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1.
Nat Biotechnol ; 2024 May 17.
Article En | MEDLINE | ID: mdl-38760566

CRISPR perturbation methods are limited in their ability to study non-coding elements and genetic interactions. In this study, we developed a system for bidirectional epigenetic editing, called CRISPRai, in which we apply activating (CRISPRa) and repressive (CRISPRi) perturbations to two loci simultaneously in the same cell. We developed CRISPRai Perturb-seq by coupling dual perturbation gRNA detection with single-cell RNA sequencing, enabling study of pooled perturbations in a mixed single-cell population. We applied this platform to study the genetic interaction between two hematopoietic lineage transcription factors, SPI1 and GATA1, and discovered novel characteristics of their co-regulation on downstream target genes, including differences in SPI1 and GATA1 occupancy at genes that are regulated through different modes. We also studied the regulatory landscape of IL2 (interleukin-2) in Jurkat T cells, primary T cells and chimeric antigen receptor (CAR) T cells and elucidated mechanisms of enhancer-mediated IL2 gene regulation. CRISPRai facilitates investigation of context-specific genetic interactions, provides new insights into gene regulation and will enable exploration of non-coding disease-associated variants.

2.
Cell ; 186(21): 4567-4582.e20, 2023 10 12.
Article En | MEDLINE | ID: mdl-37794590

CRISPR-Cas9 genome editing has enabled advanced T cell therapies, but occasional loss of the targeted chromosome remains a safety concern. To investigate whether Cas9-induced chromosome loss is a universal phenomenon and evaluate its clinical significance, we conducted a systematic analysis in primary human T cells. Arrayed and pooled CRISPR screens revealed that chromosome loss was generalizable across the genome and resulted in partial and entire loss of the targeted chromosome, including in preclinical chimeric antigen receptor T cells. T cells with chromosome loss persisted for weeks in culture, implying the potential to interfere with clinical use. A modified cell manufacturing process, employed in our first-in-human clinical trial of Cas9-engineered T cells (NCT03399448), reduced chromosome loss while largely preserving genome editing efficacy. Expression of p53 correlated with protection from chromosome loss observed in this protocol, suggesting both a mechanism and strategy for T cell engineering that mitigates this genotoxicity in the clinic.


CRISPR-Cas Systems , Chromosome Aberrations , Gene Editing , T-Lymphocytes , Humans , Chromosomes , CRISPR-Cas Systems/genetics , DNA Damage , Gene Editing/methods , Clinical Trials as Topic
3.
bioRxiv ; 2023 Mar 22.
Article En | MEDLINE | ID: mdl-36993359

CRISPR-Cas9 genome editing has enabled advanced T cell therapies, but occasional loss of the targeted chromosome remains a safety concern. To investigate whether Cas9-induced chromosome loss is a universal phenomenon and evaluate its clinical significance, we conducted a systematic analysis in primary human T cells. Arrayed and pooled CRISPR screens revealed that chromosome loss was generalizable across the genome and resulted in partial and entire loss of the chromosome, including in pre-clinical chimeric antigen receptor T cells. T cells with chromosome loss persisted for weeks in culture, implying the potential to interfere with clinical use. A modified cell manufacturing process, employed in our first-in-human clinical trial of Cas9-engineered T cells, 1 dramatically reduced chromosome loss while largely preserving genome editing efficacy. Expression of p53 correlated with protection from chromosome loss observed in this protocol, suggesting both a mechanism and strategy for T cell engineering that mitigates this genotoxicity in the clinic.

4.
Cell ; 185(26): 4904-4920.e22, 2022 12 22.
Article En | MEDLINE | ID: mdl-36516854

Cells communicate with each other via receptor-ligand interactions. Here, we describe lentiviral-mediated cell entry by engineered receptor-ligand interaction (ENTER) to display ligand proteins, deliver payloads, and record receptor specificity. We optimize ENTER to decode interactions between T cell receptor (TCR)-MHC peptides, antibody-antigen, and other receptor-ligand pairs. A viral presentation strategy allows ENTER to capture interactions between B cell receptor and any antigen. We engineer ENTER to deliver genetic payloads to antigen-specific T or B cells to selectively modulate cellular behavior in mixed populations. Single-cell readout of ENTER by RNA sequencing (ENTER-seq) enables multiplexed enumeration of antigen specificities, TCR clonality, cell type, and states of individual T cells. ENTER-seq of CMV-seropositive patient blood samples reveals the viral epitopes that drive effector memory T cell differentiation and inter-clonal vs. intra-clonal phenotypic diversity targeting the same epitope. ENTER technology enables systematic discovery of receptor specificity, linkage to cell fates, and antigen-specific cargo delivery.


Receptors, Antigen, T-Cell , Virus Internalization , Humans , Biology , Epitopes , Ligands , Peptides , Receptors, Antigen, T-Cell/metabolism , Single-Cell Analysis , Genomics
5.
Elife ; 112022 06 13.
Article En | MEDLINE | ID: mdl-35695839

RNA-binding proteins (RBPs), essential for skeletal muscle regeneration, cause muscle degeneration and neuromuscular disease when mutated. Why mutations in these ubiquitously expressed RBPs orchestrate complex tissue regeneration and direct cell fate decisions in skeletal muscle remains poorly understood. Single-cell RNA-sequencing of regenerating Mus musculus skeletal muscle reveals that RBP expression, including the expression of many neuromuscular disease-associated RBPs, is temporally regulated in skeletal muscle stem cells and correlates with specific stages of myogenic differentiation. By combining machine learning with RBP engagement scoring, we discovered that the neuromuscular disease-associated RBP Hnrnpa2b1 is a differentiation-specifying regulator of myogenesis that controls myogenic cell fate transitions during terminal differentiation in mice. The timing of RBP expression specifies cell fate transitions by providing post-transcriptional regulation of messenger RNAs that coordinate stem cell fate decisions during tissue regeneration.


Muscle Development , Muscle Fibers, Skeletal , Animals , Cell Differentiation , Mice , Muscle Development/genetics , Muscle Fibers, Skeletal/metabolism , Muscle, Skeletal/metabolism , RNA-Binding Proteins/genetics , RNA-Binding Proteins/metabolism
6.
Cell ; 185(10): 1745-1763.e22, 2022 05 12.
Article En | MEDLINE | ID: mdl-35483375

Regulatable CAR platforms could circumvent toxicities associated with CAR-T therapy, but existing systems have shortcomings including leakiness and attenuated activity. Here, we present SNIP CARs, a protease-based platform for regulating CAR activity using an FDA-approved small molecule. Design iterations yielded CAR-T cells that manifest full functional capacity with drug and no leaky activity in the absence of drug. In numerous models, SNIP CAR-T cells were more potent than constitutive CAR-T cells and showed diminished T cell exhaustion and greater stemness. In a ROR1-based CAR lethality model, drug cessation following toxicity onset reversed toxicity, thereby credentialing the platform as a safety switch. In the same model, reduced drug dosing opened a therapeutic window that resulted in tumor eradication in the absence of toxicity. SNIP CARs enable remote tuning of CAR activity, which provides solutions to safety and efficacy barriers that are currently limiting progress in using CAR-T cells to treat solid tumors.


Neoplasms , Receptors, Chimeric Antigen , Humans , Immunotherapy, Adoptive/methods , Neoplasms/drug therapy , Neoplasms/pathology , Peptide Hydrolases , Receptors, Antigen, T-Cell , T-Lymphocytes/pathology
7.
Cancer Cell ; 40(1): 53-69.e9, 2022 01 10.
Article En | MEDLINE | ID: mdl-34971569

Pediatric cancers often mimic fetal tissues and express proteins normally silenced postnatally that could serve as immune targets. We developed T cells expressing chimeric antigen receptors (CARs) targeting glypican-2 (GPC2), a fetal antigen expressed on neuroblastoma (NB) and several other solid tumors. CARs engineered using standard designs control NBs with transgenic GPC2 overexpression, but not those expressing clinically relevant GPC2 site density (∼5,000 molecules/cell, range 1-6 × 103). Iterative engineering of transmembrane (TM) and co-stimulatory domains plus overexpression of c-Jun lowered the GPC2-CAR antigen density threshold, enabling potent and durable eradication of NBs expressing clinically relevant GPC2 antigen density, without toxicity. These studies highlight the critical interplay between CAR design and antigen density threshold, demonstrate potent efficacy and safety of a lead GPC2-CAR candidate suitable for clinical testing, and credential oncofetal antigens as a promising class of targets for CAR T cell therapy of solid tumors.


Glypicans/immunology , Immunotherapy, Adoptive , Neuroblastoma/drug therapy , Receptors, Antigen, T-Cell/metabolism , Animals , Cell Line, Tumor , Glypicans/metabolism , Humans , Immunotherapy/methods , Neuroblastoma/pathology , Receptors, Antigen, T-Cell/immunology , Receptors, Chimeric Antigen/immunology , T-Lymphocytes/drug effects , T-Lymphocytes/immunology , Xenograft Model Antitumor Assays/methods
8.
Cancer Cell ; 39(12): 1553-1557, 2021 12 13.
Article En | MEDLINE | ID: mdl-34906314

The remarkable specificity of antibodies has enabled precision cancer immunotherapies, including chimeric antigen receptor T cells and antibody-drug conjugates. In parallel, single-cell genomics technologies present the possibility of a comprehensive annotation of antigen expression throughout tissues of the human body and on cancer cells. We reflect on the rationale for antigen targets currently used in immunotherapies, their adverse effects revealed in the clinic, and the opportunity to utilize large genomics datasets to de-risk potential targets and nominate optimal antigens for therapy.


Immunoconjugates , Receptors, Antigen, T-Cell , Antigens, Neoplasm/genetics , Genomics , Humans , Immunotherapy
9.
Blood Cancer Discov ; 2(6): 648-665, 2021 Nov.
Article En | MEDLINE | ID: mdl-34778803

Chimeric antigen receptor (CAR) T cells hold promise for the treatment of acute myeloid leukemia (AML), but optimal targets remain to be defined. We demonstrate that CD93 CAR T cells engineered from a novel humanized CD93-specific binder potently kill AML in vitro and in vivo but spare hematopoietic stem and progenitor cells (HSPC). No toxicity is seen in murine models, but CD93 is expressed on human endothelial cells, and CD93 CAR T cells recognize and kill endothelial cell lines. We identify other AML CAR T-cell targets with overlapping expression on endothelial cells, especially in the context of proinflammatory cytokines. To address the challenge of endothelial-specific cross-reactivity, we provide proof of concept for NOT-gated CD93 CAR T cells that circumvent endothelial cell toxicity in a relevant model system. We also identify candidates for combinatorial targeting by profiling the transcriptome of AML and endothelial cells at baseline and after exposure to proinflammatory cytokines. SIGNIFICANCE: CD93 CAR T cells eliminate AML and spare HSPCs but exert on-target, off-tumor toxicity to endothelial cells. We show coexpression of other AML targets on endothelial cells, introduce a novel NOT-gated strategy to mitigate endothelial toxicity, and demonstrate use of high-dimensional transcriptomic profiling for rational design of combinatorial immunotherapies.See related commentary by Velasquez and Gottschalk, p. 559. This article is highlighted in the In This Issue feature, p. 549.


Immunotherapy, Adoptive , Leukemia, Myeloid, Acute , Animals , Cell Line, Tumor , Endothelial Cells/pathology , Humans , Immunotherapy, Adoptive/methods , Leukemia, Myeloid, Acute/therapy , Mice , T-Lymphocytes
10.
Science ; 372(6537)2021 04 02.
Article En | MEDLINE | ID: mdl-33795428

T cell exhaustion limits immune responses against cancer and is a major cause of resistance to chimeric antigen receptor (CAR)-T cell therapeutics. Using murine xenograft models and an in vitro model wherein tonic CAR signaling induces hallmark features of exhaustion, we tested the effect of transient cessation of receptor signaling, or rest, on the development and maintenance of exhaustion. Induction of rest through enforced down-regulation of the CAR protein using a drug-regulatable system or treatment with the multikinase inhibitor dasatinib resulted in the acquisition of a memory-like phenotype, global transcriptional and epigenetic reprogramming, and restored antitumor functionality in exhausted CAR-T cells. This work demonstrates that rest can enhance CAR-T cell efficacy by preventing or reversing exhaustion, and it challenges the notion that exhaustion is an epigenetically fixed state.


Dasatinib/pharmacology , Epigenesis, Genetic , Immunotherapy, Adoptive , Receptors, Chimeric Antigen/metabolism , T-Lymphocytes/immunology , Animals , Cell Line, Tumor , Cytotoxicity, Immunologic , Down-Regulation , Enhancer of Zeste Homolog 2 Protein/metabolism , Epigenome , Female , Hepatocyte Nuclear Factor 1-alpha/metabolism , High Mobility Group Proteins/metabolism , Humans , Immunologic Memory , Lymphocyte Activation , Lymphoid Enhancer-Binding Factor 1/metabolism , Male , Mice , Neoplasms, Experimental/therapy , Protein Domains , Protein Stability , Receptors, Chimeric Antigen/chemistry , Receptors, Chimeric Antigen/immunology , Signal Transduction , T-Lymphocytes/metabolism , Transcription, Genetic , Xenograft Model Antitumor Assays
11.
Cancer Discov ; 11(8): 2032-2049, 2021 08.
Article En | MEDLINE | ID: mdl-33727310

Alternative strategies are needed for patients with B-cell malignancy relapsing after CD19-targeted immunotherapy. Here, cell surface proteomics revealed CD72 as an optimal target for poor-prognosis KMT2A/MLL1-rearranged (MLLr) B-cell acute lymphoblastic leukemia (B-ALL), which we further found to be expressed in other B-cell malignancies. Using a recently described, fully in vitro system, we selected synthetic CD72-specific nanobodies, incorporated them into chimeric antigen receptors (CAR), and demonstrated robust activity against B-cell malignancy models, including CD19 loss. Taking advantage of the role of CD72 in inhibiting B-cell receptor signaling, we found that SHIP1 inhibition increased CD72 surface density. We establish that CD72-nanobody CAR-T cells are a promising therapy for MLLr B-ALL. SIGNIFICANCE: Patients with MLLr B-ALL have poor prognoses despite recent immunotherapy advances. Here, surface proteomics identifies CD72 as being enriched on MLLr B-ALL but also widely expressed across B-cell cancers. We show that a recently described, fully in vitro nanobody platform generates binders highly active in CAR-T cells and demonstrate its broad applicability for immunotherapy development.This article is highlighted in the In This Issue feature, p. 1861.


Antigens, CD19/immunology , Antigens, CD/immunology , Antigens, Differentiation, B-Lymphocyte/immunology , Precursor B-Cell Lymphoblastic Leukemia-Lymphoma/therapy , Receptors, Chimeric Antigen/immunology , Humans , Immunotherapy, Adoptive , Precursor B-Cell Lymphoblastic Leukemia-Lymphoma/immunology , Proteomics
12.
Cell ; 184(9): 2394-2411.e16, 2021 04 29.
Article En | MEDLINE | ID: mdl-33743211

SARS-CoV-2 is the cause of a pandemic with growing global mortality. Using comprehensive identification of RNA-binding proteins by mass spectrometry (ChIRP-MS), we identified 309 host proteins that bind the SARS-CoV-2 RNA during active infection. Integration of this data with ChIRP-MS data from three other RNA viruses defined viral specificity of RNA-host protein interactions. Targeted CRISPR screens revealed that the majority of functional RNA-binding proteins protect the host from virus-induced cell death, and comparative CRISPR screens across seven RNA viruses revealed shared and SARS-specific antiviral factors. Finally, by combining the RNA-centric approach and functional CRISPR screens, we demonstrated a physical and functional connection between SARS-CoV-2 and mitochondria, highlighting this organelle as a general platform for antiviral activity. Altogether, these data provide a comprehensive catalog of functional SARS-CoV-2 RNA-host protein interactions, which may inform studies to understand the host-virus interface and nominate host pathways that could be targeted for therapeutic benefit.


Host-Pathogen Interactions , RNA, Viral/genetics , SARS-CoV-2/genetics , Animals , COVID-19/virology , CRISPR-Cas Systems/genetics , Cell Line, Tumor , Chlorocebus aethiops , Female , Genome, Viral , Humans , Lung/virology , Male , Mass Spectrometry , Mitochondria/metabolism , Mitochondria/ultrastructure , Proteome/metabolism , RNA-Binding Proteins/metabolism , SARS-CoV-2/ultrastructure , Vero Cells
13.
bioRxiv ; 2020 Oct 06.
Article En | MEDLINE | ID: mdl-33052334

Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) is the cause of a pandemic with growing global mortality. There is an urgent need to understand the molecular pathways required for host infection and anti-viral immunity. Using comprehensive identification of RNA-binding proteins by mass spectrometry (ChIRP-MS), we identified 309 host proteins that bind the SARS-CoV-2 RNA during active infection. Integration of this data with viral ChIRP-MS data from three other positive-sense RNA viruses defined pan-viral and SARS-CoV-2-specific host interactions. Functional interrogation of these factors with a genome-wide CRISPR screen revealed that the vast majority of viral RNA-binding proteins protect the host from virus-induced cell death, and we identified known and novel anti-viral proteins that regulate SARS-CoV-2 pathogenicity. Finally, our RNA-centric approach demonstrated a physical connection between SARS-CoV-2 RNA and host mitochondria, which we validated with functional and electron microscopy data, providing new insights into a more general virus-specific protein logic for mitochondrial interactions. Altogether, these data provide a comprehensive catalogue of SARS-CoV-2 RNA-host protein interactions, which may inform future studies to understand the mechanisms of viral pathogenesis, as well as nominate host pathways that could be targeted for therapeutic benefit. HIGHLIGHTS: · ChIRP-MS of SARS-CoV-2 RNA identifies a comprehensive viral RNA-host protein interaction network during infection across two species· Comparison to RNA-protein interaction networks with Zika virus, dengue virus, and rhinovirus identify SARS-CoV-2-specific and pan-viral RNA protein complexes and highlights distinct intracellular trafficking pathways· Intersection of ChIRP-MS and genome-wide CRISPR screens identify novel SARS-CoV-2-binding proteins with pro- and anti-viral function· Viral RNA-RNA and RNA-protein interactions reveal specific SARS-CoV-2-mediated mitochondrial dysfunction during infection.

14.
Cell ; 183(1): 126-142.e17, 2020 10 01.
Article En | MEDLINE | ID: mdl-32961131

CD19-directed immunotherapies are clinically effective for treating B cell malignancies but also cause a high incidence of neurotoxicity. A subset of patients treated with chimeric antigen receptor (CAR) T cells or bispecific T cell engager (BiTE) antibodies display severe neurotoxicity, including fatal cerebral edema associated with T cell infiltration into the brain. Here, we report that mural cells, which surround the endothelium and are critical for blood-brain-barrier integrity, express CD19. We identify CD19 expression in brain mural cells using single-cell RNA sequencing data and confirm perivascular staining at the protein level. CD19 expression in the brain begins early in development alongside the emergence of mural cell lineages and persists throughout adulthood across brain regions. Mouse mural cells demonstrate lower levels of Cd19 expression, suggesting limitations in preclinical animal models of neurotoxicity. These data suggest an on-target mechanism for neurotoxicity in CD19-directed therapies and highlight the utility of human single-cell atlases for designing immunotherapies.


Blood-Brain Barrier/metabolism , Epithelial Cells/metabolism , Immunotherapy, Adoptive/adverse effects , Animals , Antibodies, Bispecific/immunology , Antigens, CD19/immunology , B-Lymphocytes/immunology , Blood-Brain Barrier/immunology , Brain/immunology , Brain/metabolism , Cell Line, Tumor , Cytotoxicity, Immunologic , Humans , Immunotherapy/adverse effects , Immunotherapy/methods , Immunotherapy, Adoptive/methods , Mice , Mice, Inbred NOD , Mice, SCID , Muscle, Smooth, Vascular/metabolism , Neoplasms , Receptors, Antigen, T-Cell/immunology , Receptors, Chimeric Antigen/immunology , Single-Cell Analysis/methods , T-Lymphocytes/immunology , Xenograft Model Antitumor Assays
15.
Cell Syst ; 11(1): 102-108.e3, 2020 07 22.
Article En | MEDLINE | ID: mdl-32673562

SARS-CoV-2 genomic and subgenomic RNA (sgRNA) transcripts hijack the host cell's machinery. Subcellular localization of its viral RNA could, thus, play important roles in viral replication and host antiviral immune response. We perform computational modeling of SARS-CoV-2 viral RNA subcellular residency across eight subcellular neighborhoods. We compare hundreds of SARS-CoV-2 genomes with the human transcriptome and other coronaviruses. We predict the SARS-CoV-2 RNA genome and sgRNAs to be enriched toward the host mitochondrial matrix and nucleolus, and that the 5' and 3' viral untranslated regions contain the strongest, most distinct localization signals. We interpret the mitochondrial residency signal as an indicator of intracellular RNA trafficking with respect to double-membrane vesicles, a critical stage in the coronavirus life cycle. Our computational analysis serves as a hypothesis generation tool to suggest models for SARS-CoV-2 biology and inform experimental efforts to combat the virus. A record of this paper's Transparent Peer Review process is included in the Supplemental Information.


Betacoronavirus/genetics , Cell Nucleolus/virology , Coronavirus Infections/virology , Mitochondria/virology , Pneumonia, Viral/virology , RNA, Viral/metabolism , Betacoronavirus/metabolism , COVID-19 , Cell Nucleolus/metabolism , Databases, Genetic , Genome, Viral , Humans , Machine Learning , Mitochondria/metabolism , Models, Genetic , Pandemics , RNA, Viral/genetics , SARS-CoV-2
16.
RNA ; 26(7): 851-865, 2020 07.
Article En | MEDLINE | ID: mdl-32220894

Subcellular localization is essential to RNA biogenesis, processing, and function across the gene expression life cycle. However, the specific nucleotide sequence motifs that direct RNA localization are incompletely understood. Fortunately, new sequencing technologies have provided transcriptome-wide atlases of RNA localization, creating an opportunity to leverage computational modeling. Here we present RNA-GPS, a new machine learning model that uses nucleotide-level features to predict RNA localization across eight different subcellular locations-the first to provide such a wide range of predictions. RNA-GPS's design enables high-throughput sequence ablation and feature importance analyses to probe the sequence motifs that drive localization prediction. We find localization informative motifs to be concentrated on 3'-UTRs and scattered along the coding sequence, and motifs related to splicing to be important drivers of predicted localization, even for cytotopic distinctions for membraneless bodies within the nucleus or for organelles within the cytoplasm. Overall, our results suggest transcript splicing is one of many elements influencing RNA subcellular localization.


Alternative Splicing/genetics , RNA/genetics , 3' Untranslated Regions/genetics , Cell Line, Tumor , Cell Nucleus/genetics , Computational Biology/methods , Cytoplasm/genetics , HeLa Cells , Humans , K562 Cells , Sequence Analysis, RNA/methods , Transcriptome/genetics
17.
Science ; 367(6481)2020 02 28.
Article En | MEDLINE | ID: mdl-32029687

CRISPR-Cas9 gene editing provides a powerful tool to enhance the natural ability of human T cells to fight cancer. We report a first-in-human phase 1 clinical trial to test the safety and feasibility of multiplex CRISPR-Cas9 editing to engineer T cells in three patients with refractory cancer. Two genes encoding the endogenous T cell receptor (TCR) chains, TCRα (TRAC) and TCRß (TRBC), were deleted in T cells to reduce TCR mispairing and to enhance the expression of a synthetic, cancer-specific TCR transgene (NY-ESO-1). Removal of a third gene encoding programmed cell death protein 1 (PD-1; PDCD1), was performed to improve antitumor immunity. Adoptive transfer of engineered T cells into patients resulted in durable engraftment with edits at all three genomic loci. Although chromosomal translocations were detected, the frequency decreased over time. Modified T cells persisted for up to 9 months, suggesting that immunogenicity is minimal under these conditions and demonstrating the feasibility of CRISPR gene editing for cancer immunotherapy.


Adoptive Transfer , CRISPR-Cas Systems , Gene Editing , Receptors, Antigen, T-Cell, alpha-beta/genetics , T-Lymphocytes/immunology , T-Lymphocytes/transplantation , Aged , CRISPR-Associated Protein 9 , Cell Engineering , Female , Humans , Male , Middle Aged , Programmed Cell Death 1 Receptor/genetics , Transgenes
18.
Cell ; 178(2): 473-490.e26, 2019 07 11.
Article En | MEDLINE | ID: mdl-31230715

We introduce APEX-seq, a method for RNA sequencing based on direct proximity labeling of RNA using the peroxidase enzyme APEX2. APEX-seq in nine distinct subcellular locales produced a nanometer-resolution spatial map of the human transcriptome as a resource, revealing extensive patterns of localization for diverse RNA classes and transcript isoforms. We uncover a radial organization of the nuclear transcriptome, which is gated at the inner surface of the nuclear pore for cytoplasmic export of processed transcripts. We identify two distinct pathways of messenger RNA localization to mitochondria, each associated with specific sets of transcripts for building complementary macromolecular machines within the organelle. APEX-seq should be widely applicable to many systems, enabling comprehensive investigations of the spatial transcriptome.


DNA-(Apurinic or Apyrimidinic Site) Lyase/metabolism , Endonucleases/metabolism , Multifunctional Enzymes/metabolism , RNA/metabolism , Sequence Analysis, RNA/methods , Fluorescent Dyes/chemistry , HEK293 Cells , Humans , Microscopy, Fluorescence , Mitochondria/genetics , RNA/chemistry , RNA, Messenger/chemistry , RNA, Messenger/metabolism , Transcriptome
19.
Cell ; 176(1-2): 361-376.e17, 2019 01 10.
Article En | MEDLINE | ID: mdl-30580963

Here, we present Perturb-ATAC, a method that combines multiplexed CRISPR interference or knockout with genome-wide chromatin accessibility profiling in single cells based on the simultaneous detection of CRISPR guide RNAs and open chromatin sites by assay of transposase-accessible chromatin with sequencing (ATAC-seq). We applied Perturb-ATAC to transcription factors (TFs), chromatin-modifying factors, and noncoding RNAs (ncRNAs) in ∼4,300 single cells, encompassing more than 63 genotype-phenotype relationships. Perturb-ATAC in human B lymphocytes uncovered regulators of chromatin accessibility, TF occupancy, and nucleosome positioning and identified a hierarchy of TFs that govern B cell state, variation, and disease-associated cis-regulatory elements. Perturb-ATAC in primary human epidermal cells revealed three sequential modules of cis-elements that specify keratinocyte fate. Combinatorial deletion of all pairs of these TFs uncovered their epistatic relationships and highlighted genomic co-localization as a basis for synergistic interactions. Thus, Perturb-ATAC is a powerful strategy to dissect gene regulatory networks in development and disease.


Epigenomics/methods , Gene Regulatory Networks/genetics , Single-Cell Analysis/methods , Chromatin/genetics , Chromatin/metabolism , Chromatin Assembly and Disassembly/physiology , Clustered Regularly Interspaced Short Palindromic Repeats/physiology , Gene Regulatory Networks/physiology , High-Throughput Nucleotide Sequencing/methods , Humans , Sequence Analysis, DNA/methods , Transcription Factors/metabolism
20.
Nat Med ; 24(5): 580-590, 2018 05.
Article En | MEDLINE | ID: mdl-29686426

T cells create vast amounts of diversity in the genes that encode their T cell receptors (TCRs), which enables individual clones to recognize specific peptide-major histocompatibility complex (MHC) ligands. Here we combined sequencing of the TCR-encoding genes with assay for transposase-accessible chromatin with sequencing (ATAC-seq) analysis at the single-cell level to provide information on the TCR specificity and epigenomic state of individual T cells. By using this approach, termed transcript-indexed ATAC-seq (T-ATAC-seq), we identified epigenomic signatures in immortalized leukemic T cells, primary human T cells from healthy volunteers and primary leukemic T cells from patient samples. In peripheral blood CD4+ T cells from healthy individuals, we identified cis and trans regulators of naive and memory T cell states and found substantial heterogeneity in surface-marker-defined T cell populations. In patients with a leukemic form of cutaneous T cell lymphoma, T-ATAC-seq enabled identification of leukemic and nonleukemic regulatory pathways in T cells from the same individual by allowing separation of the signals that arose from the malignant clone from the background T cell noise. Thus, T-ATAC-seq is a new tool that enables analysis of epigenomic landscapes in clonal T cells and should be valuable for studies of T cell malignancy, immunity and immunotherapy.


Chromatin/metabolism , High-Throughput Nucleotide Sequencing/methods , Transposases/metabolism , CD4-Positive T-Lymphocytes/metabolism , Cell Line, Transformed , Clone Cells , Epigenomics , Humans , Immunity , Jurkat Cells , Leukemia/immunology , Leukemia/pathology , RNA, Messenger/genetics , RNA, Messenger/metabolism , Receptors, Antigen, T-Cell/metabolism , Single-Cell Analysis
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