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Localization microscopy is a class of super-resolution fluorescence microscopy techniques. Localization microscopy methods are characterized by stochastic temporal isolation of fluorophore emission, i.e., making the fluorophores blink so rapidly that no two are
likely to be photoactive at the same time close to each other. Well-known localization microscopy methods include dSTORM}, STORM, PALM, FPALM, or GSDIM. The biological community has taken great interest in localization microscopy, since it can enhance the resolution of common fluorescence microscopy by an order of magnitude at little experimental cost.
However, localization microscopy has considerable computational cost since millions of individual stochastic emissions must be located with nanometer precision. The computational cost of this evaluation, and the organizational cost of implementing the complex algorithms, has impeded adoption of super-resolution microscopy for a long time.
In this work, I describe my algorithmic framework for evaluating localization microscopy data.
I demonstrate how my novel open-source software achieves real-time data evaluation, i.e., can evaluate data faster than the common experimental setups can capture them.
I show how this speed is attained on standard consumer-grade CPUs, removing the need for computing on expensive clusters or deploying graphics processing units.
The evaluation is performed with the widely accepted Gaussian PSF model and a Poissonian maximum-likelihood noise model.
I extend the computational model to show how robust, optimal two-color evaluation is realized, allowing correlative microscopy between multiple proteins or structures. By employing cubic B-splines, I show how the evaluation of three-dimensional samples can be made simple and robust, taking an important step towards precise imaging of micrometer-thick samples.
I uncover the behavior and limits of localization algorithms in the face of increasing emission densities.
Finally, I show up algorithms to extend localization microscopy to common biological problems.
I investigate cellular movement and motility by considering the in vitro movement of myosin-actin filaments. I show how SNAP-tag fusion proteins enable imaging with bright and stable organic fluorophores in live cells. By analyzing the internal structure of protein clusters, I show how localization microscopy can provide new quantitative approaches beyond pure imaging.
Plants, as sessile organisms, gained the ability to sense and respond to biotic and abiotic stressors to survive severe changes in their environments. The change in our climate comes with extreme dry periods but also episodes of flooding. The latter stress condition causes anaerobiosis-triggered cytosolic acidosis and impairs plant function. The molecular mechanism that enables plant cells to sense acidity and convey this signal via membrane depolarization was previously unknown. Here, we show that acidosis-induced anion efflux from Arabidopsis (Arabidopsis thaliana) roots is dependent on the S-type anion channel AtSLAH3. Heterologous expression of SLAH3 in Xenopus oocytes revealed that the anion channel is directly activated by a small, physiological drop in cytosolic pH. Acidosis-triggered activation of SLAH3 is mediated by protonation of histidine 330 and 454. Super-resolution microscopy analysis showed that the increase in cellular proton concentration switches SLAH3 from an electrically silent channel dimer into its active monomeric form. Our results show that, upon acidification, protons directly switch SLAH3 to its open configuration, bypassing kinase-dependent activation. Moreover, under flooding conditions, the stress response of Arabidopsis wild-type (WT) plants was significantly higher compared to SLAH3 loss-of-function mutants. Our genetic evidence of SLAH3 pH sensor function may guide the development of crop varieties with improved stress tolerance.
Die Einführung der Fluoreszenzmikroskopie ermöglicht es, Strukturen in Zellen spezifisch und mit hohem Kontrast zu markieren und zu untersuchen. Da die Lichtmikroskopie jedoch in ihrer Auflösung begrenzt ist, bleiben Strukturinformationen auf molekularer Ebene verborgen. Diese als Beugungsgrenze bekannte Limitierung, kann mit modernen Verfahren umgangen werden. Die Lokalisationsmikroskopie nutzt hierfür photoschaltbare Fluorophore, deren Fluoreszenz räumlich und zeitlich separiert wird, um so einzelne Fluorophore mit
Nanometer-Genauigkeit lokalisieren zu können. Aus tausenden Einzelmolekül-Lokalisationen wird ein künstliches, hochaufgelöstes Bild rekonstruiert. Die
hochauflösende Mikroskopie ist grade für die Lebendzell-Beobachtung ein wertvolles Werkzeug, um subzelluläre Strukturen und Proteindynamiken jenseits der Beugungsgrenze unter physiologischen Bedingungen untersuchen zu können.
Als Marker können sowohl photoaktivierbare fluoreszierende Proteine als auch photoschaltbare organische Fluorophore eingesetzt werden. Während die
Markierung mit fluoreszierenden Proteinen einfach zu verwirklichen ist, haben organische Farbstoffe hingegen den Vorteil, dass sie auf Grund der höheren Photonenausbeute eine präzisere Lokalisation erlauben. In lebenden Zellen wird die Markierung von Strukturen mit synthetischen Fluorophoren über sogenannte
chemische Tags ermöglicht. Diese sind olypeptidsequenzen, die genetisch an das Zielprotein fusioniert werden und anschließend mit Farbstoff-gekoppelten Substraten gefärbt werden. An der Modellstruktur des Histonproteins H2B
werden in dieser Arbeit Farbstoffe in Kombination mit chemischen Tags identifiziert, die erfolgreich für die Hochauflösung mit direct stochastic optical
reconstruction microscopy (dSTORM) in lebenden Zellen eingesetzt werden können. Für besonders geeignet erweisen sich die Farbstoffe Tetramethylrhodamin,
505 und Atto 655, womit der gesamte spektrale Bereich vertreten ist. Allerdings können unspezifische Bindung und Farbstoffaggregation ein Problem bei der effizienten Markierung in lebenden Zellen darstellen. Es wird
gezeigt, dass die Beschichtung der Glasoberfläche mit Glycin die unspezifische Adsorption der Fluorophore erfolgreich minimieren kann. Weiterhin wird der
Einfluss des Anregungslichtes auf die lebende Zelle diskutiert. Es werden Wege beschrieben, um die Photoschädigung möglichst gering zu halten, beispielsweise
durch die Wahl eines Farbstoffs im rotem Anregungsbereich.
Die Möglichkeit lebende Zellen mit photoschaltbaren organischen Fluorophoren spezifisch markieren zu können, stellt einen großen Gewinn für die Lokalisationsmikroskopie dar, bei der ursprünglich farbstoffgekoppelte Antikörper zum Einsatz kamen. Diese Markierungsmethode wird in dieser Arbeit eingesetzt, um
das Aggregationsverhalten von Alzheimer verursachenden -Amyloid Peptiden im Rahmen einer Kooperation zu untersuchen. Es werden anhand von HeLa Zellen verschiedene beugungsbegrenzte Morphologien der Aggregate aufgeklärt. Dabei wird gezeigt, dass intrazellulär vorhandene Peptide größere Aggregate formen als die im extrazellulären Bereich. In einer zweiten Kollaboration wird mit Hilfe des photoaktivierbaren Proteins
mEos2 und photoactivated localization microscopy (PALM) die strukturelle Organisation zweier Flotillinproteine in der Membran von Bakterien untersucht.
Diese Proteine bilden zwei Cluster mit unterschiedlichen Durchmessern, die mit Nanometer-Genauigkeit bestimmt werden konnten. Es wurde außerdem festgestellt, dass beide Proteine in unterschiedlichen Anzahlen im Bakterium
vorliegen.
Cellular responses to outer stimuli are the basis for all biological processes. Signal integration is achieved by protein cascades, recognizing and processing molecules from the environment. Factors released by pathogens or inflammation usually induce an inflammatory response, a signal often transduced by Tumour Necrosis Factor alpha (TNF). TNFα receptors TNF-R1 and TNF-R2 can in turn lead to apoptosis or proliferation via NF-B. These processes are closely regulated by membrane compartimentalization, protein interactions and trafficking. Fluorescence microscopy offers a reliable and non-invasive method to probe these cellular events. However, some processes on a native membrane are not resolvable, as they are well below the diffraction limit of microscopy. The recent development of super-resolution fluorescence microscopy methods enables the observation of these cellular players well below this limit: by localizing, tracking and counting molecules with high spatial and temporal resolution, these new fluorescence microscopy methods offer a previously unknown insight into protein interactions at the near-molecular level. Direct stochastic optical reconstruction microscopy (dSTORM) utilizes the reversible, stochastic blinking events of small commercially available fluorescent dyes, while photoactivated localization microscopy (PALM) utilizes phototransformation of genetically encoded fluorescent proteins. By photoactivating only a small fraction of the present fluorophores in each observation interval, single emitters can be localized with high precision and a super-resolved image can be reconstructed. Quantum Dot Triexciton imaging (QDTI) utilizes the three-photon absorption (triexcitonic) properties of quantum dots (QD) and to achieve a twofold resolution increase using conventional confocal microscopes. In this thesis, experimental approaches were implemented to achieve super-resolution microscopy in fixed and live-cells to study the spatial and temporal dynamics of TNF and other cellular signaling events. We introduce QDTI to study the three-dimensional cellular distribution of biological targets, offering an easy method to achieve resolution enhancement in combination with optical sectioning, allowing the preliminary quantification of labeled proteins. As QDs are electron dense, QDTI can be used for correlative fluorescence and transmission electron microscopy, proving the versatility of QD probes. Utilizing the phototransformation properties of fluorescent proteins, single-receptor tracking on live cells was achieved, applying the concept of single particle tracking PALM (sptPALM) to track the dynamics of a TNF-R1-tdEos chimera on the membrane. Lateral receptor dynamics can be tracked with high precision and the influences of ligand addition or lipid disruption on TNF-R1 mobility was observed. The results reveal complex receptor dynamics, implying internalization processes in response to TNFα stimulation and a role for membrane domains with reduced fluidity, so-called lipid raft domains, in TNF-R1 compartimentalization prior or post ligand induction. Comparisons with previously published FCS data show a good accordance, but stressing the increased data depth available in sptPALM experiments. Additionally, the active transport of NF-κB-tdEos fusions was observed in live neurons under chemical stimulation and/or inhibition. Contrary to phototransformable proteins that need no special buffers to exhibit photoconversion or photoactivation, dSTORM has previously been unsuitable for in vivo applications, as organic dyes relied on introducing the probes via immunostaining in concert with a reductive, oxygen-free medium for proper photoswitching behaviour. ATTO655 had been previously shown to be suitable for live-cell applications, as its switching behavior can be catalyzed by the reductive environment of the cytoplasm. By introducing the cell-permeant organic dye via a chemical tag system, a high specificity and low background was achieved. Here, the labeled histone H2B complex and thus single nucleosome movements in a live cell can be observed over long time periods and with ~20 nm resolution. Implementing these new approaches for imaging biological processes with high temporal and spatial resolution provides new insights into the dynamics and spatial heterogeneities of proteins, further elucidating their function in the organism and revealing properties that are usually only detectable in vitro.
We review fluorescent probes that can be photoswitched or photoactivated and are suited for single-molecule localization based super-resolution microscopy. We exploit the underlying photochemical mechanisms that allow photoswitching of many synthetic organic fluorophores in the presence of reducing agents, and study the impact of these on the photoswitching properties of various photoactivatable or photoconvertible fluorescent proteins. We have identified mEos2 as a fluorescent protein that exhibits reversible photoswitching under various imaging buffer conditions and present strategies to characterize reversible photoswitching. Finally, we discuss opportunities to combine fluorescent proteins with organic fluorophores for dual-color photoswitching microscopy.
We review fluorescent probes that can be photoswitched or photoactivated and are suited for single-molecule localization based super-resolution microscopy. We exploit the underlying photochemical mechanisms that allow photoswitching of many synthetic organic fluorophores in the presence of reducing agents, and study the impact of these on the photoswitching properties of various photoactivatable or photoconvertible fluorescent proteins. We have identified mEos2 as a fluorescent protein that exhibits reversible photoswitching under various imaging buffer conditions and present strategies to characterize reversible photoswitching. Finally, we discuss opportunities to combine fluorescent proteins with organic fluorophores for dual-color photoswitching microscopy.