Homogenized \(\textit{C. elegans}\) Neural Activity and Connectivity Data
There is renewed interest in modeling and understanding the nervous system of the nematode \(\textit{Caenorhabditis elegans}\) (\(\textit{C. elegans}\)), as this small model system provides a path to bridge the gap between nervous system structure (connectivity) and function (physiology). However, e...
Gespeichert in:
Veröffentlicht in: | arXiv.org 2024-11 |
---|---|
Hauptverfasser: | , , , |
Format: | Artikel |
Sprache: | eng |
Schlagworte: | |
Online-Zugang: | Volltext |
Tags: |
Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
|
container_end_page | |
---|---|
container_issue | |
container_start_page | |
container_title | arXiv.org |
container_volume | |
creator | Quilee Simeon Kashyap, Anshul Kording, Konrad P Boyden, Edward S |
description | There is renewed interest in modeling and understanding the nervous system of the nematode \(\textit{Caenorhabditis elegans}\) (\(\textit{C. elegans}\)), as this small model system provides a path to bridge the gap between nervous system structure (connectivity) and function (physiology). However, existing physiology datasets, whether involving passive recording or stimulation, are in distinct formats, and connectome datasets require preprocessing before analysis can commence. Here we compile and homogenize datasets of neural activity and connectivity. Our neural activity dataset is derived from 11 \(\textit{C. elegans}\) neuroimaging experiments, while our connectivity dataset is compiled from 9 connectome annotations based on 3 primary electron microscopy studies and 1 signal propagation study. Physiology datasets, collected under varying protocols, measure calcium fluorescence in labeled subsets of the worm's 300 neurons. Our preprocessing pipeline standardizes these datasets by consistently ordering labeled neurons and resampling traces to a common sampling rate, yielding recordings from approximately 900 worms and 250 uniquely labeled neurons. The connectome datasets, collected from electron microscopy reconstructions, represent the entire nervous system as a graph of connections. Our collection is accessible on HuggingFace, facilitating analysis of the structure-function relationship in biology using modern neural network architectures and enabling cross-lab and cross-animal comparisons. |
format | Article |
fullrecord | <record><control><sourceid>proquest</sourceid><recordid>TN_cdi_proquest_journals_3131611811</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><sourcerecordid>3131611811</sourcerecordid><originalsourceid>FETCH-proquest_journals_31316118113</originalsourceid><addsrcrecordid>eNpjYuA0MjY21LUwMTLiYOAtLs4yMDAwMjM3MjU15mTw9MjPzU9PzcusSk1RiNGIKUmtKMksqXbWU0jNSU1PzCuujdFU8EstLUrMUXBMLsksyyypVEjMS1Fwzs_LS4UJuCSWJPIwsKYl5hSn8kJpbgZlN9cQZw_dgqL8wtLU4pL4rPzSojygVLyxobGhmaGhhaGhMXGqAGdEPAo</addsrcrecordid><sourcetype>Aggregation Database</sourcetype><iscdi>true</iscdi><recordtype>article</recordtype><pqid>3131611811</pqid></control><display><type>article</type><title>Homogenized \(\textit{C. elegans}\) Neural Activity and Connectivity Data</title><source>Freely Accessible Journals</source><creator>Quilee Simeon ; Kashyap, Anshul ; Kording, Konrad P ; Boyden, Edward S</creator><creatorcontrib>Quilee Simeon ; Kashyap, Anshul ; Kording, Konrad P ; Boyden, Edward S</creatorcontrib><description>There is renewed interest in modeling and understanding the nervous system of the nematode \(\textit{Caenorhabditis elegans}\) (\(\textit{C. elegans}\)), as this small model system provides a path to bridge the gap between nervous system structure (connectivity) and function (physiology). However, existing physiology datasets, whether involving passive recording or stimulation, are in distinct formats, and connectome datasets require preprocessing before analysis can commence. Here we compile and homogenize datasets of neural activity and connectivity. Our neural activity dataset is derived from 11 \(\textit{C. elegans}\) neuroimaging experiments, while our connectivity dataset is compiled from 9 connectome annotations based on 3 primary electron microscopy studies and 1 signal propagation study. Physiology datasets, collected under varying protocols, measure calcium fluorescence in labeled subsets of the worm's 300 neurons. Our preprocessing pipeline standardizes these datasets by consistently ordering labeled neurons and resampling traces to a common sampling rate, yielding recordings from approximately 900 worms and 250 uniquely labeled neurons. The connectome datasets, collected from electron microscopy reconstructions, represent the entire nervous system as a graph of connections. Our collection is accessible on HuggingFace, facilitating analysis of the structure-function relationship in biology using modern neural network architectures and enabling cross-lab and cross-animal comparisons.</description><identifier>EISSN: 2331-8422</identifier><language>eng</language><publisher>Ithaca: Cornell University Library, arXiv.org</publisher><subject>Datasets ; Graph theory ; Medical imaging ; Modelling ; Nervous system ; Neurons ; Physiology ; Recurrent neural networks ; Resampling ; Stimulation</subject><ispartof>arXiv.org, 2024-11</ispartof><rights>2024. This work is published under http://creativecommons.org/licenses/by-nc-sa/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.</rights><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>776,780</link.rule.ids></links><search><creatorcontrib>Quilee Simeon</creatorcontrib><creatorcontrib>Kashyap, Anshul</creatorcontrib><creatorcontrib>Kording, Konrad P</creatorcontrib><creatorcontrib>Boyden, Edward S</creatorcontrib><title>Homogenized \(\textit{C. elegans}\) Neural Activity and Connectivity Data</title><title>arXiv.org</title><description>There is renewed interest in modeling and understanding the nervous system of the nematode \(\textit{Caenorhabditis elegans}\) (\(\textit{C. elegans}\)), as this small model system provides a path to bridge the gap between nervous system structure (connectivity) and function (physiology). However, existing physiology datasets, whether involving passive recording or stimulation, are in distinct formats, and connectome datasets require preprocessing before analysis can commence. Here we compile and homogenize datasets of neural activity and connectivity. Our neural activity dataset is derived from 11 \(\textit{C. elegans}\) neuroimaging experiments, while our connectivity dataset is compiled from 9 connectome annotations based on 3 primary electron microscopy studies and 1 signal propagation study. Physiology datasets, collected under varying protocols, measure calcium fluorescence in labeled subsets of the worm's 300 neurons. Our preprocessing pipeline standardizes these datasets by consistently ordering labeled neurons and resampling traces to a common sampling rate, yielding recordings from approximately 900 worms and 250 uniquely labeled neurons. The connectome datasets, collected from electron microscopy reconstructions, represent the entire nervous system as a graph of connections. Our collection is accessible on HuggingFace, facilitating analysis of the structure-function relationship in biology using modern neural network architectures and enabling cross-lab and cross-animal comparisons.</description><subject>Datasets</subject><subject>Graph theory</subject><subject>Medical imaging</subject><subject>Modelling</subject><subject>Nervous system</subject><subject>Neurons</subject><subject>Physiology</subject><subject>Recurrent neural networks</subject><subject>Resampling</subject><subject>Stimulation</subject><issn>2331-8422</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2024</creationdate><recordtype>article</recordtype><sourceid>BENPR</sourceid><recordid>eNpjYuA0MjY21LUwMTLiYOAtLs4yMDAwMjM3MjU15mTw9MjPzU9PzcusSk1RiNGIKUmtKMksqXbWU0jNSU1PzCuujdFU8EstLUrMUXBMLsksyyypVEjMS1Fwzs_LS4UJuCSWJPIwsKYl5hSn8kJpbgZlN9cQZw_dgqL8wtLU4pL4rPzSojygVLyxobGhmaGhhaGhMXGqAGdEPAo</recordid><startdate>20241128</startdate><enddate>20241128</enddate><creator>Quilee Simeon</creator><creator>Kashyap, Anshul</creator><creator>Kording, Konrad P</creator><creator>Boyden, Edward S</creator><general>Cornell University Library, arXiv.org</general><scope>8FE</scope><scope>8FG</scope><scope>ABJCF</scope><scope>ABUWG</scope><scope>AFKRA</scope><scope>AZQEC</scope><scope>BENPR</scope><scope>BGLVJ</scope><scope>CCPQU</scope><scope>DWQXO</scope><scope>HCIFZ</scope><scope>L6V</scope><scope>M7S</scope><scope>PIMPY</scope><scope>PQEST</scope><scope>PQQKQ</scope><scope>PQUKI</scope><scope>PRINS</scope><scope>PTHSS</scope></search><sort><creationdate>20241128</creationdate><title>Homogenized \(\textit{C. elegans}\) Neural Activity and Connectivity Data</title><author>Quilee Simeon ; Kashyap, Anshul ; Kording, Konrad P ; Boyden, Edward S</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-proquest_journals_31316118113</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2024</creationdate><topic>Datasets</topic><topic>Graph theory</topic><topic>Medical imaging</topic><topic>Modelling</topic><topic>Nervous system</topic><topic>Neurons</topic><topic>Physiology</topic><topic>Recurrent neural networks</topic><topic>Resampling</topic><topic>Stimulation</topic><toplevel>online_resources</toplevel><creatorcontrib>Quilee Simeon</creatorcontrib><creatorcontrib>Kashyap, Anshul</creatorcontrib><creatorcontrib>Kording, Konrad P</creatorcontrib><creatorcontrib>Boyden, Edward S</creatorcontrib><collection>ProQuest SciTech Collection</collection><collection>ProQuest Technology Collection</collection><collection>Materials Science & Engineering Collection</collection><collection>ProQuest Central (Alumni Edition)</collection><collection>ProQuest Central UK/Ireland</collection><collection>ProQuest Central Essentials</collection><collection>ProQuest Central</collection><collection>Technology Collection</collection><collection>ProQuest One Community College</collection><collection>ProQuest Central Korea</collection><collection>SciTech Premium Collection</collection><collection>ProQuest Engineering Collection</collection><collection>Engineering Database</collection><collection>Publicly Available Content Database</collection><collection>ProQuest One Academic Eastern Edition (DO NOT USE)</collection><collection>ProQuest One Academic</collection><collection>ProQuest One Academic UKI Edition</collection><collection>ProQuest Central China</collection><collection>Engineering Collection</collection></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Quilee Simeon</au><au>Kashyap, Anshul</au><au>Kording, Konrad P</au><au>Boyden, Edward S</au><format>book</format><genre>document</genre><ristype>GEN</ristype><atitle>Homogenized \(\textit{C. elegans}\) Neural Activity and Connectivity Data</atitle><jtitle>arXiv.org</jtitle><date>2024-11-28</date><risdate>2024</risdate><eissn>2331-8422</eissn><abstract>There is renewed interest in modeling and understanding the nervous system of the nematode \(\textit{Caenorhabditis elegans}\) (\(\textit{C. elegans}\)), as this small model system provides a path to bridge the gap between nervous system structure (connectivity) and function (physiology). However, existing physiology datasets, whether involving passive recording or stimulation, are in distinct formats, and connectome datasets require preprocessing before analysis can commence. Here we compile and homogenize datasets of neural activity and connectivity. Our neural activity dataset is derived from 11 \(\textit{C. elegans}\) neuroimaging experiments, while our connectivity dataset is compiled from 9 connectome annotations based on 3 primary electron microscopy studies and 1 signal propagation study. Physiology datasets, collected under varying protocols, measure calcium fluorescence in labeled subsets of the worm's 300 neurons. Our preprocessing pipeline standardizes these datasets by consistently ordering labeled neurons and resampling traces to a common sampling rate, yielding recordings from approximately 900 worms and 250 uniquely labeled neurons. The connectome datasets, collected from electron microscopy reconstructions, represent the entire nervous system as a graph of connections. Our collection is accessible on HuggingFace, facilitating analysis of the structure-function relationship in biology using modern neural network architectures and enabling cross-lab and cross-animal comparisons.</abstract><cop>Ithaca</cop><pub>Cornell University Library, arXiv.org</pub><oa>free_for_read</oa></addata></record> |
fulltext | fulltext |
identifier | EISSN: 2331-8422 |
ispartof | arXiv.org, 2024-11 |
issn | 2331-8422 |
language | eng |
recordid | cdi_proquest_journals_3131611811 |
source | Freely Accessible Journals |
subjects | Datasets Graph theory Medical imaging Modelling Nervous system Neurons Physiology Recurrent neural networks Resampling Stimulation |
title | Homogenized \(\textit{C. elegans}\) Neural Activity and Connectivity Data |
url | https://sfx.bib-bvb.de/sfx_tum?ctx_ver=Z39.88-2004&ctx_enc=info:ofi/enc:UTF-8&ctx_tim=2025-02-02T22%3A05%3A33IST&url_ver=Z39.88-2004&url_ctx_fmt=infofi/fmt:kev:mtx:ctx&rfr_id=info:sid/primo.exlibrisgroup.com:primo3-Article-proquest&rft_val_fmt=info:ofi/fmt:kev:mtx:book&rft.genre=document&rft.atitle=Homogenized%20%5C(%5Ctextit%7BC.%20elegans%7D%5C)%20Neural%20Activity%20and%20Connectivity%20Data&rft.jtitle=arXiv.org&rft.au=Quilee%20Simeon&rft.date=2024-11-28&rft.eissn=2331-8422&rft_id=info:doi/&rft_dat=%3Cproquest%3E3131611811%3C/proquest%3E%3Curl%3E%3C/url%3E&disable_directlink=true&sfx.directlink=off&sfx.report_link=0&rft_id=info:oai/&rft_pqid=3131611811&rft_id=info:pmid/&rfr_iscdi=true |