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1.
Lab Chip ; 20(13): 2263-2273, 2020 06 30.
Artículo en Inglés | MEDLINE | ID: mdl-32459276

RESUMEN

The advent of intelligent image-activated cell sorting (iIACS) has enabled high-throughput intelligent image-based sorting of single live cells from heterogeneous populations. iIACS is an on-chip microfluidic technology that builds on a seamless integration of a high-throughput fluorescence microscope, cell focuser, cell sorter, and deep neural network on a hybrid software-hardware data management architecture, thereby providing the combined merits of optical microscopy, fluorescence-activated cell sorting (FACS), and deep learning. Here we report an iIACS machine that far surpasses the state-of-the-art iIACS machine in system performance in order to expand the range of applications and discoveries enabled by the technology. Specifically, it provides a high throughput of ∼2000 events per second and a high sensitivity of ∼50 molecules of equivalent soluble fluorophores (MESFs), both of which are 20 times superior to those achieved in previous reports. This is made possible by employing (i) an image-sensor-based optomechanical flow imaging method known as virtual-freezing fluorescence imaging and (ii) a real-time intelligent image processor on an 8-PC server equipped with 8 multi-core CPUs and GPUs for intelligent decision-making, in order to significantly boost the imaging performance and computational power of the iIACS machine. We characterize the iIACS machine with fluorescent particles and various cell types and show that the performance of the iIACS machine is close to its achievable design specification. Equipped with the improved capabilities, this new generation of the iIACS technology holds promise for diverse applications in immunology, microbiology, stem cell biology, cancer biology, pathology, and synthetic biology.


Asunto(s)
Redes Neurales de la Computación , Programas Informáticos , Algoritmos , Separación Celular , Citometría de Flujo
2.
Nat Commun ; 11(1): 1162, 2020 03 06.
Artículo en Inglés | MEDLINE | ID: mdl-32139684

RESUMEN

By virtue of the combined merits of flow cytometry and fluorescence microscopy, imaging flow cytometry (IFC) has become an established tool for cell analysis in diverse biomedical fields such as cancer biology, microbiology, immunology, hematology, and stem cell biology. However, the performance and utility of IFC are severely limited by the fundamental trade-off between throughput, sensitivity, and spatial resolution. Here we present an optomechanical imaging method that overcomes the trade-off by virtually freezing the motion of flowing cells on the image sensor to effectively achieve 1000 times longer exposure time for microscopy-grade fluorescence image acquisition. Consequently, it enables high-throughput IFC of single cells at >10,000 cells s-1 without sacrificing sensitivity and spatial resolution. The availability of numerous information-rich fluorescence cell images allows high-dimensional statistical analysis and accurate classification with deep learning, as evidenced by our demonstration of unique applications in hematology and microbiology.


Asunto(s)
Citometría de Flujo/métodos , Ensayos Analíticos de Alto Rendimiento/métodos , Procesamiento de Imagen Asistido por Computador/métodos , Microscopía Fluorescente/métodos , Aprendizaje Profundo , Euglena gracilis , Estudios de Factibilidad , Citometría de Flujo/instrumentación , Hematología/instrumentación , Hematología/métodos , Ensayos Analíticos de Alto Rendimiento/instrumentación , Humanos , Procesamiento de Imagen Asistido por Computador/instrumentación , Células Jurkat , Técnicas Microbiológicas/instrumentación , Microscopía Fluorescente/instrumentación , Sensibilidad y Especificidad
3.
Nat Cell Biol ; 21(6): 731-742, 2019 06.
Artículo en Inglés | MEDLINE | ID: mdl-31086261

RESUMEN

Deficiency in the deubiquitinating enzyme A20 causes severe inflammation in mice, and impaired A20 function is associated with human inflammatory diseases. A20 has been implicated in negatively regulating NF-κB signalling, cell death and inflammasome activation; however, the mechanisms by which A20 inhibits inflammation in vivo remain poorly understood. Genetic studies in mice revealed that its deubiquitinase activity is not essential for A20 anti-inflammatory function. Here we show that A20 prevents inflammasome-dependent arthritis by inhibiting macrophage necroptosis and that this function depends on its zinc finger 7 (ZnF7). We provide genetic evidence that RIPK1 kinase-dependent, RIPK3-MLKL-mediated necroptosis drives inflammasome activation in A20-deficient macrophages and causes inflammatory arthritis in mice. Single-cell imaging revealed that RIPK3-dependent death caused inflammasome-dependent IL-1ß release from lipopolysaccharide-stimulated A20-deficient macrophages. Importantly, mutation of the A20 ZnF7 ubiquitin binding domain caused arthritis in mice, arguing that ZnF7-dependent inhibition of necroptosis is critical for A20 anti-inflammatory function in vivo.


Asunto(s)
Artritis/genética , Inflamación/genética , Factores de Transcripción de Tipo Kruppel/genética , Proteína 3 Inducida por el Factor de Necrosis Tumoral alfa/genética , Animales , Artritis/inducido químicamente , Artritis/patología , Humanos , Inflamasomas/genética , Inflamasomas/metabolismo , Inflamación/inducido químicamente , Inflamación/patología , Interleucina-1beta/genética , Lipopolisacáridos/toxicidad , Macrófagos/metabolismo , Macrófagos/patología , Ratones , Mutación , FN-kappa B/genética , Necrosis/genética , Necrosis/patología , Unión Proteica , Proteínas Quinasas/genética , Proteína Serina-Treonina Quinasas de Interacción con Receptores/genética , Ubiquitina/genética
4.
Sci Rep ; 4: 4736, 2014 Apr 22.
Artículo en Inglés | MEDLINE | ID: mdl-24751898

RESUMEN

Protein secretion, a key intercellular event for transducing cellular signals, is thought to be strictly regulated. However, secretion dynamics at the single-cell level have not yet been clarified because intercellular heterogeneity results in an averaging response from the bulk cell population. To address this issue, we developed a novel assay platform for real-time imaging of protein secretion at single-cell resolution by a sandwich immunoassay monitored by total internal reflection microscopy in sub-nanolitre-sized microwell arrays. Real-time secretion imaging on the platform at 1-min time intervals allowed successful detection of the heterogeneous onset time of nonclassical IL-1ß secretion from monocytes after external stimulation. The platform also helped in elucidating the chronological relationship between loss of membrane integrity and IL-1ß secretion. The study results indicate that this unique monitoring platform will serve as a new and powerful tool for analysing protein secretion dynamics with simultaneous monitoring of intracellular events by live-cell imaging.


Asunto(s)
Imagen Molecular/métodos , Transporte de Proteínas , Análisis de la Célula Individual/métodos , Membrana Celular/metabolismo , Células Cultivadas , Fluoroinmunoensayo , Humanos , Interleucina-1beta/metabolismo , Interleucina-6/metabolismo , Microscopía Fluorescente , Monocitos/metabolismo
5.
J Biosci Bioeng ; 105(3): 238-42, 2008 Mar.
Artículo en Inglés | MEDLINE | ID: mdl-18397775

RESUMEN

Fluorescence labeling of a cytokine at a specific site is required for observing cytokine-receptor interactions in living cells at the single-molecule level. Here, we demonstrated the C-terminus-specific fluorescence labeling of histidine-tagged thrombopoietin (TPO), a ligand for Mpl, with desthiobiotin-tagged fluorescent puromycin. Fluorescent TPO, purified by tandem affinity purification, stimulated the proliferation of Mpl-expressing cells. Within 10 min of its addition, fluorescent TPO was found to be diffusely distributed on the cell membranes of Mpl-expressing cells, and gradually accumulated to form fluorescent spots. This method is applicable for studying the spatial and temporal distributions of cytokines in individual living cells.


Asunto(s)
Biotina/análogos & derivados , Colorantes Fluorescentes/química , Puromicina/química , Trombopoyetina/metabolismo , Animales , Biotina/química , Línea Celular , Ratones , Trombopoyetina/química
6.
J Biol Chem ; 279(37): 38555-62, 2004 Sep 10.
Artículo en Inglés | MEDLINE | ID: mdl-15247239

RESUMEN

Endo-beta-mannosidase is a novel endoglycosidase that hydrolyzes the Manbeta1-4GlcNAc linkage in the trimannosyl core structure of N-glycans. This enzyme was partially purified and characterized in a previous report (Sasaki, A., Yamagishi, M., Mega, T., Norioka, S., Natsuka, S., and Hase, S. (1999) J. Biochem. 125, 363-367). Here we report the purification and molecular cloning of endo-beta-mannosidase. The enzyme purified from lily flowers gave a single band on native-PAGE and three bands on SDS-PAGE with molecular masses of 42, 31, and 28 kDa. Amino acid sequence information from these three polypeptides allowed the cloning of a homologous gene, AtEBM, from Arabidopsis thaliana. AtEBM was engineered for expression in Escherichia coli, and the recombinant protein comprised a single polypeptide chain with a molecular mass of 112 kDa corresponding to the sum of molecular masses of three polypeptides of the lily enzyme. The recombinant protein hydrolyzed pyridylamino derivatives (PA) of Manalpha1-6Manbeta1-4Glc-NAcbeta1-4GlcNAc into Manalpha1-6Man and GlcNAcbeta1-4Glc-NAc-PA, showing that AtEBM is an endo-beta-mannosidase. AtEBM hydrolyzed Man(n)Manalpha1-6Manbeta1-4GlcNAcbeta1-4GlcNAc-PA (n = 0-2) but not PA-sugar chains containing Manalpha1-3Manbeta or Xylosebeta1-2Manbeta as for the lily endo-beta-mannosidase. AtEBM belonged to the clan GH-A of glycosyl hydrolases. Site-directed mutagenesis experiments revealed that two glutamic acid residues (Glu-464 and Glu-549) conserved in this clan were critical for enzyme activity. The amino acid sequence of AtEBM has distinct differences from those of the bacterial, fungal, and animal exo-type beta-mannosidases. Indeed, AtEBM-like genes are only found in plants, indicating that endo-beta-mannosidase is a plant-specific enzyme. The role of this enzyme in the processing and/or degradation of N-glycan will be discussed.


Asunto(s)
Flores/enzimología , Manosidasas/química , Polisacáridos/química , Secuencia de Aminoácidos , Aminoácidos/química , Sulfato de Amonio/farmacología , Animales , Arabidopsis/metabolismo , Western Blotting , Secuencia de Carbohidratos , Bovinos , Cromatografía , Cromatografía en Gel , Cromatografía Líquida de Alta Presión , Clonación Molecular , Durapatita/farmacología , Electroforesis en Gel de Poliacrilamida , Escherichia coli/metabolismo , Concentración de Iones de Hidrógeno , Hidrólisis , Manosidasas/metabolismo , Manosidasas/fisiología , Datos de Secuencia Molecular , Mutagénesis Sitio-Dirigida , Filogenia , Estructura Terciaria de Proteína , Proteínas Recombinantes/química , Homología de Secuencia de Aminoácido , Especificidad por Sustrato
7.
Cell Tissue Res ; 315(1): 71-84, 2004 Jan.
Artículo en Inglés | MEDLINE | ID: mdl-14579144

RESUMEN

To elucidate the role of intraepithelial lymphocytes (IEL) and enterocytes in the defense mechanism of the small intestine, we designed experiments to stimulate the IEL by anti-CD3epsilon, anti-TCRalphabeta, or anti-TCRgammadelta monoclonal antibodies (mAbs), and to examine the subsequent changes to the enterocytes. The enterocytes of the duodenum and jejunum, but not of the ileum, showed massive DNA fragmentation 30 min after intraperitoneal injection of anti-CD3 mAb. These responses were also induced by anti-TCRgammadelta mAb, but not by anti-TCRalphabeta mAb, and were completely inhibited by cyclosporin A. Nearly half of the enterocytes of the villi in the duodenum and jejunum were exfoliated into the lumen 4 h after the injection of the mAb. Administration of anti-CD3 mAb also induced DNA fragmentation in Fas-deficient MRL/lpr mice, indicating that the Fas-Fas ligand system was not involved in these events. The anti-CD3 mAb treatment also induced massive DNA fragmentation in the intestinal epithelium of the duodenum and jejunum in TNF-receptor-1-deficient mice, whereas TNF-alpha induced only the detachment of intestinal epithelium of wild-type mice, implying the dissociation of two independent factors and/or mechanisms for DNA fragmentation and the subsequent epithelial cell detachment in the murine duodenum and jejunum. The mAb failed to exfoliate the epithelium in TNF-R1-deficient mice. Thus, TCRgammadelta(+) IEL, when treated with anti-CD3 or anti-TCRgammadelta mAbs, induced rapid DNA fragmentation and subsequent detachment of the duodenal and jejunal epithelia, but not in the ileum ("the silent ileum"), partly because of the paucity of TCRgammadelta(+) IELs in the ileum.


Asunto(s)
Anticuerpos Monoclonales/inmunología , Complejo CD3/inmunología , Fragmentación del ADN/inmunología , Enterocitos/inmunología , Activación de Linfocitos/inmunología , Linfocitos T/inmunología , Animales , Antígenos CD/inmunología , Enterocitos/patología , Femenino , Humanos , Etiquetado Corte-Fin in Situ , Ratones , Ratones Endogámicos BALB C , Ratones Noqueados , Receptores de Antígenos de Linfocitos T alfa-beta/inmunología , Receptores de Antígenos de Linfocitos T gamma-delta/inmunología , Receptores del Factor de Necrosis Tumoral/inmunología , Receptores Tipo I de Factores de Necrosis Tumoral , Factor de Necrosis Tumoral alfa/inmunología
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