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Open AccessJournal ArticleDOI

Robust single-particle tracking in live-cell time-lapse sequences.

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TLDR
This approach shows that the GTPase dynamin differentially affects the kinetics of long- and short-lived endocytic structures and that the motion of CD36 receptors along cytoskeleton-mediated linear tracks increases their aggregation probability.
Abstract
Single-particle tracking (SPT) is often the rate-limiting step in live-cell imaging studies of subcellular dynamics. Here we present a tracking algorithm that addresses the principal challenges of SPT, namely high particle density, particle motion heterogeneity, temporary particle disappearance, and particle merging and splitting. The algorithm first links particles between consecutive frames and then links the resulting track segments into complete trajectories. Both steps are formulated as global combinatorial optimization problems whose solution identifies the overall most likely set of particle trajectories throughout a movie. Using this approach, we show that the GTPase dynamin differentially affects the kinetics of long- and short-lived endocytic structures and that the motion of CD36 receptors along cytoskeleton-mediated linear tracks increases their aggregation probability. Both applications indicate the requirement for robust and complete tracking of dense particle fields to dissect the mechanisms of receptor organization at the level of the plasma membrane.

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Citations
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Journal ArticleDOI

TrackMate: An open and extensible platform for single-particle tracking.

TL;DR: TrackMate is an extensible platform where developers can easily write their own detection, particle linking, visualization or analysis algorithms within the TrackMate environment and is validated for quantitative lifetime analysis of clathrin-mediated endocytosis in plant cells.
Book ChapterDOI

Methods for cell and particle tracking.

TL;DR: The latest developments in computerized image analysis are surveyed and the various computational approaches, software tools, and quantitative measures for tracking and motion analysis of cells and particles in time-lapse microscopy images are discussed.
Journal ArticleDOI

Improved structure, function and compatibility for CellProfiler

TL;DR: CellProfiler 2.0 is described, which has been engineered to meet the needs of its growing user base, with new algorithms and features to facilitate high-throughput work.
Journal ArticleDOI

In vitro cell migration and invasion assays.

TL;DR: A concise summary of established migration/invasion assays described in the literature is provided, list advantages, limitations and drawbacks, give a tabular overview for convenience and depict the basic principles of the assays graphically.
References
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Journal ArticleDOI

Regulated portals of entry into the cell

TL;DR: ‘Endocytosis’ encompasses several diverse mechanisms by which cells internalize macromolecules and particles into transport vesicles derived from the plasma membrane and must be viewed in a broader context than simple vesicular trafficking.
Journal ArticleDOI

Methods of Digital Video Microscopy for Colloidal Studies

TL;DR: In this article, a set of image processing algorithms for extracting quantitative data from digitized video microscope images of colloidal suspensions is described, which can locate submicrometer spheres to within 10 nm in the focal plane and 150 nm in depth.
Book

Design and Analysis of Modern Tracking Systems

TL;DR: The Basics of Target Tracking and Multi Target Tracking with an Agile Beam Radar, and Multiple Hypothesis Tracking System Design and Application.
Journal ArticleDOI

An algorithm for tracking multiple targets

Donald Reid
TL;DR: An algorithm for tracking multiple targets in a cluttered environment is developed, capable of initiating tracks, accounting for false or missing reports, and processing sets of dependent reports.
Journal ArticleDOI

Dynasore, a Cell-Permeable Inhibitor of Dynamin

TL;DR: Dynamin acts at two steps during clathrin coat formation; GTP hydrolysis is probably needed at both steps; Dynasore acts as a potent inhibitor of endocytic pathways known to depend on dynamin by rapidly blocking coated vesicle formation within seconds of dynasore addition.
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