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Single Molecule Analysis Research Tool (SMART): An Integrated Approach for Analyzing Single Molecule Data

Single molecule studies have expanded rapidly over the past decade and have the ability to provide an unprecedented level of understanding of biological systems. A common challenge upon introduction of novel, data-rich approaches is the management, processing, and analysis of the complex data sets t...

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Detalles Bibliográficos
Autores principales: Greenfeld, Max, Pavlichin, Dmitri S., Mabuchi, Hideo, Herschlag, Daniel
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2012
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3282690/
https://www.ncbi.nlm.nih.gov/pubmed/22363412
http://dx.doi.org/10.1371/journal.pone.0030024
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author Greenfeld, Max
Pavlichin, Dmitri S.
Mabuchi, Hideo
Herschlag, Daniel
author_facet Greenfeld, Max
Pavlichin, Dmitri S.
Mabuchi, Hideo
Herschlag, Daniel
author_sort Greenfeld, Max
collection PubMed
description Single molecule studies have expanded rapidly over the past decade and have the ability to provide an unprecedented level of understanding of biological systems. A common challenge upon introduction of novel, data-rich approaches is the management, processing, and analysis of the complex data sets that are generated. We provide a standardized approach for analyzing these data in the freely available software package SMART: Single Molecule Analysis Research Tool. SMART provides a format for organizing and easily accessing single molecule data, a general hidden Markov modeling algorithm for fitting an array of possible models specified by the user, a standardized data structure and graphical user interfaces to streamline the analysis and visualization of data. This approach guides experimental design, facilitating acquisition of the maximal information from single molecule experiments. SMART also provides a standardized format to allow dissemination of single molecule data and transparency in the analysis of reported data.
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spelling pubmed-32826902012-02-23 Single Molecule Analysis Research Tool (SMART): An Integrated Approach for Analyzing Single Molecule Data Greenfeld, Max Pavlichin, Dmitri S. Mabuchi, Hideo Herschlag, Daniel PLoS One Research Article Single molecule studies have expanded rapidly over the past decade and have the ability to provide an unprecedented level of understanding of biological systems. A common challenge upon introduction of novel, data-rich approaches is the management, processing, and analysis of the complex data sets that are generated. We provide a standardized approach for analyzing these data in the freely available software package SMART: Single Molecule Analysis Research Tool. SMART provides a format for organizing and easily accessing single molecule data, a general hidden Markov modeling algorithm for fitting an array of possible models specified by the user, a standardized data structure and graphical user interfaces to streamline the analysis and visualization of data. This approach guides experimental design, facilitating acquisition of the maximal information from single molecule experiments. SMART also provides a standardized format to allow dissemination of single molecule data and transparency in the analysis of reported data. Public Library of Science 2012-02-20 /pmc/articles/PMC3282690/ /pubmed/22363412 http://dx.doi.org/10.1371/journal.pone.0030024 Text en Greenfeld et al. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Greenfeld, Max
Pavlichin, Dmitri S.
Mabuchi, Hideo
Herschlag, Daniel
Single Molecule Analysis Research Tool (SMART): An Integrated Approach for Analyzing Single Molecule Data
title Single Molecule Analysis Research Tool (SMART): An Integrated Approach for Analyzing Single Molecule Data
title_full Single Molecule Analysis Research Tool (SMART): An Integrated Approach for Analyzing Single Molecule Data
title_fullStr Single Molecule Analysis Research Tool (SMART): An Integrated Approach for Analyzing Single Molecule Data
title_full_unstemmed Single Molecule Analysis Research Tool (SMART): An Integrated Approach for Analyzing Single Molecule Data
title_short Single Molecule Analysis Research Tool (SMART): An Integrated Approach for Analyzing Single Molecule Data
title_sort single molecule analysis research tool (smart): an integrated approach for analyzing single molecule data
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3282690/
https://www.ncbi.nlm.nih.gov/pubmed/22363412
http://dx.doi.org/10.1371/journal.pone.0030024
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