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Information Theoretic Approaches to Deciphering the Neural Code with Functional Fluorescence Imaging

Information theoretic metrics have proven useful in quantifying the relationship between behaviorally relevant parameters and neuronal activity with relatively few assumptions. However, these metrics are typically applied to action potential (AP) recordings and were not designed for the slow timesca...

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Autores principales: Climer, Jason R., Dombeck, Daniel A.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Society for Neuroscience 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8474651/
https://www.ncbi.nlm.nih.gov/pubmed/34433574
http://dx.doi.org/10.1523/ENEURO.0266-21.2021
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author Climer, Jason R.
Dombeck, Daniel A.
author_facet Climer, Jason R.
Dombeck, Daniel A.
author_sort Climer, Jason R.
collection PubMed
description Information theoretic metrics have proven useful in quantifying the relationship between behaviorally relevant parameters and neuronal activity with relatively few assumptions. However, these metrics are typically applied to action potential (AP) recordings and were not designed for the slow timescales and variable amplitudes typical of functional fluorescence recordings (e.g., calcium imaging). The lack of research guidelines on how to apply and interpret these metrics with fluorescence traces means the neuroscience community has yet to realize the power of information theoretic metrics. Here, we used computational methods to create mock AP traces with known amounts of information. From these, we generated fluorescence traces and examined the ability of different information metrics to recover the known information values. We provide guidelines for how to use information metrics when applying them to functional fluorescence and demonstrate their appropriate application to GCaMP6f population recordings from mouse hippocampal neurons imaged during virtual navigation.
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spelling pubmed-84746512021-09-27 Information Theoretic Approaches to Deciphering the Neural Code with Functional Fluorescence Imaging Climer, Jason R. Dombeck, Daniel A. eNeuro Research Article: Methods/New Tools Information theoretic metrics have proven useful in quantifying the relationship between behaviorally relevant parameters and neuronal activity with relatively few assumptions. However, these metrics are typically applied to action potential (AP) recordings and were not designed for the slow timescales and variable amplitudes typical of functional fluorescence recordings (e.g., calcium imaging). The lack of research guidelines on how to apply and interpret these metrics with fluorescence traces means the neuroscience community has yet to realize the power of information theoretic metrics. Here, we used computational methods to create mock AP traces with known amounts of information. From these, we generated fluorescence traces and examined the ability of different information metrics to recover the known information values. We provide guidelines for how to use information metrics when applying them to functional fluorescence and demonstrate their appropriate application to GCaMP6f population recordings from mouse hippocampal neurons imaged during virtual navigation. Society for Neuroscience 2021-09-23 /pmc/articles/PMC8474651/ /pubmed/34433574 http://dx.doi.org/10.1523/ENEURO.0266-21.2021 Text en Copyright © 2021 Climer and Dombeck https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution 4.0 International license (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution and reproduction in any medium provided that the original work is properly attributed.
spellingShingle Research Article: Methods/New Tools
Climer, Jason R.
Dombeck, Daniel A.
Information Theoretic Approaches to Deciphering the Neural Code with Functional Fluorescence Imaging
title Information Theoretic Approaches to Deciphering the Neural Code with Functional Fluorescence Imaging
title_full Information Theoretic Approaches to Deciphering the Neural Code with Functional Fluorescence Imaging
title_fullStr Information Theoretic Approaches to Deciphering the Neural Code with Functional Fluorescence Imaging
title_full_unstemmed Information Theoretic Approaches to Deciphering the Neural Code with Functional Fluorescence Imaging
title_short Information Theoretic Approaches to Deciphering the Neural Code with Functional Fluorescence Imaging
title_sort information theoretic approaches to deciphering the neural code with functional fluorescence imaging
topic Research Article: Methods/New Tools
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8474651/
https://www.ncbi.nlm.nih.gov/pubmed/34433574
http://dx.doi.org/10.1523/ENEURO.0266-21.2021
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