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1.
Cell ; 187(11): 2703-2716.e23, 2024 May 23.
Article in English | MEDLINE | ID: mdl-38657602

ABSTRACT

Antigen presentation defects in tumors are prevalent mechanisms of adaptive immune evasion and resistance to cancer immunotherapy, whereas how tumors evade innate immunity is less clear. Using CRISPR screens, we discovered that IGSF8 expressed on tumors suppresses NK cell function by interacting with human KIR3DL2 and mouse Klra9 receptors on NK cells. IGSF8 is normally expressed in neuronal tissues and is not required for cell survival in vitro or in vivo. It is overexpressed and associated with low antigen presentation, low immune infiltration, and worse clinical outcomes in many tumors. An antibody that blocks IGSF8-NK receptor interaction enhances NK cell killing of malignant cells in vitro and upregulates antigen presentation, NK cell-mediated cytotoxicity, and T cell signaling in vivo. In syngeneic tumor models, anti-IGSF8 alone, or in combination with anti-PD1, inhibits tumor growth. Our results indicate that IGSF8 is an innate immune checkpoint that could be exploited as a therapeutic target.


Subject(s)
Immunity, Innate , Immunotherapy , Killer Cells, Natural , Neoplasms , Animals , Female , Humans , Mice , Antigen Presentation , Cell Line, Tumor , Killer Cells, Natural/immunology , Killer Cells, Natural/metabolism , Membrane Proteins/metabolism , Mice, Inbred C57BL , Neoplasms/immunology , Neoplasms/therapy
2.
Cell ; 185(12): 2071-2085.e12, 2022 06 09.
Article in English | MEDLINE | ID: mdl-35561684

ABSTRACT

Giant congenital melanocytic nevi are NRAS-driven proliferations that may cover up to 80% of the body surface. Their most dangerous consequence is progression to melanoma. This risk often triggers preemptive extensive surgical excisions in childhood, producing severe lifelong challenges. We have presented preclinical models, including multiple genetically engineered mice and xenografted human lesions, which enabled testing locally applied pharmacologic agents to avoid surgery. The murine models permitted the identification of proliferative versus senescent nevus phases and treatments targeting both. These nevi recapitulated the histologic and molecular features of human giant congenital nevi, including the risk of melanoma transformation. Cutaneously delivered MEK, PI3K, and c-KIT inhibitors or proinflammatory squaric acid dibutylester (SADBE) achieved major regressions. SADBE triggered innate immunity that ablated detectable nevocytes, fully prevented melanoma, and regressed human giant nevus xenografts. These findings reveal nevus mechanistic vulnerabilities and suggest opportunities for topical interventions that may alter the therapeutic options for children with congenital giant nevi.


Subject(s)
Melanoma , Nevus, Pigmented , Skin Neoplasms , Animals , Heterografts , Humans , Melanoma/drug therapy , Melanoma/pathology , Mice , Neoplasm Transplantation , Nevus, Pigmented/congenital , Nevus, Pigmented/drug therapy , Nevus, Pigmented/pathology , Skin Neoplasms/drug therapy , Skin Neoplasms/pathology , Skin Neoplasms/prevention & control
3.
Cell ; 184(21): 5357-5374.e22, 2021 10 14.
Article in English | MEDLINE | ID: mdl-34582788

ABSTRACT

Despite remarkable clinical efficacy of immune checkpoint blockade (ICB) in cancer treatment, ICB benefits for triple-negative breast cancer (TNBC) remain limited. Through pooled in vivo CRISPR knockout (KO) screens in syngeneic TNBC mouse models, we found that deletion of the E3 ubiquitin ligase Cop1 in cancer cells decreases secretion of macrophage-associated chemokines, reduces tumor macrophage infiltration, enhances anti-tumor immunity, and strengthens ICB response. Transcriptomics, epigenomics, and proteomics analyses revealed that Cop1 functions through proteasomal degradation of the C/ebpδ protein. The Cop1 substrate Trib2 functions as a scaffold linking Cop1 and C/ebpδ, which leads to polyubiquitination of C/ebpδ. In addition, deletion of the E3 ubiquitin ligase Cop1 in cancer cells stabilizes C/ebpδ to suppress expression of macrophage chemoattractant genes. Our integrated approach implicates Cop1 as a target for improving cancer immunotherapy efficacy in TNBC by regulating chemokine secretion and macrophage infiltration in the tumor microenvironment.


Subject(s)
Clustered Regularly Interspaced Short Palindromic Repeats/genetics , Immunotherapy , Macrophages/enzymology , Neoplasms/immunology , Neoplasms/therapy , Nuclear Proteins/metabolism , Ubiquitin-Protein Ligases/metabolism , Animals , CCAAT-Enhancer-Binding Protein-delta/metabolism , CRISPR-Associated Protein 9/metabolism , Cell Line, Tumor , Chemokines/metabolism , Chemotaxis , Disease Models, Animal , Gene Library , Humans , Immune Evasion , Mice, Inbred BALB C , Mice, Inbred C57BL , Proteolysis , Substrate Specificity , Triple Negative Breast Neoplasms/immunology , Triple Negative Breast Neoplasms/therapy
4.
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
5.
Cell ; 172(5): 979-992.e6, 2018 02 22.
Article in English | MEDLINE | ID: mdl-29456084

ABSTRACT

Fragile X syndrome (FXS), the most common genetic form of intellectual disability in males, is caused by silencing of the FMR1 gene associated with hypermethylation of the CGG expansion mutation in the 5' UTR of FMR1 in FXS patients. Here, we applied recently developed DNA methylation editing tools to reverse this hypermethylation event. Targeted demethylation of the CGG expansion by dCas9-Tet1/single guide RNA (sgRNA) switched the heterochromatin status of the upstream FMR1 promoter to an active chromatin state, restoring a persistent expression of FMR1 in FXS iPSCs. Neurons derived from methylation-edited FXS iPSCs rescued the electrophysiological abnormalities and restored a wild-type phenotype upon the mutant neurons. FMR1 expression in edited neurons was maintained in vivo after engrafting into the mouse brain. Finally, demethylation of the CGG repeats in post-mitotic FXS neurons also reactivated FMR1. Our data establish that demethylation of the CGG expansion is sufficient for FMR1 reactivation, suggesting potential therapeutic strategies for FXS.


Subject(s)
DNA Methylation/genetics , Fragile X Mental Retardation Protein/genetics , Fragile X Syndrome/genetics , Gene Editing , Neurons/pathology , Animals , CRISPR-Associated Protein 9/metabolism , Epigenesis, Genetic , HEK293 Cells , Heterochromatin/metabolism , Humans , Induced Pluripotent Stem Cells/metabolism , Kinetics , Male , Mice , Neurons/metabolism , Phenotype , Promoter Regions, Genetic , RNA, Guide, Kinetoplastida/metabolism , Trinucleotide Repeat Expansion/genetics
6.
Cell ; 168(4): 600-612, 2017 02 09.
Article in English | MEDLINE | ID: mdl-28187283

ABSTRACT

Cancer immunogenomics originally was framed by research supporting the hypothesis that cancer mutations generated novel peptides seen as "non-self" by the immune system. The search for these "neoantigens" has been facilitated by the combination of new sequencing technologies, specialized computational analyses, and HLA binding predictions that evaluate somatic alterations in a cancer genome and interpret their ability to produce an immune-stimulatory peptide. The resulting information can characterize a tumor's neoantigen load, its cadre of infiltrating immune cell types, the T or B cell receptor repertoire, and direct the design of a personalized therapeutic.


Subject(s)
Antigens, Neoplasm/immunology , Neoplasms/genetics , Neoplasms/immunology , Animals , Cancer Vaccines/immunology , Genome, Human , HLA Antigens/immunology , Humans , Immunogenetics , Lymphocytes, Tumor-Infiltrating/immunology , Mutation , Sequence Analysis, Protein
7.
Immunity ; 55(3): 387-389, 2022 03 08.
Article in English | MEDLINE | ID: mdl-35263565

ABSTRACT

In this issue of Immunity, Meylan et al. (2022) uses spatial transcriptomics to examine B cell immunity within intratumoral tertiary lymphoid structures (TLSs). They find that B cells expand and mature into plasma cells (PCs) within the TLS, migrate along fibroblastic tracks to tumor beds, and produce IgG antibodies that target cancer cells.


Subject(s)
Carcinoma, Renal Cell , Kidney Neoplasms , Tertiary Lymphoid Structures , B-Lymphocytes/pathology , Female , Humans , Male , Plasma Cells , Tertiary Lymphoid Structures/immunology , Tertiary Lymphoid Structures/pathology
8.
Cell ; 167(1): 233-247.e17, 2016 Sep 22.
Article in English | MEDLINE | ID: mdl-27662091

ABSTRACT

Mammalian DNA methylation is a critical epigenetic mechanism orchestrating gene expression networks in many biological processes. However, investigation of the functions of specific methylation events remains challenging. Here, we demonstrate that fusion of Tet1 or Dnmt3a with a catalytically inactive Cas9 (dCas9) enables targeted DNA methylation editing. Targeting of the dCas9-Tet1 or -Dnmt3a fusion protein to methylated or unmethylated promoter sequences caused activation or silencing, respectively, of an endogenous reporter. Targeted demethylation of the BDNF promoter IV or the MyoD distal enhancer by dCas9-Tet1 induced BDNF expression in post-mitotic neurons or activated MyoD facilitating reprogramming of fibroblasts into myoblasts, respectively. Targeted de novo methylation of a CTCF loop anchor site by dCas9-Dnmt3a blocked CTCF binding and interfered with DNA looping, causing altered gene expression in the neighboring loop. Finally, we show that these tools can edit DNA methylation in mice, demonstrating their wide utility for functional studies of epigenetic regulation.


Subject(s)
Clustered Regularly Interspaced Short Palindromic Repeats , DNA (Cytosine-5-)-Methyltransferases/metabolism , DNA Methylation/genetics , DNA-Binding Proteins/metabolism , Epigenesis, Genetic , Gene Editing/methods , Proto-Oncogene Proteins/metabolism , Animals , Bacterial Proteins/genetics , Bacterial Proteins/metabolism , Brain-Derived Neurotrophic Factor/genetics , CCCTC-Binding Factor , CRISPR-Associated Protein 9 , Cell Line , CpG Islands , DNA (Cytosine-5-)-Methyltransferases/genetics , DNA Methyltransferase 3A , DNA-Binding Proteins/genetics , Endonucleases/genetics , Endonucleases/metabolism , Enhancer Elements, Genetic , Genome , Mice , MyoD Protein/metabolism , Neurons/metabolism , Promoter Regions, Genetic , Protein Binding , Proto-Oncogene Proteins/genetics , Recombinant Fusion Proteins/genetics , Recombinant Fusion Proteins/metabolism , Repressor Proteins/metabolism
9.
Cell ; 159(7): 1538-48, 2014 Dec 18.
Article in English | MEDLINE | ID: mdl-25483776

ABSTRACT

Activation-induced cytidine deaminase (AID) initiates both somatic hypermutation (SHM) for antibody affinity maturation and DNA breakage for antibody class switch recombination (CSR) via transcription-dependent cytidine deamination of single-stranded DNA targets. Though largely specific for immunoglobulin genes, AID also acts on a limited set of off-targets, generating oncogenic translocations and mutations that contribute to B cell lymphoma. How AID is recruited to off-targets has been a long-standing mystery. Based on deep GRO-seq studies of mouse and human B lineage cells activated for CSR or SHM, we report that most robust AID off-target translocations occur within highly focal regions of target genes in which sense and antisense transcription converge. Moreover, we found that such AID-targeting "convergent" transcription arises from antisense transcription that emanates from super-enhancers within sense transcribed gene bodies. Our findings provide an explanation for AID off-targeting to a small subset of mostly lineage-specific genes in activated B cells.


Subject(s)
Cytidine Deaminase/metabolism , Enhancer Elements, Genetic , Genomic Instability , Transcription, Genetic , Animals , B-Lymphocytes/metabolism , Humans , Immunoglobulin Class Switching , Mice , Transcription Initiation Site
10.
Nature ; 618(7965): 616-624, 2023 Jun.
Article in English | MEDLINE | ID: mdl-37258680

ABSTRACT

Mapping gene networks requires large amounts of transcriptomic data to learn the connections between genes, which impedes discoveries in settings with limited data, including rare diseases and diseases affecting clinically inaccessible tissues. Recently, transfer learning has revolutionized fields such as natural language understanding1,2 and computer vision3 by leveraging deep learning models pretrained on large-scale general datasets that can then be fine-tuned towards a vast array of downstream tasks with limited task-specific data. Here, we developed a context-aware, attention-based deep learning model, Geneformer, pretrained on a large-scale corpus of about 30 million single-cell transcriptomes to enable context-specific predictions in settings with limited data in network biology. During pretraining, Geneformer gained a fundamental understanding of network dynamics, encoding network hierarchy in the attention weights of the model in a completely self-supervised manner. Fine-tuning towards a diverse panel of downstream tasks relevant to chromatin and network dynamics using limited task-specific data demonstrated that Geneformer consistently boosted predictive accuracy. Applied to disease modelling with limited patient data, Geneformer identified candidate therapeutic targets for cardiomyopathy. Overall, Geneformer represents a pretrained deep learning model from which fine-tuning towards a broad range of downstream applications can be pursued to accelerate discovery of key network regulators and candidate therapeutic targets.


Subject(s)
Biology , Machine Learning , Neural Networks, Computer , Humans , Biology/methods , Single-Cell Gene Expression Analysis , Datasets as Topic , Chromatin/genetics , Chromatin/metabolism , Cardiomyopathies/drug therapy , Cardiomyopathies/genetics , Cardiomyopathies/metabolism
11.
Mol Cell ; 81(6): 1292-1308.e11, 2021 03 18.
Article in English | MEDLINE | ID: mdl-33567269

ABSTRACT

The ubiquitin-proteasome system (UPS) is the primary route for selective protein degradation in human cells. The UPS is an attractive target for novel cancer therapies, but the precise UPS genes and substrates important for cancer growth are incompletely understood. Leveraging multi-omics data across more than 9,000 human tumors and 33 cancer types, we found that over 19% of all cancer driver genes affect UPS function. We implicate transcription factors as important substrates and show that c-Myc stability is modulated by CUL3. Moreover, we developed a deep learning model (deepDegron) to identify mutations that result in degron loss and experimentally validated the prediction that gain-of-function truncating mutations in GATA3 and PPM1D result in increased protein stability. Last, we identified UPS driver genes associated with prognosis and the tumor microenvironment. This study demonstrates the important role of UPS dysregulation in human cancer and underscores the potential therapeutic utility of targeting the UPS.


Subject(s)
Deep Learning , Models, Genetic , Mutation , Neoplasm Proteins , Neoplasms , Proteolysis , Cell Line, Tumor , HEK293 Cells , Humans , Neoplasm Proteins/genetics , Neoplasm Proteins/metabolism , Neoplasms/genetics , Neoplasms/metabolism
12.
Cell ; 155(6): 1380-95, 2013 Dec 05.
Article in English | MEDLINE | ID: mdl-24315104

ABSTRACT

Transcription factor activity and turnover are functionally linked, but the global patterns by which DNA-bound regulators are eliminated remain poorly understood. We established an assay to define the chromosomal location of DNA-associated proteins that are slated for degradation by the ubiquitin-proteasome system. The genome-wide map described here ties proteolysis in mammalian cells to active enhancers and to promoters of specific gene families. Nuclear-encoded mitochondrial genes in particular correlate with protein elimination, which positively affects their transcription. We show that the nuclear receptor corepressor NCoR1 is a key target of proteolysis and physically interacts with the transcription factor CREB. Proteasome inhibition stabilizes NCoR1 in a site-specific manner and restrains mitochondrial activity by repressing CREB-sensitive genes. In conclusion, this functional map of nuclear proteolysis links chromatin architecture with local protein stability and identifies proteolytic derepression as highly dynamic in regulating the transcription of genes involved in energy metabolism.


Subject(s)
Cyclic AMP Response Element-Binding Protein/metabolism , Gene Expression Regulation , Nuclear Receptor Co-Repressor 1/metabolism , Proteolysis , Regulatory Elements, Transcriptional , Animals , Genome-Wide Association Study , Humans , Mice , Mitochondria/metabolism , Ubiquitination
13.
Mol Cell ; 78(6): 1096-1113.e8, 2020 06 18.
Article in English | MEDLINE | ID: mdl-32416067

ABSTRACT

BET bromodomain inhibitors (BBDIs) are candidate therapeutic agents for triple-negative breast cancer (TNBC) and other cancer types, but inherent and acquired resistance to BBDIs limits their potential clinical use. Using CRISPR and small-molecule inhibitor screens combined with comprehensive molecular profiling of BBDI response and resistance, we identified synthetic lethal interactions with BBDIs and genes that, when deleted, confer resistance. We observed synergy with regulators of cell cycle progression, YAP, AXL, and SRC signaling, and chemotherapeutic agents. We also uncovered functional similarities and differences among BRD2, BRD4, and BRD7. Although deletion of BRD2 enhances sensitivity to BBDIs, BRD7 loss leads to gain of TEAD-YAP chromatin binding and luminal features associated with BBDI resistance. Single-cell RNA-seq, ATAC-seq, and cellular barcoding analysis of BBDI responses in sensitive and resistant cell lines highlight significant heterogeneity among samples and demonstrate that BBDI resistance can be pre-existing or acquired.


Subject(s)
Drug Resistance, Neoplasm/genetics , Proteins/antagonists & inhibitors , Triple Negative Breast Neoplasms/drug therapy , Animals , Antineoplastic Agents/pharmacology , Azepines/pharmacology , Cell Cycle Proteins/metabolism , Cell Line, Tumor , Chromosomal Proteins, Non-Histone/metabolism , Female , Gene Expression Regulation, Neoplastic/drug effects , Humans , Mice , Mice, Inbred NOD , Nuclear Proteins/metabolism , Proteins/metabolism , Signal Transduction/drug effects , Transcription Factors/metabolism , Triazoles/pharmacology , Triple Negative Breast Neoplasms/genetics , Triple Negative Breast Neoplasms/metabolism
14.
Cell ; 151(6): 1200-13, 2012 Dec 07.
Article in English | MEDLINE | ID: mdl-23217707

ABSTRACT

Ten-Eleven Translocation (Tet) family of dioxygenases dynamically regulates DNA methylation and has been implicated in cell lineage differentiation and oncogenesis. Yet their functions and mechanisms of action in gene regulation and embryonic development are largely unknown. Here, we report that Xenopus Tet3 plays an essential role in early eye and neural development by directly regulating a set of key developmental genes. Tet3 is an active 5mC hydroxylase regulating the 5mC/5hmC status at target gene promoters. Biochemical and structural studies further demonstrate that the Tet3 CXXC domain is critical for specific Tet3 targeting. Finally, we show that the enzymatic activity and CXXC domain are both crucial for Tet3's biological function. Together, these findings define Tet3 as a transcription regulator and reveal a molecular mechanism by which the 5mC hydroxylase and DNA binding activities of Tet3 cooperate to control target gene expression and embryonic development.


Subject(s)
Dioxygenases/chemistry , Dioxygenases/metabolism , Eye/embryology , Neurogenesis , Xenopus Proteins/chemistry , Xenopus Proteins/metabolism , Xenopus laevis/embryology , Animals , DNA-Binding Proteins/chemistry , DNA-Binding Proteins/metabolism , Dioxygenases/genetics , Molecular Sequence Data , Promoter Regions, Genetic , Protein Structure, Tertiary , Xenopus Proteins/genetics , Xenopus laevis/metabolism
15.
Proc Natl Acad Sci U S A ; 121(4): e2317283121, 2024 Jan 23.
Article in English | MEDLINE | ID: mdl-38227666

ABSTRACT

Despite many clinical trials, CAR-T cells are not yet approved for human solid tumor therapy. One popular target is mesothelin (MSLN) which is highly expressed on the surface of about 30% of cancers including mesothelioma and cancers of the ovary, pancreas, and lung. MSLN is shed by proteases that cleave near the C terminus, leaving a short peptide attached to the cell. Most anti-MSLN antibodies bind to shed MSLN, which can prevent their binding to target cells. To overcome this limitation, we developed an antibody (15B6) that binds next to the membrane at the protease-sensitive region, does not bind to shed MSLN, and makes CAR-T cells that have much higher anti-tumor activity than a CAR-T that binds to shed MSLN. We have now humanized the Fv (h15B6), so the CAR-T can be used to treat patients and show that h15B6 CAR-T produces complete regressions in a hard-to-treat pancreatic cancer patient derived xenograft model, whereas CAR-T targeting a shed epitope (SS1) have no anti-tumor activity. In these pancreatic cancers, the h15B6 CAR-T replicates and replaces the cancer cells, whereas there are no CAR-T cells in the tumors receiving SS1 CAR-T. To determine the mechanism accounting for high activity, we used an OVCAR-8 intraperitoneal model to show that poorly active SS1-CAR-T cells are bound to shed MSLN, whereas highly active h15B6 CAR-T do not contain bound MSLN enabling them to bind to and kill cancer cells.


Subject(s)
Pancreatic Neoplasms , Receptors, Chimeric Antigen , Female , Humans , Cell Line, Tumor , GPI-Linked Proteins/metabolism , Mesothelin , Pancreatic Neoplasms/drug therapy , T-Lymphocytes/metabolism
16.
Proc Natl Acad Sci U S A ; 121(21): e2322270121, 2024 May 21.
Article in English | MEDLINE | ID: mdl-38753515

ABSTRACT

The kagome metal CsV[Formula: see text]Sb[Formula: see text] is an ideal platform to study the interplay between topology and electron correlation. To understand the fermiology of CsV[Formula: see text]Sb[Formula: see text], intensive quantum oscillation (QO) studies at ambient pressure have been conducted. However, due to the Fermi surface reconstruction by the complicated charge density wave (CDW) order, the QO spectrum is exceedingly complex, hindering a complete understanding of the fermiology. Here, we directly map the Fermi surface of the pristine CsV[Formula: see text]Sb[Formula: see text] by measuring Shubnikov-de Haas QOs up to 29 T under pressure, where the CDW order is completely suppressed. The QO spectrum of the pristine CsV[Formula: see text]Sb[Formula: see text] is significantly simpler than the one in the CDW phase, and the detected oscillation frequencies agree well with our density functional theory calculations. In particular, a frequency as large as 8,200 T is detected. Pressure-dependent QO studies further reveal a weak but noticeable enhancement of the quasiparticle effective masses on approaching the critical pressure where the CDW order disappears, hinting at the presence of quantum fluctuations. Our high-pressure QO results reveal the large, unreconstructed Fermi surface of CsV[Formula: see text]Sb[Formula: see text], paving the way to understanding the parent state of this intriguing metal in which the electrons can be organized into different ordered states.

17.
Genome Res ; 33(6): 923-931, 2023 06.
Article in English | MEDLINE | ID: mdl-37169596

ABSTRACT

Killer cell immunoglobulin like receptor (KIR) genes and human leukocyte antigen (HLA) genes play important roles in innate and adaptive immunity. They are highly polymorphic and cannot be genotyped with standard variant calling pipelines. Compared with HLA genes, many KIR genes are similar to each other in sequences and may be absent in the chromosomes. Therefore, although many tools have been developed to genotype HLA genes using common sequencing data, none of them work for KIR genes. Even specialized KIR genotypers could not resolve all the KIR genes. Here we describe T1K, a novel computational method for the efficient and accurate inference of KIR or HLA alleles from RNA-seq, whole-genome sequencing, or whole-exome sequencing data. T1K jointly considers alleles across all genotyped genes, so it can reliably identify present genes and distinguish homologous genes, including the challenging KIR2DL5A/KIR2DL5B genes. This model also benefits HLA genotyping, where T1K achieves high accuracy in benchmarks. Moreover, T1K can call novel single-nucleotide variants and process single-cell data. Applying T1K to tumor single-cell RNA-seq data, we found that KIR2DL4 expression was enriched in tumor-specific CD8+ T cells. T1K may open the opportunity for HLA and KIR genotyping across various sequencing applications.


Subject(s)
CD8-Positive T-Lymphocytes , Receptors, KIR , Humans , Genotype , Receptors, KIR/genetics , Alleles , High-Throughput Nucleotide Sequencing/methods , Receptors, KIR2DL5/genetics
18.
Nature ; 586(7829): 440-444, 2020 10.
Article in English | MEDLINE | ID: mdl-32698189

ABSTRACT

Methyl CpG binding protein 2 (MeCP2) is a key component of constitutive heterochromatin, which is crucial for chromosome maintenance and transcriptional silencing1-3. Mutations in the MECP2 gene cause the progressive neurodevelopmental disorder Rett syndrome3-5, which is associated with severe mental disability and autism-like symptoms that affect girls during early childhood. Although previously thought to be a dense and relatively static structure1,2, heterochromatin is now understood to exhibit properties consistent with a liquid-like condensate6,7. Here we show that MeCP2 is a dynamic component of heterochromatin condensates in cells, and is stimulated by DNA to form liquid-like condensates. MeCP2 contains several domains that contribute to the formation of condensates, and mutations in MECP2 that lead to Rett syndrome disrupt the ability of MeCP2 to form condensates. Condensates formed by MeCP2 selectively incorporate and concentrate heterochromatin cofactors rather than components of euchromatic transcriptionally active condensates. We propose that MeCP2 enhances the separation of heterochromatin and euchromatin through its condensate partitioning properties, and that disruption of condensates may be a common consequence of mutations in MeCP2 that cause Rett syndrome.


Subject(s)
Heterochromatin/metabolism , Intellectual Disability/genetics , Methyl-CpG-Binding Protein 2/metabolism , Mutation , Adaptive Immunity , Animals , Female , Immunity, Innate , Intellectual Disability/pathology , Methyl-CpG-Binding Protein 2/genetics , Mice , Neurons/metabolism , Neurons/pathology , Phenotype , Rett Syndrome/genetics
19.
Nat Methods ; 19(9): 1097-1108, 2022 09.
Article in English | MEDLINE | ID: mdl-36068320

ABSTRACT

Rigorously comparing gene expression and chromatin accessibility in the same single cells could illuminate the logic of how coupling or decoupling of these mechanisms regulates fate commitment. Here we present MIRA, probabilistic multimodal models for integrated regulatory analysis, a comprehensive methodology that systematically contrasts transcription and accessibility to infer the regulatory circuitry driving cells along cell state trajectories. MIRA leverages topic modeling of cell states and regulatory potential modeling of individual gene loci. MIRA thereby represents cell states in an efficient and interpretable latent space, infers high-fidelity cell state trees, determines key regulators of fate decisions at branch points and exposes the variable influence of local accessibility on transcription at distinct loci. Applied to epidermal differentiation and embryonic brain development from two different multimodal platforms, MIRA revealed that early developmental genes were tightly regulated by local chromatin landscape whereas terminal fate genes were titrated without requiring extensive chromatin remodeling.


Subject(s)
Chromatin , Gene Expression Regulation, Developmental , Cell Differentiation/genetics , Chromatin/genetics , Embryonic Development/genetics
20.
Proc Natl Acad Sci U S A ; 119(3)2022 01 18.
Article in English | MEDLINE | ID: mdl-35031563

ABSTRACT

Drugs that block the activity of the methyltransferase EZH2 are in clinical development for the treatment of non-Hodgkin lymphomas harboring EZH2 gain-of-function mutations that enhance its polycomb repressive function. We have previously reported that EZH2 can act as a transcriptional activator in castration-resistant prostate cancer (CRPC). Now we show that EZH2 inhibitors can also block the transactivation activity of EZH2 and inhibit the growth of CRPC cells. Gene expression and epigenomics profiling of cells treated with EZH2 inhibitors demonstrated that in addition to derepressing gene expression, these compounds also robustly down-regulate a set of DNA damage repair (DDR) genes, especially those involved in the base excision repair (BER) pathway. Methylation of the pioneer factor FOXA1 by EZH2 contributes to the activation of these genes, and interaction with the transcriptional coactivator P300 via the transactivation domain on EZH2 directly turns on the transcription. In addition, CRISPR-Cas9-mediated knockout screens in the presence of EZH2 inhibitors identified these BER genes as the determinants that underlie the growth-inhibitory effect of EZH2 inhibitors. Interrogation of public data from diverse types of solid tumors expressing wild-type EZH2 demonstrated that expression of DDR genes is significantly correlated with EZH2 dependency and cellular sensitivity to EZH2 inhibitors. Consistent with these findings, treatment of CRPC cells with EZH2 inhibitors dramatically enhances their sensitivity to genotoxic stress. These studies reveal a previously unappreciated mechanism of action of EZH2 inhibitors and provide a mechanistic basis for potential combination cancer therapies.


Subject(s)
DNA Damage/genetics , DNA Damage/physiology , Enhancer of Zeste Homolog 2 Protein/genetics , Enhancer of Zeste Homolog 2 Protein/metabolism , Transcriptional Activation , CRISPR-Cas Systems , Cell Line, Tumor , DNA Repair/genetics , DNA Repair/physiology , Epigenesis, Genetic , Gene Expression Regulation, Neoplastic , Gene Knockout Techniques , Hepatocyte Nuclear Factor 3-alpha/genetics , Hepatocyte Nuclear Factor 3-alpha/metabolism , Humans , Male , Prostatic Neoplasms, Castration-Resistant/genetics , Prostatic Neoplasms, Castration-Resistant/metabolism
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