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1.
Cell ; 180(5): 984-1001.e22, 2020 03 05.
Artículo en Inglés | MEDLINE | ID: mdl-32109414

RESUMEN

Aging causes a functional decline in tissues throughout the body that may be delayed by caloric restriction (CR). However, the cellular profiles and signatures of aging, as well as those ameliorated by CR, remain unclear. Here, we built comprehensive single-cell and single-nucleus transcriptomic atlases across various rat tissues undergoing aging and CR. CR attenuated aging-related changes in cell type composition, gene expression, and core transcriptional regulatory networks. Immune cells were increased during aging, and CR favorably reversed the aging-disturbed immune ecosystem. Computational prediction revealed that the abnormal cell-cell communication patterns observed during aging, including the excessive proinflammatory ligand-receptor interplay, were reversed by CR. Our work provides multi-tissue single-cell transcriptional landscapes associated with aging and CR in a mammal, enhances our understanding of the robustness of CR as a geroprotective intervention, and uncovers how metabolic intervention can act upon the immune system to modify the process of aging.


Asunto(s)
Envejecimiento/genética , Restricción Calórica , Sistema Inmunológico/metabolismo , Transcriptoma/genética , Envejecimiento/metabolismo , Envejecimiento/patología , Animales , Reprogramación Celular/genética , Regulación de la Expresión Génica/genética , Redes Reguladoras de Genes/genética , Humanos , Ratas , Análisis de la Célula Individual
2.
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
3.
Immunity ; 55(12): 2300-2317.e6, 2022 12 13.
Artículo en Inglés | MEDLINE | ID: mdl-36473468

RESUMEN

Intestinal stem cell maturation and development coincide with gut microbiota exposure after birth. Here, we investigated how early life microbial exposure, and disruption of this process, impacts the intestinal stem cell niche and development. Single-cell transcriptional analysis revealed impaired stem cell differentiation into Paneth cells and macrophage specification upon antibiotic treatment in early life. Mouse genetic and organoid co-culture experiments demonstrated that a CD206+ subset of intestinal macrophages secreted Wnt ligands, which maintained the mesenchymal niche cells important for Paneth cell differentiation. Antibiotics and reduced numbers of Paneth cells are associated with the deadly infant disease, necrotizing enterocolitis (NEC). We showed that colonization with Lactobacillus or transfer of CD206+ macrophages promoted Paneth cell differentiation and reduced NEC severity. Together, our work defines the gut microbiota-mediated regulation of stem cell niches during early postnatal development.


Asunto(s)
Enterocolitis Necrotizante , Microbioma Gastrointestinal , Ratones , Animales , Células de Paneth/fisiología , Diferenciación Celular/fisiología , Macrófagos
4.
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
7.
Nature ; 597(7875): 196-205, 2021 09.
Artículo en Inglés | MEDLINE | ID: mdl-34497388

RESUMEN

The Human Developmental Cell Atlas (HDCA) initiative, which is part of the Human Cell Atlas, aims to create a comprehensive reference map of cells during development. This will be critical to understanding normal organogenesis, the effect of mutations, environmental factors and infectious agents on human development, congenital and childhood disorders, and the cellular basis of ageing, cancer and regenerative medicine. Here we outline the HDCA initiative and the challenges of mapping and modelling human development using state-of-the-art technologies to create a reference atlas across gestation. Similar to the Human Genome Project, the HDCA will integrate the output from a growing community of scientists who are mapping human development into a unified atlas. We describe the early milestones that have been achieved and the use of human stem-cell-derived cultures, organoids and animal models to inform the HDCA, especially for prenatal tissues that are hard to acquire. Finally, we provide a roadmap towards a complete atlas of human development.


Asunto(s)
Movimiento Celular , Rastreo Celular , Células/citología , Biología Evolutiva/métodos , Embrión de Mamíferos/citología , Feto/citología , Difusión de la Información , Organogénesis , Adulto , Animales , Atlas como Asunto , Técnicas de Cultivo de Célula , Supervivencia Celular , Visualización de Datos , Femenino , Humanos , Imagenología Tridimensional , Masculino , Modelos Animales , Organogénesis/genética , Organoides/citología , Células Madre/citología
8.
Nature ; 578(7794): 278-283, 2020 02.
Artículo en Inglés | MEDLINE | ID: mdl-32025033

RESUMEN

The biology of haematopoietic stem cells (HSCs) has predominantly been studied under transplantation conditions1,2. It has been particularly challenging to study dynamic HSC behaviour, given that the visualization of HSCs in the native niche in live animals has not, to our knowledge, been achieved. Here we describe a dual genetic strategy in mice that restricts reporter labelling to a subset of the most quiescent long-term HSCs (LT-HSCs) and that is compatible with current intravital imaging approaches in the calvarial bone marrow3-5. We show that this subset of LT-HSCs resides close to both sinusoidal blood vessels and the endosteal surface. By contrast, multipotent progenitor cells (MPPs) show greater variation in distance from the endosteum and are more likely to be associated with transition zone vessels. LT-HSCs are not found in bone marrow niches with the deepest hypoxia and instead are found in hypoxic environments similar to those of MPPs. In vivo time-lapse imaging revealed that LT-HSCs at steady-state show limited motility. Activated LT-HSCs show heterogeneous responses, with some cells becoming highly motile and a fraction of HSCs expanding clonally within spatially restricted domains. These domains have defined characteristics, as HSC expansion is found almost exclusively in a subset of bone marrow cavities with bone-remodelling activity. By contrast, cavities with low bone-resorbing activity do not harbour expanding HSCs. These findings point to previously unknown heterogeneity within the bone marrow microenvironment, imposed by the stages of bone turnover. Our approach enables the direct visualization of HSC behaviours and dissection of heterogeneity in HSC niches.


Asunto(s)
Células Madre Hematopoyéticas/metabolismo , Imagen Molecular , Animales , Remodelación Ósea , Movimiento Celular , Proliferación Celular , Supervivencia Celular , Femenino , Genes Reporteros , Hipoxia/metabolismo , Proteína del Locus del Complejo MDS1 y EV11/genética , Proteína del Locus del Complejo MDS1 y EV11/metabolismo , Masculino , Ratones , Oxígeno/metabolismo , Cráneo/citología , Tirosina Quinasa 3 Similar a fms/genética , Tirosina Quinasa 3 Similar a fms/metabolismo
9.
Nature ; 581(7808): 303-309, 2020 05.
Artículo en Inglés | MEDLINE | ID: mdl-32214235

RESUMEN

Single-cell analysis is a valuable tool for dissecting cellular heterogeneity in complex systems1. However, a comprehensive single-cell atlas has not been achieved for humans. Here we use single-cell mRNA sequencing to determine the cell-type composition of all major human organs and construct a scheme for the human cell landscape (HCL). We have uncovered a single-cell hierarchy for many tissues that have not been well characterized. We established a 'single-cell HCL analysis' pipeline that helps to define human cell identity. Finally, we performed a single-cell comparative analysis of landscapes from human and mouse to identify conserved genetic networks. We found that stem and progenitor cells exhibit strong transcriptomic stochasticity, whereas differentiated cells are more distinct. Our results provide a useful resource for the study of human biology.


Asunto(s)
Células/citología , Células/metabolismo , Análisis de la Célula Individual/métodos , Adulto , Animales , Pueblo Asiatico , Diferenciación Celular , Línea Celular , Separación Celular , China , Bases de Datos Factuales , Cuerpos Embrioides/citología , Cuerpos Embrioides/metabolismo , Etnicidad , Feto/citología , Células Madre Hematopoyéticas/citología , Células Madre Hematopoyéticas/metabolismo , Humanos , Inmunidad , Células Madre Pluripotentes Inducidas/citología , Células Madre Pluripotentes Inducidas/metabolismo , Islotes Pancreáticos/citología , Islotes Pancreáticos/metabolismo , Ratones , Especificidad de Órganos , ARN Mensajero/análisis , ARN Mensajero/genética , Análisis de Secuencia de ARN , Análisis de la Célula Individual/instrumentación , Procesos Estocásticos
10.
Nucleic Acids Res ; 51(D1): D1150-D1159, 2023 01 06.
Artículo en Inglés | MEDLINE | ID: mdl-36305818

RESUMEN

It is a challenge to efficiently integrate and present the tremendous amounts of single-cell data generated from multiple tissues of various species. Here, we create a new database named SPEED for single-cell pan-species atlas in the light of ecology and evolution for development and diseases (freely accessible at http://8.142.154.29 or http://speedatlas.net). SPEED is an online platform with 4 data modules, 7 function modules and 2 display modules. The 'Pan' module is applied for the interactive analysis of single cell sequencing datasets from 127 species, and the 'Evo', 'Devo', and 'Diz' modules provide comprehensive analysis of single-cell atlases on 18 evolution datasets, 28 development datasets, and 85 disease datasets. The 'C2C', 'G2G' and 'S2S' modules explore intercellular communications, genetic regulatory networks, and cross-species molecular evolution. The 'sSearch', 'sMarker', 'sUp', and 'sDown' modules allow users to retrieve specific data information, obtain common marker genes for cell types, freely upload, and download single-cell datasets, respectively. Two display modules ('HOME' and 'HELP') offer easier access to the SPEED database with informative statistics and detailed guidelines. All in all, SPEED is an integrated platform for single-cell RNA sequencing (scRNA-seq) and single-cell whole-genome sequencing (scWGS) datasets to assist the deep-mining and understanding of heterogeneity among cells, tissues, and species at multi-levels, angles, and orientations, as well as provide new insights into molecular mechanisms of biological development and pathogenesis.


Asunto(s)
Bases de Datos Factuales , Análisis de la Célula Individual , Humanos , Animales , Evolución Biológica , Plantas/genética , Ecología
11.
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
12.
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.

13.
Nucleic Acids Res ; 50(D1): D934-D942, 2022 01 07.
Artículo en Inglés | MEDLINE | ID: mdl-34634807

RESUMEN

Viral infectious diseases are a devastating and continuing threat to human and animal health. Receptor binding is the key step for viral entry into host cells. Therefore, recognizing viral receptors is fundamental for understanding the potential tissue tropism or host range of these pathogens. The rapid advancement of single-cell RNA sequencing (scRNA-seq) technology has paved the way for studying the expression of viral receptors in different tissues of animal species at single-cell resolution, resulting in huge scRNA-seq datasets. However, effectively integrating or sharing these datasets among the research community is challenging, especially for laboratory scientists. In this study, we manually curated up-to-date datasets generated in animal scRNA-seq studies, analyzed them using a unified processing pipeline, and comprehensively annotated 107 viral receptors in 142 viruses and obtained accurate expression signatures in 2 100 962 cells from 47 animal species. Thus, the VThunter database provides a user-friendly interface for the research community to explore the expression signatures of viral receptors. VThunter offers an informative and convenient resource for scientists to better understand the interactions between viral receptors and animal viruses and to assess viral pathogenesis and transmission in species. Database URL: https://db.cngb.org/VThunter/.


Asunto(s)
Bases de Datos Factuales , Genoma Viral , Interacciones Huésped-Patógeno/genética , Receptores Virales/genética , Programas Informáticos , Virosis/genética , Virus/genética , Animales , Sitios de Unión , Conjuntos de Datos como Asunto , Regulación de la Expresión Génica , Secuenciación de Nucleótidos de Alto Rendimiento , Humanos , Internet , Anotación de Secuencia Molecular , Unión Proteica , Receptores Virales/clasificación , Receptores Virales/metabolismo , Transducción de Señal , Análisis de la Célula Individual , Virosis/metabolismo , Virosis/transmisión , Virosis/virología , Virus/clasificación , Virus/metabolismo , Virus/patogenicidad
14.
Nature ; 531(7592): 53-8, 2016 Mar 03.
Artículo en Inglés | MEDLINE | ID: mdl-26935695

RESUMEN

Little is known about how pro-obesity diets regulate tissue stem and progenitor cell function. Here we show that high-fat diet (HFD)-induced obesity augments the numbers and function of Lgr5(+) intestinal stem cells of the mammalian intestine. Mechanistically, a HFD induces a robust peroxisome proliferator-activated receptor delta (PPAR-δ) signature in intestinal stem cells and progenitor cells (non-intestinal stem cells), and pharmacological activation of PPAR-δ recapitulates the effects of a HFD on these cells. Like a HFD, ex vivo treatment of intestinal organoid cultures with fatty acid constituents of the HFD enhances the self-renewal potential of these organoid bodies in a PPAR-δ-dependent manner. Notably, HFD- and agonist-activated PPAR-δ signalling endow organoid-initiating capacity to progenitors, and enforced PPAR-δ signalling permits these progenitors to form in vivo tumours after loss of the tumour suppressor Apc. These findings highlight how diet-modulated PPAR-δ activation alters not only the function of intestinal stem and progenitor cells, but also their capacity to initiate tumours.


Asunto(s)
Transformación Celular Neoplásica/efectos de los fármacos , Neoplasias del Colon/patología , Dieta Alta en Grasa/efectos adversos , Intestinos/patología , Células Madre/efectos de los fármacos , Células Madre/patología , Animales , Recuento de Células , Autorrenovación de las Células/efectos de los fármacos , Femenino , Genes APC , Humanos , Masculino , Ratones , Obesidad/inducido químicamente , Obesidad/patología , Organoides/efectos de los fármacos , Organoides/metabolismo , Organoides/patología , PPAR delta/metabolismo , Transducción de Señal/efectos de los fármacos , Nicho de Células Madre/efectos de los fármacos , Células Madre/metabolismo , beta Catenina/metabolismo
15.
Mol Cell ; 53(1): 32-48, 2014 01 09.
Artículo en Inglés | MEDLINE | ID: mdl-24361252

RESUMEN

Self-renewal and pluripotency of embryonic stem cells (ESCs) are established by multiple regulatory pathways operating at several levels. The roles of histone demethylases (HDMs) in these programs are incompletely defined. We conducted a functional RNAi screen for HDMs and identified five potential HDMs essential for mouse ESC identity. In-depth analyses demonstrate that the closely related HDMs Jmjd2b and Jmjd2c are necessary for self-renewal of ESCs and induced pluripotent stem cell generation. Genome-wide occupancy studies reveal that Jmjd2b unique, Jmjd2c unique, and Jmjd2b-Jmjd2c common target sites belong to functionally separable Core, Polycomb repressive complex (PRC), and Myc regulatory modules, respectively. Jmjd2b and Nanog act through an interconnected regulatory loop, whereas Jmjd2c assists PRC2 in transcriptional repression. Thus, two HDMs of the same subclass exhibit distinct and combinatorial functions in control of the ESC state. Such complexity of HDM function reveals an aspect of multilayered transcriptional control.


Asunto(s)
Células Madre Embrionarias/enzimología , Histona Demetilasas con Dominio de Jumonji/metabolismo , Células Madre Pluripotentes/enzimología , Transcripción Genética/fisiología , Animales , Línea Celular , Células Madre Embrionarias/citología , Estudio de Asociación del Genoma Completo , Proteínas de Homeodominio/genética , Proteínas de Homeodominio/metabolismo , Histona Demetilasas con Dominio de Jumonji/genética , Ratones , Proteína Homeótica Nanog , Células Madre Pluripotentes/citología , Complejo Represivo Polycomb 2/genética , Complejo Represivo Polycomb 2/metabolismo , Proteínas Proto-Oncogénicas c-myc/genética , Proteínas Proto-Oncogénicas c-myc/metabolismo
16.
Funct Integr Genomics ; 21(1): 17-30, 2021 Jan.
Artículo en Inglés | MEDLINE | ID: mdl-33130916

RESUMEN

Nutrient stress is the most important environmental stress that limits plant growth and development. Although recent evidence highlights the vital functions of long non-coding RNAs (lncRNA) in response to single nutrient stress in some model plants, a comprehensive investigation of the effect of lncRNAs in response to nutrient stress has not been performed in Arabidopsis thaliana. Here, we presented the identification and characterization of lncRNAs under seven nutrient stress conditions. The expression pattern analysis revealed that aberrant expression of lncRNAs is a stress-specific manner under nutrient stress conditions and that lncRNAs are more sensitive to nutrient stress than protein-coding genes (PCGs). Moreover, competing endogenous RNA (ceRNA) network and lncRNA-mRNA co-expression network (CEN) were constructed to explore the potential function of these lncRNAs under nutrient stress conditions. We further combined different expressed lncRNAs with ceRNA network and CEN to select key lncRNAs in response to nutrient stress. Together, our study provides important information for further insights into the role of lncRNAs in response to stress in plants.


Asunto(s)
ARN Largo no Codificante/metabolismo , Estrés Fisiológico , Arabidopsis , Proteínas de Arabidopsis/genética , Proteínas de Arabidopsis/metabolismo , Regulación de la Expresión Génica de las Plantas , Redes Reguladoras de Genes , Nutrientes/deficiencia , ARN Largo no Codificante/genética
17.
Genes Dev ; 27(12): 1378-90, 2013 Jun 15.
Artículo en Inglés | MEDLINE | ID: mdl-23788624

RESUMEN

Although it is known that OCT4-NANOG are required for maintenance of pluripotent cells in vitro, the upstream signals that regulate this circuit during early development in vivo have not been identified. Here we demonstrate, for the first time, signal transducers and activators of transcription 3 (STAT3)-dependent regulation of the OCT4-NANOG circuitry necessary to maintain the pluripotent inner cell mass (ICM), the source of in vitro-derived embryonic stem cells (ESCs). We show that STAT3 is highly expressed in mouse oocytes and becomes phosphorylated and translocates to the nucleus in the four-cell and later stage embryos. Using leukemia inhibitory factor (Lif)-null embryos, we found that STAT3 phosphorylation is dependent on LIF in four-cell stage embryos. In blastocysts, interleukin 6 (IL-6) acts in an autocrine fashion to ensure STAT3 phosphorylation, mediated by janus kinase 1 (JAK1), a LIF- and IL-6-dependent kinase. Using genetically engineered mouse strains to eliminate Stat3 in oocytes and embryos, we firmly establish that STAT3 is essential for maintenance of ICM lineages but not for ICM and trophectoderm formation. Indeed, STAT3 directly binds to the Oct4 and Nanog distal enhancers, modulating their expression to maintain pluripotency of mouse embryonic and induced pluripotent stem cells. These results provide a novel genetic model of cell fate determination operating through STAT3 in the preimplantation embryo and pluripotent stem cells in vivo.


Asunto(s)
Masa Celular Interna del Blastocisto , Linaje de la Célula , Células Madre Embrionarias/fisiología , Regulación del Desarrollo de la Expresión Génica , Proteínas de Homeodominio , Factor 3 de Transcripción de Unión a Octámeros , Factor de Transcripción STAT3 , Animales , Masa Celular Interna del Blastocisto/citología , Masa Celular Interna del Blastocisto/metabolismo , Células Cultivadas , Células Madre Embrionarias/citología , Células Madre Embrionarias/metabolismo , Femenino , Proteínas de Homeodominio/genética , Proteínas de Homeodominio/metabolismo , Interleucina-6/genética , Interleucina-6/metabolismo , Janus Quinasa 1/genética , Janus Quinasa 1/metabolismo , Factor Inhibidor de Leucemia/genética , Factor Inhibidor de Leucemia/metabolismo , Masculino , Ratones , Ratones Endogámicos C57BL , Ratones Noqueados , Proteína Homeótica Nanog , Factor 3 de Transcripción de Unión a Octámeros/genética , Factor 3 de Transcripción de Unión a Octámeros/metabolismo , Fosforilación , Células Madre Pluripotentes/fisiología , Unión Proteica , Factor de Transcripción STAT3/genética , Factor de Transcripción STAT3/metabolismo
18.
Gut ; 68(11): 2019-2031, 2019 11.
Artículo en Inglés | MEDLINE | ID: mdl-31227589

RESUMEN

OBJECTIVE: Hepatocellular carcinoma (HCC) is heterogeneous, especially in multifocal tumours, which decreases the efficacy of clinical treatments. Understanding tumour heterogeneity is critical when developing novel treatment strategies. However, a comprehensive investigation of tumour heterogeneity in HCC is lacking, and the available evidence regarding tumour heterogeneity has not led to improvements in clinical practice. DESIGN: We harvested 42 samples from eight HCC patients and evaluated tumour heterogeneity using whole-exome sequencing, RNA sequencing, mass spectrometry-based proteomics and metabolomics, cytometry by time-of-flight, and single-cell analysis. Immunohistochemistry and quantitative polymerase chain reactions were performed to confirm the expression levels of genes. Three independent cohorts were further used to validate the findings. RESULTS: Tumour heterogeneity is considerable with regard to the genomes, transcriptomes, proteomes, and metabolomes of lesions and tumours. The immune status of the HCC microenvironment was relatively less heterogenous. Targeting local immunity could be a suitable intervention with balanced precision and practicability. By clustering immune cells in the HCC microenvironment, we identified three distinctive HCC subtypes with immunocompetent, immunodeficient, and immunosuppressive features. We further revealed the specific metabolic features and cytokine/chemokine expression levels of the different subtypes. Determining the expression levels of CD45 and Foxp3 using immunohistochemistry facilitated the correct classification of HCC patients and the prediction of their prognosis. CONCLUSION: There is comprehensive intratumoral and intertumoral heterogeneity in all dimensions of HCC. Based on the results, we propose a novel immunophenotypic classification of HCCs that facilitates prognostic prediction and may support decision making with regard to the choice of therapy.


Asunto(s)
Carcinoma Hepatocelular/etiología , Carcinoma Hepatocelular/patología , Neoplasias Hepáticas/etiología , Neoplasias Hepáticas/patología , Carcinoma Hepatocelular/metabolismo , Factores de Transcripción Forkhead/metabolismo , Humanos , Inmunofenotipificación , Antígenos Comunes de Leucocito/metabolismo , Neoplasias Hepáticas/metabolismo , Microambiente Tumoral
19.
Trends Genet ; 31(10): 576-586, 2015 Oct.
Artículo en Inglés | MEDLINE | ID: mdl-26450340

RESUMEN

Genetic changes and environmental differences result in cellular heterogeneity among cancer cells within the same tumor, thereby complicating treatment outcomes. Recent advances in single-cell technologies have opened new avenues to characterize the intra-tumor cellular heterogeneity, identify rare cell types, measure mutation rates, and, ultimately, guide diagnosis and treatment. In this paper we review the recent single-cell technological and computational advances at the genomic, transcriptomic, and proteomic levels, and discuss their applications in cancer research.


Asunto(s)
Genoma Humano , Neoplasias/genética , Proteómica , Análisis de la Célula Individual , Biología Computacional , Regulación Neoplásica de la Expresión Génica , Humanos , Mutación , Neoplasias/patología
20.
Proc Natl Acad Sci U S A ; 111(52): E5643-50, 2014 Dec 30.
Artículo en Inglés | MEDLINE | ID: mdl-25512504

RESUMEN

We present single-cell clustering using bifurcation analysis (SCUBA), a novel computational method for extracting lineage relationships from single-cell gene expression data and modeling the dynamic changes associated with cell differentiation. SCUBA draws techniques from nonlinear dynamics and stochastic differential equation theories, providing a systematic framework for modeling complex processes involving multilineage specifications. By applying SCUBA to analyze two complementary, publicly available datasets we successfully reconstructed the cellular hierarchy during early development of mouse embryos, modeled the dynamic changes in gene expression patterns, and predicted the effects of perturbing key transcriptional regulators on inducing lineage biases. The results were robust with respect to experimental platform differences between RT-PCR and RNA sequencing. We selectively tested our predictions in Nanog mutants and found good agreement between SCUBA predictions and the experimental data. We further extended the utility of SCUBA by developing a method to reconstruct missing temporal-order information from a typical single-cell dataset. Analysis of a hematopoietic dataset suggests that our method is effective for reconstructing gene expression dynamics during human B-cell development. In summary, SCUBA provides a useful single-cell data analysis tool that is well-suited for the investigation of developmental processes.


Asunto(s)
Linfocitos B , Diferenciación Celular/fisiología , Embrión de Mamíferos , Epigénesis Genética/fisiología , Regulación del Desarrollo de la Expresión Génica/fisiología , Hematopoyesis/fisiología , Modelos Biológicos , Animales , Linfocitos B/citología , Linfocitos B/metabolismo , Embrión de Mamíferos/citología , Embrión de Mamíferos/metabolismo , Proteínas de Homeodominio/genética , Proteínas de Homeodominio/metabolismo , Humanos , Ratones , Proteína Homeótica Nanog , Procesos Estocásticos
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