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1.
Cell ; 182(3): 655-671.e22, 2020 08 06.
Artículo en Inglés | MEDLINE | ID: mdl-32603654

RESUMEN

Checkpoint blockade with antibodies specific for the PD-1 and CTLA-4 inhibitory receptors can induce durable responses in a wide range of human cancers. However, the immunological mechanisms responsible for severe inflammatory side effects remain poorly understood. Here we report a comprehensive single-cell analysis of immune cell populations in colitis, a common and severe side effect of checkpoint blockade. We observed a striking accumulation of CD8 T cells with highly cytotoxic and proliferative states and no evidence of regulatory T cell depletion. T cell receptor (TCR) sequence analysis demonstrated that a substantial fraction of colitis-associated CD8 T cells originated from tissue-resident populations, explaining the frequently early onset of colitis symptoms following treatment initiation. Our analysis also identified cytokines, chemokines, and surface receptors that could serve as therapeutic targets for colitis and potentially other inflammatory side effects of checkpoint blockade.


Asunto(s)
Linfocitos T CD8-positivos/citología , Antígeno CTLA-4/inmunología , Colitis/metabolismo , Inhibidores de Puntos de Control Inmunológico/efectos adversos , Inmunoterapia/efectos adversos , Células Mieloides/metabolismo , Receptores de Quimiocina/metabolismo , Linfocitos T CD4-Positivos/citología , Linfocitos T CD4-Positivos/metabolismo , Linfocitos T CD4-Positivos/patología , Linfocitos T CD8-positivos/metabolismo , Linfocitos T CD8-positivos/patología , Antígeno CTLA-4/metabolismo , Quimiocinas/metabolismo , Colitis/tratamiento farmacológico , Colitis/genética , Colitis/inmunología , Citocinas/metabolismo , Citometría de Flujo , Regulación de la Expresión Génica/genética , Regulación de la Expresión Génica/inmunología , Humanos , Inflamación/tratamiento farmacológico , Inflamación/genética , Inflamación/metabolismo , Melanoma/genética , Melanoma/inmunología , Melanoma/metabolismo , Familia de Multigenes , Células Mieloides/citología , RNA-Seq , Receptores de Antígenos de Linfocitos T/genética , Receptores de Antígenos de Linfocitos T/metabolismo , Receptores CXCR3/genética , Receptores CXCR3/metabolismo , Receptores CXCR6/genética , Receptores CXCR6/metabolismo , Receptores de Quimiocina/genética , Análisis de la Célula Individual , Linfocitos T Reguladores/citología , Linfocitos T Reguladores/metabolismo
2.
Cell ; 173(2): 430-442.e17, 2018 04 05.
Artículo en Inglés | MEDLINE | ID: mdl-29606353

RESUMEN

Fetal hemoglobin (HbF, α2γ2) level is genetically controlled and modifies severity of adult hemoglobin (HbA, α2ß2) disorders, sickle cell disease, and ß-thalassemia. Common genetic variation affects expression of BCL11A, a regulator of HbF silencing. To uncover how BCL11A supports the developmental switch from γ- to ß- globin, we use a functional assay and protein binding microarray to establish a requirement for a zinc-finger cluster in BCL11A in repression and identify a preferred DNA recognition sequence. This motif appears in embryonic and fetal-expressed globin promoters and is duplicated in γ-globin promoters. The more distal of the duplicated motifs is mutated in individuals with hereditary persistence of HbF. Using the CUT&RUN approach to map protein binding sites in erythroid cells, we demonstrate BCL11A occupancy preferentially at the distal motif, which can be disrupted by editing the promoter. Our findings reveal that direct γ-globin gene promoter repression by BCL11A underlies hemoglobin switching.


Asunto(s)
Proteínas Portadoras/metabolismo , Hemoglobina Fetal/genética , Proteínas Nucleares/metabolismo , Secuencia de Bases , Sitios de Unión , Proteínas Portadoras/genética , Línea Celular , Cromatina/metabolismo , Repeticiones Palindrómicas Cortas Agrupadas y Regularmente Espaciadas/genética , Células Eritroides/citología , Células Eritroides/metabolismo , Edición Génica , Humanos , Proteínas Nucleares/genética , Regiones Promotoras Genéticas , Isoformas de Proteínas/genética , Isoformas de Proteínas/metabolismo , Proteínas Represoras , Dedos de Zinc/genética , Globinas beta/genética , Talasemia beta/genética , Talasemia beta/patología , gamma-Globinas/genética
3.
Cell ; 172(5): 1091-1107.e17, 2018 02 22.
Artículo en Inglés | MEDLINE | ID: mdl-29474909

RESUMEN

Single-cell RNA sequencing (scRNA-seq) technologies are poised to reshape the current cell-type classification system. However, a transcriptome-based single-cell atlas has not been achieved for complex mammalian systems. Here, we developed Microwell-seq, a high-throughput and low-cost scRNA-seq platform using simple, inexpensive devices. Using Microwell-seq, we analyzed more than 400,000 single cells covering all of the major mouse organs and constructed a basic scheme for a mouse cell atlas (MCA). We reveal a single-cell hierarchy for many tissues that have not been well characterized previously. We built a web-based "single-cell MCA analysis" pipeline that accurately defines cell types based on single-cell digital expression. Our study demonstrates the wide applicability of the Microwell-seq technology and MCA resource.


Asunto(s)
Análisis de Secuencia de ARN , Análisis de la Célula Individual , Células 3T3 , Animales , Costos y Análisis de Costo , Femenino , Secuenciación de Nucleótidos de Alto Rendimiento/economía , Ratones , Especificidad de Órganos , Reproducibilidad de los Resultados , Análisis de Secuencia de ARN/economía , Análisis de la Célula Individual/economía
4.
Cell ; 165(6): 1389-1400, 2016 Jun 02.
Artículo en Inglés | MEDLINE | ID: mdl-27212235

RESUMEN

Bivalent promoters in embryonic stem cells (ESCs) carry methylation marks on two lysine residues, K4 and K27, in histone3 (H3). K4me2/3 is generally considered to promote transcription, and Polycomb Repressive Complex 2 (PRC2) places K27me3, which is erased at lineage-restricted genes when ESCs differentiate in culture. Molecular defects in various PRC2 null adult tissues lack a unifying explanation. We found that epigenomes in adult mouse intestine and other self-renewing tissues show fewer and distinct bivalent promoters compared to ESCs. Groups of tissue-specific genes that carry bivalent marks are repressed, despite the presence of promoter H3K4me2/3. These are the predominant genes de-repressed in PRC2-deficient adult cells, where aberrant expression is proportional to the H3K4me2/3 levels observed at their promoters in wild-type cells. Thus, in adult animals, PRC2 specifically represses genes with acquired, tissue-restricted promoter bivalency. These findings provide new insights into specificity in chromatin-based gene regulation.


Asunto(s)
Células Madre Embrionarias/metabolismo , Complejo Represivo Polycomb 2/genética , Regiones Promotoras Genéticas , Animales , Diferenciación Celular/genética , Metilación de ADN , Regulación de la Expresión Génica , Histonas/metabolismo , Mucosa Intestinal/metabolismo , Intestinos/citología , Lisina/metabolismo , Ratones , Ratones Endogámicos C57BL , Complejo Represivo Polycomb 2/metabolismo
5.
Mol Cell ; 82(6): 1140-1155.e11, 2022 03 17.
Artículo en Inglés | MEDLINE | ID: mdl-35245435

RESUMEN

MLL rearrangements produce fusion oncoproteins that drive leukemia development, but the direct effects of MLL-fusion inactivation remain poorly defined. We designed models with degradable MLL::AF9 where treatment with small molecules induces rapid degradation. We leveraged the kinetics of this system to identify a core subset of MLL::AF9 target genes where MLL::AF9 degradation induces changes in transcriptional elongation within 15 minutes. MLL::AF9 degradation subsequently causes loss of a transcriptionally active chromatin landscape. We used this insight to assess the effectiveness of small molecules that target members of the MLL::AF9 multiprotein complex, specifically DOT1L and MENIN. Combined DOT1L/MENIN inhibition resembles MLL::AF9 degradation, whereas single-agent treatment has more modest effects on MLL::AF9 occupancy and gene expression. Our data show that MLL::AF9 degradation leads to decreases in transcriptional elongation prior to changes in chromatin landscape at select loci and that combined inhibition of chromatin complexes releases the MLL::AF9 oncoprotein from chromatin globally.


Asunto(s)
Leucemia , Proteína de la Leucemia Mieloide-Linfoide , Cromatina/genética , Humanos , Leucemia/genética , Proteína de la Leucemia Mieloide-Linfoide/genética , Proteína de la Leucemia Mieloide-Linfoide/metabolismo , Proteínas de Fusión Oncogénica/genética , Factores de Transcripción/genética
6.
Nat Immunol ; 18(2): 184-195, 2017 02.
Artículo en Inglés | MEDLINE | ID: mdl-27992400

RESUMEN

Invariant natural killer T cells (iNKT cells) are innate-like lymphocytes that protect against infection, autoimmune disease and cancer. However, little is known about the epigenetic regulation of iNKT cell development. Here we found that the H3K27me3 histone demethylase UTX was an essential cell-intrinsic factor that controlled an iNKT-cell lineage-specific gene-expression program and epigenetic landscape in a demethylase-activity-dependent manner. UTX-deficient iNKT cells exhibited impaired expression of iNKT cell signature genes due to a decrease in activation-associated H3K4me3 marks and an increase in repressive H3K27me3 marks within the promoters occupied by UTX. We found that JunB regulated iNKT cell development and that the expression of genes that were targets of both JunB and the iNKT cell master transcription factor PLZF was UTX dependent. We identified iNKT cell super-enhancers and demonstrated that UTX-mediated regulation of super-enhancer accessibility was a key mechanism for commitment to the iNKT cell lineage. Our findings reveal how UTX regulates the development of iNKT cells through multiple epigenetic mechanisms.


Asunto(s)
Diferenciación Celular , Epigénesis Genética , Regulación de la Expresión Génica , Histona Demetilasas/metabolismo , Células T Asesinas Naturales/fisiología , Animales , Linaje de la Célula , Células Cultivadas , Elementos de Facilitación Genéticos/genética , Histona Demetilasas/genética , Inmunidad Innata/genética , Factores de Transcripción de Tipo Kruppel/genética , Factores de Transcripción de Tipo Kruppel/metabolismo , Ratones , Ratones Endogámicos C57BL , Especificidad de Órganos , Regiones Promotoras Genéticas/genética , Proteína de la Leucemia Promielocítica con Dedos de Zinc , Factores de Transcripción/genética , Factores de Transcripción/metabolismo
7.
Cell ; 157(3): 549-64, 2014 Apr 24.
Artículo en Inglés | MEDLINE | ID: mdl-24766805

RESUMEN

Hematopoietic stem cells (HSCs) sustain blood formation throughout life and are the functional units of bone marrow transplantation. We show that transient expression of six transcription factors Run1t1, Hlf, Lmo2, Prdm5, Pbx1, and Zfp37 imparts multilineage transplantation potential onto otherwise committed lymphoid and myeloid progenitors and myeloid effector cells. Inclusion of Mycn and Meis1 and use of polycistronic viruses increase reprogramming efficacy. The reprogrammed cells, designated induced-HSCs (iHSCs), possess clonal multilineage differentiation potential, reconstitute stem/progenitor compartments, and are serially transplantable. Single-cell analysis revealed that iHSCs derived under optimal conditions exhibit a gene expression profile that is highly similar to endogenous HSCs. These findings demonstrate that expression of a set of defined factors is sufficient to activate the gene networks governing HSC functional identity in committed blood cells. Our results raise the prospect that blood cell reprogramming may be a strategy for derivation of transplantable stem cells for clinical application.


Asunto(s)
Reprogramación Celular , Células Madre Hematopoyéticas/citología , Células Madre Hematopoyéticas/metabolismo , Factores de Transcripción/metabolismo , Animales , Trasplante de Células Madre Hematopoyéticas , Proteínas de Homeodominio/genética , Ratones , Ratones Endogámicos C57BL , Proteína 1 del Sitio de Integración Viral Ecotrópica Mieloide , Proteína Proto-Oncogénica N-Myc , Proteínas de Neoplasias/genética , Proteínas Proto-Oncogénicas/genética , Análisis de la Célula Individual , Transcriptoma
8.
Cell ; 159(5): 1126-1139, 2014 Nov 20.
Artículo en Inglés | MEDLINE | ID: mdl-25416950

RESUMEN

The MYC oncoproteins are thought to stimulate tumor cell growth and proliferation through amplification of gene transcription, a mechanism that has thwarted most efforts to inhibit MYC function as potential cancer therapy. Using a covalent inhibitor of cyclin-dependent kinase 7 (CDK7) to disrupt the transcription of amplified MYCN in neuroblastoma cells, we demonstrate downregulation of the oncoprotein with consequent massive suppression of MYCN-driven global transcriptional amplification. This response translated to significant tumor regression in a mouse model of high-risk neuroblastoma, without the introduction of systemic toxicity. The striking treatment selectivity of MYCN-overexpressing cells correlated with preferential downregulation of super-enhancer-associated genes, including MYCN and other known oncogenic drivers in neuroblastoma. These results indicate that CDK7 inhibition, by selectively targeting the mechanisms that promote global transcriptional amplification in tumor cells, may be useful therapy for cancers that are driven by MYC family oncoproteins.


Asunto(s)
Quinasas Ciclina-Dependientes/antagonistas & inhibidores , Modelos Animales de Enfermedad , Neuroblastoma/tratamiento farmacológico , Proteínas Nucleares/metabolismo , Proteínas Oncogénicas/metabolismo , Fenilendiaminas/uso terapéutico , Inhibidores de Proteínas Quinasas/farmacología , Pirimidinas/uso terapéutico , Animales , Ciclo Celular/efectos de los fármacos , Línea Celular Tumoral , Quinasas Ciclina-Dependientes/metabolismo , Humanos , Proteína Proto-Oncogénica N-Myc , Transcripción Genética/efectos de los fármacos , Quinasa Activadora de Quinasas Ciclina-Dependientes
10.
Nature ; 606(7916): 992-998, 2022 06.
Artículo en Inglés | MEDLINE | ID: mdl-35614223

RESUMEN

Most cancer vaccines target peptide antigens, necessitating personalization owing to the vast inter-individual diversity in major histocompatibility complex (MHC) molecules that present peptides to T cells. Furthermore, tumours frequently escape T cell-mediated immunity through mechanisms that interfere with peptide presentation1. Here we report a cancer vaccine that induces a coordinated attack by diverse T cell and natural killer (NK) cell populations. The vaccine targets the MICA and MICB (MICA/B) stress proteins expressed by many human cancers as a result of DNA damage2. MICA/B serve as ligands for the activating NKG2D receptor on T cells and NK cells, but tumours evade immune recognition by proteolytic MICA/B cleavage3,4. Vaccine-induced antibodies increase the density of MICA/B proteins on the surface of tumour cells by inhibiting proteolytic shedding, enhance presentation of tumour antigens by dendritic cells to T cells and augment the cytotoxic function of NK cells. Notably, this vaccine maintains efficacy against MHC class I-deficient tumours resistant to cytotoxic T cells through the coordinated action of NK cells and CD4+ T cells. The vaccine is also efficacious in a clinically important setting: immunization following surgical removal of primary, highly metastatic tumours inhibits the later outgrowth of metastases. This vaccine design enables protective immunity even against tumours with common escape mutations.


Asunto(s)
Síndromes Mielodisplásicos , Neoplasias , Enfermedades Cutáneas Genéticas , Vacunas , Antígenos de Histocompatibilidad Clase I , Humanos , Células Asesinas Naturales , Subfamilia K de Receptores Similares a Lectina de Células NK/metabolismo , Neoplasias/prevención & control
11.
Nature ; 590(7845): 344-350, 2021 02.
Artículo en Inglés | MEDLINE | ID: mdl-33505024

RESUMEN

Identifying the relationships between chromosome structures, nuclear bodies, chromatin states and gene expression is an overarching goal of nuclear-organization studies1-4. Because individual cells appear to be highly variable at all these levels5, it is essential to map different modalities in the same cells. Here we report the imaging of 3,660 chromosomal loci in single mouse embryonic stem (ES) cells using DNA seqFISH+, along with 17 chromatin marks and subnuclear structures by sequential immunofluorescence and the expression profile of 70 RNAs. Many loci were invariably associated with immunofluorescence marks in single mouse ES cells. These loci form 'fixed points' in the nuclear organizations of single cells and often appear on the surfaces of nuclear bodies and zones defined by combinatorial chromatin marks. Furthermore, highly expressed genes appear to be pre-positioned to active nuclear zones, independent of bursting dynamics in single cells. Our analysis also uncovered several distinct mouse ES cell subpopulations with characteristic combinatorial chromatin states. Using clonal analysis, we show that the global levels of some chromatin marks, such as H3 trimethylation at lysine 27 (H3K27me3) and macroH2A1 (mH2A1), are heritable over at least 3-4 generations, whereas other marks fluctuate on a faster time scale. This seqFISH+-based spatial multimodal approach can be used to explore nuclear organization and cell states in diverse biological systems.


Asunto(s)
Compartimento Celular/genética , Núcleo Celular/genética , Genómica/métodos , Células Madre Embrionarias de Ratones/citología , Análisis de la Célula Individual/métodos , Transcriptoma/genética , Animales , Línea Celular , Cromatina/genética , Cromatina/metabolismo , Cromosomas de los Mamíferos/genética , Células Clonales/citología , Técnica del Anticuerpo Fluorescente , Marcadores Genéticos , Histonas/metabolismo , Lisina/metabolismo , Masculino , Ratones , Factores de Tiempo
12.
Blood ; 143(12): 1124-1138, 2024 Mar 21.
Artículo en Inglés | MEDLINE | ID: mdl-38153903

RESUMEN

ABSTRACT: The CD161 inhibitory receptor is highly upregulated by tumor-infiltrating T cells in multiple human solid tumor types, and its ligand, CLEC2D, is expressed by both tumor cells and infiltrating myeloid cells. Here, we assessed the role of the CD161 receptor in hematological malignancies. Systematic analysis of CLEC2D expression using the Cancer Cell Line Encyclopedia revealed that CLEC2D messenger RNA was most abundant in hematological malignancies, including B-cell and T-cell lymphomas as well as lymphocytic and myelogenous leukemias. CLEC2D protein was detected by flow cytometry on a panel of cell lines representing a diverse set of hematological malignancies. We, therefore, used yeast display to generate a panel of high-affinity, fully human CD161 monoclonal antibodies (mAbs) that blocked CLEC2D binding. These mAbs were specific for CD161 and had a similar affinity for human and nonhuman primate CD161, a property relevant for clinical translation. A high-affinity CD161 mAb enhanced key aspects of T-cell function, including cytotoxicity, cytokine production, and proliferation, against B-cell lines originating from patients with acute lymphoblastic leukemia, diffuse large B-cell lymphoma, and Burkitt lymphoma. In humanized mouse models, this CD161 mAb enhanced T-cell-mediated immunity, resulting in a significant survival benefit. Single cell RNA-seq data demonstrated that CD161 mAb treatment enhanced expression of cytotoxicity genes by CD4 T cells as well as a tissue-residency program by CD4 and CD8 T cells that is associated with favorable survival outcomes in multiple human cancer types. These fully human mAbs, thus, represent potential immunotherapy agents for hematological malignancies.


Asunto(s)
Neoplasias Hematológicas , Neoplasias , Animales , Ratones , Humanos , Linfocitos T CD4-Positivos , Inmunidad Celular , Linfocitos T CD8-positivos , Anticuerpos Monoclonales/farmacología , Anticuerpos Monoclonales/uso terapéutico , Neoplasias Hematológicas/genética , Neoplasias Hematológicas/terapia , Subfamilia B de Receptores Similares a Lectina de Células NK/genética
13.
Nature ; 568(7751): 235-239, 2019 04.
Artículo en Inglés | MEDLINE | ID: mdl-30911168

RESUMEN

Imaging the transcriptome in situ with high accuracy has been a major challenge in single-cell biology, which is particularly hindered by the limits of optical resolution and the density of transcripts in single cells1-5. Here we demonstrate an evolution of sequential fluorescence in situ hybridization (seqFISH+). We show that seqFISH+ can image mRNAs for 10,000 genes in single cells-with high accuracy and sub-diffraction-limit resolution-in the cortex, subventricular zone and olfactory bulb of mouse brain, using a standard confocal microscope. The transcriptome-level profiling of seqFISH+ allows unbiased identification of cell classes and their spatial organization in tissues. In addition, seqFISH+ reveals subcellular mRNA localization patterns in cells and ligand-receptor pairs across neighbouring cells. This technology demonstrates the ability to generate spatial cell atlases and to perform discovery-driven studies of biological processes in situ.


Asunto(s)
Encéfalo/anatomía & histología , Encéfalo/metabolismo , Hibridación Fluorescente in Situ/métodos , ARN Mensajero/análisis , ARN Mensajero/genética , Análisis de la Célula Individual/métodos , Transcriptoma/genética , Células 3T3 , Animales , Encéfalo/citología , Neuronas Dopaminérgicas/metabolismo , Células Endoteliales/metabolismo , Femenino , Perfilación de la Expresión Génica , Ligandos , Masculino , Ratones , Microglía/metabolismo , Especificidad de Órganos
14.
Nature ; 572(7771): 676-680, 2019 08.
Artículo en Inglés | MEDLINE | ID: mdl-31391581

RESUMEN

The CCCTC-binding factor (CTCF), which anchors DNA loops that organize the genome into structural domains, has a central role in gene control by facilitating or constraining interactions between genes and their regulatory elements1,2. In cancer cells, the disruption of CTCF binding at specific loci by somatic mutation3,4 or DNA hypermethylation5 results in the loss of loop anchors and consequent activation of oncogenes. By contrast, the germ-cell-specific paralogue of CTCF, BORIS (brother of the regulator of imprinted sites, also known as CTCFL)6, is overexpressed in several cancers7-9, but its contributions to the malignant phenotype remain unclear. Here we show that aberrant upregulation of BORIS promotes chromatin interactions in ALK-mutated, MYCN-amplified neuroblastoma10 cells that develop resistance to ALK inhibition. These cells are reprogrammed to a distinct phenotypic state during the acquisition of resistance, a process defined by the initial loss of MYCN expression followed by subsequent overexpression of BORIS and a concomitant switch in cellular dependence from MYCN to BORIS. The resultant BORIS-regulated alterations in chromatin looping lead to the formation of super-enhancers that drive the ectopic expression of a subset of proneural transcription factors that ultimately define the resistance phenotype. These results identify a previously unrecognized role of BORIS-to promote regulatory chromatin interactions that support specific cancer phenotypes.


Asunto(s)
Cromatina/genética , Cromatina/metabolismo , Proteínas de Unión al ADN/metabolismo , Resistencia a Antineoplásicos/efectos de los fármacos , Resistencia a Antineoplásicos/genética , Neuroblastoma/tratamiento farmacológico , Neuroblastoma/patología , Quinasa de Linfoma Anaplásico/antagonistas & inhibidores , Quinasa de Linfoma Anaplásico/genética , Animales , Factor de Unión a CCCTC/metabolismo , Línea Celular Tumoral , Proteínas de Unión al ADN/genética , Femenino , Regulación Neoplásica de la Expresión Génica/efectos de los fármacos , Regulación Neoplásica de la Expresión Génica/genética , Células HEK293 , Humanos , Ratones , Terapia Molecular Dirigida , Proteína Proto-Oncogénica N-Myc/genética , Neuroblastoma/enzimología , Neuroblastoma/genética , Fenotipo , Unión Proteica
15.
Nucleic Acids Res ; 51(2): 501-516, 2023 01 25.
Artículo en Inglés | MEDLINE | ID: mdl-35929025

RESUMEN

Individual cells are basic units of life. Despite extensive efforts to characterize the cellular heterogeneity of different organisms, cross-species comparisons of landscape dynamics have not been achieved. Here, we applied single-cell RNA sequencing (scRNA-seq) to map organism-level cell landscapes at multiple life stages for mice, zebrafish and Drosophila. By integrating the comprehensive dataset of > 2.6 million single cells, we constructed a cross-species cell landscape and identified signatures and common pathways that changed throughout the life span. We identified structural inflammation and mitochondrial dysfunction as the most common hallmarks of organism aging, and found that pharmacological activation of mitochondrial metabolism alleviated aging phenotypes in mice. The cross-species cell landscape with other published datasets were stored in an integrated online portal-Cell Landscape. Our work provides a valuable resource for studying lineage development, maturation and aging.


How many cell types are there in nature? How do they change during the life cycle? These are two fundamental questions that researchers have been trying to understand in the area of biology. In this study, single-cell mRNA sequencing data were used to profile over 2.6 million individual cells from mice, zebrafish and Drosophila at different life stages, 1.3 million of which were newly collected. The comprehensive datasets allow investigators to construct a cross-species cell landscape that helps to reveal the conservation and diversity of cell taxonomies at genetic and regulatory levels. The resources in this study are assembled into a publicly available website at http://bis.zju.edu.cn/cellatlas/.


Asunto(s)
Análisis de la Célula Individual , Animales , Ratones , Análisis de Secuencia de ARN , Pez Cebra/crecimiento & desarrollo , Drosophila/crecimiento & desarrollo
16.
BMC Bioinformatics ; 25(1): 164, 2024 Apr 25.
Artículo en Inglés | MEDLINE | ID: mdl-38664601

RESUMEN

Multimodal integration combines information from different sources or modalities to gain a more comprehensive understanding of a phenomenon. The challenges in multi-omics data analysis lie in the complexity, high dimensionality, and heterogeneity of the data, which demands sophisticated computational tools and visualization methods for proper interpretation and visualization of multi-omics data. In this paper, we propose a novel method, termed Orthogonal Multimodality Integration and Clustering (OMIC), for analyzing CITE-seq. Our approach enables researchers to integrate multiple sources of information while accounting for the dependence among them. We demonstrate the effectiveness of our approach using CITE-seq data sets for cell clustering. Our results show that our approach outperforms existing methods in terms of accuracy, computational efficiency, and interpretability. We conclude that our proposed OMIC method provides a powerful tool for multimodal data analysis that greatly improves the feasibility and reliability of integrated data.


Asunto(s)
Análisis de la Célula Individual , Análisis por Conglomerados , Análisis de la Célula Individual/métodos , Biología Computacional/métodos , Humanos , Algoritmos
17.
Genome Res ; 31(10): 1706-1718, 2021 10.
Artículo en Inglés | MEDLINE | ID: mdl-34599004

RESUMEN

Spatial transcriptomics is a rapidly growing field that promises to comprehensively characterize tissue organization and architecture at the single-cell or subcellular resolution. Such information provides a solid foundation for mechanistic understanding of many biological processes in both health and disease that cannot be obtained by using traditional technologies. The development of computational methods plays important roles in extracting biological signals from raw data. Various approaches have been developed to overcome technology-specific limitations such as spatial resolution, gene coverage, sensitivity, and technical biases. Downstream analysis tools formulate spatial organization and cell-cell communications as quantifiable properties, and provide algorithms to derive such properties. Integrative pipelines further assemble multiple tools in one package, allowing biologists to conveniently analyze data from beginning to end. In this review, we summarize the state of the art of spatial transcriptomic data analysis methods and pipelines, and discuss how they operate on different technological platforms.


Asunto(s)
Análisis de Datos , Transcriptoma , Algoritmos , Análisis Espacial
18.
Cell ; 139(7): 1303-14, 2009 Dec 24.
Artículo en Inglés | MEDLINE | ID: mdl-20064376

RESUMEN

Trimethylation on histone H3 lysine 27 (H3K27me3) by Polycomb repressive complex 2 (PRC2) regulates the balance between self-renewal and differentiation of embryonic stem cells (ESCs). The mechanisms controlling the activity and recruitment of PRC2 are largely unknown. Here we demonstrate that the founding member of the Jumonji family, JMJ (JUMONJI or JARID2), is associated with PRC2, colocalizes with PRC2 and H3K27me3 on chromatin, and modulates PRC2 function. In vitro JMJ inhibits PRC2 methyltransferase activity, consistent with increased H3K27me3 marks at PRC2 targets in Jmj(-/-) ESCs. Paradoxically, JMJ is required for efficient binding of PRC2, indicating that the interplay of PRC2 and JMJ fine-tunes deposition of the H3K27me3 mark. During differentiation, activation of genes marked by H3K27me3 and lineage commitments are delayed in Jmj(-/-) ESCs. Our results demonstrate that dynamic regulation of Polycomb complex activity orchestrated by JMJ balances self-renewal and differentiation, highlighting the involvement of chromatin dynamics in cell-fate transitions.


Asunto(s)
Células Madre Embrionarias/citología , Proteínas del Tejido Nervioso/metabolismo , Proteínas Represoras/metabolismo , Animales , Diferenciación Celular , Ensamble y Desensamble de Cromatina , Células HeLa , N-Metiltransferasa de Histona-Lisina/metabolismo , Histonas/metabolismo , Humanos , Ratones , Complejo Represivo Polycomb 2 , Proteínas del Grupo Polycomb
19.
Nature ; 560(7717): E26, 2018 08.
Artículo en Inglés | MEDLINE | ID: mdl-29849139

RESUMEN

In Fig. 4e of this Article, the labels for 'Control' and 'HFD' were reversed ('Control' should have been labelled blue rather than purple, and 'HFD' should have been labelled purple rather than blue). Similarly, in Fig. 4f of this Article, the labels for 'V' and 'GW' were reversed ('V' should have been labelled blue rather than purple, and 'GW' should have been labelled purple instead of blue). The original figure has been corrected online.

20.
Proc Natl Acad Sci U S A ; 118(2)2021 01 12.
Artículo en Inglés | MEDLINE | ID: mdl-33361330

RESUMEN

The paucity of knowledge about cardiomyocyte maturation is a major bottleneck in cardiac regenerative medicine. In development, cardiomyocyte maturation is characterized by orchestrated structural, transcriptional, and functional specializations that occur mainly at the perinatal stage. Sarcomeres are the key cytoskeletal structures that regulate the ultrastructural maturation of other organelles, but whether sarcomeres modulate the signal transduction pathways that are essential for cardiomyocyte maturation remains unclear. To address this question, here we generated mice with cardiomyocyte-specific, mosaic, and hypomorphic mutations of α-actinin-2 (Actn2) to study the cell-autonomous roles of sarcomeres in postnatal cardiomyocyte maturation. Actn2 mutation resulted in defective structural maturation of transverse-tubules and mitochondria. In addition, Actn2 mutation triggered transcriptional dysregulation, including abnormal expression of key sarcomeric and mitochondrial genes, and profound impairment of the normal progression of maturational gene expression. Mechanistically, the transcriptional changes in Actn2 mutant cardiomyocytes strongly correlated with those in cardiomyocytes deleted of serum response factor (SRF), a critical transcription factor that regulates cardiomyocyte maturation. Actn2 mutation increased the monomeric form of cardiac α-actin, which interacted with the SRF cofactor MRTFA and perturbed its nuclear localization. Overexpression of a dominant-negative MRTFA mutant was sufficient to recapitulate the morphological and transcriptional defects in Actn2 and Srf mutant cardiomyocytes. Together, these data indicate that Actn2-based sarcomere organization regulates structural and transcriptional maturation of cardiomyocytes through MRTF-SRF signaling.


Asunto(s)
Actinina/genética , Miocitos Cardíacos/metabolismo , Sarcómeros/metabolismo , Actinina/metabolismo , Animales , Núcleo Celular/metabolismo , Citoesqueleto/metabolismo , Regulación de la Expresión Génica/genética , Ratones , Mitocondrias/metabolismo , Morfogénesis , Mutación , Miocitos Cardíacos/patología , Sarcómeros/patología , Factor de Respuesta Sérica/metabolismo , Transducción de Señal , Transactivadores/metabolismo , Factores de Transcripción/metabolismo
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