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Dynamic imaging of landmark organelles, such as nuclei, cell membrane, nuclear envelope, and lipid droplets enables image-based phenotyping of functional states of cells. Multispectral fluorescent imaging of landmark organelles requires labor-intensive labeling, limits throughput, and compromises cell health. Virtual staining of label-free images with deep neural networks is an emerging solution for this problem. Multiplexed imaging of cellular landmarks from scattered light and subsequent demultiplexing with virtual staining saves the light spectrum for imaging additional molecular reporters, photomanipulation, or other tasks. Published approaches for virtual staining of landmark organelles are fragile in the presence of nuisance variations in imaging, culture conditions, and cell types. This paper reports model training protocols for virtual staining of nuclei and membranes robust to label-free imaging parameters, cell states, and cell types. We developed a flexible and scalable convolutional architecture, named UNeXt2, for supervised training and self-supervised pre-training. The strategies we report here enable robust virtual staining of nuclei and cell membranes in multiple cell types, including neuromasts of zebrafish, across a range of imaging conditions. We assess the models by comparing the intensity, segmentations, and application-specific measurements obtained from virtually stained and experimentally stained nuclei and membranes. The models rescue the missing label, non-uniform expression of labels, and photobleaching. We share three pre-trained models, named VSCyto3D, VSCyto2D, and VSNeuromast, as well as VisCy, a PyTorch-based pipeline for training, inference, and deployment that leverages the modern OME-Zarr format.
Determining the structure and mechanisms of all individual functional modules of cells at high molecular detail has often been seen as equal to understanding how cells work. Recent technical advances have led to a flush of high-resolution structures of various macromolecular machines, but despite this wealth of detailed information, our understanding of cellular function remains incomplete. Here, we discuss present-day limitations of structural biology and highlight novel technologies that may enable us to analyze molecular functions directly inside cells. We predict that the progression toward structural cell biology will involve a shift toward conceptualizing a 4D virtual reality of cells using digital twins. These will capture cellular segments in a highly enriched molecular detail, include dynamic changes, and facilitate simulations of molecular processes, leading to novel and experimentally testable predictions. Transferring biological questions into algorithms that learn from the existing wealth of data and explore novel solutions may ultimately unveil how cells work.
Upon infection, human immunodeficiency virus (HIV-1) releases its cone-shaped capsid into the cytoplasm of infected T-cells and macrophages. As its largest known cargo, the capsid enters the nuclear pore complex (NPC), driven by interactions with numerous FG-repeat nucleoporins (FG-Nups). Whether NPCs structurally adapt to capsid passage and whether capsids are modified during passage remains unknown, however. Here, we combined super-resolution and correlative microscopy with cryo electron tomography and molecular simulations to study nuclear entry of HIV-1 capsids in primary human macrophages. We found that cytosolically bound cyclophilin A is stripped off capsids entering the NPC, and the capsid hexagonal lattice remains largely intact inside and beyond the central channel. Strikingly, the NPC scaffold rings frequently crack during capsid passage, consistent with computer simulations indicating the need for NPC widening. The unique cone shape of the HIV-1 capsid facilitates its entry into NPCs and helps to crack their rings.
Nuclear pore complexes (NPCs) constitute giant channels within the nuclear envelope that mediate nucleocytoplasmic exchange. NPC diameter is thought to be regulated by nuclear envelope tension, but how such diameter changes are physiologically linked to cell differentiation, where mechanical properties of nuclei are remodeled and nuclear mechanosensing occurs, remains unstudied. Here we used cryo-electron tomography to show that NPCs dilate during differentiation of mouse embryonic stem cells into neural progenitors. In Nup133-deficient cells, which are known to display impaired neural differentiation, NPCs however fail to dilate. By analyzing the architectures of individual NPCs with template matching, we revealed that the Nup133-deficient NPCs are structurally heterogeneous and frequently disintegrate, resulting in the formation of large nuclear envelope openings. We propose that the elasticity of the NPC scaffold mechanically safeguards the nuclear envelope. Our studies provide a molecular explanation for how genetic perturbation of scaffolding components of macromolecular complexes causes tissue-specific phenotypes.
The ubiquitin (Ub) code denotes the complex Ub architectures, including Ub chains of different length, linkage-type and linkage combinations, which enable ubiquitination to control a wide range of protein fates. Although many linkage-specific interactors have been described, how interactors are able to decode more complex architectures is not fully understood. We conducted a Ub interactor screen, in humans and yeast, using Ub chains of varying length, as well as, homotypic and heterotypic branched chains of the two most abundant linkage types – K48- and K63-linked Ub. We identified some of the first K48/K63 branch-specific Ub interactors, including histone ADP-ribosyltransferase PARP10/ARTD10, E3 ligase UBR4 and huntingtin-interacting protein HIP1. Furthermore, we revealed the importance of chain length by identifying interactors with a preference for Ub3 over Ub2 chains, including Ub-directed endoprotease DDI2, autophagy receptor CCDC50 and p97-adaptor FAF1. Crucially, we compared datasets collected using two common DUB inhibitors – Chloroacetamide and N-ethylmaleimide. This revealed inhibitor-dependent interactors, highlighting the importance of inhibitor consideration during pulldown studies. This dataset is a key resource for understanding how the Ub code is read.
Abstract
One of the most frequent applications of optogenetic tools is for depolarization and stimulation of excitable cells such as neurons and muscles. Equally important, but less frequently used, are inhibitory tools that suppress activity through cellular hyperpolarization. These tools often rely on chloride conductance. Yet, in vivo, re- and hyperpolarization is typically mediated by potassium. In recent years, light-gated ion channels with a high preference for potassium were identified (Kalium channelrhodopsins, KCRs), and their inhibitory potential described in different organisms. Here, we characterized HcKCR1 and WiChR, in cholinergic neurons and muscles of Caenorhabditis elegans. Hyperpolarization of these cell types both induces muscle relaxation and, consequently, an elongation of the animals. Thus, we analyzed body length before, during, and after illumination, to assess KCR effectiveness, and to benchmark stimulation parameters like light intensity and duration. For HcKCR1 in cholinergic neurons, continuous illumination at high light intensities (1-4.5 mW/mm2) evoked only a transient elongation, while stimulation at 0.1 mW/mm2 could maintain inhibition for the duration of the stimulus in some transgenic strains. For animals expressing WiChR in body wall muscle cells or cholinergic neurons, we again observed brief hyperpolarization during continuous illumination, however, still during the stimulus, this changed to body contraction, corresponding to depolarization. This effect was long lasting, and required dozens of seconds for reversion, but could be reduced by pulsed illumination and fully avoided by less efficient channel activation using green or orange light. Hence, KCRs can be applied to hyperpolarize C. elegans cells, but require optimized illumination parameters.
Article summary
To inhibit excitable cells, light-gated, potassium-selective channels (KCRs) can be used. This study explores whether stimulation of KCRs HcKCR1 and WiChR in cholinergic neurons and muscle cells of Caenorhabditis elegans can induce inhibition during illumination. While inhibition could be achieved, depending on light conditions, the authors unexpectedly also observed excitation. These effects may occur due to a combination of high conductivity of KCRs, and partial conductance of other cations. These findings highlight the need for specific experimental conditions in future studies utilizing these tools. The authors also present conditions that can partially or fully avoid the unwanted depolarizing effects.
To understand the function of cells such as neurons within an organism, it can be instrumental to inhibit cellular function, or to remove the cell (type) from the organism, and thus to observe the consequences on organismic and/or circuit function and animal behavior. A range of approaches and tools were developed and used over the past few decades that act either constitutively or acutely and reversibly, in systemic or local fashion. These approaches make use of either drugs or genetically encoded tools. Also, there are acutely acting inhibitory tools that require an exogenous trigger like light. Here, we give an overview of such methods developed and used in the nematode Caenorhabditis elegans.
Ziel dieser Arbeit ist die Identifikation des Einflusses klassischer Labormaterialien und alternativer Experimentiermaterialien auf fachdidaktische Anforderungen an ein gelungenes Experiment im Chemieunterricht. Dabei umfassen alternative Experimentiermaterialien sowohl Materialien aus der alltäglichen Lebenswelt von Schülerinnen und Schülern als auch Materialien aus dem Bereich der Medizintechnik, die anstelle von Materialien des gängigen Laborbetriebs im Chemieunterricht eingesetzt werden. Um den Einfluss des Experimentiermaterials auf entsprechende Anforderungen untersuchen zu können, wurden im Rahmen eines Mixed-Method-Designs zwei aufeinander aufbauende Studien durchgeführt. Bei Studie I handelt es sich um eine qualitative Interviewstudie unter N = 13 Chemielehrkräften, mit denen vor dem theoretischen Hintergrund fachdidaktischer Anforderungen an ein gelungenes Schulexperiment problemorientierte, leit-fadengestützte Interviews zu Vor- und Nachteilen beim Einsatz alternativer Experimentiermaterialien und klassischer Labormaterialien im Chemieunterricht geführt wurden. Anhand des gewonnenen Interviewmaterials wurden anschließend zunächst Eigenschaften identifiziert, in denen sich beide Materialpools voneinander unterscheiden, um davon ausgehend ein Kategoriensystem aufstellen zu können, das in Form einer Matrix den Einfluss dieser Materialeigenschaften auf organisatorische, experimentelle und affektive Anforderungen an ein Schulexperiment im Chemieunterricht darstellt. Dabei konnte in Bezug auf organisatorische Anforderungen insbesondere ein Einfluss des Experimentiermaterials auf zeitliche und finanzielle Rahmenbedingungen sowie auf Anforderungen zur Sicherheit beim Experimentieren im Chemieunterricht festgestellt werden. Ergebnisse zum Einfluss des Experimentiermaterials auf affektive und experimentelle Anforderungen an ein Schulexperiment wurden wiederum genutzt, um anschließend Hypothesen zum Einfluss des Experimentiermaterials auf entsprechende Anforderungen an gelungene Experimente im Chemieunterricht zu generieren, dabei an gelungene Schülerexperimente im Speziellen. Diese Hypothesen wurden in einer zweiten Studie quantitativ getestet. Innerhalb eines experimentellen Untersuchungsdesigns führten dazu insgesamt N = 293 Schülerinnen und Schüler eines von insgesamt fünf betrachteten Schülerexperimenten mit jeweils klassischem Labormaterial oder in einer jeweiligen Variante aus alternativem Experimentiermaterial durch. Im Anschluss beurteilten N = 237 Schülerinnen und Schüler im Rahmen einer Fragebogenerhebung ihre subjektive Wahrnehmung der Experimentiersituation bezüglich der Variablen Grad der Herausforderung, Beobachtbarkeit, Autonomieerleben, Anspannung/ Druck, Kompetenzerleben und Interesse/ Vergnügen. Mit Ausnahme des Kompetenzerlebens und der Beobachtbarkeit konnte zu allen betrachteten Variablen ein signifikanter Einfluss des Experimentiermaterials festgestellt werden. Um diese Ergebnisse der Hypothesentests näher beschreiben und differenzierter erläutern zu können, beantworteten die 237 Schülerinnen und Schüler zusätzlich offene Fragen zu den von ihnen verwendeten Experimentiermaterialien; mit N = 56 weiteren Schülerinnen und Schülern wurden aus diesem Grund außerdem leitfadengestützte Gruppeninterviews geführt. Um folglich auch aus Schülerperspektive möglichst allgemeingültige Einflüsse beider Materialpools auf fachdidaktische Anforderungen an ein gelungenes Schulexperiment zusammenfassen zu können, werden die Ergebnisse dieser qualitativen Datenerhebung ebenfalls in Form einer entsprechenden Matrix dargestellt und dabei von den konkret durchgeführten Experimenten abstrahiert. Neben dem bereits genannten Einfluss des Experimentiermaterials auf den von Schülerinnen und Schülern wahrgenommenen Grad der Herausforderung, das wahrgenommene Autonomieerleben, die/ den wahrgenommene/n Anspannung/ Druck beim Experimentieren sowie das wahrgenommene Interesse/ Vergnügen an der Experimentiersituation konnte dadurch insbesondere ein Materialeinfluss auf die Durchschaubarkeit eines Versuchsaufbaus und deren einzelner Bestandteile sowie auf die wahrgenommene Authentizität einer Experimentiersituation identifiziert werden. Dadurch zeigt die Gesamtuntersuchung auf theoretischer Ebene die Bedeutsamkeit des konkreten Experimentiermaterials als Qualitätsmerkmal des Chemieunterrichts und gibt Lehrkräften auf unterrichtspraktischer Ebene einen Überblick zu Potentialen und Grenzen alternativer Experimentiermaterialien im Vergleich zu etabliertem klassischem Labormaterial.
Movement of the Rieske domain of the iron–sulfur protein is essential for intramolecular electron transfer within complex III2 (CIII2) of the respiratory chain as it bridges a gap in the cofactor chain towards the electron acceptor cytochrome c. We present cryo-EM structures of CIII2 from Yarrowia lipolytica at resolutions up to 2.0 Å under different conditions, with different redox states of the cofactors of the high-potential chain. All possible permutations of three primary positions were observed, indicating that the two halves of the dimeric complex act independently. Addition of the substrate analogue decylubiquinone to CIII2 with a reduced high-potential chain increased the occupancy of the Qo site. The extent of Rieske domain interactions through hydrogen bonds to the cytochrome b and cytochrome c1 subunits varied depending on the redox state and substrate. In the absence of quinols, the reduced Rieske domain interacted more closely with cytochrome b and cytochrome c1 than in the oxidized state. Upon addition of the inhibitor antimycin A, the heterogeneity of the cd1-helix and ef-loop increased, which may be indicative of a long-range effect on the Rieske domain.
The family of scaffold attachment factor B (SAFB) proteins comprises three members and was first identified as binders of the nuclear matrix/scaffold. Over the past two decades, SAFBs were shown to act in DNA repair, mRNA/(l)ncRNA processing and as part of protein complexes with chromatin-modifying enzymes. SAFB proteins are approximately 100 kDa-sized dual nucleic acid-binding proteins with dedicated domains in an otherwise largely unstructured context, but whether and how they discriminate DNA and RNA binding has remained enigmatic. We here provide the SAFB2 DNA- and RNA-binding SAP and RRM domains in their functional boundaries and use solution NMR spectroscopy to ascribe DNA- and RNA-binding functions. We give insight into their target nucleic acid preferences and map the interfaces with respective nucleic acids on sparse data-derived SAP and RRM domain structures. Further, we provide evidence that the SAP domain exhibits intra-domain dynamics and a potential tendency to dimerize, which may expand its specifically targeted DNA sequence range. Our data provide a first molecular basis of and a starting point towards deciphering DNA- and RNA-binding functions of SAFB2 on the molecular level and serve a basis for understanding its localization to specific regions of chromatin and its involvement in the processing of specific RNA species.