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1.
Nat Methods ; 14(12): 1184-1190, 2017 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-29083400

RESUMO

Single-molecule localization microscopy techniques have proven to be essential tools for quantitatively monitoring biological processes at unprecedented spatial resolution. However, these techniques are very low throughput and are not yet compatible with fully automated, multiparametric cellular assays. This shortcoming is primarily due to the huge amount of data generated during imaging and the lack of software for automation and dedicated data mining. We describe an automated quantitative single-molecule-based super-resolution methodology that operates in standard multiwell plates and uses analysis based on high-content screening and data-mining software. The workflow is compatible with fixed- and live-cell imaging and allows extraction of quantitative data like fluorophore photophysics, protein clustering or dynamic behavior of biomolecules. We demonstrate that the method is compatible with high-content screening using 3D dSTORM and DNA-PAINT based super-resolution microscopy as well as single-particle tracking.


Assuntos
Bases de Dados Factuais , Processamento de Imagem Assistida por Computador/métodos , Imagem Individual de Molécula/métodos , Animais , Células COS , Chlorocebus aethiops , Mineração de Dados , Corantes Fluorescentes , Células HeLa , Humanos , Proteínas de Membrana/análise , Transporte Proteico , Receptores de Neurotransmissores/análise , Software , Fluxo de Trabalho
2.
EMBO J ; 33(23): 2745-64, 2014 Dec 01.
Artigo em Inglês | MEDLINE | ID: mdl-25293574

RESUMO

Actin dynamics drive morphological remodeling of neuronal dendritic spines and changes in synaptic transmission. Yet, the spatiotemporal coordination of actin regulators in spines is unknown. Using single protein tracking and super-resolution imaging, we revealed the nanoscale organization and dynamics of branched F-actin regulators in spines. Branched F-actin nucleation occurs at the PSD vicinity, while elongation occurs at the tip of finger-like protrusions. This spatial segregation differs from lamellipodia where both branched F-actin nucleation and elongation occur at protrusion tips. The PSD is a persistent confinement zone for IRSp53 and the WAVE complex, an activator of the Arp2/3 complex. In contrast, filament elongators like VASP and formin-like protein-2 move outwards from the PSD with protrusion tips. Accordingly, Arp2/3 complexes associated with F-actin are immobile and surround the PSD. Arp2/3 and Rac1 GTPase converge to the PSD, respectively, by cytosolic and free-diffusion on the membrane. Enhanced Rac1 activation and Shank3 over-expression, both associated with spine enlargement, induce delocalization of the WAVE complex from the PSD. Thus, the specific localization of branched F-actin regulators in spines might be reorganized during spine morphological remodeling often associated with synaptic plasticity.


Assuntos
Complexo 2-3 de Proteínas Relacionadas à Actina/metabolismo , Actinas/metabolismo , Espinhas Dendríticas/fisiologia , Modelos Biológicos , Densidade Pós-Sináptica/metabolismo , Transmissão Sináptica/fisiologia , Proteínas Adaptadoras de Transdução de Sinal/metabolismo , Animais , Células Cultivadas , Espinhas Dendríticas/metabolismo , Espinhas Dendríticas/ultraestrutura , Forminas , Proteínas do Tecido Nervoso/metabolismo , Reação em Cadeia da Polimerase , Proteínas , Ratos , Ratos Sprague-Dawley , Estatísticas não Paramétricas
3.
Nat Methods ; 12(11): 1065-71, 2015 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-26344046

RESUMO

Localization-based super-resolution techniques open the door to unprecedented analysis of molecular organization. This task often involves complex image processing adapted to the specific topology and quality of the image to be analyzed. Here we present a segmentation framework based on Voronoï tessellation constructed from the coordinates of localized molecules, implemented in freely available and open-source SR-Tesseler software. This method allows precise, robust and automatic quantification of protein organization at different scales, from the cellular level down to clusters of a few fluorescent markers. We validated our method on simulated data and on various biological experimental data of proteins labeled with genetically encoded fluorescent proteins or organic fluorophores. In addition to providing insight into complex protein organization, this polygon-based method should serve as a reference for the development of new types of quantifications, as well as for the optimization of existing ones.


Assuntos
Processamento de Imagem Assistida por Computador/métodos , Microscopia de Fluorescência/métodos , Receptores de Glicina/metabolismo , Algoritmos , Animais , Células COS , Chlorocebus aethiops , Análise por Conglomerados , Biologia Computacional , Simulação por Computador , Corantes Fluorescentes/química , Humanos , Neurônios/metabolismo , Neurônios/fisiologia , Oócitos/metabolismo , Reconhecimento Automatizado de Padrão , Software , Xenopus laevis
4.
Nat Commun ; 13(1): 4236, 2022 07 22.
Artigo em Inglês | MEDLINE | ID: mdl-35869063

RESUMO

Synapse associated protein-97/Human Disk Large (SAP97/hDLG) is a conserved, alternatively spliced, modular, scaffolding protein critical in regulating the molecular organization of cell-cell junctions in vertebrates. We confirm that the molecular determinants of first order phase transition of SAP97/hDLG is controlled by morpho-functional changes in its nanoscale organization. Furthermore, the nanoscale molecular signatures of these signalling islands and phase transitions are altered in response to changes in cytosolic Ca2+. Additionally, exchange kinetics of alternatively spliced isoforms of the intrinsically disordered region in SAP97/hDLG C-terminus shows differential sensitivities to Ca2+ bound Calmodulin, affirming that the molecular signatures of local phase transitions of SAP97/hDLG depends on their nanoscale heterogeneity and compositionality of isoforms.


Assuntos
Proteínas Adaptadoras de Transdução de Sinal , Cálcio/metabolismo , Proteína 1 Homóloga a Discs-Large/metabolismo , Proteínas de Membrana , Proteínas Adaptadoras de Transdução de Sinal/metabolismo , Animais , Calmodulina/genética , Calmodulina/metabolismo , Humanos , Proteínas de Membrana/metabolismo , Isoformas de Proteínas/metabolismo
5.
Front Bioinform ; 2: 813494, 2022.
Artigo em Inglês | MEDLINE | ID: mdl-36304321

RESUMO

Single molecule localization (SML) and tracking (SPT) techniques, such as (spt)PALM, (u/DNA)PAINT and quantum dot tracking, have given unprecedented insight into the nanoscale molecular organization and dynamics in living cells. They allow monitoring individual proteins with millisecond temporal resolution and high spatial resolution (<30 nm) by precisely localizing the point spread function (PSF) of individual emitters and tracking their position over time. While SPT methods have been extended to study the temporal dynamics and co-organization of multiple proteins, conventional experimental setups are restricted in the number of proteins they can probe simultaneously and usually have to tradeoff between the number of colors, the spatio-temporal resolution, and the field of view. Yet, localizing and tracking several proteins simultaneously at high spatial and temporal resolution within large field of views can provide important biological insights. By employing a dual-objective spectral imaging configuration compatible with live cell imaging combined with dedicated computation tools, we demonstrate simultaneous 3D single particle localization and tracking of multiple distinct species over large field of views to be feasible without compromising spatio-temporal resolution. The dispersive element introduced into the second optical path induces a spectrally dependent displacement, which we used to analytically separate up to five different fluorescent species of single emitters based on their emission spectra. We used commercially available microscope bodies aligned one on top of the other, offering biologists with a very ergonomic and flexible instrument covering a broad range of SMLM applications. Finally, we developed a powerful freely available software, called PALMTracer, which allows to quantitatively assess 3D + t + λ SMLM data. We illustrate the capacity of our approach by performing multi-color 3D DNA-PAINT of fixed samples, and demonstrate simultaneous tracking of multiple receptors in live fibroblast and neuron cultures.

6.
Nat Commun ; 12(1): 2849, 2021 05 14.
Artigo em Inglês | MEDLINE | ID: mdl-33990590

RESUMO

Long-term depression (LTD) of synaptic strength can take multiple forms and contribute to circuit remodeling, memory encoding or erasure. The generic term LTD encompasses various induction pathways, including activation of NMDA, mGlu or P2X receptors. However, the associated specific molecular mechanisms and effects on synaptic physiology are still unclear. We here compare how NMDAR- or P2XR-dependent LTD affect synaptic nanoscale organization and function in rodents. While both LTDs are associated with a loss and reorganization of synaptic AMPARs, only NMDAR-dependent LTD induction triggers a profound reorganization of PSD-95. This modification, which requires the autophagy machinery to remove the T19-phosphorylated form of PSD-95 from synapses, leads to an increase in AMPAR surface mobility. We demonstrate that these post-synaptic changes that occur specifically during NMDAR-dependent LTD result in an increased short-term plasticity improving neuronal responsiveness of depressed synapses. Our results establish that P2XR- and NMDAR-mediated LTD are associated to functionally distinct forms of LTD.


Assuntos
Proteína 4 Homóloga a Disks-Large/fisiologia , Depressão Sináptica de Longo Prazo/fisiologia , Receptores de N-Metil-D-Aspartato/fisiologia , Trifosfato de Adenosina/administração & dosagem , Animais , Autofagia/fisiologia , Células Cultivadas , Proteína 4 Homóloga a Disks-Large/deficiência , Feminino , Hipocampo/citologia , Hipocampo/fisiologia , Técnicas In Vitro , Masculino , Camundongos , Camundongos Endogâmicos C57BL , Potenciais Pós-Sinápticos em Miniatura/fisiologia , Modelos Neurológicos , N-Metilaspartato/administração & dosagem , Plasticidade Neuronal/fisiologia , Neurônios/citologia , Neurônios/efeitos dos fármacos , Neurônios/fisiologia , Ratos , Ratos Sprague-Dawley , Receptores de AMPA/fisiologia , Receptores Purinérgicos P2X/fisiologia
8.
PLoS One ; 8(4): e62918, 2013.
Artigo em Inglês | MEDLINE | ID: mdl-23646160

RESUMO

Accurate multidimensional localization of isolated fluorescent emitters is a time consuming process in single-molecule based super-resolution microscopy. We demonstrate a functional method for real-time reconstruction with automatic feedback control, without compromising the localization accuracy. Compatible with high frame rates of EM-CCD cameras, it relies on a wavelet segmentation algorithm, together with a mix of CPU/GPU implementation. A combination with Gaussian fitting allows direct access to 3D localization. Automatic feedback control ensures optimal molecule density throughout the acquisition process. With this method, we significantly improve the efficiency and feasibility of localization-based super-resolution microscopy.


Assuntos
Microscopia de Fluorescência/métodos , Algoritmos , Animais , Células COS , Chlorocebus aethiops , Processamento de Imagem Assistida por Computador/instrumentação , Processamento de Imagem Assistida por Computador/métodos , Microscopia de Fluorescência/instrumentação , Software
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