Franziska Fricke

A simple method to estimate the average localization precision of a single-molecule localization microscopy experiment

The localization precision is a crucial and important parameter for single-molecule localization microscopy (SMLM) and directly influences the achievable spatial resolution. It primarily depends on experimental imaging conditions and the registration potency of the algorithm used. We propose a new and simple routine to estimate the average experimental localization precision in SMLM, based on the nearest neighbor analysis. By exploring different experimental and simulated targets, we show that this approach can be generally used for any 2D or 3D SMLM data and that reliable values for the localization precision σSMLM are obtained. Knowing σSMLM is a prerequisite for consistent visualization or any quantitative structural analysis, e.g., cluster analysis or colocalization studies.

One, two or three? Probing the stoichiometry of membrane proteins by single-molecule localization microscopy

Probing the oligomeric state of abundant molecules, such as membrane proteins in intact cells, is essential, but has not been straightforward. We address this challenge with a simple counting strategy that is capable of reporting the oligomeric state of dense, membrane-bound protein complexes. It is based on single-molecule localization microscopy to super-resolve protein structures in intact cells and basic quantitative evaluation. We validate our method with membrane-bound monomeric CD86 and dimeric cytotoxic T-lymphocyte-associated protein as model proteins and confirm their oligomeric states. We further detect oligomerization of CD80 and vesicular stomatitis virus glycoprotein and propose coexistence of monomers and dimers for CD80 and trimeric assembly of the viral protein at the cell membrane. This approach should prove valuable for researchers striving for reliable molecular counting in cells.

Quantitative single-molecule localization microscopy combined with rule-based modeling reveals ligand-induced TNF-R1 reorganization toward higher-order oligomers

Abstract We report on the assembly of tumor necrosis factor receptor 1 (TNF-R1) prior to ligand activation and its ligand-induced reorganization at the cell membrane. We apply single-molecule localization microscopy to obtain quantitative information on receptor cluster sizes and copy numbers. Our data suggest a dimeric pre-assembly of TNF-R1, as well as receptor reorganization toward higher oligomeric states with stable populations comprising three to six TNF-R1. Our experimental results directly serve as input parameters for computational modeling of the ligand–receptor interaction. Simulations corroborate the experimental finding of higher-order oligomeric states. This work is a first demonstration how quantitative, super-resolution and advanced microscopy can be used for systems biology approaches at the single-molecule and single-cell level.

Linear ubiquitination of cytosolic Salmonella Typhimurium activates NF-κB and restricts bacterial proliferation

Ubiquitination of invading Salmonella Typhimurium triggers autophagy of cytosolic bacteria and restricts their spread in epithelial cells. Ubiquitin (Ub) chains recruit autophagy receptors such as p62/SQSTM1, NDP52/CALCOCO and optineurin (OPTN), which initiate the formation of double-membrane autophagosomal structures and lysosomal destruction in a process known as xenophagy. Besides this, the functional consequences and mechanistic regulation of differentially linked Ub chains at the host–Salmonella interface have remained unexplored. Here, we show, for the first time, that distinct Ub chains on cytosolic S. Typhimurium serve as a platform triggering further signalling cascades. By using single-molecule localization microscopy, we visualized the balance and nanoscale distribution pattern of linear (M1-linked) Ub chain formation at the surface of cytosolic S. Typhimurium. In addition, we identified the deubiquitinase OTULIN as central regulator of these M1-linked Ub chains on the bacterial coat. OTULIN depletion leads to enhanced formation of linear Ub chains, resulting in local recruitment of NEMO, activation of IKKα/IKKβ and ultimately NF-κB, which in turn promotes secretion of pro-inflammatory cytokines and restricts bacterial proliferation. Our results establish a role for the linear Ub coat around cytosolic S. Typhimurium as the local NF-κB signalling platform and provide insights into the function of OTULIN in NF-κB activation during bacterial pathogenesis.

Model-independent counting of molecules in single-molecule localization microscopy

Fluorophore blinking statistics assumes a universal functional form independent of the photophysics. This makes it possible to determine accurate molecule counts from fluorophore intensity traces obtained by single-molecule localization microscopy, as demonstrated for mEos2-tagged membrane proteins.

Single‐Molecule Methods to Study Membrane Receptor Oligomerization

Membrane receptors control fundamental cellular processes. Binding of a specific ligand to a receptor initiates communication through the membrane and activation of signaling cascades. This activation process often leads to a spatial rearrangement of receptors in the membrane at the molecular level. Single-molecule techniques contributed significantly to the understanding of receptor organization and rearrangement in membranes. Here, we review four prominent single-molecule techniques that have been applied to membrane receptors, namely, stepwise photobleaching, Förster resonance energy transfer, sub-diffraction localization microscopy and co-tracking. We discuss the requirements, benefits and limitations of each technique, discuss target labeling, present a selection of applications and results and compare the different methodologies.

Molecule Counts in Localization Microscopy with Organic Fluorophores

Single-molecule localization microscopy (SMLM) can be used to count fluorescently labeled molecules even when they are not individually resolved. We demonstrate SMLM molecule counting for nucleic acids labeled with the organic fluorophore Alexa Fluor 647 and imaged under photoswitching conditions. From the observed distributions of the number of fluorophore blinking events, we extract the number of fluorophores per spot using a statistical model. We validate the molecule counting method for single Alexa Fluor 647 fluorophores, and for trimers of Alexa Fluor 647 constructed on a DNA origami structure. This simple counting strategy enables quantitative super-resolution imaging with organic fluorophores.

CD95 receptor activation by ligand-induced trimerization is independent of its partial pre-ligand assembly

CD95 (Fas, APO-1, TNFRSF6) is a widely expressed single-pass transmembrane protein that is implicated in cell death, inflammatory response, proliferation and cell migration. CD95 ligand (CD95L, FasL, TNFSF6), is a potent apoptotic inducer in the membrane form but not when cleaved into soluble CD95L (sCD95L). Here, we aimed at understanding the relation between ligand-receptor multimerization and receptor activation by correlating the kinetics of ligand binding, receptor oligomerization, FADD (FAS-Associated via Death Domain) recruitment and caspase-8 activation inside living cells. Using single molecule localization microscopy and Förster resonance energy transfer imaging we show that the majority of CD95 receptors on the plasma membrane are monomeric at rest. This was confirmed functionally as the wild-type receptor is not blocked by a receptor mutant that cannot bind ligand. Moreover, using time-resolved fluorescence imaging approaches we demonstrated that receptor multimerization follows instantaneously ligand binding, whereas FADD recruitment is delayed. This process can explain the typical delay time seen with caspase-8 activity reporters. Finally, the low activity of sCD95L, which was caused by inefficient FADD recruitment, was not explained by the low avidity for the receptor but by a receptor clustering mechanism that was different from the one induced by the strong apoptosis inducer IZ-sCD95L. Our results reveal that receptor activation is modulated by the capacity of its ligand to trimerize it. Highlights At a density of less than 10 receptors per µm2 CD95 exists as monomer (58%) and dimer (42%) Pre-formed dimers do not contribute to ligand-induced CD95 apoptotic signaling The PLAD of CD95 attenuates overexpression-induced, ligand-independent cell death soluble CD95L can rapidly multimerize CD95 after binding but it is still a poor inducer of apoptosis through inefficient FADD recruitment FADD recruitment kinetics but not ligand binding kinetics correlates with caspase-8 onset of activity

Molecular counting of membrane receptor subunits with single-molecule localization microscopy

We report on quantitative single-molecule localization microscopy, a method that next to super-resolved images of cellular structures provides information on protein copy numbers in protein clusters. This approach is based on the analysis of blinking cycles of single fluorophores, and on a model-free description of the distribution of the number of blinking events. We describe the experimental and analytical procedures, present cellular data of plasma membrane proteins and discuss the applicability of this method.