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1.
Cell ; 184(18): 4819-4837.e22, 2021 09 02.
Article in English | MEDLINE | ID: mdl-34380046

ABSTRACT

Animal bodies are composed of cell types with unique expression programs that implement their distinct locations, shapes, structures, and functions. Based on these properties, cell types assemble into specific tissues and organs. To systematically explore the link between cell-type-specific gene expression and morphology, we registered an expression atlas to a whole-body electron microscopy volume of the nereid Platynereis dumerilii. Automated segmentation of cells and nuclei identifies major cell classes and establishes a link between gene activation, chromatin topography, and nuclear size. Clustering of segmented cells according to gene expression reveals spatially coherent tissues. In the brain, genetically defined groups of neurons match ganglionic nuclei with coherent projections. Besides interneurons, we uncover sensory-neurosecretory cells in the nereid mushroom bodies, which thus qualify as sensory organs. They furthermore resemble the vertebrate telencephalon by molecular anatomy. We provide an integrated browser as a Fiji plugin for remote exploration of all available multimodal datasets.


Subject(s)
Cell Shape , Gene Expression Regulation , Polychaeta/cytology , Polychaeta/genetics , Single-Cell Analysis , Animals , Cell Nucleus/metabolism , Ganglia, Invertebrate/metabolism , Gene Expression Profiling , Multigene Family , Multimodal Imaging , Mushroom Bodies/metabolism , Polychaeta/ultrastructure
2.
Cell ; 179(3): 671-686.e17, 2019 10 17.
Article in English | MEDLINE | ID: mdl-31626769

ABSTRACT

The molecular events that direct nuclear pore complex (NPC) assembly toward nuclear envelopes have been conceptualized in two pathways that occur during mitosis or interphase, respectively. In gametes and embryonic cells, NPCs also occur within stacked cytoplasmic membrane sheets, termed annulate lamellae (AL), which serve as NPC storage for early development. The mechanism of NPC biogenesis at cytoplasmic membranes remains unknown. Here, we show that during Drosophila oogenesis, Nucleoporins condense into different precursor granules that interact and progress into NPCs. Nup358 is a key player that condenses into NPC assembly platforms while its mRNA localizes to their surface in a translation-dependent manner. In concert, Microtubule-dependent transport, the small GTPase Ran and nuclear transport receptors regulate NPC biogenesis in oocytes. We delineate a non-canonical NPC assembly mechanism that relies on Nucleoporin condensates and occurs away from the nucleus under conditions of cell cycle arrest.


Subject(s)
Drosophila Proteins/metabolism , Molecular Chaperones/metabolism , Nuclear Pore Complex Proteins/metabolism , Nuclear Pore/metabolism , Oogenesis , Active Transport, Cell Nucleus , Animals , Drosophila Proteins/genetics , Drosophila melanogaster , Female , Microtubules/metabolism , Molecular Chaperones/genetics , Nuclear Pore Complex Proteins/genetics , RNA, Messenger/genetics , RNA, Messenger/metabolism , ran GTP-Binding Protein/genetics , ran GTP-Binding Protein/metabolism
3.
Cell ; 176(5): 1054-1067.e12, 2019 02 21.
Article in English | MEDLINE | ID: mdl-30773316

ABSTRACT

Vault RNAs (vtRNA) are small non-coding RNAs transcribed by RNA polymerase III found in many eukaryotes. Although they have been linked to drug resistance, apoptosis, and viral replication, their molecular functions remain unclear. Here, we show that vault RNAs directly bind the autophagy receptor sequestosome-1/p62 in human and murine cells. Overexpression of human vtRNA1-1 inhibits, while its antisense LNA-mediated knockdown enhances p62-dependent autophagy. Starvation of cells reduces the steady-state and p62-bound levels of vault RNA1-1 and induces autophagy. Mechanistically, p62 mutants that fail to bind vtRNAs display increased p62 homo-oligomerization and augmented interaction with autophagic effectors. Thus, vtRNA1-1 directly regulates selective autophagy by binding p62 and interference with oligomerization, a critical step of p62 function. Our data uncover a striking example of the potential of RNA to control protein functions directly, as previously recognized for protein-protein interactions and post-translational modifications.


Subject(s)
Autophagy/genetics , Vault Ribonucleoprotein Particles/genetics , Vault Ribonucleoprotein Particles/metabolism , Adaptor Proteins, Signal Transducing/metabolism , Animals , Cell Line , HeLa Cells , Humans , Mice , RAW 264.7 Cells , RNA/metabolism , RNA, Untranslated/metabolism , RNA, Untranslated/physiology , Sequestosome-1 Protein/genetics , Sequestosome-1 Protein/metabolism
4.
Nature ; 587(7833): 235-239, 2020 11.
Article in English | MEDLINE | ID: mdl-33057197

ABSTRACT

Changes in gene regulation underlie much of phenotypic evolution1. However, our understanding of the potential for regulatory evolution is biased, because most evidence comes from either natural variation or limited experimental perturbations2. Using an automated robotics pipeline, we surveyed an unbiased mutation library for a developmental enhancer in Drosophila melanogaster. We found that almost all mutations altered gene expression and that parameters of gene expression-levels, location, and state-were convolved. The widespread pleiotropic effects of most mutations may constrain the evolvability of developmental enhancers. Consistent with these observations, comparisons of diverse Drosophila larvae revealed apparent biases in the phenotypes influenced by the enhancer. Developmental enhancers may encode a higher density of regulatory information than has been appreciated previously, imposing constraints on regulatory evolution.


Subject(s)
Drosophila melanogaster/growth & development , Drosophila melanogaster/genetics , Enhancer Elements, Genetic/genetics , Gene Expression Regulation, Developmental/genetics , Animals , Base Sequence , Binding Sites , Drosophila Proteins/genetics , Evolution, Molecular , Homeodomain Proteins/genetics , Larva/genetics , Larva/growth & development , Mutation , Phenotype , Transcription Factors/genetics
5.
Nat Methods ; 18(12): 1496-1498, 2021 12.
Article in English | MEDLINE | ID: mdl-34845388

ABSTRACT

The rapid pace of innovation in biological imaging and the diversity of its applications have prevented the establishment of a community-agreed standardized data format. We propose that complementing established open formats such as OME-TIFF and HDF5 with a next-generation file format such as Zarr will satisfy the majority of use cases in bioimaging. Critically, a common metadata format used in all these vessels can deliver truly findable, accessible, interoperable and reusable bioimaging data.


Subject(s)
Computational Biology/instrumentation , Computational Biology/standards , Metadata , Microscopy/instrumentation , Microscopy/standards , Software , Benchmarking , Computational Biology/methods , Data Compression , Databases, Factual , Information Storage and Retrieval , Internet , Microscopy/methods , Programming Languages , SARS-CoV-2
6.
Bioessays ; 43(3): e2000257, 2021 03.
Article in English | MEDLINE | ID: mdl-33377226

ABSTRACT

Emergence of the novel pathogenic coronavirus SARS-CoV-2 and its rapid pandemic spread presents challenges that demand immediate attention. Here, we describe the development of a semi-quantitative high-content microscopy-based assay for detection of three major classes (IgG, IgA, and IgM) of SARS-CoV-2 specific antibodies in human samples. The possibility to detect antibodies against the entire viral proteome together with a robust semi-automated image analysis workflow resulted in specific, sensitive and unbiased assay that complements the portfolio of SARS-CoV-2 serological assays. Sensitive, specific and quantitative serological assays are urgently needed for a better understanding of humoral immune response against the virus as a basis for developing public health strategies to control viral spread. The procedure described here has been used for clinical studies and provides a general framework for the application of quantitative high-throughput microscopy to rapidly develop serological assays for emerging virus infections.


Subject(s)
Antibodies, Viral/blood , COVID-19/diagnosis , Immunoassay , Immunoglobulin A/blood , Immunoglobulin G/blood , Immunoglobulin M/blood , Microscopy/methods , SARS-CoV-2/immunology , COVID-19/immunology , COVID-19/virology , COVID-19 Testing/methods , Fluorescent Antibody Technique , High-Throughput Screening Assays , Humans , Image Processing, Computer-Assisted/statistics & numerical data , Immune Sera/chemistry , Machine Learning , Sensitivity and Specificity
7.
Bioinformatics ; 37(18): 3079-3081, 2021 09 29.
Article in English | MEDLINE | ID: mdl-33594413

ABSTRACT

SUMMARY: Modern bioimaging and related areas such as sensor technology have undergone tremendous development over the last few years. As a result, contemporary imaging techniques, particularly electron microscopy (EM) and light sheet microscopy, can frequently generate datasets attaining sizes of several terabytes (TB). As a consequence, even seemingly simple data operations such as cropping, chromatic- and drift-corrections and even visualisation, poses challenges when applied to thousands of time points or tiles. To address this we developed BigDataProcessor2-a Fiji plugin facilitating processing workflows for TB sized image datasets. AVAILABILITY AND IMPLEMENTATION: BigDataProcessor2 is available as a Fiji plugin via the BigDataProcessor update site. The application is implemented in Java and the code is publicly available on GitHub (https://github.com/bigdataprocessor/bigdataprocessor2). SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online.


Subject(s)
Microscopy , Software , Fiji , Microscopy/methods , Workflow , Image Processing, Computer-Assisted/methods
8.
Bioinformatics ; 36(24): 5686-5694, 2021 Apr 05.
Article in English | MEDLINE | ID: mdl-33367496

ABSTRACT

MOTIVATION: The forskolin-induced swelling (FIS) assay has become the preferential assay to predict the efficacy of approved and investigational CFTR-modulating drugs for individuals with cystic fibrosis (CF). Currently, no standardized quantification method of FIS data exists thereby hampering inter-laboratory reproducibility. RESULTS: We developed a complete open-source workflow for standardized high-content analysis of CFTR function measurements in intestinal organoids using raw microscopy images as input. The workflow includes tools for (i) file and metadata handling; (ii) image quantification and (iii) statistical analysis. Our workflow reproduced results generated by published proprietary analysis protocols and enables standardized CFTR function measurements in CF organoids. AVAILABILITY AND IMPLEMENTATION: All workflow components are open-source and freely available: the htmrenamer R package for file handling https://github.com/hmbotelho/htmrenamer; CellProfiler and ImageJ analysis scripts/pipelines https://github.com/hmbotelho/FIS_image_analysis; the Organoid Analyst application for statistical analysis https://github.com/hmbotelho/organoid_analyst; detailed usage instructions and a demonstration dataset https://github.com/hmbotelho/FIS_analysis. Distributed under GPL v3.0. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online.

9.
Eur Respir J ; 58(1)2021 07.
Article in English | MEDLINE | ID: mdl-33361096

ABSTRACT

Fibrosis can affect any organ, resulting in the loss of tissue architecture and function with often life-threatening consequences. Pathologically, fibrosis is characterised by the expansion of connective tissue due to excessive deposition of extracellular matrix (ECM) proteins, including the fibrillar forms of collagen. A significant limitation for discovering cures for fibrosis is the availability of suitable human models and techniques to quantify mature fibrillar collagen deposition as close as possible to human physiological conditions.Here we have extensively characterised an ex vivo cultured human lung tissue-derived, precision-cut lung slices (hPCLS) model using label-free second harmonic generation (SHG) light microscopy to quantify fibrillar collagen deposition and mass spectrometry-based techniques to obtain a proteomic and metabolomic fingerprint of hPCLS in ex vivo culture.We demonstrate that hPCLS are viable and metabolically active, with mesenchymal, epithelial, endothelial and immune cell types surviving for at least 2 weeks in ex vivo culture. Analysis of hPCLS-conditioned supernatants showed a strong induction of pulmonary fibrosis-related ECM proteins upon transforming growth factor-ß1 (TGF-ß1) stimulation. This upregulation of ECM proteins was not translated into an increased deposition of fibrillar collagen. In support of this observation, we revealed the presence of a pro-ECM degradation activity in our ex vivo cultures of hPCLS, inhibition of which by a metalloproteinase inhibitor resulted in increased collagen deposition in response to TGF-ß1 stimulation.Together the data show that an integrated approach of measuring soluble pro-fibrotic markers alongside quantitative SHG-based analysis of fibrillar collagen is a valuable tool for studying pro-fibrotic signalling and testing anti-fibrotic agents.


Subject(s)
Microscopy , Pulmonary Fibrosis , Fibrosis , Humans , Lung/pathology , Proteomics , Pulmonary Fibrosis/pathology , Transforming Growth Factor beta1
12.
Nature ; 481(7382): 525-9, 2012 Jan 09.
Article in English | MEDLINE | ID: mdl-22230960

ABSTRACT

Functioning and processing of membrane proteins critically depend on the way their transmembrane segments are embedded in the membrane. Sphingolipids are structural components of membranes and can also act as intracellular second messengers. Not much is known of sphingolipids binding to transmembrane domains (TMDs) of proteins within the hydrophobic bilayer, and how this could affect protein function. Here we show a direct and highly specific interaction of exclusively one sphingomyelin species, SM 18, with the TMD of the COPI machinery protein p24 (ref. 2). Strikingly, the interaction depends on both the headgroup and the backbone of the sphingolipid, and on a signature sequence (VXXTLXXIY) within the TMD. Molecular dynamics simulations show a close interaction of SM 18 with the TMD. We suggest a role of SM 18 in regulating the equilibrium between an inactive monomeric and an active oligomeric state of the p24 protein, which in turn regulates COPI-dependent transport. Bioinformatic analyses predict that the signature sequence represents a conserved sphingolipid-binding cavity in a variety of mammalian membrane proteins. Thus, in addition to a function as second messengers, sphingolipids can act as cofactors to regulate the function of transmembrane proteins. Our discovery of an unprecedented specificity of interaction of a TMD with an individual sphingolipid species adds to our understanding of why biological membranes are assembled from such a large variety of different lipids.


Subject(s)
Cell Membrane/metabolism , Membrane Proteins/chemistry , Membrane Proteins/metabolism , Sphingolipids/metabolism , Amino Acid Motifs , Amino Acid Sequence , Animals , Binding Sites , CHO Cells , COP-Coated Vesicles/metabolism , Computational Biology , Conserved Sequence , Cricetinae , Models, Molecular , Molecular Sequence Data , Protein Binding , Protein Multimerization , Protein Structure, Tertiary , Protein Transport , Second Messenger Systems/physiology , Sphingomyelins/metabolism , Substrate Specificity
13.
J Cell Sci ; 128(7): 1279-93, 2015 Apr 01.
Article in English | MEDLINE | ID: mdl-25717003

ABSTRACT

The Golgi is a highly organized and dynamic organelle that receives and distributes material from and to the endoplasmic reticulum (ER) and the endocytic pathway. One open question about Golgi organization is whether it is solely based on ER-to-Golgi transport. Here, we analyzed the kinetics of Golgi breakdown in the absence of COPII-dependent ER export with high temporal and spatial resolution using quantitative fluorescence microscopy. We found that Golgi breakdown occurred in two phases. While Golgi enzymes continuously redistributed to the ER, we consistently observed extensive Golgi fragmentation at the beginning of the breakdown, followed by microtubule-dependent formation of a Golgi remnant structure (phase 1). Further Golgi disintegration occurred less uniformly (phase 2). Remarkably, cisternal Golgi morphology was lost early in phase 1 and Golgi fragments instead corresponded to variably sized vesicle clusters. These breakdown intermediates were devoid of COPI-dependent recycling material, but contained typical 'core' Golgi components. Furthermore, Golgi breakdown intermediates were able to disassemble and reassemble following cell division, indicating that they retained important regulatory capabilities. Taken together, these findings support the view that Golgi self-organization exists independently of ER-to-Golgi transport.


Subject(s)
Endoplasmic Reticulum/metabolism , Golgi Apparatus/metabolism , Vesicular Transport Proteins/metabolism , COP-Coated Vesicles/genetics , COP-Coated Vesicles/metabolism , Endoplasmic Reticulum/genetics , Golgi Apparatus/genetics , HeLa Cells , Humans , Protein Transport , Vesicular Transport Proteins/genetics
14.
Nat Methods ; 11(1): 47-50, 2014 Jan.
Article in English | MEDLINE | ID: mdl-24270602

ABSTRACT

Lipids have a role in virtually all biological processes, acting as structural elements, scaffolds and signaling molecules, but they are still largely under-represented in known biological networks. Here we describe a liposome microarray-based assay (LiMA), a method that measures protein recruitment to membranes in a quantitative, automated, multiplexed and high-throughput manner.


Subject(s)
Lipids/chemistry , Liposomes/chemistry , Microarray Analysis , Automation , Escherichia coli/metabolism , Green Fluorescent Proteins/metabolism , HEK293 Cells , Humans , Image Processing, Computer-Assisted/methods , Microscopy, Fluorescence/methods , Mutation , Protein Binding , Proteins/chemistry , Recombinant Proteins/chemistry , Saccharomyces cerevisiae/genetics , Sepharose/chemistry , Signal Transduction , Systems Biology
15.
J Cell Sci ; 127(Pt 21): 4620-33, 2014 Nov 01.
Article in English | MEDLINE | ID: mdl-25189616

ABSTRACT

The Golgi complex is the central organelle of the secretory pathway. It undergoes dynamic changes during the cell cycle, but how it acquires and maintains its complex structure is unclear. To address this question, we have used laser nanosurgery to deplete BSC1 cells of the Golgi complex and have monitored its biogenesis by quantitative time-lapse microscopy and correlative electron microscopy. After Golgi depletion, endoplasmic reticulum (ER) export is inhibited and the number of ER exit sites (ERES) is reduced and does not increase for several hours. Occasional fusion of small post-ER carriers to form the first larger structures triggers a rapid and drastic growth of Golgi precursors, due to the capacity of these structures to attract more carriers by microtubule nucleation and to stimulate ERES biogenesis. Increasing the chances of post-ER carrier fusion close to ERES by depolymerizing microtubules results in the acceleration of Golgi and ERES biogenesis. Taken together, on the basis of our results, we propose a self-organizing principle of the early secretory pathway that integrates Golgi biogenesis, ERES biogenesis and the organization of the microtubule network by positive-feedback loops.


Subject(s)
Endoplasmic Reticulum/metabolism , Golgi Apparatus/metabolism , Microtubules/metabolism , Animals , Biological Transport , Cell Line , Chlorocebus aethiops , Endoplasmic Reticulum/ultrastructure , Golgi Apparatus/ultrastructure , Microscopy, Electron , Microtubules/ultrastructure , Time-Lapse Imaging
16.
Bioorg Med Chem ; 23(12): 2862-7, 2015 Jun 15.
Article in English | MEDLINE | ID: mdl-25840797

ABSTRACT

Chemical dimerizers are powerful non-invasive tools for bringing molecules together inside intact cells. We recently introduced a rapidly reversible chemical dimerizer system which enables transient translocation of enzymes to and from the plasma membrane (PM). Here we have applied this system to transiently activate phosphatidylinositol 4,5-bisphosphate (PIP2) breakdown at the PM via translocation of phosphoinositide 5-phosphatase (5Ptase). We found that the PIP2 sensor phospholipase C-δ PH domain (PLCδ-PH) is released from the PM upon addition of the reversible chemical dimerizer rCD1. By outcompeting rCD1, rapid release of the 5Ptase from the PM is followed by PIP2 recovery. This permits the observation of the PIP2-dependent clathrin assembly at the PM.


Subject(s)
Cell Membrane/metabolism , Clathrin/metabolism , Phosphatidylinositols/metabolism , Phosphoric Monoester Hydrolases/metabolism , Protein Transport/drug effects , Cell Line , Cell Membrane/drug effects , Dimerization , Endocytosis/drug effects , Humans , Phosphatidylinositols/chemistry
17.
Open Biol ; 13(1): 220200, 2023 01.
Article in English | MEDLINE | ID: mdl-36629019

ABSTRACT

Microglia are very sensitive to changes in the environment and respond through morphological, functional and metabolic adaptations. To depict the modifications microglia undergo under healthy and pathological conditions, we developed free access image analysis scripts to quantify microglia morphologies and phagocytosis. Neuron-glia cultures, in which microglia express the reporter tdTomato, were exposed to excitotoxicity or excitotoxicity + inflammation and analysed 8 h later. Neuronal death was assessed by SYTOX staining of nucleus debris and phagocytosis was measured through the engulfment of SYTOX+ particles in microglia. We identified seven morphologies: round, hypertrophic, fried egg, bipolar and three 'inflamed' morphologies. We generated a classifier able to separate them and assign one of the seven classes to each microglia in sample images. In control cultures, round and hypertrophic morphologies were predominant. Excitotoxicity had a limited effect on the composition of the populations. By contrast, excitotoxicity + inflammation promoted an enrichment in inflamed morphologies and increased the percentage of phagocytosing microglia. Our data suggest that inflammation is critical to promote phenotypical changes in microglia. We also validated our tools for the segmentation of microglia in brain slices and performed morphometry with the obtained mask. Our method is versatile and useful to correlate microglia sub-populations and behaviour with environmental changes.


Subject(s)
Microglia , Phagocytosis , Humans , Microglia/metabolism , Inflammation/metabolism , Cell Death , Neurons/metabolism
18.
J Cell Biol ; 222(3)2023 03 06.
Article in English | MEDLINE | ID: mdl-36562752

ABSTRACT

In recent years, Focused Ion Beam Scanning Electron Microscopy (FIB-SEM) has emerged as a flexible method that enables semi-automated volume ultrastructural imaging. We present a toolset for adherent cells that enables tracking and finding cells, previously identified in light microscopy (LM), in the FIB-SEM, along with the automatic acquisition of high-resolution volume datasets. We detect the underlying grid pattern in both modalities (LM and EM), to identify common reference points. A combination of computer vision techniques enables complete automation of the workflow. This includes setting the coincidence point of both ion and electron beams, automated evaluation of the image quality and constantly tracking the sample position with the microscope's field of view reducing or even eliminating operator supervision. We show the ability to target the regions of interest in EM within 5 µm accuracy while iterating between different targets and implementing unattended data acquisition. Our results demonstrate that executing volume acquisition in multiple locations autonomously is possible in EM.


Subject(s)
Imaging, Three-Dimensional , Volume Electron Microscopy , Microscopy, Electron, Scanning , Imaging, Three-Dimensional/methods , Software
19.
Nat Chem Biol ; 6(5): 324-6, 2010 May.
Article in English | MEDLINE | ID: mdl-20364126

ABSTRACT

Phosphatidylinositol 3-phosphate (PtdIns(3)P) is a phospholipid residing on early endosomes, where it is proposed to be involved in endosomal fusion. We synthesized membrane-permeant derivatives of PtdIns(3)P, including a caged version that is to our knowledge the first photoactivatable phosphoinositide derivative developed so far. In living cells, photoactivation of caged PtdIns(3)P induced rapid endosomal fusion in an EEA1-dependent fashion, thus providing in vivo evidence that PtdIns(3)P is a sufficient signal for driving this process.


Subject(s)
Cell Fusion , Cell Membrane Permeability , Endosomes/ultrastructure , Phosphatidylinositol Phosphates/metabolism
20.
J Cell Biol ; 221(1)2022 01 03.
Article in English | MEDLINE | ID: mdl-34787651

ABSTRACT

The function of cellular structures at the mesoscale is dependent on their geometry and proportionality to cell size. The mitotic spindle is a good example why length and shape of intracellular organelles matter. Spindle length determines the distance over which chromosomes will segregate, and spindle shape ensures bipolarity. While we still lack a systematic and quantitative understanding of subcellular morphology, new imaging techniques and volumetric data analysis promise novel insights into scaling relations across different species. Here, we introduce Spindle3D, an open-source plug-in that allows for the quantitative, consistent, and automated analysis of 3D fluorescent data of spindles and chromatin. We systematically analyze different mammalian cell types, including somatic cells, stem cells, and one- and two-cell embryos, to derive volumetric relations of spindle, chromatin, and the cell. Taken together, our data indicate that mitotic spindle width is a robust indicator of spindle volume, which correlates linearly with chromatin and cell volume both within single cell types and across mammalian species.


Subject(s)
Mammals/metabolism , Spindle Apparatus/metabolism , Animals , Cell Size , Chromatin/metabolism , Fluorescence , HEK293 Cells , HeLa Cells , Humans , Mice
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