Animals , Antigens, Neoplasm , Disease Models, Animal , Gene Expression Profiling , Glioma/genetics , Killer Cells, Natural/immunology , Lectins, C-Type/genetics , Lymphocytes, Tumor-Infiltrating/immunology , Mice , Receptors, Cell Surface/genetics , Single-Cell Analysis , T-Lymphocyte Subsets/immunology , T-Lymphocytes/cytology , Tumor Escape
2.
Cell ; 178(4): 835-849.e21, 2019 08 08.
Article in English | MEDLINE | ID: mdl-31327527

ABSTRACT

Diverse genetic, epigenetic, and developmental programs drive glioblastoma, an incurable and poorly understood tumor, but their precise characterization remains challenging. Here, we use an integrative approach spanning single-cell RNA-sequencing of 28 tumors, bulk genetic and expression analysis of 401 specimens from the The Cancer Genome Atlas (TCGA), functional approaches, and single-cell lineage tracing to derive a unified model of cellular states and genetic diversity in glioblastoma. We find that malignant cells in glioblastoma exist in four main cellular states that recapitulate distinct neural cell types, are influenced by the tumor microenvironment, and exhibit plasticity. The relative frequency of cells in each state varies between glioblastoma samples and is influenced by copy number amplifications of the CDK4, EGFR, and PDGFRA loci and by mutations in the NF1 locus, which each favor a defined state. Our work provides a blueprint for glioblastoma, integrating the malignant cell programs, their plasticity, and their modulation by genetic drivers.


Subject(s)
Brain Neoplasms/genetics , Cell Plasticity/genetics , Glioblastoma/genetics , Adolescent , Aged , Animals , Brain Neoplasms/pathology , Cell Line, Tumor , Cell Lineage/genetics , Child , Cohort Studies , Disease Models, Animal , Female , Genetic Heterogeneity , Glioblastoma/pathology , Heterografts , Humans , Infant , Male , Mice , Mice, Inbred C57BL , Mice, Inbred NOD , Middle Aged , Mutation , RNA-Seq , Single-Cell Analysis/methods , Tumor Microenvironment/genetics
3.
Nature ; 572(7767): 74-79, 2019 08.
Article in English | MEDLINE | ID: mdl-31341285

ABSTRACT

Medulloblastoma is a malignant childhood cerebellar tumour type that comprises distinct molecular subgroups. Whereas genomic characteristics of these subgroups are well defined, the extent to which cellular diversity underlies their divergent biology and clinical behaviour remains largely unexplored. Here we used single-cell transcriptomics to investigate intra- and intertumoral heterogeneity in 25 medulloblastomas spanning all molecular subgroups. WNT, SHH and Group 3 tumours comprised subgroup-specific undifferentiated and differentiated neuronal-like malignant populations, whereas Group 4 tumours consisted exclusively of differentiated neuronal-like neoplastic cells. SHH tumours closely resembled granule neurons of varying differentiation states that correlated with patient age. Group 3 and Group 4 tumours exhibited a developmental trajectory from primitive progenitor-like to more mature neuronal-like cells, the relative proportions of which distinguished these subgroups. Cross-species transcriptomics defined distinct glutamatergic populations as putative cells-of-origin for SHH and Group 4 subtypes. Collectively, these data provide insights into the cellular and developmental states underlying subtype-specific medulloblastoma biology.


Subject(s)
Genomics , Medulloblastoma/genetics , Medulloblastoma/pathology , Single-Cell Analysis , Transcriptome , Adolescent , Adult , Animals , Cell Lineage , Cerebellum/metabolism , Cerebellum/pathology , Child , Child, Preschool , DNA Copy Number Variations , Gene Expression Regulation, Neoplastic , Glutamic Acid/metabolism , Humans , Infant , Medulloblastoma/classification , Mice , Neurons/metabolism , Neurons/pathology
4.
Nature ; 565(7738): 234-239, 2019 01.
Article in English | MEDLINE | ID: mdl-30568305

ABSTRACT

Neoantigens, which are derived from tumour-specific protein-coding mutations, are exempt from central tolerance, can generate robust immune responses1,2 and can function as bona fide antigens that facilitate tumour rejection3. Here we demonstrate that a strategy that uses multi-epitope, personalized neoantigen vaccination, which has previously been tested in patients with high-risk melanoma4-6, is feasible for tumours such as glioblastoma, which typically have a relatively low mutation load1,7 and an immunologically 'cold' tumour microenvironment8. We used personalized neoantigen-targeting vaccines to immunize patients newly diagnosed with glioblastoma following surgical resection and conventional radiotherapy in a phase I/Ib study. Patients who did not receive dexamethasone-a highly potent corticosteroid that is frequently prescribed to treat cerebral oedema in patients with glioblastoma-generated circulating polyfunctional neoantigen-specific CD4+ and CD8+ T cell responses that were enriched in a memory phenotype and showed an increase in the number of tumour-infiltrating T cells. Using single-cell T cell receptor analysis, we provide evidence that neoantigen-specific T cells from the peripheral blood can migrate into an intracranial glioblastoma tumour. Neoantigen-targeting vaccines thus have the potential to favourably alter the immune milieu of glioblastoma.


Subject(s)
Antigens, Neoplasm/immunology , Cancer Vaccines/immunology , Glioblastoma/immunology , Glioblastoma/therapy , T-Lymphocytes/immunology , Adult , Aged , DNA Methylation , DNA Modification Methylases/genetics , DNA Repair Enzymes/genetics , Dexamethasone/administration & dosage , Glioblastoma/diagnosis , Glioblastoma/genetics , Humans , Middle Aged , Promoter Regions, Genetic/genetics , Receptors, Antigen, T-Cell/immunology , Tumor Suppressor Proteins/genetics , Young Adult
5.
Front Immunol ; 12: 715311, 2021.
Article in English | MEDLINE | ID: mdl-34707603

ABSTRACT

Multiple sclerosis (MS) is an autoimmune demyelinating disease of the central nervous system, representing the leading cause of non-traumatic neurologic disease in young adults. This disease is three times more common in women, yet more severe in men, but the mechanisms underlying these sex differences remain largely unknown. MS is initiated by autoreactive T helper cells, but CNS-resident and CNS-infiltrating myeloid cells are the key proximal effector cells regulating disease pathology. We have previously shown that genetic ablation of p38α MAP kinase broadly in the myeloid lineage is protective in the autoimmune model of MS, experimental autoimmune encephalomyelitis (EAE), but only in females, and not males. To precisely define the mechanisms responsible, we used multiple genetic approaches and bone marrow chimeras to ablate p38α in microglial cells, peripheral myeloid cells, or both. Deletion of p38α in both cell types recapitulated the previous sex difference, with reduced EAE severity in females. Unexpectedly, deletion of p38α in the periphery was protective in both sexes. In contrast, deletion of p38α in microglia exacerbated EAE in males only, revealing opposing roles of p38α in microglia vs. periphery. Bulk transcriptional profiling revealed that p38α regulated the expression of distinct gene modules in male vs. female microglia. Single-cell transcriptional analysis of WT and p38α-deficient microglia isolated from the inflamed CNS revealed a diversity of complex microglial states, connected by distinct convergent transcriptional trajectories. In males, microglial p38α deficiency resulted in enhanced transition from homeostatic to disease-associated microglial states, with the downregulation of regulatory genes such as Atf3, Rgs1, Socs3, and Btg2, and increased expression of inflammatory genes such as Cd74, Trem2, and MHC class I and II genes. In females, the effect of p38α deficiency was divergent, exhibiting a unique transcriptional profile that included an upregulation of tissue protective genes, and a small subset of inflammatory genes that were also upregulated in males. Taken together, these results reveal a p38α-dependent sex-specific molecular pathway in microglia that is protective in CNS autoimmunity in males, suggesting that autoimmunity in males and females is driven by distinct cellular and molecular pathways, thus suggesting design of future sex-specific therapeutic approaches.


Subject(s)
Autoimmunity , Central Nervous System/immunology , Central Nervous System/metabolism , Microglia/immunology , Microglia/metabolism , Transcription, Genetic , p38 Mitogen-Activated Protein Kinases/metabolism , Animals , Disease Models, Animal , Disease Susceptibility , Encephalomyelitis, Autoimmune, Experimental/etiology , Encephalomyelitis, Autoimmune, Experimental/metabolism , Encephalomyelitis, Autoimmune, Experimental/pathology , Female , Gene Expression Profiling , Gene Expression Regulation , High-Throughput Nucleotide Sequencing , Immunophenotyping , Male , Mice , Mice, Transgenic , Multiple Sclerosis/etiology , Multiple Sclerosis/metabolism , Multiple Sclerosis/pathology , Sequence Deletion , Sex Factors , Single-Cell Analysis , p38 Mitogen-Activated Protein Kinases/genetics
6.
Nat Genet ; 53(10): 1469-1479, 2021 10.
Article in English | MEDLINE | ID: mdl-34594037

ABSTRACT

Single-cell RNA sequencing has revealed extensive transcriptional cell state diversity in cancer, often observed independently of genetic heterogeneity, raising the central question of how malignant cell states are encoded epigenetically. To address this, here we performed multiomics single-cell profiling-integrating DNA methylation, transcriptome and genotype within the same cells-of diffuse gliomas, tumors characterized by defined transcriptional cell state diversity. Direct comparison of the epigenetic profiles of distinct cell states revealed key switches for state transitions recapitulating neurodevelopmental trajectories and highlighted dysregulated epigenetic mechanisms underlying gliomagenesis. We further developed a quantitative framework to directly measure cell state heritability and transition dynamics based on high-resolution lineage trees in human samples. We demonstrated heritability of malignant cell states, with key differences in hierarchal and plastic cell state architectures in IDH-mutant glioma versus IDH-wild-type glioblastoma, respectively. This work provides a framework anchoring transcriptional cancer cell states in their epigenetic encoding, inheritance and transition dynamics.


Subject(s)
Brain Neoplasms/genetics , Brain Neoplasms/pathology , Cell Plasticity/genetics , Epigenesis, Genetic , Glioma/genetics , Glioma/pathology , Inheritance Patterns/genetics , Transcription, Genetic , Cell Line, Tumor , CpG Islands/genetics , DNA Copy Number Variations/genetics , DNA Methylation/genetics , Humans , Isocitrate Dehydrogenase/genetics , Phylogeny , Polycomb Repressive Complex 2/metabolism , Promoter Regions, Genetic/genetics , Single-Cell Analysis , Transcriptome/genetics
7.
Nat Med ; 27(2): 289-300, 2021 02.
Article in English | MEDLINE | ID: mdl-33495604

ABSTRACT

Synovial sarcoma (SyS) is an aggressive neoplasm driven by the SS18-SSX fusion, and is characterized by low T cell infiltration. Here, we studied the cancer-immune interplay in SyS using an integrative approach that combines single-cell RNA sequencing (scRNA-seq), spatial profiling and genetic and pharmacological perturbations. scRNA-seq of 16,872 cells from 12 human SyS tumors uncovered a malignant subpopulation that marks immune-deprived niches in situ and is predictive of poor clinical outcomes in two independent cohorts. Functional analyses revealed that this malignant cell state is controlled by the SS18-SSX fusion, is repressed by cytokines secreted by macrophages and T cells, and can be synergistically targeted with a combination of HDAC and CDK4/CDK6 inhibitors. This drug combination enhanced malignant-cell immunogenicity in SyS models, leading to induced T cell reactivity and T cell-mediated killing. Our study provides a blueprint for investigating heterogeneity in fusion-driven malignancies and demonstrates an interplay between immune evasion and oncogenic processes that can be co-targeted in SyS and potentially in other malignancies.


Subject(s)
Carcinogenesis/genetics , Molecular Targeted Therapy , Oncogene Proteins, Fusion/genetics , Sarcoma, Synovial/drug therapy , Cell Line, Tumor , Cyclin-Dependent Kinase 4/antagonists & inhibitors , Histone Deacetylase Inhibitors/therapeutic use , Histone Deacetylases/genetics , Histone Deacetylases/therapeutic use , Humans , Oncogene Proteins, Fusion/antagonists & inhibitors , Oncogenes/genetics , RNA-Seq , Sarcoma, Synovial/genetics , Sarcoma, Synovial/pathology , Single-Cell Analysis
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