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A discontinuous Galerkin model for fluorescence loss in photobleaching of intracellular polyglutamine protein aggregates
BACKGROUND: Intracellular phase separation and aggregation of proteins with extended poly-glutamine (polyQ) stretches are hallmarks of various age-associated neurodegenerative diseases. Progress in our understanding of such processes heavily relies on quantitative fluorescence imaging of suitably ta...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6264036/ https://www.ncbi.nlm.nih.gov/pubmed/30519460 http://dx.doi.org/10.1186/s13628-018-0046-0 |
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author | Hansen, Christian V. Schroll, Hans J. Wüstner, Daniel |
author_facet | Hansen, Christian V. Schroll, Hans J. Wüstner, Daniel |
author_sort | Hansen, Christian V. |
collection | PubMed |
description | BACKGROUND: Intracellular phase separation and aggregation of proteins with extended poly-glutamine (polyQ) stretches are hallmarks of various age-associated neurodegenerative diseases. Progress in our understanding of such processes heavily relies on quantitative fluorescence imaging of suitably tagged proteins. Fluorescence loss in photobleaching (FLIP) is particularly well-suited to study the dynamics of protein aggregation in cellular models of Chorea Huntington and other polyQ diseases, as FLIP gives access to the full spatio-temporal profile of intensity changes in the cell geometry. In contrast to other methods, also dim aggregates become visible during time evolution of fluorescence loss in cellular compartments. However, methods for computational analysis of FLIP data are sparse, and transport models for estimation of transport and diffusion parameters from experimental FLIP sequences are missing. RESULTS: In this paper, we present a computational method for analysis of FLIP imaging experiments of intracellular polyglutamine protein aggregates also called inclusion bodies (IBs). By this method, we can determine the diffusion constant and nuclear membrane transport coefficients of polyQ proteins as well as the exchange rates between aggregates and the cytoplasm. Our method is based on a reaction-diffusion multi-compartment model defined on a mesh obtained by segmentation of the cell images from the FLIP sequence. The discontinuous Galerkin (DG) method is used for numerical implementation of our model in FEniCS, which greatly reduces the computing time. The method is applied to representative experimental FLIP sequences, and consistent estimates of all transport parameters are obtained. CONCLUSIONS: By directly estimating the transport parameters from live-cell image sequences using our new computational FLIP approach surprisingly fast exchange dynamics of mutant Huntingtin between cytoplasm and dim IBs could be revealed. This is likely relevant also for other polyQ diseases. Thus, our method allows for quantifying protein dynamics at different stages of the protein aggregation process in cellular models of neurodegeneration. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s13628-018-0046-0) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-6264036 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-62640362018-12-05 A discontinuous Galerkin model for fluorescence loss in photobleaching of intracellular polyglutamine protein aggregates Hansen, Christian V. Schroll, Hans J. Wüstner, Daniel BMC Biophys Methodology Article BACKGROUND: Intracellular phase separation and aggregation of proteins with extended poly-glutamine (polyQ) stretches are hallmarks of various age-associated neurodegenerative diseases. Progress in our understanding of such processes heavily relies on quantitative fluorescence imaging of suitably tagged proteins. Fluorescence loss in photobleaching (FLIP) is particularly well-suited to study the dynamics of protein aggregation in cellular models of Chorea Huntington and other polyQ diseases, as FLIP gives access to the full spatio-temporal profile of intensity changes in the cell geometry. In contrast to other methods, also dim aggregates become visible during time evolution of fluorescence loss in cellular compartments. However, methods for computational analysis of FLIP data are sparse, and transport models for estimation of transport and diffusion parameters from experimental FLIP sequences are missing. RESULTS: In this paper, we present a computational method for analysis of FLIP imaging experiments of intracellular polyglutamine protein aggregates also called inclusion bodies (IBs). By this method, we can determine the diffusion constant and nuclear membrane transport coefficients of polyQ proteins as well as the exchange rates between aggregates and the cytoplasm. Our method is based on a reaction-diffusion multi-compartment model defined on a mesh obtained by segmentation of the cell images from the FLIP sequence. The discontinuous Galerkin (DG) method is used for numerical implementation of our model in FEniCS, which greatly reduces the computing time. The method is applied to representative experimental FLIP sequences, and consistent estimates of all transport parameters are obtained. CONCLUSIONS: By directly estimating the transport parameters from live-cell image sequences using our new computational FLIP approach surprisingly fast exchange dynamics of mutant Huntingtin between cytoplasm and dim IBs could be revealed. This is likely relevant also for other polyQ diseases. Thus, our method allows for quantifying protein dynamics at different stages of the protein aggregation process in cellular models of neurodegeneration. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s13628-018-0046-0) contains supplementary material, which is available to authorized users. BioMed Central 2018-11-29 /pmc/articles/PMC6264036/ /pubmed/30519460 http://dx.doi.org/10.1186/s13628-018-0046-0 Text en © The Author(s) 2018 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0 International License(http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. 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. |
spellingShingle | Methodology Article Hansen, Christian V. Schroll, Hans J. Wüstner, Daniel A discontinuous Galerkin model for fluorescence loss in photobleaching of intracellular polyglutamine protein aggregates |
title | A discontinuous Galerkin model for fluorescence loss in photobleaching of intracellular polyglutamine protein aggregates |
title_full | A discontinuous Galerkin model for fluorescence loss in photobleaching of intracellular polyglutamine protein aggregates |
title_fullStr | A discontinuous Galerkin model for fluorescence loss in photobleaching of intracellular polyglutamine protein aggregates |
title_full_unstemmed | A discontinuous Galerkin model for fluorescence loss in photobleaching of intracellular polyglutamine protein aggregates |
title_short | A discontinuous Galerkin model for fluorescence loss in photobleaching of intracellular polyglutamine protein aggregates |
title_sort | discontinuous galerkin model for fluorescence loss in photobleaching of intracellular polyglutamine protein aggregates |
topic | Methodology Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6264036/ https://www.ncbi.nlm.nih.gov/pubmed/30519460 http://dx.doi.org/10.1186/s13628-018-0046-0 |
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