TrackArt : the user friendly interface for single molecule tracking data analysis and simulation applied to complex diffusion in mica supported lipid bilayers

Background. Single molecule tracking (SMT) analysis of fluorescently tagged lipid and protein probes is an attractive alternative to ensemble averaged methods such as fluorescence correlation spectroscopy (FCS) or fluorescence recovery after photobleaching (FRAP) for measuring diffusion in artifici...

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Main Authors: Matysik, Artur, Kraut, Rachel Susan
Other Authors: School of Biological Sciences
Format: Article
Language:English
Published: 2014
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Online Access:https://hdl.handle.net/10356/100217
http://hdl.handle.net/10220/19674
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spelling sg-ntu-dr.10356-1002172023-02-28T17:03:46Z TrackArt : the user friendly interface for single molecule tracking data analysis and simulation applied to complex diffusion in mica supported lipid bilayers Matysik, Artur Kraut, Rachel Susan School of Biological Sciences DRNTU::Science::Biological sciences Background. Single molecule tracking (SMT) analysis of fluorescently tagged lipid and protein probes is an attractive alternative to ensemble averaged methods such as fluorescence correlation spectroscopy (FCS) or fluorescence recovery after photobleaching (FRAP) for measuring diffusion in artificial and plasma membranes. The meaningful estimation of diffusion coefficients and their errors is however not straightforward, and is heavily dependent on sample type, acquisition method, and equipment used. Many approaches require advanced computing and programming skills for their implementation. Findings. Here we present TrackArt software, an accessible graphic interface for simulation and complex analysis of multiple particle paths. Imported trajectories can be filtered to eliminate spurious or corrupted tracks, and are then analyzed using several previously described methodologies, to yield single or multiple diffusion coefficients, their population fractions, and estimated errors. We use TrackArt to analyze the single-molecule diffusion behavior of a sphingolipid analog SM-Atto647N, in mica supported DOPC (1,2-dioleoyl-sn-glycero-3-phosphocholine) bilayers. Fitting with a two-component diffusion model confirms the existence of two separate populations of diffusing particles in these bilayers on mica. As a demonstration of the TrackArt workflow, we characterize and discuss the effective activation energies required to increase the diffusion rates of these populations, obtained from Arrhenius plots of temperature-dependent diffusion. Finally, TrackArt provides a simulation module, allowing the user to generate models with multiple particle trajectories, diffusing with different characteristics. Maps of domains, acting as impermeable or permeable obstacles for particles diffusing with given rate constants and diffusion coefficients, can be simulated or imported from an image. Importantly, this allows one to use simulated data with a known diffusion behavior as a comparison for results acquired using particular algorithms on actual, “natural” samples whose diffusion behavior is to be extracted. It can also serve as a tool for demonstrating diffusion principles. Conclusions. TrackArt is an open source, platform-independent, Matlab-based graphical user interface, and is easy to use even for those unfamiliar with the Matlab programming environment. TrackArt can be used for accurate simulation and analysis of complex diffusion data, such as diffusion in lipid bilayers, providing publication-quality formatted results. Published version 2014-06-11T07:29:11Z 2019-12-06T20:18:43Z 2014-06-11T07:29:11Z 2019-12-06T20:18:43Z 2014 2014 Journal Article Matysik, A., & Kraut, R. S. (2014). TrackArt: the user friendly interface for single molecule tracking data analysis and simulation applied to complex diffusion in mica supported lipid bilayers. BMC Research Notes, 7(1), 274-. 1756-0500 https://hdl.handle.net/10356/100217 http://hdl.handle.net/10220/19674 10.1186/1756-0500-7-274 24885944 en BMC research notes © 2014 Matysik and Kraut; licensee BioMed Central Ltd. This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly credited. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. application/pdf
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic DRNTU::Science::Biological sciences
spellingShingle DRNTU::Science::Biological sciences
Matysik, Artur
Kraut, Rachel Susan
TrackArt : the user friendly interface for single molecule tracking data analysis and simulation applied to complex diffusion in mica supported lipid bilayers
description Background. Single molecule tracking (SMT) analysis of fluorescently tagged lipid and protein probes is an attractive alternative to ensemble averaged methods such as fluorescence correlation spectroscopy (FCS) or fluorescence recovery after photobleaching (FRAP) for measuring diffusion in artificial and plasma membranes. The meaningful estimation of diffusion coefficients and their errors is however not straightforward, and is heavily dependent on sample type, acquisition method, and equipment used. Many approaches require advanced computing and programming skills for their implementation. Findings. Here we present TrackArt software, an accessible graphic interface for simulation and complex analysis of multiple particle paths. Imported trajectories can be filtered to eliminate spurious or corrupted tracks, and are then analyzed using several previously described methodologies, to yield single or multiple diffusion coefficients, their population fractions, and estimated errors. We use TrackArt to analyze the single-molecule diffusion behavior of a sphingolipid analog SM-Atto647N, in mica supported DOPC (1,2-dioleoyl-sn-glycero-3-phosphocholine) bilayers. Fitting with a two-component diffusion model confirms the existence of two separate populations of diffusing particles in these bilayers on mica. As a demonstration of the TrackArt workflow, we characterize and discuss the effective activation energies required to increase the diffusion rates of these populations, obtained from Arrhenius plots of temperature-dependent diffusion. Finally, TrackArt provides a simulation module, allowing the user to generate models with multiple particle trajectories, diffusing with different characteristics. Maps of domains, acting as impermeable or permeable obstacles for particles diffusing with given rate constants and diffusion coefficients, can be simulated or imported from an image. Importantly, this allows one to use simulated data with a known diffusion behavior as a comparison for results acquired using particular algorithms on actual, “natural” samples whose diffusion behavior is to be extracted. It can also serve as a tool for demonstrating diffusion principles. Conclusions. TrackArt is an open source, platform-independent, Matlab-based graphical user interface, and is easy to use even for those unfamiliar with the Matlab programming environment. TrackArt can be used for accurate simulation and analysis of complex diffusion data, such as diffusion in lipid bilayers, providing publication-quality formatted results.
author2 School of Biological Sciences
author_facet School of Biological Sciences
Matysik, Artur
Kraut, Rachel Susan
format Article
author Matysik, Artur
Kraut, Rachel Susan
author_sort Matysik, Artur
title TrackArt : the user friendly interface for single molecule tracking data analysis and simulation applied to complex diffusion in mica supported lipid bilayers
title_short TrackArt : the user friendly interface for single molecule tracking data analysis and simulation applied to complex diffusion in mica supported lipid bilayers
title_full TrackArt : the user friendly interface for single molecule tracking data analysis and simulation applied to complex diffusion in mica supported lipid bilayers
title_fullStr TrackArt : the user friendly interface for single molecule tracking data analysis and simulation applied to complex diffusion in mica supported lipid bilayers
title_full_unstemmed TrackArt : the user friendly interface for single molecule tracking data analysis and simulation applied to complex diffusion in mica supported lipid bilayers
title_sort trackart : the user friendly interface for single molecule tracking data analysis and simulation applied to complex diffusion in mica supported lipid bilayers
publishDate 2014
url https://hdl.handle.net/10356/100217
http://hdl.handle.net/10220/19674
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