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u-track 3D: measuring and interrogating dense particle dynamics in three dimensions

View ORCID ProfilePhilippe Roudot, Wesley R. Legant, Qiongjing Zou, Kevin M. Dean, Tadamoto Isogai, Erik S. Welf, Ana F. David, View ORCID ProfileDaniel W. Gerlich, Reto Fiolka, Eric Betzig, View ORCID ProfileGaudenz Danuser
doi: https://doi.org/10.1101/2020.11.30.404814
Philippe Roudot
1Lyda Hill Department of Bioinformatics, UT Southwestern Medical Center. Dallas, Texas, U.S.A.
4Aix Marseille University, CNRS, Centrale Marseille, I2M, Turing Centre for Living Systems, Marseille, France
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  • For correspondence: philippe.roudot@univ-amu.fr gaudenz.danuser@utsouthwestern.edu
Wesley R. Legant
2Department of Biomedical Engineering, University of North Carolina and North Carolina State University, Chapel Hill and Raleigh, NC, U.S.A.
3Department of Pharmacology, University of North Carolina, Chapel Hill, NC, U.S.A.
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Qiongjing Zou
1Lyda Hill Department of Bioinformatics, UT Southwestern Medical Center. Dallas, Texas, U.S.A.
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Kevin M. Dean
1Lyda Hill Department of Bioinformatics, UT Southwestern Medical Center. Dallas, Texas, U.S.A.
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Tadamoto Isogai
1Lyda Hill Department of Bioinformatics, UT Southwestern Medical Center. Dallas, Texas, U.S.A.
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Erik S. Welf
1Lyda Hill Department of Bioinformatics, UT Southwestern Medical Center. Dallas, Texas, U.S.A.
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Ana F. David
5Institute of Molecular Biotechnology of the Austrian Academy of Sciences. Vienna, Austria
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Daniel W. Gerlich
5Institute of Molecular Biotechnology of the Austrian Academy of Sciences. Vienna, Austria
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Reto Fiolka
1Lyda Hill Department of Bioinformatics, UT Southwestern Medical Center. Dallas, Texas, U.S.A.
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Eric Betzig
6Department of Molecular & Cell Biology, University of California. Berkeley, California, U.S.A.
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Gaudenz Danuser
1Lyda Hill Department of Bioinformatics, UT Southwestern Medical Center. Dallas, Texas, U.S.A.
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  • ORCID record for Gaudenz Danuser
  • For correspondence: philippe.roudot@univ-amu.fr gaudenz.danuser@utsouthwestern.edu
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Abstract

Particle tracking is a ubiquitous task in the study of dynamic molecular and cellular processes through microscopy. Light-sheet microscopy has opened a path to acquiring complete cell volumes for investigation in 3-dimensions (3D). However, hypothesis formulation and quantitative analysis have remained difficult due to fundamental challenges in the visualization and the verification of large and dense sets of 3D particle trajectories. Here we describe u-track 3D, a software package that addresses these two challenges. Building on the established framework of particle association in space and time implemented for 2D time-lapse sequences, we first report a complete and versatile pipeline for particle tracking in 3D. We then present the concept of dynamic region of interest (dynROI), which allows an experimenter to interact with dynamic 3D processes in 2D views amenable to visual inspection. Third, we present an estimator of trackability which defines a score for every trajectory, thereby overcoming the challenges of trajectory validation by visual inspection. With these combined strategies, u-track 3D provides a framework for the unbiased study of molecular processes in complex volumetric sequences.

Competing Interest Statement

The authors have declared no competing interest.

Footnotes

  • The evaluation of the trackability score has been significantly improved. We now show the high predictive power on tracking error using simulations. We have also split figures to improve their focus on a single message.

  • https://github.com/DanuserLab/u-track3D

Copyright 
The copyright holder for this preprint is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. All rights reserved. No reuse allowed without permission.
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Posted July 18, 2022.
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u-track 3D: measuring and interrogating dense particle dynamics in three dimensions
Philippe Roudot, Wesley R. Legant, Qiongjing Zou, Kevin M. Dean, Tadamoto Isogai, Erik S. Welf, Ana F. David, Daniel W. Gerlich, Reto Fiolka, Eric Betzig, Gaudenz Danuser
bioRxiv 2020.11.30.404814; doi: https://doi.org/10.1101/2020.11.30.404814
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u-track 3D: measuring and interrogating dense particle dynamics in three dimensions
Philippe Roudot, Wesley R. Legant, Qiongjing Zou, Kevin M. Dean, Tadamoto Isogai, Erik S. Welf, Ana F. David, Daniel W. Gerlich, Reto Fiolka, Eric Betzig, Gaudenz Danuser
bioRxiv 2020.11.30.404814; doi: https://doi.org/10.1101/2020.11.30.404814

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