Publications

Peer-reviewed research in artificial intelligence, computer vision, and scientific machine learning

15
Publications
442
Citations
3
Nature Family

Characterizing the nanoscale organization of chemical synapses by expansion-Airyscan microscopy

Sachs, Stefan and Reinhard, Sebastian and Eiring, Patrick and Eilts, Janna and Geis, Christian and Doose, Sören and Sauer, Markus and Werner, Christian

Methods in Microscopy, 2026

DOI

Transsynaptic nanocolumns are nanoscale alignments of pre- and postsynaptic proteins that ensure efficient synaptic transmission. Autoantibodies against the transsynaptic protein LGI1, implicated in LGI1 autoimmune encephalitis, are known to disrupt synaptic function, but their impact on nanocolumn architecture remains unclear. To investigate this, we employed a multi-modal super-resolution imaging strategy combining post-gelation immunolabeling, expansion microscopy with Airyscan super-resolution imaging and compared the results with another advanced super-resolution microscopy technique – dSTORM. By physically expanding hippocampal neuron cultures 10.3-fold, our approach enabled decrowding of dense synaptic regions and improved epitope accessibility as well as labeling efficiency. Post-expansion immunolabeling followed by multicolor Airyscan imaging achieved 20–30 nm resolution, allowing detailed visualization of transsynaptic nanocolumns. With this approach we observed LGI1 autoantibody-induced sharpening of Munc13-1 – GluA1 alignment and a shift in AMPA receptor positioning. These findings highlight how advanced expansion-based imaging enables quantitative analysis of nanoscale synaptic alterations in disease contexts.

M-CSF-stimulated alveolar macrophages safeguard from invasive aspergillosis

Sheta, Dalia and Mokhtari, Zeinab and Strobel, Marlene and Yu, Yidong and Wittmann, Pia and Abboud, Zahraa and Kern, Michael and Amich, Jorge and Trinks, Nora and Reinhard, Sebastian and Hirsch, Sina and Aleksić, Ivan and Drosos, Vasileios and Ibrahim, Eslam S. and Guenther, Kerstin and Ohlsen, Knut and Fraunholz, Martin and Stigloher, Christian and López, A. M. and Schaeuble, Sascha and Nieuwenhuizen, Natalie and Koehler, Tobias and Kurzai, Oliver and Saliba, Antoine-Emmanuel and Arampatzi, Panagiota and Westermann, Alexander J. and Jordan, Paul and Werz, Oliver and Loeffler, Juergen and Panagiotou, Gianni and Einsele, Hermann and Sauer, Markus and Heinze, Katrin and Lutz, Manfred B. and Hermanns, Heike M. and Terpitz, Ulrich and Beilhack, Andreas

bioRxiv, 2026 · Preprint

DOI

Invasive pulmonary aspergillosis (IPA) is a life-threatening complication in immunocompromised individuals, including recipients of allogeneic hematopoietic cell transplantation (allo-HCT). While systemic neutropenia is traditionally considered the primary risk factor for IPA, we demonstrate that tissue-resident alveolar macrophages (AMs), rather than recruited neutrophils, dictate survival during the critical early window after transplantation. Utilizing an ultra-low dose Aspergillus fumigatus infection model that mimics physiological exposure, we identify alveolar macrophages (AMs) as key players in pulmonary antifungal defense. In immunocompromised mice, AMs conferred protection against lethal invasive aspergillosis by day 6, but not day 4 post-allo-HCT. To enhance AM function at the earlier time point, we tested cytokine-based interventions and show that M-CSF, but not IL-34, which both bind to the CSF-1 receptor, promotes migratory activity, phagolysosomal function and fungal killing in both mouse and human primary tissue-resident AMs. In allo-HCT recipient mice, M-CSF treatment preserved lung tissue integrity, suppressed pro-inflammatory cytokines, and protected mice from lethal invasive aspergillosis. The M-CSF-driven protective effect was abrogated upon AM depletion. Our findings demonstrate a critical role of tissue-resident AMs in pulmonary antifungal immunity and suggest that therapeutic modulation of AM activity via M-CSF may offer a promising strategy to combat severe fungal infections in immunocompromised patients.

Improving single molecule localisation microscopy reconstruction by extending the temporal context

Reinhard, Sebastian and Ebert, Vincent and Schrama, Jann and Sauer, Markus and Kollmannsberger, Philip

bioRxiv, 2025 · Preprint

DOI

Single-molecule localization microscopy methods such as dSTORM require specific buffer conditions to enable blinking and detection of individual emitters, making them incompatible with live cell imaging and expansion microscopy. An alternative approach to achieve super-resolution without blinking is to observe the fluctuations of the emitter intensity over time. Existing localization algorithms for high-emitter density make use of radial symmetry or use artificial neural networks trained on single high-density frames to predict emitter positions. Here, we aim to improve the resolution by using a larger temporal context. We combine the U-Net architecture used previously for image reconstruction with multi-head attention used in the Transformer architecture. We compare the results to DECODE and eSRRF as well as to traditional fitting algorithms on public benchmark data. A generic pre-trained model is provided together with a fast and robust simulator for training data and all scripts needed to train custom networks.

Visualizing the trans-synaptic arrangement of synaptic proteins by expansion microscopy

Sachs, Stefan and Reinhard, Sebastian and Eilts, Janna and Sauer, Markus and Werner, Christian

Frontiers in Cellular Neuroscience, 2024

DOI

High-fidelity synaptic neurotransmission in the millisecond range is provided by a defined structural arrangement of synaptic proteins. At the presynapse multi-epitope scaffolding proteins are organized spatially at release sites to guarantee optimal binding of neurotransmitters at receptor clusters. The organization of pre- and postsynaptic proteins in trans-synaptic nanocolumns would thus intuitively support efficient information transfer at the synapse. Visualization of these protein-dense regions as well as the minute size of protein-packed synaptic clefts remains, however, challenging. To enable efficient labeling of these protein complexes, we developed post-gelation immunolabeling expansion microscopy combined with Airyscan super-resolution microscopy. Using \textasciitilde8-fold expanded samples, Airyscan enables multicolor fluorescence imaging with 20-30 nm spatial resolution. Post-immunolabeling of decrowded (expanded) samples provides increased labeling efficiency and allows the visualization of trans-synaptic nanocolumns. Our approach is ideally suited to investigate the pathological impact on nanocolumn arrangement e.g. in limbic encephalitis with autoantibodies targeting trans-synaptic leucine-rich glioma inactivated 1 protein (LGI1).

Small fibre neuropathy in Fabry disease: a human-derived neuronal in vitro disease model and pilot data

Klein, Thomas and Grüner, Julia and Breyer, Maximilian and Schlegel, Jan and Schottmann, Nicole Michelle and Hofmann, Lukas and Gauss, Kevin and Mease, Rebecca A. and Erbacher, Christoph and Finke, Laura and Klein, Alexandra and Klug, Katharina and Karl-Schöller, Franziska and Vignolo, Bettina and Reinhard, Sebastian and Schneider, Tamara and Günther, Katharina and Fink, Julian and Dudek, Jan and Maack, Christoph and Klopocki, Eva and Seibel, Jürgen and Edenhofer, Frank and Wischmeyer, Erhard and Sauer, Markus and Üçeyler, Nurcan

Brain Communications, 2024

DOI

Acral burning pain triggered by fever, thermal hyposensitivity and skin denervation are hallmarks of small fibre neuropathy in Fabry disease, a life-threatening X-linked lysosomal storage disorder. Variants in the gene encoding alpha-galactosidase A may lead to impaired enzyme activity with cellular accumulation of globotriaosylceramide. To study the underlying pathomechanism of Fabry-associated small fibre neuropathy, we generated a neuronal in vitro disease model using patient-derived induced pluripotent stem cells from three Fabry patients and one healthy control. We further generated an isogenic control line via gene editing. We subjected induced pluripotent stem cells to targeted peripheral neuronal differentiation and observed intra-lysosomal globotriaosylceramide accumulations in somas and neurites of Fabry sensory neurons using super-resolution microscopy. At functional level, patch-clamp analysis revealed a hyperpolarizing shift of voltage-gated sodium channel steady-state inactivation kinetics in isogenic control neurons compared with healthy control neurons (P < 0.001). Moreover, we demonstrate a drastic increase in Fabry sensory neuron calcium levels at 39°C mimicking clinical fever (P < 0.001). This pathophysiological phenotype was accompanied by thinning of neurite calibres in sensory neurons differentiated from induced pluripotent stem cells derived from Fabry patients compared with healthy control cells (P < 0.001). Linear–nonlinear cascade models fit to spiking responses revealed that Fabry cell lines exhibit altered single neuron encoding properties relative to control. We further observed mitochondrial aggregation at sphingolipid accumulations within Fabry sensory neurites utilizing a click chemistry approach together with mitochondrial dysmorphism compared with healthy control cells. We pioneer pilot insights into the cellular mechanisms contributing to pain, thermal hyposensitivity and denervation in Fabry small fibre neuropathy and pave the way for further mechanistic in vitro studies in Fabry disease and the development of novel treatment approaches.

Enhanced synaptic protein visualization by multicolor super-resolution expansion microscopy

Eilts, Janna and Reinhard, Sebastian and Michetschläger, Nikolas and Werner, Christian and Sauer, Markus

Neurophotonics, 2023

DOI

SignificanceUnderstanding the organization of biomolecules into complexes and their dynamics is crucial for comprehending cellular functions and dysfunctions, particularly in neuronal networks connected by synapses. In the last two decades, various powerful super-resolution (SR) microscopy techniques have been developed that produced stunning images of synapses and their molecular organization. However, current SR microscopy methods do not permit multicolor fluorescence imaging with 20 to 30 nm spatial resolution.AimWe developed a method that enables 4-color fluorescence imaging of synaptic proteins in neurons with 20 to 30 nm lateral resolution.ApproachWe used post-expansion immunolabeling of eightfold expanded hippocampal neurons in combination with Airyscan and structured illumination microscopy (SIM).ResultsWe demonstrate that post-expansion immunolabeling of approximately eightfold expanded hippocampal neurons enables efficient labeling of synaptic proteins in crowded compartments with minimal linkage error and enables in combination with Airyscan and SIM four-color three-dimensional fluorescence imaging with 20 to 30 nm lateral resolution. Using immunolabeling of Synaptobrevin 2 as an efficient marker of the vesicle pool allowed us to identify individual synaptic vesicles colocalized with Rab3-interacting molecule 1 and 2 (RIM1/2), a marker of pre-synaptic fusion sites.ConclusionsOur optimized expansion microscopy approach improves the visualization and location of pre- and post-synaptic proteins and can thus provide invaluable insights into the spatial organization of proteins at synapses.

Expansion microscopy in honeybee brains for high-resolution neuroanatomical analyses in social insects

Kraft, Nadine and Muenz, Thomas S. and Reinhard, Sebastian and Werner, Christian and Sauer, Markus and Groh, Claudia and Rößler, Wolfgang

Cell and Tissue Research, 2023

DOI

The diffraction limit of light microscopy poses a problem that is frequently faced in structural analyses of social insect brains. With the introduction of expansion microscopy (ExM), a tool became available to overcome this limitation by isotropic physical expansion of preserved specimens. Our analyses focus on synaptic microcircuits (microglomeruli, MG) in the mushroom body (MB) of social insects, high-order brain centers for sensory integration, learning, and memory. MG undergo significant structural reorganizations with age, sensory experience, and during long-term memory formation. However, the changes in subcellular architecture involved in this plasticity have only partially been accessed yet. Using the western honeybee Apis mellifera as an experimental model, we established ExM for the first time in a social insect species and applied it to investigate plasticity in synaptic microcircuits within MG of the MB calyces. Using combinations of antibody staining and neuronal tracing, we demonstrate that this technique enables quantitative and qualitative analyses of structural neuronal plasticity at high resolution in a social insect brain.

CARs are organized in nanodomains in the plasma membrane of T cells that accumulate at tumor contact sites

Verbruggen, Christina and Gehrke, Leon and Banholzer, Nicole and Ghosh, Arindam and Reinhard, Sebastian and Weber, Justus and Doose, Sören and Einsele, Hermann and Hudecek, Michael and Nerreter, Thomas and Sauer, Markus

bioRxiv, 2023 · Preprint

DOI

Chimeric antigen receptors (CARs) are synthetic immune receptors that are expressed in T cells through genetic engineering. CAR-T cells have been successfully used to eradicate very advanced leukemias and lymphomas and their functional properties have been intensively studied. However, relatively little is known about the spatiotemporal expression and organization of CARs on the T-cell membrane and how this influences their efficacy. Here, we applied super-resolution microscopy to visualize CD19-, ROR1-, and ROR2-specific CARs in human CD4+ and CD8+ T cells that were engineered with lentiviral and transposon-mediated gene transfer. Our data show that the majority of CARs is organized in nanodomains virtually independent of the T cell type, CAR construct and expression level. Quantitative analyses revealed a slightly higher CAR density in transposon-engineered T cells correlating with higher antigen sensitivity and faster resolution of anti-tumor functions compared to lentivirally-engineered T cells. Live-cell fluorescence imaging revealed that both, CAR nanodomains and CAR monomers accumulate at tumor contact sites and form multifocal immunological synapses. Our study provides novel insights into the membrane organization of CARs with single-molecule resolution and illustrates the potential of advanced microscopy to inform the rational design of synthetic immune receptors for applications in immune cell therapy.

Impaired dynamic interaction of axonal endoplasmic reticulum and ribosomes contributes to defective stimulus–response in spinal muscular atrophy

Deng, Chunchu and Reinhard, Sebastian and Hennlein, Luisa and Eilts, Janna and Sachs, Stefan and Doose, Sören and Jablonka, Sibylle and Sauer, Markus and Moradi, Mehri and Sendtner, Michael

Translational Neurodegeneration, 2022

DOI

Axonal degeneration and defects in neuromuscular neurotransmission represent a pathological hallmark in spinal muscular atrophy (SMA) and other forms of motoneuron disease. These pathological changes do not only base on altered axonal and presynaptic architecture, but also on alterations in dynamic movements of organelles and subcellular structures that are not necessarily reflected by static histopathological changes. The dynamic interplay between the axonal endoplasmic reticulum (ER) and ribosomes is essential for stimulus-induced local translation in motor axons and presynaptic terminals. However, it remains enigmatic whether the ER and ribosome crosstalk is impaired in the presynaptic compartment of motoneurons with Smn (survival of motor neuron) deficiency that could contribute to axonopathy and presynaptic dysfunction in SMA.

The Acid Ceramidase Is a SARS-CoV-2 Host Factor

Geiger, Nina and Kersting, Louise and Schlegel, Jan and Stelz, Linda and Fähr, Sofie and Diesendorf, Viktoria and Roll, Valeria and Sostmann, Marie and König, Eva-Maria and Reinhard, Sebastian and Brenner, Daniela and Schneider-Schaulies, Sibylle and Sauer, Markus and Seibel, Jürgen and Bodem, Jochen

Cells, 2022

DOI

SARS-CoV-2 variants such as the delta or omicron variants, with higher transmission rates, accelerated the global COVID-19 pandemic. Thus, novel therapeutic strategies need to be deployed. The inhibition of acid sphingomyelinase (ASM), interfering with viral entry by fluoxetine was reported. Here, we described the acid ceramidase as an additional target of fluoxetine. To discover these effects, we synthesized an ASM-independent fluoxetine derivative, AKS466. High-resolution SARS-CoV-2-RNA FISH and RTqPCR analyses demonstrate that AKS466 down-regulates viral gene expression. It is shown that SARS-CoV-2 deacidifies the lysosomal pH using the ORF3 protein. However, treatment with AKS488 or fluoxetine lowers the lysosomal pH. Our biochemical results show that AKS466 localizes to the endo-lysosomal replication compartments of infected cells, and demonstrate the enrichment of the viral genomic, minus-stranded RNA and mRNAs there. Both fluoxetine and AKS466 inhibit the acid ceramidase activity, cause endo-lysosomal ceramide elevation, and interfere with viral replication. Furthermore, Ceranib-2, a specific acid ceramidase inhibitor, reduces SARS-CoV-2 replication and, most importantly, the exogenous supplementation of C6-ceramide interferes with viral replication. These results support the hypotheses that the acid ceramidase is a SARS-CoV-2 host factor.

ReCSAI: recursive compressed sensing artificial intelligence for confocal lifetime localization microscopy

Reinhard, Sebastian and Helmerich, Dominic A. and Boras, Dominik and Sauer, Markus and Kollmannsberger, Philip

BMC Bioinformatics, 2022

DOI

Localization-based super-resolution microscopy resolves macromolecular structures down to a few nanometers by computationally reconstructing fluorescent emitter coordinates from diffraction-limited spots. The most commonly used algorithms are based on fitting parametric models of the point spread function (PSF) to a measured photon distribution. These algorithms make assumptions about the symmetry of the PSF and thus, do not work well with irregular, non-linear PSFs that occur for example in confocal lifetime imaging, where a laser is scanned across the sample. An alternative method for reconstructing sparse emitter sets from noisy, diffraction-limited images is compressed sensing, but due to its high computational cost it has not yet been widely adopted. Deep neural network fitters have recently emerged as a new competitive method for localization microscopy. They can learn to fit arbitrary PSFs, but require extensive simulated training data and do not generalize well. A method to efficiently fit the irregular PSFs from confocal lifetime localization microscopy combining the advantages of deep learning and compressed sensing would greatly improve the acquisition speed and throughput of this method.

Fourier Ring Correlation and Anisotropic Kernel Density Estimation Improve Deep Learning Based SMLM Reconstruction of Microtubules

Berberich, Andreas and Kurz, Andreas and Reinhard, Sebastian and Paul, Torsten Johann and Burd, Paul Ray and Sauer, Markus and Kollmannsberger, Philip

Frontiers in Bioinformatics, 2021

DOI

Single-molecule super-resolution microscopy (SMLM) techniques like dSTORM can reveal biological structures down to the nanometer scale. The achievable resolution is not only defined by the localization precision of individual fluorescent molecules, but also by their density, which becomes a limiting factor e.g., in expansion microscopy. Artificial deep neural networks can learn to reconstruct dense super-resolved structures such as microtubules from a sparse, noisy set of data points. This approach requires a robust method to assess the quality of a predicted density image and to quantitatively compare it to a ground truth image. Such a quality measure needs to be differentiable to be applied as loss function in deep learning. We developed a new trainable quality measure based on Fourier Ring Correlation (FRC) and used it to train deep neural networks to map a small number of sampling points to an underlying density. Smooth ground truth images of microtubules were generated from localization coordinates using an anisotropic Gaussian kernel density estimator. We show that the FRC criterion ideally complements the existing state-of-the-art multiscale structural similarity index, since both are interpretable and there is no trade-off between them during optimization. The TensorFlow implementation of our FRC metric can easily be integrated into existing deep learning workflows.

Dynamic remodeling of ribosomes and endoplasmic reticulum in axon terminals of motoneurons

Deng, Chunchu and Moradi, Mehri and Reinhard, Sebastian and Ji, Changhe and Jablonka, Sibylle and Hennlein, Luisa and Lüningschrör, Patrick and Doose, Sören and Sauer, Markus and Sendtner, Michael

Journal of Cell Science, 2021

DOI

In neurons, the endoplasmic reticulum (ER) forms a highly dynamic network that enters axons and presynaptic terminals and plays a central role in Ca2+ homeostasis and synapse maintenance; however, the underlying mechanisms involved in regulation of its dynamic remodeling as well as its function in axon development and presynaptic differentiation remain elusive. Here, we used high-resolution microscopy and live-cell imaging to investigate rapid movements of the ER and ribosomes in axons of cultured motoneurons after stimulation with brain-derived neurotrophic factor. Our results indicate that the ER extends into axonal growth cone filopodia, where its integrity and dynamic remodeling are regulated mainly by actin and the actin-based motor protein myosin VI (encoded by Myo6). Additionally, we found that in axonal growth cones, ribosomes assemble into 80S subunits within seconds and associate with the ER in response to extracellular stimuli, which describes a novel function of axonal ER in dynamic regulation of local translation. This article has an associated First Person interview with Chunchu Deng, joint first author of the paper.

Ex-dSTORM and automated quantitative image analysis of expanded filamentous structures

Zwettler, Fabian U. and Reinhard, Sebastian and Sauer, Markus

Methods in Cell Biology, 2021

DOI

This chapter provides a step-by-step protocol how to prepare expansion microcoscopy (ExM) treated biological samples for imaging with single-molecule localization microscopy (SMLM). For this purpose, the protocol describes the stabilization of expanded hydrogels that enables addition of photoswitching buffer without shrinkage of the sample. In addition, a guide for automated image analysis and expansion factor determination of expanded fiber-like structures is provided at the end of the chapter.

Subdiffraction-resolution fluorescence imaging of immunological synapse formation between NK cells and A. fumigatus by expansion microscopy

Trinks, Nora and Reinhard, Sebastian and Drobny, Matthias and Heilig, Linda and Löffler, Jürgen and Sauer, Markus and Terpitz, Ulrich

Communications Biology, 2021

DOI

Expansion microscopy (ExM) enables super-resolution fluorescence imaging on standard microscopes by physical expansion of the sample. However, the investigation of interactions between different organisms such as mammalian and fungal cells by ExM remains challenging because different cell types require different expansion protocols to ensure identical, ideally isotropic expansion of both partners. Here, we introduce an ExM method that enables super-resolved visualization of the interaction between NK cells and Aspergillus fumigatus hyphae. 4-fold expansion in combination with confocal fluorescence imaging allows us to resolve details of cytoskeleton rearrangement as well as NK cells’ lytic granules triggered by contact with an RFP-expressing A. fumigatus strain. In particular, subdiffraction-resolution images show polarized degranulation upon contact formation and the presence of LAMP1 surrounding perforin at the NK cell-surface post degranulation. Our data demonstrate that optimized ExM protocols enable the investigation of immunological synapse formation between two different species with so far unmatched spatial resolution.

Dynamic remodeling of presynaptic endoplasmic reticulum is coordinated through actin and microtubule crosstalk and contributes to defective stimulus-response in Spinal Muscular Atrophy

Deng, Chunchu and Moradi, Mehri and Reinhard, Sebastian and Doose, Sören and Hennlein, Luisa and Jablonka, Sibylle and Sauer, Markus and Sendtner, Michael

Research Square, 2021 · Preprint

DOI

Background Axonal degeneration and defects in neuromuscular neurotransmission represent a pathological hallmark in spinal muscular atrophy (SMA) and other forms of motoneuron disease. These pathological changes do not only base on altered axonal and presynaptic architecture, but also on alterations in dynamic movements of organelles and subcellular structures that are not necessarily reflected by static histopathological changes. In neurons, a highly dynamic endoplasmic reticulum (ER) network exists in the axonal and presynaptic compartment which regulates Ca2+ homeostasis and synapse maintenance. However, the mechanisms of its dynamic regulation and mechanisms of dysfunction that contribute to neurodegeneration remain elusive. Methods Using high resolution microscopy and life imaging of cultured motoneurons from wildtype and a mouse model of spinal muscular atrophy, we investigated the dynamics of the axonal endoplasmic reticulum and ribosome distribution and activation. Results These studies revealed that the dynamic remodeling of ER in axonal filopodia of cultured motoneurons depends mainly on actin cytoskeleton. In Smn-deficient motoneurons, movements of ER in filopodia seems to be more affected than in the growth cone core. In addition, ribosome assembly that happens within seconds after exposure to Brain derived neurotrophic factors (BDNF) is reduced in axon terminals of Smn-deficient motoneurons, and also the association with ER as a response to extracellular stimuli is highly disturbed. Conclusions These findings do not only define a novel function of presynaptic ER in dynamic regulation of local translation. They also implicate impaired dynamic movements of axonal and presynaptic ER as a contributor to the pathophysiology of SMA and possibly also other neurodegenerative diseases.

Tracking down the molecular architecture of the synaptonemal complex by expansion microscopy

Zwettler, Fabian U. and Spindler, Marie-Christin and Reinhard, Sebastian and Klein, Teresa and Kurz, Andreas and Benavente, Ricardo and Sauer, Markus

Nature Communications, 2020

DOI

The synaptonemal complex (SC) is a meiosis-specific nuclear multiprotein complex that is essential for proper synapsis, recombination and segregation of homologous chromosomes. We combined structured illumination microscopy (SIM) with different expansion microscopy (ExM) protocols including U-ExM, proExM, and magnified analysis of the proteome (MAP) to investigate the molecular organization of the SC. Comparison with structural data obtained by single-molecule localization microscopy of unexpanded SCs allowed us to investigate ultrastructure preservation of expanded SCs. For image analysis, we developed an automatic image processing software that enabled unbiased comparison of structural properties pre- and post-expansion. Here, MAP-SIM provided the best results and enabled reliable three-color super-resolution microscopy of the SCs of a whole set of chromosomes in a spermatocyte with 20–30 nm spatial resolution. Our data demonstrate that post-expansion labeling by MAP-SIM improves immunolabeling efficiency and allowed us thus to unravel previously hidden details of the molecular organization of SCs.

Molecular resolution imaging by post-labeling expansion single-molecule localization microscopy (Ex-SMLM)

Zwettler, Fabian U. and Reinhard, Sebastian and Gambarotto, Davide and Bell, Toby D. M. and Hamel, Virginie and Guichard, Paul and Sauer, Markus

Nature Communications, 2020

DOI

Expansion microscopy (ExM) enables super-resolution fluorescence imaging of physically expanded biological samples with conventional microscopes. By combining ExM with single-molecule localization microscopy (SMLM) it is potentially possible to approach the resolution of electron microscopy. However, current attempts to combine both methods remained challenging because of protein and fluorophore loss during digestion or denaturation, gelation, and the incompatibility of expanded polyelectrolyte hydrogels with photoswitching buffers. Here we show that re-embedding of expanded hydrogels enables dSTORM imaging of expanded samples and demonstrate that post-labeling ExM resolves the current limitations of super-resolution microscopy. Using microtubules as a reference structure and centrioles, we demonstrate that post-labeling Ex-SMLM preserves ultrastructural details, improves the labeling efficiency and reduces the positional error arising from linking fluorophores into the gel thus paving the way for super-resolution imaging of immunolabeled endogenous proteins with true molecular resolution.

Registration and Visualization of Correlative Super-Resolution Microscopy Data

Reinhard, Sebastian and Aufmkolk, Sarah and Sauer, Markus and Doose, Sören

Biophysical Journal, 2019

DOI

We introduce a method for registration and visualization of correlative super-resolution microscopy images from different microscopy techniques. We established an automated registration procedure based on the generalized Hough transform. We developed a software tool to apply this algorithm and visualize correlated images from structured illumination microscopy (SIM) and direct stochastic optical reconstruction microscopy (dSTORM). To demonstrate the potential of this super-resolution correlator, we visualize the distribution of the presynaptic protein bassoon in the active zones of synapses in the molecular layer of the mouse cerebellum. First, a multiple labeled sample is imaged by SIM, followed by imaging of one of the fluorescent labels by dSTORM. To avoid the use of artificial fiducial markers, we used the signal of Alexa Fluor 647 recorded in switching buffer on the two microscopes for image superposition. We recorded multicolor SIM images in 20-μm thick brain slices to identify synapses in the dendritic system of Purkinje cells and put higher-resolved dSTORM images of the synaptic distribution of bassoon in registry.

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