ABSTRACT
In image-based profiling, software extracts thousands of morphological features of cells from multi-channel fluorescence microscopy images, yielding single-cell profiles that can be used for basic research and drug discovery. Powerful applications have been proven, including clustering chemical and genetic perturbations on the basis of their similar morphological impact, identifying disease phenotypes by observing differences in profiles between healthy and diseased cells and predicting assay outcomes by using machine learning, among many others. Here, we provide an updated protocol for the most popular assay for image-based profiling, Cell Painting. Introduced in 2013, it uses six stains imaged in five channels and labels eight diverse components of the cell: DNA, cytoplasmic RNA, nucleoli, actin, Golgi apparatus, plasma membrane, endoplasmic reticulum and mitochondria. The original protocol was updated in 2016 on the basis of several years' experience running it at two sites, after optimizing it by visual stain quality. Here, we describe the work of the Joint Undertaking for Morphological Profiling Cell Painting Consortium, to improve upon the assay via quantitative optimization by measuring the assay's ability to detect morphological phenotypes and group similar perturbations together. The assay gives very robust outputs despite various changes to the protocol, and two vendors' dyes work equivalently well. We present Cell Painting version 3, in which some steps are simplified and several stain concentrations can be reduced, saving costs. Cell culture and image acquisition take 1-2 weeks for typically sized batches of ≤20 plates; feature extraction and data analysis take an additional 1-2 weeks.This protocol is an update to Nat. Protoc. 11, 1757-1774 (2016): https://doi.org/10.1038/nprot.2016.105.
Subject(s)
Cell Culture Techniques , Image Processing, Computer-Assisted , Image Processing, Computer-Assisted/methods , Microscopy, Fluorescence , Mitochondria , SoftwareSubject(s)
COVID-19 , RNA, Viral/isolation & purification , SARS-CoV-2 , Transplants , Biopsy/methods , COVID-19/diagnosis , COVID-19/physiopathology , COVID-19/virology , Humans , In Situ Hybridization, Fluorescence/methods , Lung Transplantation , SARS-CoV-2/genetics , SARS-CoV-2/isolation & purification , Time Factors , Transplants/pathology , Transplants/virologyABSTRACT
The olfactory system serves a critical function as a danger detection system to trigger defense responses essential for survival. The cellular and molecular mechanisms that drive such defenses in mammals are incompletely understood. Here, we have discovered an ultrasensitive olfactory sensor for the highly poisonous bacterial metabolite hydrogen sulfide (H2S) in mice. An atypical class of sensory neurons in the main olfactory epithelium, the type B cells, is activated by both H2S and low O2. These two stimuli trigger, respectively, Cnga2- and Trpc2-signaling pathways, which operate in separate subcellular compartments, the cilia and the dendritic knob. This activation drives essential defensive responses: elevation of the stress hormone ACTH, stress-related self-grooming behavior, and conditioned place avoidance. Our findings identify a previously unknown signaling paradigm in mammalian olfaction and define type B cells as chemosensory neurons that integrate distinct danger inputs from the external environment with appropriate defense outputs.
Subject(s)
Escape Reaction/physiology , Olfactory Mucosa/metabolism , Olfactory Receptor Neurons/metabolism , Smell/physiology , Animals , Hydrogen Sulfide , Mice , Olfactory Mucosa/cytology , Olfactory Receptor Neurons/cytologyABSTRACT
A mature olfactory sensory neuron (OSN) of the main olfactory epithelium (MOE) typically expresses one allele of one odorant receptor (OR) gene. It is widely thought that the great majority of the 1,141 intact mouse OR genes are expressed in one of four MOE zones (or bands or stripes), which are largely non-overlapping. Here, we develop a multiplex method to map, in 3D and MOE-wide, the expression areas of multiple OR genes in individual, non-genetically modified mice by three-color fluorescence in situ hybridization, semi-automated image segmentation, and 3D reconstruction. We classify the expression areas of 68 OR genes into 9 zones. These zones are highly overlapping and strikingly complex when viewed in 3D reconstructions. There could well be more zones. We propose that zones reflect distinct OSN types that are each restricted in their choice to a subset of the OR gene repertoire.
Subject(s)
Olfactory Mucosa/metabolism , Receptors, Odorant/genetics , Animals , Axons/metabolism , Gene Expression Regulation , Genetic Loci , Green Fluorescent Proteins/metabolism , Imaging, Three-Dimensional , Mice, Inbred C57BL , Olfactory Mucosa/innervationABSTRACT
Paraformaldehyde (PFA) is the most commonly used fixative for immunostaining of cells, but has been associated with various problems, ranging from loss of antigenicity to changes in morphology during fixation. We show here that the small dialdehyde glyoxal can successfully replace PFA Despite being less toxic than PFA, and, as most aldehydes, likely usable as a fixative, glyoxal has not yet been systematically tried in modern fluorescence microscopy. Here, we tested and optimized glyoxal fixation and surprisingly found it to be more efficient than PFA-based protocols. Glyoxal acted faster than PFA, cross-linked proteins more effectively, and improved the preservation of cellular morphology. We validated glyoxal fixation in multiple laboratories against different PFA-based protocols and confirmed that it enabled better immunostainings for a majority of the targets. Our data therefore support that glyoxal can be a valuable alternative to PFA for immunostaining.
Subject(s)
Fixatives/chemistry , Formaldehyde/chemistry , Glyoxal/chemistry , Immunohistochemistry/methods , Microscopy, Fluorescence/methods , Nerve Tissue Proteins/metabolism , Tissue Fixation/methods , Animals , COS Cells , Chlorocebus aethiops , Drosophila melanogaster , HeLa Cells , Humans , MiceABSTRACT
Olfactory dysfunction is common in Parkinson's disease and is an early symptom, but its pathogenesis remains poorly understood. Hindering progress in our mechanistic understanding of olfactory dysfunction in Parkinson's disease is the paucity of literature about the human olfactory bulb, both from normal and Parkinson's disease cases. Qualitatively it is well established that the neat arrangement of the glomerular array seen in the mouse olfactory bulb is missing in humans. But rigorous quantitative approaches to describe and compare the thousands of glomeruli in the human olfactory bulb are not available. Here we report a quantitative approach to describe the glomerular component of the human olfactory bulb, and its application to draw statistical comparisons between olfactory bulbs from normal and Parkinson's disease cases. We subjected horizontal 10 µm sections of olfactory bulbs from six normal and five Parkinson's disease cases to fluorescence immunohistochemistry with antibodies against vesicular glutamate transporter-2 and neural cell adhesion molecule. We scanned the immunostained sections with a fluorescence slide scanner, segmented the glomeruli, and generated 3D reconstructions of whole olfactory bulbs. We document the occurrence of atypical glomerular morphologies and glomerular-like structures deep in the olfactory bulb, both in normal and Parkinson's disease cases. We define a novel and objective parameter: the global glomerular voxel volume, which is the total volume of all voxels that are classified immunohistochemically as glomerular. We find that the global glomerular voxel volume in Parkinson's disease cases is half that of normal cases. The distribution of glomerular voxels along the dorsal-ventral dimension of the olfactory bulb in these series of horizontal sections is significantly altered in Parkinson's disease cases: whereas most glomerular voxels reside within the ventral half of olfactory bulbs from normal cases, glomerular voxels are more evenly spread among the ventral and dorsal halves of olfactory bulbs from Parkinson's disease cases. These quantitative whole-olfactory bulb analyses indicate a predominantly ventral deficit in the glomerular component in Parkinson's disease, consistent with the olfactory vector hypothesis for the pathogenesis of this neurodegenerative disease. The distribution of serine 129-phosphorylated α-synuclein immunoreactive voxels correlates with that of glomerular voxels. The higher the serine 129-phosphorylated α-synuclein load of an olfactory bulb from a Parkinson's disease case, the lower the global glomerular voxel volume. Our rigorous quantitative approach to the whole olfactory bulb will help understand the anatomy and histology of the normal human olfactory bulb and its pathological alterations in Parkinson's disease.
Subject(s)
Olfaction Disorders/etiology , Olfactory Bulb/pathology , Parkinson Disease/complications , Parkinson Disease/pathology , Aged , Aged, 80 and over , Female , Fluorescent Antibody Technique , Humans , Image Processing, Computer-Assisted , Male , Middle Aged , Neural Cell Adhesion Molecules/metabolism , Olfactory Bulb/metabolism , Tyrosine 3-Monooxygenase , Vesicular Glutamate Transport Protein 2/metabolism , alpha-Synuclein/metabolismABSTRACT
Extraembryonic endoderm stem (XEN) cell lines can be derived and maintained in vitro and reflect the primitive endoderm lineage. Platelet-derived growth factor receptor alpha (PDGFRA) is thought to be essential for the derivation and maintenance of mouse XEN cell lines. Here, we have re-evaluated this requirement for PDGFRA. We derived multiple PDGFRA-deficient XEN cell lines from postimplantation and preimplantation embryos of a PDGFRA-GFP knockout strain. We also converted PDGFRA-deficient embryonic stem cell lines into XEN cell lines chemically by transient culturing with retinoic acid and Activin A. We confirmed the XEN profile of our 12 PDGFRA-deficient cell lines by immunofluorescence with various markers, by NanoString gene expression analyses, and by their contribution to the extraembryonic endoderm of chimeric embryos produced by injecting these cells into blastocysts. Thus, PDGFRA is not essential for the derivation and maintenance of XEN cell lines.
Subject(s)
Cell Differentiation/genetics , Cell Self Renewal/genetics , Embryonic Stem Cells/cytology , Embryonic Stem Cells/metabolism , Endoderm/cytology , Receptor, Platelet-Derived Growth Factor alpha/genetics , Animals , Blastocyst/cytology , Blastocyst/metabolism , Cell Line , Cluster Analysis , Embryo, Mammalian/cytology , Gene Expression , Gene Expression Profiling , Gene Knockout Techniques , Genes, Reporter , Genotype , Mice , Receptor, Platelet-Derived Growth Factor alpha/metabolismABSTRACT
Various types of stem cell lines have been derived from preimplantation or postimplantation mouse embryos: embryonic stem cell lines, epiblast stem cell lines, and trophoblast stem cell lines. It is not known if extraembryonic endoderm stem (XEN) cell lines can be derived from postimplantation mouse embryos. Here, we report the derivation of 77 XEN cell lines from 85 postimplantation embryos at embryonic day E5.5 or E6.5, in parallel to the derivation of 41 XEN lines from 69 preimplantation embryos at the blastocyst stage. We attain a success rate of 100% of XEN cell line derivation with our E5.5 whole-embryo and E6.5 disaggregated-embryo methods. Immunofluorescence and NanoString gene expression analyses indicate that the XEN cell lines that we derived from postimplantation embryos (post-XEN) are very similar to the XEN cell lines that we derived from preimplantation embryos (pre-XEN) using a conventional method. After injection into blastocysts, post-XEN cells contribute to extraembryonic endoderm in chimeras at E6.5 and E7.5.
Subject(s)
Cell Culture Techniques , Embryonic Stem Cells/cytology , Endoderm/cytology , Animals , Blastocyst , Cell Differentiation , Culture Media/chemistry , Female , Gene Expression Profiling , Germ Layers/cytology , Green Fluorescent Proteins/metabolism , Male , Mice , Microscopy, Fluorescence , Trophoblasts/cytologyABSTRACT
It is known since 1996 that mouse odorant receptors (ORs) are involved in determining the positions of the sites of coalescence of axons of olfactory sensory neurons (OSNs)-the thousands of glomeruli in the olfactory bulb. But the molecular and cellular mechanisms of OR-mediated axonal coalescence into glomeruli remain unclear. A model was proposed in 2006-2009 whereby OR-derived cAMP signals, rather than direct action of OR molecules, determine the target destinations (glomeruli) of OSNs in the bulb. This model hypothesizes that OR-derived cAMP signals determine the expression levels of neuropilin 1 (Nrp1) in OSN axon termini; that levels of Nrp1 in glomeruli form a gradient from anterior-low to posterior-high throughout the bulb; and that these Nrp1 levels mechanistically determine anterior-posterior patterning of glomeruli. Here, we describe the first independent evaluation of the Nrp1 model since it was formulated a decade ago. We tested the model for the well-characterized mouse OR M71 using our gene-targeted mouse strains, which are publicly available. In contradiction to the model, we observed a variety of configurations for the M71 glomeruli in the conditional Nrp1 knockout. We then reassessed the model for the original OR transgene with which the model was developed, using the same publicly available mouse strains. We discovered that glomerular positions do not undergo the simple anterior shift that has been reported in the conditional Nrp1 knockout for this OR transgene. Taken together, our findings do not support the Nrp1 model for the anterior-posterior patterning of glomerular positions in the olfactory bulb.
Subject(s)
Neuropilin-1/metabolism , Olfactory Bulb/metabolism , Olfactory Receptor Neurons/metabolism , Animals , Axons/metabolism , Cyclic AMP/metabolism , Female , Imaging, Three-Dimensional , Immunohistochemistry , Male , Mice, Inbred C57BL , Mice, Transgenic , Microscopy, Confocal , Neuropilin-1/genetics , Olfactory Bulb/cytology , Olfactory Receptor Neurons/cytology , Rats , Receptors, Odorant/genetics , Receptors, Odorant/metabolism , TomographyABSTRACT
Ca(2+) regulates several important intracellular processes. We combined second harmonic generation (SHG) and two photon excited fluorescence microscopy (2PFM) to simultaneously record the SHG signal of the myosin filaments and localized elementary Ca(2+) release signals (LCSs). We found LCSs associated with Y-shaped structures of the myosin filament pattern (YMs), so called verniers, in intact mouse skeletal muscle fibers under hypertonic treatment. Ion channels crucial for the Ca(2+) regulation are located in the tubular system, a system that is important for Ca(2+) regulation and excitation-contraction coupling. We investigated the tubular system of intact, living mouse skeletal muscle fibers using 2PFM and the fluorescent Ca(2+) indicator Fluo-4 dissolved in the external solution or the membrane dye di-8-ANEPPS. We simultaneously measured the SHG signal from the myosin filaments of the skeletal muscle fibers. We found that at least a subset of the YMs observed in SHG images are closely juxtaposed with Y-shaped structures of the transverse tubules (YTs). The distances of corresponding YMs and YTs yield values between 1.3 µm and 4.1 µm including pixel uncertainty with a mean distance of 2.52±0.10 µm (S.E.M., n=41). Additionally, we observed that some of the linear-shaped areas in the tubular system are colocalized with linear-shaped areas in the SHG images.
Subject(s)
Calcium/metabolism , Muscle Fibers, Skeletal/metabolism , Myosins/metabolism , Animals , Calcium Channels/metabolism , Image Processing, Computer-Assisted , Mice , Mice, Inbred C57BL , Microscopy, Fluorescence, Multiphoton , Signal TransductionABSTRACT
In the mouse, axons of olfactory sensory neurons (OSNs) that express the same odorant receptor (OR) gene coalesce into one or a few glomeruli in the olfactory bulb. The positions of OR-specific glomeruli are traditionally described as stereotyped. Here, we have assessed quantitatively the positions of OR-specific glomeruli using serial two-photon tomography, an automated method for whole-organ fluorescence imaging that integrates two-photon microscopy with serial microtome sectioning. Our strategy is multiplexed. By repeated crossing, we generated two strains of mice with gene-targeted mutations at four or five OR loci for a total of six ORs: MOR23 (Olfr16), mOR37A (Olfr155), M72 (Olfr160), P2 (Olfr17), MOR256-17 (Olfr15), and MOR28 (Olfr1507). Glomerular imaging relied on intrinsic fluorescence of GFP or DsRed, or on whole-mount immunofluorescence with antibodies against GFP, DsRed, or ß-gal using the method of immunolabeling-enabled three-dimensional imaging of solvent-cleared organs (iDISCO). The high-resolution 3D-reconstructed datasets were segmented to identify the labeled glomeruli and to assess glomerular positional variability between the bulbs of one mouse (intraindividual) and among the bulbs of different mice (interindividual). In 26 mice aged 21 or 50 d or 10 wk, we made measurements of the positions of 352 glomeruli. We find that positional variability of glomeruli correlates with the OR: For instance, the medial MOR28 glomerular domain occupies a surface area that is an order of magnitude larger than the surface area of the medial MOR23 glomerular domain. Our results quantify the level of precision that is delivered by the mechanisms of OSN axon wiring, differentially for the various OSN populations expressing distinct OR genes.