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Precise Detection and Visualization of Nanoscale Temporal Confinement in Single-Molecule Tracking Analysis

The plasma membrane consists of a diverse mixture of molecules that dynamically assemble into a highly non-random organization. The formation of nanoscale domains in the membrane is of particular interest as these domains underlie critical cellular functions. Single-molecule tracking is a powerful m...

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Autores principales: Westra, Manon, MacGillavry, Harold D.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9320997/
https://www.ncbi.nlm.nih.gov/pubmed/35877853
http://dx.doi.org/10.3390/membranes12070650
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author Westra, Manon
MacGillavry, Harold D.
author_facet Westra, Manon
MacGillavry, Harold D.
author_sort Westra, Manon
collection PubMed
description The plasma membrane consists of a diverse mixture of molecules that dynamically assemble into a highly non-random organization. The formation of nanoscale domains in the membrane is of particular interest as these domains underlie critical cellular functions. Single-molecule tracking is a powerful method to detect and quantify molecular motion at high temporal and spatial resolution and has therefore been instrumental in understanding mechanisms that underlie membrane organization. In single-molecule trajectories, regions of temporal confinement can be determined that might reveal interesting biophysical interactions important for domain formation. However, analytical methods for the detection of temporal confinement in single-molecule trajectories depend on a variety of parameters that heavily depend on experimental factors and the influence of these factors on the performance of confinement detection are not well understood. Here, we present elaborate confinement analyses on simulated random walks and trajectories that display transient confined behavior to optimize the parameters for different experimental conditions. Furthermore, we demonstrate a heatmap visualization tool that allows spatial mapping of confinement hotspots relative to subcellular markers. Using these optimized tools, we reliably detected subdiffusive behavior of different membrane components and observed differences in the confinement behavior of two types of glutamate receptors in neurons. This study will help in further understanding the dynamic behavior of the complex membrane and its role in cellular functioning.
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spelling pubmed-93209972022-07-27 Precise Detection and Visualization of Nanoscale Temporal Confinement in Single-Molecule Tracking Analysis Westra, Manon MacGillavry, Harold D. Membranes (Basel) Article The plasma membrane consists of a diverse mixture of molecules that dynamically assemble into a highly non-random organization. The formation of nanoscale domains in the membrane is of particular interest as these domains underlie critical cellular functions. Single-molecule tracking is a powerful method to detect and quantify molecular motion at high temporal and spatial resolution and has therefore been instrumental in understanding mechanisms that underlie membrane organization. In single-molecule trajectories, regions of temporal confinement can be determined that might reveal interesting biophysical interactions important for domain formation. However, analytical methods for the detection of temporal confinement in single-molecule trajectories depend on a variety of parameters that heavily depend on experimental factors and the influence of these factors on the performance of confinement detection are not well understood. Here, we present elaborate confinement analyses on simulated random walks and trajectories that display transient confined behavior to optimize the parameters for different experimental conditions. Furthermore, we demonstrate a heatmap visualization tool that allows spatial mapping of confinement hotspots relative to subcellular markers. Using these optimized tools, we reliably detected subdiffusive behavior of different membrane components and observed differences in the confinement behavior of two types of glutamate receptors in neurons. This study will help in further understanding the dynamic behavior of the complex membrane and its role in cellular functioning. MDPI 2022-06-24 /pmc/articles/PMC9320997/ /pubmed/35877853 http://dx.doi.org/10.3390/membranes12070650 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Westra, Manon
MacGillavry, Harold D.
Precise Detection and Visualization of Nanoscale Temporal Confinement in Single-Molecule Tracking Analysis
title Precise Detection and Visualization of Nanoscale Temporal Confinement in Single-Molecule Tracking Analysis
title_full Precise Detection and Visualization of Nanoscale Temporal Confinement in Single-Molecule Tracking Analysis
title_fullStr Precise Detection and Visualization of Nanoscale Temporal Confinement in Single-Molecule Tracking Analysis
title_full_unstemmed Precise Detection and Visualization of Nanoscale Temporal Confinement in Single-Molecule Tracking Analysis
title_short Precise Detection and Visualization of Nanoscale Temporal Confinement in Single-Molecule Tracking Analysis
title_sort precise detection and visualization of nanoscale temporal confinement in single-molecule tracking analysis
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9320997/
https://www.ncbi.nlm.nih.gov/pubmed/35877853
http://dx.doi.org/10.3390/membranes12070650
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