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1.
Cell ; 175(4): 1141-1155.e16, 2018 11 01.
Artículo en Inglés | MEDLINE | ID: mdl-30343902

RESUMEN

CRISPR pools are being widely employed to identify gene functions. However, current technology, which utilizes DNA as barcodes, permits limited phenotyping and bulk-cell resolution. To enable novel screening capabilities, we developed a barcoding system operating at the protein level. We synthesized modules encoding triplet combinations of linear epitopes to generate >100 unique protein barcodes (Pro-Codes). Pro-Code-expressing vectors were introduced into cells and analyzed by CyTOF mass cytometry. Using just 14 antibodies, we detected 364 Pro-Code populations; establishing the largest set of protein-based reporters. By pairing each Pro-Code with a different CRISPR, we simultaneously analyzed multiple phenotypic markers, including phospho-signaling, on dozens of knockouts. Pro-Code/CRISPR screens found two interferon-stimulated genes, the immunoproteasome component Psmb8 and a chaperone Rtp4, are important for antigen-dependent immune editing of cancer cells and identified Socs1 as a negative regulator of Pd-l1. The Pro-Code technology enables simultaneous high-dimensional protein-level phenotyping of 100s of genes with single-cell resolution.


Asunto(s)
Sistemas CRISPR-Cas , Citometría de Flujo/métodos , Genómica/métodos , Espectrometría de Masas/métodos , Análisis de la Célula Individual/métodos , Animales , Epítopos/química , Epítopos/clasificación , Epítopos/genética , Células HEK293 , Humanos , Inmunofenotipificación/métodos , Células Jurkat , Ratones Endogámicos BALB C , Proteoma/química , Proteoma/clasificación , Proteoma/genética , Células THP-1
2.
Cell ; 169(4): 750-765.e17, 2017 05 04.
Artículo en Inglés | MEDLINE | ID: mdl-28475900

RESUMEN

To guide the design of immunotherapy strategies for patients with early stage lung tumors, we developed a multiscale immune profiling strategy to map the immune landscape of early lung adenocarcinoma lesions to search for tumor-driven immune changes. Utilizing a barcoding method that allows a simultaneous single-cell analysis of the tumor, non-involved lung, and blood cells, we provide a detailed immune cell atlas of early lung tumors. We show that stage I lung adenocarcinoma lesions already harbor significantly altered T cell and NK cell compartments. Moreover, we identified changes in tumor-infiltrating myeloid cell (TIM) subsets that likely compromise anti-tumor T cell immunity. Paired single-cell analyses thus offer valuable knowledge of tumor-driven immune changes, providing a powerful tool for the rational design of immune therapies. VIDEO ABSTRACT.


Asunto(s)
Adenocarcinoma/inmunología , Adenocarcinoma/patología , Inmunidad Innata , Neoplasias Pulmonares/inmunología , Neoplasias Pulmonares/patología , Análisis de la Célula Individual/métodos , Adenocarcinoma del Pulmón , Células Dendríticas/patología , Humanos , Células Asesinas Naturales/patología , Macrófagos/patología , Linfocitos T/patología , Microambiente Tumoral
3.
Cell ; 167(2): 444-456.e14, 2016 Oct 06.
Artículo en Inglés | MEDLINE | ID: mdl-27716507

RESUMEN

While conventional pathogenic protists have been extensively studied, there is an underappreciated constitutive protist microbiota that is an integral part of the vertebrate microbiome. The impact of these species on the host and their potential contributions to mucosal immune homeostasis remain poorly studied. Here, we show that the protozoan Tritrichomonas musculis activates the host epithelial inflammasome to induce IL-18 release. Epithelial-derived IL-18 promotes dendritic cell-driven Th1 and Th17 immunity and confers dramatic protection from mucosal bacterial infections. Along with its role as a "protistic" antibiotic, colonization with T. musculis exacerbates the development of T-cell-driven colitis and sporadic colorectal tumors. Our findings demonstrate a novel mutualistic host-protozoan interaction that increases mucosal host defenses at the cost of an increased risk of inflammatory disease.


Asunto(s)
Colitis/inmunología , Colitis/parasitología , Interacciones Huésped-Parásitos , Inflamasomas/inmunología , Mucosa Intestinal/parasitología , Microbiota/inmunología , Tricomoniasis/inmunología , Trichomonas/inmunología , Animales , Colitis/microbiología , Dientamoeba/inmunología , Inmunidad Mucosa , Interleucina-18/inmunología , Mucosa Intestinal/inmunología , Mucosa Intestinal/microbiología , Ratones , Ratones Endogámicos C57BL , Infecciones por Salmonella/inmunología , Salmonella typhimurium/inmunología , Simbiosis , Células TH1/inmunología , Células Th17/inmunología
4.
Cell ; 157(3): 714-25, 2014 Apr 24.
Artículo en Inglés | MEDLINE | ID: mdl-24766814

RESUMEN

Tissue regeneration is an orchestrated progression of cells from an immature state to a mature one, conventionally represented as distinctive cell subsets. A continuum of transitional cell states exists between these discrete stages. We combine the depth of single-cell mass cytometry and an algorithm developed to leverage this continuum by aligning single cells of a given lineage onto a unified trajectory that accurately predicts the developmental path de novo. Applied to human B cell lymphopoiesis, the algorithm (termed Wanderlust) constructed trajectories spanning from hematopoietic stem cells through to naive B cells. This trajectory revealed nascent fractions of B cell progenitors and aligned them with developmentally cued regulatory signaling including IL-7/STAT5 and cellular events such as immunoglobulin rearrangement, highlighting checkpoints across which regulatory signals are rewired paralleling changes in cellular state. This study provides a comprehensive analysis of human B lymphopoiesis, laying a foundation to apply this approach to other tissues and "corrupted" developmental processes including cancer.


Asunto(s)
Algoritmos , Linfocitos B/citología , Linfopoyesis , Humanos , Interleucina-7/metabolismo , Células Precursoras de Linfocitos B/citología , Factor de Transcripción STAT5/metabolismo , Recombinación V(D)J
5.
Cytometry A ; 95(9): 1019-1030, 2019 09.
Artículo en Inglés | MEDLINE | ID: mdl-31364278

RESUMEN

Mass cytometry is a powerful tool for high-dimensional single cell characterization. Since the introduction of the first commercial CyTOF mass cytometer by DVS Sciences in 2009, mass cytometry technology has matured and become more widely utilized, with sequential platform upgrades designed to address specific limitations and to expand the capabilities of the platform. Fluidigm's third-generation Helios mass cytometer introduced a number of upgrades over the previous CyTOF2. One of these new features is a modified narrow bore sample injector that generates smaller ion clouds, which is expected to improve sensitivity and throughput. However, following rigorous testing, we find that the narrow-bore sample injector may have unintended negative consequences on data quality and result in lower median and higher coefficients of variation in many antibody-associated signal intensities. We describe an alternative Helios acquisition protocol using a wider bore injector, which largely mitigates these data quality issues. We directly compare these two protocols in a multisite study of 10 Helios instruments across 7 institutions and show that the modified protocol improves data quality and reduces interinstrument variability. These findings highlight and address an important source of technical variability in mass cytometry experiments that is of particular relevance in the setting of multicenter studies. © 2019 International Society for Advancement of Cytometry.


Asunto(s)
Citometría de Flujo/métodos , Análisis de la Célula Individual/instrumentación , Anticuerpos , Citometría de Flujo/instrumentación , Humanos , Inmunofenotipificación/normas , Leucocitos Mononucleares/citología , Leucocitos Mononucleares/metabolismo , Linfocitos/citología , Linfocitos/metabolismo , Reproducibilidad de los Resultados , Análisis de la Célula Individual/métodos
6.
Mol Syst Biol ; 14(8): e7862, 2018 08 27.
Artículo en Inglés | MEDLINE | ID: mdl-30150281

RESUMEN

Chikungunya virus (CHIKV) is a mosquito-borne alphavirus that causes global epidemics of debilitating disease worldwide. To gain functional insight into the host cellular genes required for virus infection, we performed whole-blood RNA-seq, 37-plex mass cytometry of peripheral blood mononuclear cells (PBMCs), and serum cytokine measurements of acute- and convalescent-phase samples obtained from 42 children naturally infected with CHIKV Semi-supervised classification and clustering of single-cell events into 57 sub-communities of canonical leukocyte phenotypes revealed a monocyte-driven response to acute infection, with the greatest expansions in "intermediate" CD14++CD16+ monocytes and an activated subpopulation of CD14+ monocytes. Increases in acute-phase CHIKV envelope protein E2 expression were highest for monocytes and dendritic cells. Serum cytokine measurements confirmed significant acute-phase upregulation of monocyte chemoattractants. Distinct transcriptomic signatures were associated with infection timepoint, as well as convalescent-phase anti-CHIKV antibody titer, acute-phase viremia, and symptom severity. We present a multiscale network that summarizes all observed modulations across cellular and transcriptomic levels and their interactions with clinical outcomes, providing a uniquely global view of the biomolecular landscape of human CHIKV infection.


Asunto(s)
Fiebre Chikungunya/genética , Virus Chikungunya/genética , Inmunidad Innata/genética , Transcriptoma/genética , Adolescente , Animales , Linaje de la Célula/genética , Linaje de la Célula/inmunología , Fiebre Chikungunya/transmisión , Fiebre Chikungunya/virología , Virus Chikungunya/inmunología , Virus Chikungunya/patogenicidad , Niño , Preescolar , Culicidae/virología , Citocinas/sangre , Citocinas/genética , Células Dendríticas/inmunología , Regulación de la Expresión Génica/genética , Regulación de la Expresión Génica/inmunología , Humanos , Lactante , Recién Nacido , Leucocitos Mononucleares/inmunología , Leucocitos Mononucleares/virología , Receptores de Lipopolisacáridos/genética , Receptores de Lipopolisacáridos/inmunología , Monocitos/inmunología , Pediatría , Receptores de IgG/genética , Receptores de IgG/inmunología , Análisis de Secuencia de ARN , Transcriptoma/inmunología
7.
Proc Natl Acad Sci U S A ; 112(7): E607-15, 2015 Feb 17.
Artículo en Inglés | MEDLINE | ID: mdl-25646488

RESUMEN

Despite recent advances in single-cell genomic, transcriptional, and mass-cytometric profiling, it remains a challenge to collect highly multiplexed measurements of secreted proteins from single cells for comprehensive analysis of functional states. Herein, we combine spatial and spectral encoding with polydimethylsiloxane (PDMS) microchambers for codetection of 42 immune effector proteins secreted from single cells, representing the highest multiplexing recorded to date for a single-cell secretion assay. Using this platform to profile differentiated macrophages stimulated with lipopolysaccharide (LPS), the ligand of Toll-like receptor 4 (TLR4), reveals previously unobserved deep functional heterogeneity and varying levels of pathogenic activation. Uniquely protein profiling on the same single cells before and after LPS stimulation identified a role for macrophage inhibitory factor (MIF) to potentiate the activation of LPS-induced cytokine production. Advanced clustering analysis identified functional subsets including quiescent, polyfunctional fully activated, partially activated populations with different cytokine profiles. This population architecture is conserved throughout the cell activation process and prevails as it is extended to other TLR ligands and to primary macrophages derived from a healthy donor. This work demonstrates that the phenotypically similar cell population still exhibits a large degree of intrinsic heterogeneity at the functional and cell behavior level. This technology enables full-spectrum dissection of immune functional states in response to pathogenic or environmental stimulation, and opens opportunities to quantify deep functional heterogeneity for more comprehensive and accurate immune monitoring.


Asunto(s)
Análisis de la Célula Individual , Virulencia , Humanos , Ligandos , Lipopolisacáridos/farmacología , Macrófagos/efectos de los fármacos , Macrófagos/metabolismo , Receptor Toll-Like 4/metabolismo , Células U937
8.
Front Cardiovasc Med ; 9: 988713, 2022.
Artículo en Inglés | MEDLINE | ID: mdl-36426217

RESUMEN

Radiation therapy (RT) to the chest increases the patients' risk of cardiovascular disease (CVD). A complete understanding of the mechanisms by which RT induces CVD could lead to specific preventive, therapeutic approaches. It is becoming evident that both genotoxic chemotherapy agents and radiation induce mitochondrial dysfunction and cellular senescence. Notably, one of the common phenotypes observed in cancer survivors is accelerated senescence, and immunosenescence is closely related to both cancer risk and CVD development. Therefore, suppression of immunosenescence can be an ideal target to prevent cancer treatment-induced CVD. However, the mechanism(s) by which cancer treatments induce immunosenescence are incompletely characterized. We isolated peripheral blood mononuclear cells (PBMCs) before and 3 months after RT from 16 thoracic cancer patients. We characterized human immune cell lineages and markers of senescence, DNA damage response (DDR), efferocytosis, and determinants of clonal hematopoiesis of indeterminant potential (CHIP), using mass cytometry (CyTOF). We found that the frequency of the B cell subtype was decreased after RT. Unsupervised clustering of the CyTOF data identified 138 functional subsets of PBMCs. Compared with baseline, RT increased TBX21 (T-bet) expression in the largest B cell subset of Ki67-/DNMT3a+naïve B cells, and T-bet expression was correlated with phosphorylation of p90RSK expression. CD38 expression was also increased in naïve B cells (CD27-) and CD8+ effector memory CD45RA T cells (TEMRA). In vitro, we found the critical role of p90RSK activation in upregulating (1) CD38+/T-bet+ memory and naïve B, and myeloid cells, (2) senescence-associated ß-gal staining, and (3) mitochondrial reactive oxygen species (ROS) after ionizing radiation (IR). These data suggest the crucial role of p90RSK activation in immunosenescence. The critical role of p90RSK activation in immune cells and T-bet induction in upregulating atherosclerosis formation has been reported. Furthermore, T-bet directly binds to the CD38 promoter region and upregulates CD38 expression. Since both T-bet and CD38 play a significant role in the process of immunosenescence, our data provide a cellular and molecular mechanism that links RT-induced p90RSK activation and the immunosenescence with T-bet and CD38 induction observed in thoracic cancer patients treated by RT and suggests that targeting the p90RSK/T-bet/CD38 pathway could play a role in preventing the radiation-associated CVD and improving cancer prognosis by inhibiting immunosenescence.

9.
Hum Genomics ; 4(6): 394-401, 2010 Aug.
Artículo en Inglés | MEDLINE | ID: mdl-20846928

RESUMEN

Consanguineous families affected with a recessive genetic disease caused by homozygotisation of a mutation offer a unique advantage for positional cloning of rare diseases. Homozygosity mapping of patient genotypes is a powerful technique for the identification of the genomic locus harbouring the causing mutation. This strategy relies on the observation that in these patients a large region spanning the disease locus is also homozygous with high probability. The high marker density in single nucleotide polymorphism (SNP) arrays is extremely advantageous for homozygosity mapping. We present KinSNP, a user-friendly software tool for homozygosity mapping using SNP arrays. The software searches for stretches of SNPs which are homozygous to the same allele in all ascertained sick individuals. User-specified parameters control the number of allowed genotyping 'errors' within homozygous blocks. Candidate disease regions are then reported in a detailed, coloured Excel file, along with genotypes of family members and healthy controls. An interactive genome browser has been included which shows homozygous blocks, individual genotypes, genes and further annotations along the chromosomes, with zooming and scrolling capabilities. The software has been used to identify the location of a mutated gene causing insensitivity to pain in a large Bedouin family. KinSNP is freely available from.


Asunto(s)
Biología Computacional/métodos , Enfermedad/genética , Análisis de Secuencia por Matrices de Oligonucleótidos , Polimorfismo de Nucleótido Simple/genética , Programas Informáticos , Algoritmos , Cromosomas Humanos/genética , Femenino , Genoma Humano/genética , Homocigoto , Humanos , Internet , Masculino , Linaje
10.
Bioinformatics ; 25(20): 2639-45, 2009 Oct 15.
Artículo en Inglés | MEDLINE | ID: mdl-19628506

RESUMEN

MOTIVATION: The roughness of energy landscapes is a major obstacle to protein structure prediction, since it forces conformational searches to spend much time struggling to escape numerous traps. Specifically, beta-sheet formation is prone to stray, since many possible combinations of hydrogen bonds are dead ends in terms of beta-sheet assembly. It has been shown that cooperative terms for backbone hydrogen bonds ease this problem by augmenting hydrogen bond patterns that are consistent with beta sheets. Here, we present a novel cooperative hydrogen-bond term that is both effective in promoting beta sheets and computationally efficient. In addition, the new term is differentiable and operates on all-atom protein models. RESULTS: Energy optimization of poly-alanine chains under the new term led to significantly more beta-sheet content than optimization under a non-cooperative term. Furthermore, the optimized structure included very few non-native patterns. AVAILABILITY: The new term is implemented within the MESHI package and is freely available at http://cs.bgu.ac.il/ approximately meshi.


Asunto(s)
Estructura Secundaria de Proteína , Proteínas/química , Simulación por Computador , Bases de Datos de Proteínas , Enlace de Hidrógeno , Modelos Moleculares , Pliegue de Proteína , Termodinámica
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