Literature DB >> 35186271

TRAIT2D: a Software for Quantitative Analysis of Single Particle Diffusion Data.

Francesco Reina1, John M A Wigg2, Mariia Dmitrieva3, Bela Vogler2, Joël Lefebvre4, Jens Rittscher3, Christian Eggeling1,2,5.   

Abstract

Single particle tracking (SPT) is one of the most widely used tools in optical microscopy to evaluate particle mobility in a variety of situations, including cellular and model membrane dynamics. Recent technological developments, such as Interferometric Scattering microscopy, have allowed recording of long, uninterrupted single particle trajectories at kilohertz framerates. The resulting data, where particles are continuously detected and do not displace much between observations, thereby do not require complex linking algorithms. Moreover, while these measurements offer more details into the short-term diffusion behaviour of the tracked particles, they are also subject to the influence of localisation uncertainties, which are often underestimated by conventional analysis pipelines. we thus developed a Python library, under the name of TRAIT2D (Tracking Analysis Toolbox - 2D version), in order to track particle diffusion at high sampling rates, and analyse the resulting trajectories with an innovative approach. The data analysis pipeline introduced is more localisation-uncertainty aware, and also selects the most appropriate diffusion model for the data provided on a statistical basis. A trajectory simulation platform also allows the user to handily generate trajectories and even synthetic time-lapses to test alternative tracking algorithms and data analysis approaches. A high degree of customisation for the analysis pipeline, for example with the introduction of different diffusion modes, is possible from the source code. Finally, the presence of graphical user interfaces lowers the access barrier for users with little to no programming experience. Copyright:
© 2022 Reina F et al.

Entities:  

Keywords:  Data analysis; Diffusion; Graphical User Interface; Microscopy; Python; Simulation; Single Particle Tracking

Mesh:

Year:  2021        PMID: 35186271      PMCID: PMC8829092          DOI: 10.12688/f1000research.54788.2

Source DB:  PubMed          Journal:  F1000Res        ISSN: 2046-1402


  38 in total

1.  Relationship of lipid rafts to transient confinement zones detected by single particle tracking.

Authors:  Christian Dietrich; Bing Yang; Takahiro Fujiwara; Akihiro Kusumi; Ken Jacobson
Journal:  Biophys J       Date:  2002-01       Impact factor: 4.033

Review 2.  A review of progress in single particle tracking: from methods to biophysical insights.

Authors:  Carlo Manzo; Maria F Garcia-Parajo
Journal:  Rep Prog Phys       Date:  2015-10-29

3.  Single particle tracking. Analysis of diffusion and flow in two-dimensional systems.

Authors:  H Qian; M P Sheetz; E L Elson
Journal:  Biophys J       Date:  1991-10       Impact factor: 4.033

4.  scikit-image: image processing in Python.

Authors:  Stéfan van der Walt; Johannes L Schönberger; Juan Nunez-Iglesias; François Boulogne; Joshua D Warner; Neil Yager; Emmanuelle Gouillart; Tony Yu
Journal:  PeerJ       Date:  2014-06-19       Impact factor: 2.984

5.  Optimal estimation of diffusion coefficients from single-particle trajectories.

Authors:  Christian L Vestergaard; Paul C Blainey; Henrik Flyvbjerg
Journal:  Phys Rev E Stat Nonlin Soft Matter Phys       Date:  2014-02-28

6.  Single-Particle Diffusion Characterization by Deep Learning.

Authors:  Naor Granik; Lucien E Weiss; Elias Nehme; Maayan Levin; Michael Chein; Eran Perlson; Yael Roichman; Yoav Shechtman
Journal:  Biophys J       Date:  2019-06-22       Impact factor: 4.033

7.  Fiji: an open-source platform for biological-image analysis.

Authors:  Johannes Schindelin; Ignacio Arganda-Carreras; Erwin Frise; Verena Kaynig; Mark Longair; Tobias Pietzsch; Stephan Preibisch; Curtis Rueden; Stephan Saalfeld; Benjamin Schmid; Jean-Yves Tinevez; Daniel James White; Volker Hartenstein; Kevin Eliceiri; Pavel Tomancak; Albert Cardona
Journal:  Nat Methods       Date:  2012-06-28       Impact factor: 28.547

8.  Mean square displacement analysis of single-particle trajectories with localization error: Brownian motion in an isotropic medium.

Authors:  Xavier Michalet
Journal:  Phys Rev E Stat Nonlin Soft Matter Phys       Date:  2010-10-20

9.  Single-particle tracking: models of directed transport.

Authors:  M J Saxton
Journal:  Biophys J       Date:  1994-11       Impact factor: 4.033

Review 10.  The Lateral Organization and Mobility of Plasma Membrane Components.

Authors:  Ken Jacobson; Ping Liu; B Christoffer Lagerholm
Journal:  Cell       Date:  2019-05-02       Impact factor: 41.582

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