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1.
bioRxiv ; 2024 Apr 26.
Artículo en Inglés | MEDLINE | ID: mdl-38712088

RESUMEN

Tissue structure and molecular circuitry in the colon can be profoundly impacted by systemic age-related effects, but many of the underlying molecular cues remain unclear. Here, we built a cellular and spatial atlas of the colon across three anatomical regions and 11 age groups, encompassing ~1,500 mouse gut tissues profiled by spatial transcriptomics and ~400,000 single nucleus RNA-seq profiles. We developed a new computational framework, cSplotch, which learns a hierarchical Bayesian model of spatially resolved cellular expression associated with age, tissue region, and sex, by leveraging histological features to share information across tissue samples and data modalities. Using this model, we identified cellular and molecular gradients along the adult colonic tract and across the main crypt axis, and multicellular programs associated with aging in the large intestine. Our multi-modal framework for the investigation of cell and tissue organization can aid in the understanding of cellular roles in tissue-level pathology.

2.
Mol Ther ; 28(12): 2577-2592, 2020 12 02.
Artículo en Inglés | MEDLINE | ID: mdl-32755564

RESUMEN

T cells engineered to express chimeric antigen receptors (CARs) targeting CD19 have produced impressive outcomes for the treatment of B cell malignancies, but different products vary in kinetics, persistence, and toxicity profiles based on the co-stimulatory domains included in the CAR. In this study, we performed transcriptional profiling of bulk CAR T cell populations and single cells to characterize the transcriptional states of human T cells transduced with CD3ζ, 4-1BB-CD3ζ (BBζ), or CD28-CD3ζ (28ζ) co-stimulatory domains at rest and after activation by triggering their CAR or their endogenous T cell receptor (TCR). We identified a transcriptional signature common across CARs with the CD3ζ signaling domain, as well as a distinct program associated with the 4-1BB co-stimulatory domain at rest and after activation. CAR T cells bearing BBζ had increased expression of human leukocyte antigen (HLA) class II genes, ENPP2, and interleukin (IL)-21 axis genes, and decreased PD1 compared to 28ζ CAR T cells. Similar to previous studies, we also found BBζ CAR CD8 T cells to be enriched in a central memory cell phenotype and fatty acid metabolism genes. Our data uncovered transcriptional signatures related to costimulatory domains and demonstrated that signaling domains included in CARs uniquely shape the transcriptional programs of T cells.


Asunto(s)
Ligando 4-1BB/química , Ligando 4-1BB/metabolismo , Ingeniería Celular/métodos , Dominios Proteicos/genética , ARN Citoplasmático Pequeño/genética , Receptores Quiméricos de Antígenos/genética , Transducción de Señal/genética , Linfocitos T/metabolismo , Transcriptoma , Células HEK293 , Humanos , Células K562 , RNA-Seq/métodos , Análisis de la Célula Individual , Transducción Genética
3.
Cancer Cell ; 38(2): 229-246.e13, 2020 08 10.
Artículo en Inglés | MEDLINE | ID: mdl-32707077

RESUMEN

Tumor evolution from a single cell into a malignant, heterogeneous tissue remains poorly understood. Here, we profile single-cell transcriptomes of genetically engineered mouse lung tumors at seven stages, from pre-neoplastic hyperplasia to adenocarcinoma. The diversity of transcriptional states increases over time and is reproducible across tumors and mice. Cancer cells progressively adopt alternate lineage identities, computationally predicted to be mediated through a common transitional, high-plasticity cell state (HPCS). Accordingly, HPCS cells prospectively isolated from mouse tumors and human patient-derived xenografts display high capacity for differentiation and proliferation. The HPCS program is associated with poor survival across human cancers and demonstrates chemoresistance in mice. Our study reveals a central principle underpinning intra-tumoral heterogeneity and motivates therapeutic targeting of the HPCS.


Asunto(s)
Plasticidad de la Célula/genética , Células Epiteliales/metabolismo , Transición Epitelial-Mesenquimal/genética , Neoplasias Pulmonares/genética , Células Madre Neoplásicas/metabolismo , Animales , Diferenciación Celular/genética , Línea Celular Tumoral , Proliferación Celular/genética , Células Cultivadas , Modelos Animales de Enfermedad , Células Epiteliales/citología , Heterogeneidad Genética , Humanos , Neoplasias Pulmonares/patología , Ratones , Análisis de la Célula Individual/métodos , Transcriptoma/genética
4.
Nat Biotechnol ; 38(6): 737-746, 2020 06.
Artículo en Inglés | MEDLINE | ID: mdl-32341560

RESUMEN

The scale and capabilities of single-cell RNA-sequencing methods have expanded rapidly in recent years, enabling major discoveries and large-scale cell mapping efforts. However, these methods have not been systematically and comprehensively benchmarked. Here, we directly compare seven methods for single-cell and/or single-nucleus profiling-selecting representative methods based on their usage and our expertise and resources to prepare libraries-including two low-throughput and five high-throughput methods. We tested the methods on three types of samples: cell lines, peripheral blood mononuclear cells and brain tissue, generating 36 libraries in six separate experiments in a single center. To directly compare the methods and avoid processing differences introduced by the existing pipelines, we developed scumi, a flexible computational pipeline that can be used with any single-cell RNA-sequencing method. We evaluated the methods for both basic performance, such as the structure and alignment of reads, sensitivity and extent of multiplets, and for their ability to recover known biological information in the samples.


Asunto(s)
Análisis de Secuencia de ARN/métodos , Análisis de la Célula Individual/métodos , Programas Informáticos , Animales , Encéfalo/citología , Células Cultivadas , Humanos , Leucocitos Mononucleares/citología , Ratones
6.
Nature ; 558(7710): 454-459, 2018 06.
Artículo en Inglés | MEDLINE | ID: mdl-29899446

RESUMEN

The expression of co-inhibitory receptors, such as CTLA-4 and PD-1, on effector T cells is a key mechanism for ensuring immune homeostasis. Dysregulated expression of co-inhibitory receptors on CD4+ T cells promotes autoimmunity, whereas sustained overexpression on CD8+ T cells promotes T cell dysfunction or exhaustion, leading to impaired ability to clear chronic viral infections and diseases such as cancer1,2. Here, using RNA and protein expression profiling at single-cell resolution in mouse cells, we identify a module of co-inhibitory receptors that includes not only several known co-inhibitory receptors (PD-1, TIM-3, LAG-3 and TIGIT) but also many new surface receptors. We functionally validated two new co-inhibitory receptors, activated protein C receptor (PROCR) and podoplanin (PDPN). The module of co-inhibitory receptors is co-expressed in both CD4+ and CD8+ T cells and is part of a larger co-inhibitory gene program that is shared by non-responsive T cells in several physiological contexts and is driven by the immunoregulatory cytokine IL-27. Computational analysis identified the transcription factors PRDM1 and c-MAF as cooperative regulators of the co-inhibitory module, and this was validated experimentally. This molecular circuit underlies the co-expression of co-inhibitory receptors in T cells and identifies regulators of T cell function with the potential to control autoimmunity and tumour immunity.


Asunto(s)
Linfocitos T CD4-Positivos/citología , Linfocitos T CD4-Positivos/metabolismo , Linfocitos T CD8-positivos/citología , Linfocitos T CD8-positivos/metabolismo , Redes Reguladoras de Genes/genética , Melanoma/inmunología , Transcripción Genética , Animales , Linfocitos T CD4-Positivos/inmunología , Linfocitos T CD8-positivos/inmunología , Femenino , Tolerancia Inmunológica/genética , Tolerancia Inmunológica/inmunología , Interleucina-27/inmunología , Linfocitos Infiltrantes de Tumor/citología , Linfocitos Infiltrantes de Tumor/inmunología , Linfocitos Infiltrantes de Tumor/metabolismo , Masculino , Melanoma/genética , Ratones , Ratones Endogámicos C57BL , Ratones Noqueados , Factor 1 de Unión al Dominio 1 de Regulación Positiva/metabolismo , Proteínas Proto-Oncogénicas c-maf/metabolismo , Receptores de Superficie Celular/genética , Receptores de Superficie Celular/metabolismo , Reproducibilidad de los Resultados
7.
Oncotarget ; 9(3): 4109-4119, 2018 Jan 09.
Artículo en Inglés | MEDLINE | ID: mdl-29423108

RESUMEN

Head and neck squamous cell carcinomas (HNSCC) are an ideal immunotherapy target due to their high mutation burden and frequent infiltration with lymphocytes. Preclinical models to investigate targeted and combination therapies as well as defining biomarkers to guide treatment represent an important need in the field. Immunogenomics approaches have illuminated the role of mutation-derived tumor neoantigens as potential biomarkers of response to checkpoint blockade as well as representing therapeutic vaccines. Here, we aimed to define a platform for checkpoint and other immunotherapy studies using syngeneic HNSCC cell line models (MOC2 and MOC22), and evaluated the association between mutation burden, predicted neoantigen landscape, infiltrating T cell populations and responsiveness of tumors to anti-PD1 therapy. We defined dramatic hematopoietic cell transcriptomic alterations in the MOC22 anti-PD1 responsive model in both tumor and draining lymph nodes. Using a cancer immunogenomics pipeline and validation with ELISPOT and tetramer analysis, we identified the H-2Kb-restricted ICAM1P315L (mICAM1) as a neoantigen in MOC22. Finally, we demonstrated that mICAM1 vaccination was able to protect against MOC22 tumor development defining mICAM1 as a bona fide neoantigen. Together these data define a pre-clinical HNSCC model system that provides a foundation for future investigations into combination and novel therapeutics.

9.
Cell ; 170(6): 1149-1163.e12, 2017 Sep 07.
Artículo en Inglés | MEDLINE | ID: mdl-28886383

RESUMEN

The diversity of mesenchymal cell types in the lung that influence epithelial homeostasis and regeneration is poorly defined. We used genetic lineage tracing, single-cell RNA sequencing, and organoid culture approaches to show that Lgr5 and Lgr6, well-known markers of stem cells in epithelial tissues, are markers of mesenchymal cells in the adult lung. Lgr6+ cells comprise a subpopulation of smooth muscle cells surrounding airway epithelia and promote airway differentiation of epithelial progenitors via Wnt-Fgf10 cooperation. Genetic ablation of Lgr6+ cells impairs airway injury repair in vivo. Distinct Lgr5+ cells are located in alveolar compartments and are sufficient to promote alveolar differentiation of epithelial progenitors through Wnt activation. Modulating Wnt activity altered differentiation outcomes specified by mesenchymal cells. This identification of region- and lineage-specific crosstalk between epithelium and their neighboring mesenchymal partners provides new understanding of how different cell types are maintained in the adult lung.


Asunto(s)
Pulmón/citología , Mesodermo/citología , Animales , Homeostasis , Pulmón/fisiología , Ratones , Organoides/citología , Alveolos Pulmonares/citología , Receptores Acoplados a Proteínas G/análisis , Análisis de Secuencia de ARN , Análisis de la Célula Individual , Transcripción Genética
10.
Cell ; 167(7): 1853-1866.e17, 2016 Dec 15.
Artículo en Inglés | MEDLINE | ID: mdl-27984732

RESUMEN

Genetic screens help infer gene function in mammalian cells, but it has remained difficult to assay complex phenotypes-such as transcriptional profiles-at scale. Here, we develop Perturb-seq, combining single-cell RNA sequencing (RNA-seq) and clustered regularly interspaced short palindromic repeats (CRISPR)-based perturbations to perform many such assays in a pool. We demonstrate Perturb-seq by analyzing 200,000 cells in immune cells and cell lines, focusing on transcription factors regulating the response of dendritic cells to lipopolysaccharide (LPS). Perturb-seq accurately identifies individual gene targets, gene signatures, and cell states affected by individual perturbations and their genetic interactions. We posit new functions for regulators of differentiation, the anti-viral response, and mitochondrial function during immune activation. By decomposing many high content measurements into the effects of perturbations, their interactions, and diverse cell metadata, Perturb-seq dramatically increases the scope of pooled genomic assays.


Asunto(s)
Análisis de Secuencia de ARN/métodos , Análisis de la Célula Individual/métodos , Animales , Ciclo Celular , Repeticiones Palindrómicas Cortas Agrupadas y Regularmente Espaciadas , Retroalimentación , Perfilación de la Expresión Génica , Técnicas de Silenciamiento del Gen , Humanos , Células K562 , Ratones , Ratones Transgénicos , Factores de Transcripción/metabolismo
11.
Cell ; 166(6): 1500-1511.e9, 2016 Sep 08.
Artículo en Inglés | MEDLINE | ID: mdl-27610572

RESUMEN

Reversing the dysfunctional T cell state that arises in cancer and chronic viral infections is the focus of therapeutic interventions; however, current therapies are effective in only some patients and some tumor types. To gain a deeper molecular understanding of the dysfunctional T cell state, we analyzed population and single-cell RNA profiles of CD8(+) tumor-infiltrating lymphocytes (TILs) and used genetic perturbations to identify a distinct gene module for T cell dysfunction that can be uncoupled from T cell activation. This distinct dysfunction module is downstream of intracellular metallothioneins that regulate zinc metabolism and can be identified at single-cell resolution. We further identify Gata-3, a zinc-finger transcription factor in the dysfunctional module, as a regulator of dysfunction, and we use CRISPR-Cas9 genome editing to show that it drives a dysfunctional phenotype in CD8(+) TILs. Our results open novel avenues for targeting dysfunctional T cell states while leaving activation programs intact.


Asunto(s)
Linfocitos T CD8-positivos/patología , Activación de Linfocitos/genética , Activación de Linfocitos/inmunología , Linfocitos Infiltrantes de Tumor/inmunología , Linfocitos Infiltrantes de Tumor/patología , Animales , Linfocitos T CD8-positivos/inmunología , Sistemas CRISPR-Cas , Carcinogénesis/genética , Carcinogénesis/inmunología , Femenino , Factor de Transcripción GATA3/metabolismo , Perfilación de la Expresión Génica , Regulación Neoplásica de la Expresión Génica/genética , Humanos , Melanoma/inmunología , Melanoma/fisiopatología , Metalotioneína/deficiencia , Ratones , Ratones Endogámicos BALB C , Ratones Endogámicos C57BL
12.
Science ; 348(6232): 340-3, 2015 Apr 17.
Artículo en Inglés | MEDLINE | ID: mdl-25837514

RESUMEN

By dividing asymmetrically, stem cells can generate two daughter cells with distinct fates. However, evidence is limited in mammalian systems for the selective apportioning of subcellular contents between daughters. We followed the fates of old and young organelles during the division of human mammary stemlike cells and found that such cells apportion aged mitochondria asymmetrically between daughter cells. Daughter cells that received fewer old mitochondria maintained stem cell traits. Inhibition of mitochondrial fission disrupted both the age-dependent subcellular localization and segregation of mitochondria and caused loss of stem cell properties in the progeny cells. Hence, mechanisms exist for mammalian stemlike cells to asymmetrically sort aged and young mitochondria, and these are important for maintaining stemness properties.


Asunto(s)
División Celular/fisiología , Senescencia Celular/fisiología , Mitocondrias/fisiología , Células Madre/fisiología , Células Madre/ultraestructura , División Celular/genética , Línea Celular , Senescencia Celular/genética , Humanos , Mitocondrias/ultraestructura
14.
Cell ; 154(1): 61-74, 2013 Jul 03.
Artículo en Inglés | MEDLINE | ID: mdl-23827675

RESUMEN

The recent discovery that normal and neoplastic epithelial cells re-enter the stem cell state raised the intriguing possibility that the aggressiveness of carcinomas derives not from their existing content of cancer stem cells (CSCs) but from their proclivity to generate new CSCs from non-CSC populations. Here, we demonstrate that non-CSCs of human basal breast cancers are plastic cell populations that readily switch from a non-CSC to CSC state. The observed cell plasticity is dependent on ZEB1, a key regulator of the epithelial-mesenchymal transition. We find that plastic non-CSCs maintain the ZEB1 promoter in a bivalent chromatin configuration, enabling them to respond readily to microenvironmental signals, such as TGFß. In response, the ZEB1 promoter converts from a bivalent to active chromatin configuration, ZEB1 transcription increases, and non-CSCs subsequently enter the CSC state. Our findings support a dynamic model in which interconversions between low and high tumorigenic states occur frequently, thereby increasing tumorigenic and malignant potential.


Asunto(s)
Neoplasias de la Mama/patología , Cromatina/metabolismo , Proteínas de Homeodominio/metabolismo , Células Madre Neoplásicas/patología , Regiones Promotoras Genéticas , Factores de Transcripción/metabolismo , Animales , Neoplasias de la Mama/genética , Células Epiteliales/patología , Técnicas de Silenciamiento del Gen , Proteínas de Homeodominio/genética , Humanos , Receptores de Hialuranos/metabolismo , Ratones , Ratones Endogámicos NOD , Ratones SCID , MicroARNs/metabolismo , Células Madre Neoplásicas/metabolismo , Factores de Transcripción/genética , Factor de Crecimiento Transformador beta/metabolismo , Homeobox 1 de Unión a la E-Box con Dedos de Zinc
15.
Clin Chem ; 59(1): 168-79, 2013 Jan.
Artículo en Inglés | MEDLINE | ID: mdl-23220226

RESUMEN

BACKGROUND: Heterogeneity within a given cancer arises from diverse cell types recruited to the tumor and from genetic and/or epigenetic differences amongst the cancer cells themselves. These factors conspire to create a disease with various phenotypes. There are 2 established models of cancer development and progression to metastatic disease. These are the clonal evolution and cancer stem cell models. CONTENT: The clonal evolution theory suggests that successive mutations accumulating in a given cell generate clonal outgrowths that thrive in response to microenvironmental selection pressures, dictating the phenotype of the tumor. The alternative cancer stem cell (CSC) model suggests that cancer cells with similar genetic backgrounds can be hierarchically organized according to their tumorigenic potential. Accordingly, CSCs reside at the apex of the hierarchy and are thought to possess the majority of a cancer's tumor-initiating and metastatic ability. A defining feature of this model is its apparent unidirectional nature, whereby CSCs undergo symmetric division to replenish the CSC pool and irreversible asymmetric division to generate daughter cells (non-CSCs) with low tumorigenic potential. However, evolving evidence supports a new model of tumorigenicity, in which considerable plasticity exists between the non-CSC and CSC compartments, such that non-CSCs can reacquire a CSC phenotype. These findings suggest that some tumors may adhere to a plastic CSC model, in which bidirectional conversions are common and essential components of tumorigenicity. SUMMARY: Accumulating evidence surrounding the plasticity of cancer cells, in particular, suggests that aggressive CSCs can be created de novo within a tumor. Given the current focus on therapeutic targeting of CSCs, we discuss the implications of non-CSC-to-CSC conversions on the development of future therapies.


Asunto(s)
Neoplasias/patología , Humanos , Modelos Biológicos
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