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CaPTure: Calcium PeakToolbox for analysis of in vitro calcium imaging data

BACKGROUND: Calcium imaging is a powerful technique for recording cellular activity across large populations of neurons. However, analysis methods capable of single-cell resolution in cultured neurons, especially for cultures derived from human induced pluripotent stem cells (hiPSCs), are lacking. E...

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Autores principales: Tippani, Madhavi, Pattie, Elizabeth A., Davis, Brittany A., Nguyen, Claudia V., Wang, Yanhong, Sripathy, Srinidhi Rao, Maher, Brady J., Martinowich, Keri, Jaffe, Andrew E., Page, Stephanie Cerceo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9710137/
https://www.ncbi.nlm.nih.gov/pubmed/36451089
http://dx.doi.org/10.1186/s12868-022-00751-7
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author Tippani, Madhavi
Pattie, Elizabeth A.
Davis, Brittany A.
Nguyen, Claudia V.
Wang, Yanhong
Sripathy, Srinidhi Rao
Maher, Brady J.
Martinowich, Keri
Jaffe, Andrew E.
Page, Stephanie Cerceo
author_facet Tippani, Madhavi
Pattie, Elizabeth A.
Davis, Brittany A.
Nguyen, Claudia V.
Wang, Yanhong
Sripathy, Srinidhi Rao
Maher, Brady J.
Martinowich, Keri
Jaffe, Andrew E.
Page, Stephanie Cerceo
author_sort Tippani, Madhavi
collection PubMed
description BACKGROUND: Calcium imaging is a powerful technique for recording cellular activity across large populations of neurons. However, analysis methods capable of single-cell resolution in cultured neurons, especially for cultures derived from human induced pluripotent stem cells (hiPSCs), are lacking. Existing methods lack scalability to accommodate high-throughput comparisons between multiple lines, across developmental timepoints, or across pharmacological manipulations. RESULTS: To address this need we developed CaPTure, a scalable, automated Ca(2+) imaging analysis pipeline (https://github.com/LieberInstitute/CaPTure). CaPTuredetects neurons, classifies and quantifies spontaneous activity, quantifies synchrony metrics, and generates cell- and network-specific metrics that facilitate phenotypic discovery. The method is compatible with parallel processing on computing clusters without requiring significant user input or parameter modification. CONCLUSION: CaPTure allows for rapid assessment of neuronal activity in cultured cells at cellular resolution, rendering it amenable to high-throughput screening and phenotypic discovery. The platform can be applied to both human- and rodent-derived neurons and is compatible with many imaging systems. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12868-022-00751-7.
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spelling pubmed-97101372022-12-01 CaPTure: Calcium PeakToolbox for analysis of in vitro calcium imaging data Tippani, Madhavi Pattie, Elizabeth A. Davis, Brittany A. Nguyen, Claudia V. Wang, Yanhong Sripathy, Srinidhi Rao Maher, Brady J. Martinowich, Keri Jaffe, Andrew E. Page, Stephanie Cerceo BMC Neurosci Software BACKGROUND: Calcium imaging is a powerful technique for recording cellular activity across large populations of neurons. However, analysis methods capable of single-cell resolution in cultured neurons, especially for cultures derived from human induced pluripotent stem cells (hiPSCs), are lacking. Existing methods lack scalability to accommodate high-throughput comparisons between multiple lines, across developmental timepoints, or across pharmacological manipulations. RESULTS: To address this need we developed CaPTure, a scalable, automated Ca(2+) imaging analysis pipeline (https://github.com/LieberInstitute/CaPTure). CaPTuredetects neurons, classifies and quantifies spontaneous activity, quantifies synchrony metrics, and generates cell- and network-specific metrics that facilitate phenotypic discovery. The method is compatible with parallel processing on computing clusters without requiring significant user input or parameter modification. CONCLUSION: CaPTure allows for rapid assessment of neuronal activity in cultured cells at cellular resolution, rendering it amenable to high-throughput screening and phenotypic discovery. The platform can be applied to both human- and rodent-derived neurons and is compatible with many imaging systems. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12868-022-00751-7. BioMed Central 2022-11-30 /pmc/articles/PMC9710137/ /pubmed/36451089 http://dx.doi.org/10.1186/s12868-022-00751-7 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis 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 licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence 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 licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data.
spellingShingle Software
Tippani, Madhavi
Pattie, Elizabeth A.
Davis, Brittany A.
Nguyen, Claudia V.
Wang, Yanhong
Sripathy, Srinidhi Rao
Maher, Brady J.
Martinowich, Keri
Jaffe, Andrew E.
Page, Stephanie Cerceo
CaPTure: Calcium PeakToolbox for analysis of in vitro calcium imaging data
title CaPTure: Calcium PeakToolbox for analysis of in vitro calcium imaging data
title_full CaPTure: Calcium PeakToolbox for analysis of in vitro calcium imaging data
title_fullStr CaPTure: Calcium PeakToolbox for analysis of in vitro calcium imaging data
title_full_unstemmed CaPTure: Calcium PeakToolbox for analysis of in vitro calcium imaging data
title_short CaPTure: Calcium PeakToolbox for analysis of in vitro calcium imaging data
title_sort capture: calcium peaktoolbox for analysis of in vitro calcium imaging data
topic Software
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9710137/
https://www.ncbi.nlm.nih.gov/pubmed/36451089
http://dx.doi.org/10.1186/s12868-022-00751-7
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