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CAVE: Connectome Annotation Versioning Engine
Advances in Electron Microscopy, image segmentation and computational infrastructure have given rise to large-scale and richly annotated connectomic datasets which are increasingly shared across communities. To enable collaboration, users need to be able to concurrently create new annotations and co...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Cold Spring Harbor Laboratory
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10402030/ https://www.ncbi.nlm.nih.gov/pubmed/37546753 http://dx.doi.org/10.1101/2023.07.26.550598 |
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author | Dorkenwald, Sven Schneider-Mizell, Casey M. Brittain, Derrick Halageri, Akhilesh Jordan, Chris Kemnitz, Nico Castro, Manual A. Silversmith, William Maitin-Shephard, Jeremy Troidl, Jakob Pfister, Hanspeter Gillet, Valentin Xenes, Daniel Bae, J. Alexander Bodor, Agnes L. Buchanan, JoAnn Bumbarger, Daniel J. Elabbady, Leila Jia, Zhen Kapner, Daniel Kinn, Sam Lee, Kisuk Li, Kai Lu, Ran Macrina, Thomas Mahalingam, Gayathri Mitchell, Eric Mondal, Shanka Subhra Mu, Shang Nehoran, Barak Popovych, Sergiy Takeno, Marc Torres, Russel Turner, Nicholas L. Wong, William Wu, Jingpeng Yin, Wenjing Yu, Szi-chieh Reid, R. Clay da Costa, Nuno Maçarico Seung, H. Sebastian Collman, Forrest |
author_facet | Dorkenwald, Sven Schneider-Mizell, Casey M. Brittain, Derrick Halageri, Akhilesh Jordan, Chris Kemnitz, Nico Castro, Manual A. Silversmith, William Maitin-Shephard, Jeremy Troidl, Jakob Pfister, Hanspeter Gillet, Valentin Xenes, Daniel Bae, J. Alexander Bodor, Agnes L. Buchanan, JoAnn Bumbarger, Daniel J. Elabbady, Leila Jia, Zhen Kapner, Daniel Kinn, Sam Lee, Kisuk Li, Kai Lu, Ran Macrina, Thomas Mahalingam, Gayathri Mitchell, Eric Mondal, Shanka Subhra Mu, Shang Nehoran, Barak Popovych, Sergiy Takeno, Marc Torres, Russel Turner, Nicholas L. Wong, William Wu, Jingpeng Yin, Wenjing Yu, Szi-chieh Reid, R. Clay da Costa, Nuno Maçarico Seung, H. Sebastian Collman, Forrest |
author_sort | Dorkenwald, Sven |
collection | PubMed |
description | Advances in Electron Microscopy, image segmentation and computational infrastructure have given rise to large-scale and richly annotated connectomic datasets which are increasingly shared across communities. To enable collaboration, users need to be able to concurrently create new annotations and correct errors in the automated segmentation by proofreading. In large datasets, every proofreading edit relabels cell identities of millions of voxels and thousands of annotations like synapses. For analysis, users require immediate and reproducible access to this constantly changing and expanding data landscape. Here, we present the Connectome Annotation Versioning Engine (CAVE), a computational infrastructure for immediate and reproducible connectome analysis in up-to petascale datasets (~1mm(3)) while proofreading and annotating is ongoing. For segmentation, CAVE provides a distributed proofreading infrastructure for continuous versioning of large reconstructions. Annotations in CAVE are defined by locations such that they can be quickly assigned to the underlying segment which enables fast analysis queries of CAVE’s data for arbitrary time points. CAVE supports schematized, extensible annotations, so that researchers can readily design novel annotation types. CAVE is already used for many connectomics datasets, including the largest datasets available to date. |
format | Online Article Text |
id | pubmed-10402030 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Cold Spring Harbor Laboratory |
record_format | MEDLINE/PubMed |
spelling | pubmed-104020302023-08-05 CAVE: Connectome Annotation Versioning Engine Dorkenwald, Sven Schneider-Mizell, Casey M. Brittain, Derrick Halageri, Akhilesh Jordan, Chris Kemnitz, Nico Castro, Manual A. Silversmith, William Maitin-Shephard, Jeremy Troidl, Jakob Pfister, Hanspeter Gillet, Valentin Xenes, Daniel Bae, J. Alexander Bodor, Agnes L. Buchanan, JoAnn Bumbarger, Daniel J. Elabbady, Leila Jia, Zhen Kapner, Daniel Kinn, Sam Lee, Kisuk Li, Kai Lu, Ran Macrina, Thomas Mahalingam, Gayathri Mitchell, Eric Mondal, Shanka Subhra Mu, Shang Nehoran, Barak Popovych, Sergiy Takeno, Marc Torres, Russel Turner, Nicholas L. Wong, William Wu, Jingpeng Yin, Wenjing Yu, Szi-chieh Reid, R. Clay da Costa, Nuno Maçarico Seung, H. Sebastian Collman, Forrest bioRxiv Article Advances in Electron Microscopy, image segmentation and computational infrastructure have given rise to large-scale and richly annotated connectomic datasets which are increasingly shared across communities. To enable collaboration, users need to be able to concurrently create new annotations and correct errors in the automated segmentation by proofreading. In large datasets, every proofreading edit relabels cell identities of millions of voxels and thousands of annotations like synapses. For analysis, users require immediate and reproducible access to this constantly changing and expanding data landscape. Here, we present the Connectome Annotation Versioning Engine (CAVE), a computational infrastructure for immediate and reproducible connectome analysis in up-to petascale datasets (~1mm(3)) while proofreading and annotating is ongoing. For segmentation, CAVE provides a distributed proofreading infrastructure for continuous versioning of large reconstructions. Annotations in CAVE are defined by locations such that they can be quickly assigned to the underlying segment which enables fast analysis queries of CAVE’s data for arbitrary time points. CAVE supports schematized, extensible annotations, so that researchers can readily design novel annotation types. CAVE is already used for many connectomics datasets, including the largest datasets available to date. Cold Spring Harbor Laboratory 2023-07-28 /pmc/articles/PMC10402030/ /pubmed/37546753 http://dx.doi.org/10.1101/2023.07.26.550598 Text en https://creativecommons.org/licenses/by-nc/4.0/This work is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License (https://creativecommons.org/licenses/by-nc/4.0/) , which allows reusers to distribute, remix, adapt, and build upon the material in any medium or format for noncommercial purposes only, and only so long as attribution is given to the creator. |
spellingShingle | Article Dorkenwald, Sven Schneider-Mizell, Casey M. Brittain, Derrick Halageri, Akhilesh Jordan, Chris Kemnitz, Nico Castro, Manual A. Silversmith, William Maitin-Shephard, Jeremy Troidl, Jakob Pfister, Hanspeter Gillet, Valentin Xenes, Daniel Bae, J. Alexander Bodor, Agnes L. Buchanan, JoAnn Bumbarger, Daniel J. Elabbady, Leila Jia, Zhen Kapner, Daniel Kinn, Sam Lee, Kisuk Li, Kai Lu, Ran Macrina, Thomas Mahalingam, Gayathri Mitchell, Eric Mondal, Shanka Subhra Mu, Shang Nehoran, Barak Popovych, Sergiy Takeno, Marc Torres, Russel Turner, Nicholas L. Wong, William Wu, Jingpeng Yin, Wenjing Yu, Szi-chieh Reid, R. Clay da Costa, Nuno Maçarico Seung, H. Sebastian Collman, Forrest CAVE: Connectome Annotation Versioning Engine |
title | CAVE: Connectome Annotation Versioning Engine |
title_full | CAVE: Connectome Annotation Versioning Engine |
title_fullStr | CAVE: Connectome Annotation Versioning Engine |
title_full_unstemmed | CAVE: Connectome Annotation Versioning Engine |
title_short | CAVE: Connectome Annotation Versioning Engine |
title_sort | cave: connectome annotation versioning engine |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10402030/ https://www.ncbi.nlm.nih.gov/pubmed/37546753 http://dx.doi.org/10.1101/2023.07.26.550598 |
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