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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...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2022
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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. |
format | Online Article Text |
id | pubmed-9710137 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
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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