SMTracker: a tool for quantitative analysis, exploration and visualization of single-molecule tracking data reveals highly dynamic binding of B. subtilis global repressor AbrB throughout the genome.
Thomas C RöschLuis M Oviedo-BocanegraGeorg FritzPeter L GraumannPublished in: Scientific reports (2018)
Single-particle (molecule) tracking (SPT/SMT) is a powerful method to study dynamic processes in living cells at high spatial and temporal resolution. Even though SMT is becoming a widely used method in bacterial cell biology, there is no program employing different analytical tools for the quantitative evaluation of tracking data. We developed SMTracker, a MATLAB-based graphical user interface (GUI) for automatically quantifying, visualizing and managing SMT data via five interactive panels, allowing the user to interactively explore tracking data from several conditions, movies and cells on a track-by-track basis. Diffusion constants are calculated a) by a Gaussian mixture model (GMM) panel, analyzing the distribution of positional displacements in x- and y-direction using a multi-state diffusion model (e.g. DNA-bound vs. freely diffusing molecules), and inferring the diffusion constants and relative fraction of molecules in each state, or b) by square displacement analysis (SQD), using the cumulative probability distribution of square displacements to estimate the diffusion constants and relative fractions of up to three diffusive states, or c) through mean-squared displacement (MSD) analyses, allowing the discrimination between Brownian, sub- or superdiffusive behavior. A spatial distribution analysis (SDA) panel analyzes the subcellular localization of molecules, summarizing the localization of trajectories in 2D- heat maps. Using SMTracker, we show that the global transcriptional repressor AbrB performs highly dynamic binding throughout the Bacillus subtilis genome, with short dwell times that indicate high on/off rates in vivo. While about a third of AbrB molecules are in a DNA-bound state, 40% diffuse through the chromosome, and the remaining molecules freely diffuse through the cells. AbrB also forms one or two regions of high intensity binding on the nucleoids, similar to the global gene silencer H-NS in Escherichia coli, indicating that AbrB may also confer a structural function in genome organization.
Keyphrases
- single molecule
- living cells
- high intensity
- electronic health record
- induced apoptosis
- escherichia coli
- big data
- fluorescent probe
- genome wide
- cell cycle arrest
- atomic force microscopy
- transcription factor
- bacillus subtilis
- low grade
- oxidative stress
- binding protein
- single cell
- dna binding
- signaling pathway
- data analysis
- mesenchymal stem cells
- depressive symptoms
- resistance training
- machine learning
- endoplasmic reticulum stress
- mass spectrometry
- cell death
- deep learning
- klebsiella pneumoniae
- zika virus
- circulating tumor
- staphylococcus aureus
- quality improvement
- biofilm formation
- cell proliferation
- nucleic acid
- body composition