EZcalcium: Open-Source Toolbox for Analysis of Calcium Imaging Data

Fluorescence calcium imaging using a range of microscopy approaches, such as two-photon excitation or head-mounted “miniscopes,” is one of the preferred methods to record neuronal activity and glial signals in various experimental settings, including acute brain slices, brain organoids, and behaving...

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Main Authors: Daniel A. Cantu, Bo Wang, Michael W. Gongwer, Cynthia X. He, Anubhuti Goel, Anand Suresh, Nazim Kourdougli, Erica D. Arroyo, William Zeiger, Carlos Portera-Cailliau
Format: Article
Language:English
Published: Frontiers Media S.A. 2020-05-01
Series:Frontiers in Neural Circuits
Subjects:
Online Access:https://www.frontiersin.org/article/10.3389/fncir.2020.00025/full
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spelling doaj-07189fe10bad44078c34dc3e05fca91a2020-11-25T03:15:33ZengFrontiers Media S.A.Frontiers in Neural Circuits1662-51102020-05-011410.3389/fncir.2020.00025522138EZcalcium: Open-Source Toolbox for Analysis of Calcium Imaging DataDaniel A. Cantu0Daniel A. Cantu1Bo Wang2Michael W. Gongwer3Michael W. Gongwer4Cynthia X. He5Cynthia X. He6Anubhuti Goel7Anand Suresh8Nazim Kourdougli9Erica D. Arroyo10Erica D. Arroyo11William Zeiger12Carlos Portera-Cailliau13Carlos Portera-Cailliau14Department of Neurology, David Geffen School of Medicine at UCLA, Los Angeles, CA, United StatesNeuroscience Interdepartmental Program, David Geffen School of Medicine at UCLA, Los Angeles, CA, United StatesDepartment of Neurology, David Geffen School of Medicine at UCLA, Los Angeles, CA, United StatesDepartment of Neurology, David Geffen School of Medicine at UCLA, Los Angeles, CA, United StatesUCLA-Caltech Medical Scientist Training Program, David Geffen School of Medicine at UCLA, Los Angeles, CA, United StatesDepartment of Neurology, David Geffen School of Medicine at UCLA, Los Angeles, CA, United StatesUCLA-Caltech Medical Scientist Training Program, David Geffen School of Medicine at UCLA, Los Angeles, CA, United StatesDepartment of Neurology, David Geffen School of Medicine at UCLA, Los Angeles, CA, United StatesDepartment of Neurology, David Geffen School of Medicine at UCLA, Los Angeles, CA, United StatesDepartment of Neurology, David Geffen School of Medicine at UCLA, Los Angeles, CA, United StatesDepartment of Neurology, David Geffen School of Medicine at UCLA, Los Angeles, CA, United StatesNeuroscience Interdepartmental Program, David Geffen School of Medicine at UCLA, Los Angeles, CA, United StatesDepartment of Neurology, David Geffen School of Medicine at UCLA, Los Angeles, CA, United StatesDepartment of Neurology, David Geffen School of Medicine at UCLA, Los Angeles, CA, United StatesDepartment of Neurobiology, David Geffen School of Medicine at UCLA, Los Angeles, CA, United StatesFluorescence calcium imaging using a range of microscopy approaches, such as two-photon excitation or head-mounted “miniscopes,” is one of the preferred methods to record neuronal activity and glial signals in various experimental settings, including acute brain slices, brain organoids, and behaving animals. Because changes in the fluorescence intensity of genetically encoded or chemical calcium indicators correlate with action potential firing in neurons, data analysis is based on inferring such spiking from changes in pixel intensity values across time within different regions of interest. However, the algorithms necessary to extract biologically relevant information from these fluorescent signals are complex and require significant expertise in programming to develop robust analysis pipelines. For decades, the only way to perform these analyses was for individual laboratories to write their custom code. These routines were typically not well annotated and lacked intuitive graphical user interfaces (GUIs), which made it difficult for scientists in other laboratories to adopt them. Although the panorama is changing with recent tools like CaImAn, Suite2P, and others, there is still a barrier for many laboratories to adopt these packages, especially for potential users without sophisticated programming skills. As two-photon microscopes are becoming increasingly affordable, the bottleneck is no longer the hardware, but the software used to analyze the calcium data optimally and consistently across different groups. We addressed this unmet need by incorporating recent software solutions, namely NoRMCorre and CaImAn, for motion correction, segmentation, signal extraction, and deconvolution of calcium imaging data into an open-source, easy to use, GUI-based, intuitive and automated data analysis software package, which we named EZcalcium.https://www.frontiersin.org/article/10.3389/fncir.2020.00025/full2-photonCaImAndeconvolutionneocortexneural activitysoftware
collection DOAJ
language English
format Article
sources DOAJ
author Daniel A. Cantu
Daniel A. Cantu
Bo Wang
Michael W. Gongwer
Michael W. Gongwer
Cynthia X. He
Cynthia X. He
Anubhuti Goel
Anand Suresh
Nazim Kourdougli
Erica D. Arroyo
Erica D. Arroyo
William Zeiger
Carlos Portera-Cailliau
Carlos Portera-Cailliau
spellingShingle Daniel A. Cantu
Daniel A. Cantu
Bo Wang
Michael W. Gongwer
Michael W. Gongwer
Cynthia X. He
Cynthia X. He
Anubhuti Goel
Anand Suresh
Nazim Kourdougli
Erica D. Arroyo
Erica D. Arroyo
William Zeiger
Carlos Portera-Cailliau
Carlos Portera-Cailliau
EZcalcium: Open-Source Toolbox for Analysis of Calcium Imaging Data
Frontiers in Neural Circuits
2-photon
CaImAn
deconvolution
neocortex
neural activity
software
author_facet Daniel A. Cantu
Daniel A. Cantu
Bo Wang
Michael W. Gongwer
Michael W. Gongwer
Cynthia X. He
Cynthia X. He
Anubhuti Goel
Anand Suresh
Nazim Kourdougli
Erica D. Arroyo
Erica D. Arroyo
William Zeiger
Carlos Portera-Cailliau
Carlos Portera-Cailliau
author_sort Daniel A. Cantu
title EZcalcium: Open-Source Toolbox for Analysis of Calcium Imaging Data
title_short EZcalcium: Open-Source Toolbox for Analysis of Calcium Imaging Data
title_full EZcalcium: Open-Source Toolbox for Analysis of Calcium Imaging Data
title_fullStr EZcalcium: Open-Source Toolbox for Analysis of Calcium Imaging Data
title_full_unstemmed EZcalcium: Open-Source Toolbox for Analysis of Calcium Imaging Data
title_sort ezcalcium: open-source toolbox for analysis of calcium imaging data
publisher Frontiers Media S.A.
series Frontiers in Neural Circuits
issn 1662-5110
publishDate 2020-05-01
description Fluorescence calcium imaging using a range of microscopy approaches, such as two-photon excitation or head-mounted “miniscopes,” is one of the preferred methods to record neuronal activity and glial signals in various experimental settings, including acute brain slices, brain organoids, and behaving animals. Because changes in the fluorescence intensity of genetically encoded or chemical calcium indicators correlate with action potential firing in neurons, data analysis is based on inferring such spiking from changes in pixel intensity values across time within different regions of interest. However, the algorithms necessary to extract biologically relevant information from these fluorescent signals are complex and require significant expertise in programming to develop robust analysis pipelines. For decades, the only way to perform these analyses was for individual laboratories to write their custom code. These routines were typically not well annotated and lacked intuitive graphical user interfaces (GUIs), which made it difficult for scientists in other laboratories to adopt them. Although the panorama is changing with recent tools like CaImAn, Suite2P, and others, there is still a barrier for many laboratories to adopt these packages, especially for potential users without sophisticated programming skills. As two-photon microscopes are becoming increasingly affordable, the bottleneck is no longer the hardware, but the software used to analyze the calcium data optimally and consistently across different groups. We addressed this unmet need by incorporating recent software solutions, namely NoRMCorre and CaImAn, for motion correction, segmentation, signal extraction, and deconvolution of calcium imaging data into an open-source, easy to use, GUI-based, intuitive and automated data analysis software package, which we named EZcalcium.
topic 2-photon
CaImAn
deconvolution
neocortex
neural activity
software
url https://www.frontiersin.org/article/10.3389/fncir.2020.00025/full
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