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A blind benchmark of analysis tools to infer kinetic rate constants from single-molecule FRET trajectories

Single-molecule FRET (smFRET) is a versatile technique to study the dynamics and function of biomolecules since it makes nanoscale movements detectable as fluorescence signals. The powerful ability to infer quantitative kinetic information from smFRET data is, however, complicated by experimental li...

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Autores principales: Götz, Markus, Barth, Anders, Bohr, Søren S.-R., Börner, Richard, Chen, Jixin, Cordes, Thorben, Erie, Dorothy A., Gebhardt, Christian, Hadzic, Mélodie C. A. S., Hamilton, George L., Hatzakis, Nikos S., Hugel, Thorsten, Kisley, Lydia, Lamb, Don C., de Lannoy, Carlos, Mahn, Chelsea, Dunukara, Dushani, de Ridder, Dick, Sanabria, Hugo, Schimpf, Julia, Seidel, Claus A. M., Sigel, Roland K. O., Sletfjerding, Magnus Berg, Thomsen, Johannes, Vollmar, Leonie, Wanninger, Simon, Weninger, Keith R., Xu, Pengning, Schmid, Sonja
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9474500/
https://www.ncbi.nlm.nih.gov/pubmed/36104339
http://dx.doi.org/10.1038/s41467-022-33023-3
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author Götz, Markus
Barth, Anders
Bohr, Søren S.-R.
Börner, Richard
Chen, Jixin
Cordes, Thorben
Erie, Dorothy A.
Gebhardt, Christian
Hadzic, Mélodie C. A. S.
Hamilton, George L.
Hatzakis, Nikos S.
Hugel, Thorsten
Kisley, Lydia
Lamb, Don C.
de Lannoy, Carlos
Mahn, Chelsea
Dunukara, Dushani
de Ridder, Dick
Sanabria, Hugo
Schimpf, Julia
Seidel, Claus A. M.
Sigel, Roland K. O.
Sletfjerding, Magnus Berg
Thomsen, Johannes
Vollmar, Leonie
Wanninger, Simon
Weninger, Keith R.
Xu, Pengning
Schmid, Sonja
author_facet Götz, Markus
Barth, Anders
Bohr, Søren S.-R.
Börner, Richard
Chen, Jixin
Cordes, Thorben
Erie, Dorothy A.
Gebhardt, Christian
Hadzic, Mélodie C. A. S.
Hamilton, George L.
Hatzakis, Nikos S.
Hugel, Thorsten
Kisley, Lydia
Lamb, Don C.
de Lannoy, Carlos
Mahn, Chelsea
Dunukara, Dushani
de Ridder, Dick
Sanabria, Hugo
Schimpf, Julia
Seidel, Claus A. M.
Sigel, Roland K. O.
Sletfjerding, Magnus Berg
Thomsen, Johannes
Vollmar, Leonie
Wanninger, Simon
Weninger, Keith R.
Xu, Pengning
Schmid, Sonja
author_sort Götz, Markus
collection PubMed
description Single-molecule FRET (smFRET) is a versatile technique to study the dynamics and function of biomolecules since it makes nanoscale movements detectable as fluorescence signals. The powerful ability to infer quantitative kinetic information from smFRET data is, however, complicated by experimental limitations. Diverse analysis tools have been developed to overcome these hurdles but a systematic comparison is lacking. Here, we report the results of a blind benchmark study assessing eleven analysis tools used to infer kinetic rate constants from smFRET trajectories. We test them against simulated and experimental data containing the most prominent difficulties encountered in analyzing smFRET experiments: different noise levels, varied model complexity, non-equilibrium dynamics, and kinetic heterogeneity. Our results highlight the current strengths and limitations in inferring kinetic information from smFRET trajectories. In addition, we formulate concrete recommendations and identify key targets for future developments, aimed to advance our understanding of biomolecular dynamics through quantitative experiment-derived models.
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spelling pubmed-94745002022-09-16 A blind benchmark of analysis tools to infer kinetic rate constants from single-molecule FRET trajectories Götz, Markus Barth, Anders Bohr, Søren S.-R. Börner, Richard Chen, Jixin Cordes, Thorben Erie, Dorothy A. Gebhardt, Christian Hadzic, Mélodie C. A. S. Hamilton, George L. Hatzakis, Nikos S. Hugel, Thorsten Kisley, Lydia Lamb, Don C. de Lannoy, Carlos Mahn, Chelsea Dunukara, Dushani de Ridder, Dick Sanabria, Hugo Schimpf, Julia Seidel, Claus A. M. Sigel, Roland K. O. Sletfjerding, Magnus Berg Thomsen, Johannes Vollmar, Leonie Wanninger, Simon Weninger, Keith R. Xu, Pengning Schmid, Sonja Nat Commun Article Single-molecule FRET (smFRET) is a versatile technique to study the dynamics and function of biomolecules since it makes nanoscale movements detectable as fluorescence signals. The powerful ability to infer quantitative kinetic information from smFRET data is, however, complicated by experimental limitations. Diverse analysis tools have been developed to overcome these hurdles but a systematic comparison is lacking. Here, we report the results of a blind benchmark study assessing eleven analysis tools used to infer kinetic rate constants from smFRET trajectories. We test them against simulated and experimental data containing the most prominent difficulties encountered in analyzing smFRET experiments: different noise levels, varied model complexity, non-equilibrium dynamics, and kinetic heterogeneity. Our results highlight the current strengths and limitations in inferring kinetic information from smFRET trajectories. In addition, we formulate concrete recommendations and identify key targets for future developments, aimed to advance our understanding of biomolecular dynamics through quantitative experiment-derived models. Nature Publishing Group UK 2022-09-14 /pmc/articles/PMC9474500/ /pubmed/36104339 http://dx.doi.org/10.1038/s41467-022-33023-3 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as 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 images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Götz, Markus
Barth, Anders
Bohr, Søren S.-R.
Börner, Richard
Chen, Jixin
Cordes, Thorben
Erie, Dorothy A.
Gebhardt, Christian
Hadzic, Mélodie C. A. S.
Hamilton, George L.
Hatzakis, Nikos S.
Hugel, Thorsten
Kisley, Lydia
Lamb, Don C.
de Lannoy, Carlos
Mahn, Chelsea
Dunukara, Dushani
de Ridder, Dick
Sanabria, Hugo
Schimpf, Julia
Seidel, Claus A. M.
Sigel, Roland K. O.
Sletfjerding, Magnus Berg
Thomsen, Johannes
Vollmar, Leonie
Wanninger, Simon
Weninger, Keith R.
Xu, Pengning
Schmid, Sonja
A blind benchmark of analysis tools to infer kinetic rate constants from single-molecule FRET trajectories
title A blind benchmark of analysis tools to infer kinetic rate constants from single-molecule FRET trajectories
title_full A blind benchmark of analysis tools to infer kinetic rate constants from single-molecule FRET trajectories
title_fullStr A blind benchmark of analysis tools to infer kinetic rate constants from single-molecule FRET trajectories
title_full_unstemmed A blind benchmark of analysis tools to infer kinetic rate constants from single-molecule FRET trajectories
title_short A blind benchmark of analysis tools to infer kinetic rate constants from single-molecule FRET trajectories
title_sort blind benchmark of analysis tools to infer kinetic rate constants from single-molecule fret trajectories
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9474500/
https://www.ncbi.nlm.nih.gov/pubmed/36104339
http://dx.doi.org/10.1038/s41467-022-33023-3
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