Stimfit: quantifying electrophysiological data with Python
Intracellular electrophysiological recordings provide crucial insights into elementary neuronal signals such as action potentials and synaptic currents. Analyzing and interpreting these signals is essential for a quantitative understanding of neuronal information processing, and requires both fast d...
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| Published in | Frontiers in neuroinformatics Vol. 8; p. 16 |
|---|---|
| Main Authors | , , |
| Format | Journal Article |
| Language | English |
| Published |
Switzerland
Frontiers Research Foundation
21.02.2014
Frontiers Media S.A |
| Subjects | |
| Online Access | Get full text |
| ISSN | 1662-5196 1662-5196 |
| DOI | 10.3389/fninf.2014.00016 |
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| Abstract | Intracellular electrophysiological recordings provide crucial insights into elementary neuronal signals such as action potentials and synaptic currents. Analyzing and interpreting these signals is essential for a quantitative understanding of neuronal information processing, and requires both fast data visualization and ready access to complex analysis routines. To achieve this goal, we have developed Stimfit, a free software package for cellular neurophysiology with a Python scripting interface and a built-in Python shell. The program supports most standard file formats for cellular neurophysiology and other biomedical signals through the Biosig library. To quantify and interpret the activity of single neurons and communication between neurons, the program includes algorithms to characterize the kinetics of presynaptic action potentials and postsynaptic currents, estimate latencies between pre- and postsynaptic events, and detect spontaneously occurring events. We validate and benchmark these algorithms, give estimation errors, and provide sample use cases, showing that Stimfit represents an efficient, accessible and extensible way to accurately analyze and interpret neuronal signals. |
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| AbstractList | Intracellular electrophysiological recordings provide crucial insights into elementary neuronal signals such as action potentials and synaptic currents. Analyzing and interpreting these signals is essential for a quantitative understanding of neuronal information processing, and requires both fast data visualization and ready access to complex analysis routines. To achieve this goal, we have developed Stimfit, a free software package for cellular neurophysiology with a Python scripting interface and a built-in Python shell. The program supports most standard file formats for cellular neurophysiology and other biomedical signals through the Biosig library. To quantify and interpret the activity of single neurons and communication between neurons, the program includes algorithms to characterize the kinetics of presynaptic action potentials and postsynaptic currents, estimate latencies between pre- and postsynaptic events, and detect spontaneously occurring events. We validate and benchmark these algorithms, give estimation errors, and provide sample use cases, showing that Stimfit represents an efficient, accessible and extensible way to accurately analyze and interpret neuronal signals. Intracellular electrophysiological recordings provide crucial insights into elementary neuronal signals such as action potentials and synaptic currents. Analyzing and interpreting these signals is essential for a quantitative understanding of neuronal information processing, and requires both fast data visualization and ready access to complex analysis routines. To achieve this goal, we have developed Stimfit, a free software package for cellular neurophysiology with a Python scripting interface and a built-in Python shell. The program supports most standard file formats for cellular neurophysiology and other biomedical signals through the Biosig library. To quantify and interpret the activity of single neurons and communication between neurons, the program includes algorithms to characterize the kinetics of presynaptic action potentials and postsynaptic currents, estimate latencies between pre- and postsynaptic events, and detect spontaneously occurring events. We validate and benchmark these algorithms, give estimation errors, and provide sample use cases, showing that Stimfit represents an efficient, accessible and extensible way to accurately analyze and interpret neuronal signals.Intracellular electrophysiological recordings provide crucial insights into elementary neuronal signals such as action potentials and synaptic currents. Analyzing and interpreting these signals is essential for a quantitative understanding of neuronal information processing, and requires both fast data visualization and ready access to complex analysis routines. To achieve this goal, we have developed Stimfit, a free software package for cellular neurophysiology with a Python scripting interface and a built-in Python shell. The program supports most standard file formats for cellular neurophysiology and other biomedical signals through the Biosig library. To quantify and interpret the activity of single neurons and communication between neurons, the program includes algorithms to characterize the kinetics of presynaptic action potentials and postsynaptic currents, estimate latencies between pre- and postsynaptic events, and detect spontaneously occurring events. We validate and benchmark these algorithms, give estimation errors, and provide sample use cases, showing that Stimfit represents an efficient, accessible and extensible way to accurately analyze and interpret neuronal signals. |
| Author | Guzman, Segundo J. Schmidt-Hieber, Christoph Schlögl, Alois |
| AuthorAffiliation | 2 Wolfson Institute for Biomedical Research, University College London London, UK 3 Department of Neuroscience, Physiology and Pharmacology, University College London London, UK 1 Institute of Science and Technology Austria Klosterneuburg, Austria |
| AuthorAffiliation_xml | – name: 1 Institute of Science and Technology Austria Klosterneuburg, Austria – name: 2 Wolfson Institute for Biomedical Research, University College London London, UK – name: 3 Department of Neuroscience, Physiology and Pharmacology, University College London London, UK |
| Author_xml | – sequence: 1 givenname: Segundo J. surname: Guzman fullname: Guzman, Segundo J. – sequence: 2 givenname: Alois surname: Schlögl fullname: Schlögl, Alois – sequence: 3 givenname: Christoph surname: Schmidt-Hieber fullname: Schmidt-Hieber, Christoph |
| BackLink | https://www.ncbi.nlm.nih.gov/pubmed/24600389$$D View this record in MEDLINE/PubMed |
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| Copyright | 2014. This work is licensed under http://creativecommons.org/licenses/by/3.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License. Copyright © 2014 Guzman, Schlögl and Schmidt-Hieber. 2014 |
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| Keywords | C++ data analysis electrophysiology patch-clamp biosignal data formats free software Python |
| Language | English |
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| References | 24273510 - Front Neuroinform. 2013 Nov 11;7:26 19521545 - Front Neuroinform. 2009 May 27;3:14 17670990 - J Neurosci. 2007 Aug 1;27(31):8430-41 8815919 - J Neurosci. 1996 Oct 15;16(20):6402-13 20198154 - Front Neurosci. 2009 Dec 15;3(3):374-80 19198661 - Front Neuroinform. 2009 Jan 28;3:1 15107864 - Nature. 2004 May 13;429(6988):184-7 23062335 - Biophys J. 2012 Oct 3;103(7):1429-39 23396102 - Nat Neurosci. 2013 Mar;16(3):325-31 9199786 - Biophys J. 1997 Jul;73(1):220-9 22138646 - Nat Neurosci. 2011 Dec 04;15(1):20-2 20570683 - Neuropharmacology. 2010 Nov;59(6):406-15 23055966 - Front Neuroinform. 2012 Jun 29;6:22 19198667 - Front Neuroinform. 2009 Jan 29;2:12 14278409 - Proc R Soc Lond B Biol Sci. 1965 Feb 16;161:483-95 24042795 - Biomed Tech (Berl). 2013 Sep 7;:null 22276101 - PLoS One. 2012;7(1):e29018 22144613 - Science. 2011 Dec 2;334(6060):1226-7 7908327 - J Physiol. 1993 Dec;472:615-63 22388958 - Nat Neurosci. 2012 Mar 04;15(4):600-6 21437227 - Comput Intell Neurosci. 2011;2011:935364 |
| References_xml | – reference: 7908327 - J Physiol. 1993 Dec;472:615-63 – reference: 24042795 - Biomed Tech (Berl). 2013 Sep 7;:null – reference: 19521545 - Front Neuroinform. 2009 May 27;3:14 – reference: 19198667 - Front Neuroinform. 2009 Jan 29;2:12 – reference: 14278409 - Proc R Soc Lond B Biol Sci. 1965 Feb 16;161:483-95 – reference: 20570683 - Neuropharmacology. 2010 Nov;59(6):406-15 – reference: 24273510 - Front Neuroinform. 2013 Nov 11;7:26 – reference: 8815919 - J Neurosci. 1996 Oct 15;16(20):6402-13 – reference: 23396102 - Nat Neurosci. 2013 Mar;16(3):325-31 – reference: 15107864 - Nature. 2004 May 13;429(6988):184-7 – reference: 20198154 - Front Neurosci. 2009 Dec 15;3(3):374-80 – reference: 22138646 - Nat Neurosci. 2011 Dec 04;15(1):20-2 – reference: 23055966 - Front Neuroinform. 2012 Jun 29;6:22 – reference: 22388958 - Nat Neurosci. 2012 Mar 04;15(4):600-6 – reference: 17670990 - J Neurosci. 2007 Aug 1;27(31):8430-41 – reference: 21437227 - Comput Intell Neurosci. 2011;2011:935364 – reference: 22276101 - PLoS One. 2012;7(1):e29018 – reference: 23062335 - Biophys J. 2012 Oct 3;103(7):1429-39 – reference: 19198661 - Front Neuroinform. 2009 Jan 28;3:1 – reference: 9199786 - Biophys J. 1997 Jul;73(1):220-9 – reference: 22144613 - Science. 2011 Dec 2;334(6060):1226-7 |
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| SubjectTerms | Algorithms C++ Communication Data analysis Electrophysiology Information processing Libraries Neurons Neurophysiology Neuroscience Neurosciences patch-clamp python Signal processing Synaptic Transmission University colleges |
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| Title | Stimfit: quantifying electrophysiological data with Python |
| URI | https://www.ncbi.nlm.nih.gov/pubmed/24600389 https://www.proquest.com/docview/2295454761 https://www.proquest.com/docview/1505249413 https://pubmed.ncbi.nlm.nih.gov/PMC3931263 https://www.frontiersin.org/articles/10.3389/fninf.2014.00016/pdf https://doaj.org/article/26134f2a12d0483a92d205d40a473ceb |
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