CADENCE - Neuroinformatics Tool for Supervised Calcium Events Detection.

IF 2.7 4区 医学 Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS
Nikolay Aseyev, Anastasia Borodinova, Svetlana Pavlova, Marina Roshchina, Matvey Roshchin, Evgeny Nikitin, Pavel Balaban
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Abstract

CADENCE is an open Python 3-written neuroinformatics tool with Qt6 graphic user interface for supervised calcium events detection. In neuronal ensembles recording during calcium imaging experiments, the output of instruments such as Celena X, Zeiss LSM 5 Live confocal microscope and Miniscope is a movie showing flashing cells somata. There are few pipelines to convert video to relative fluorescence ΔF/F, from simplest ImageJ plugins to sophisticated tools like MiniAn (Dong et al. in Elife 11, https://doi.org/10.7554/eLife.70661 , 2022). Minian, an open-source miniscope analysis pipeline. Elife, 11.). While in some areas of study relative fluorescence ΔF/F may be the desired result in itself, researchers of neuronal ensembles are typically interested in a more detailed analysis of calcium events as indirect proxy of neuronal electrical activity. For such analyses, researchers need a tool to infer calcium events from the continuous ΔF/F curve in order to create a raster representation of calcium events for later use in analysis software, such as Elephant (Denker, M., Yegenoglu, A., & Grün, S. (2018). Collaborative HPC-enabled workflows on the HBP Collaboratory using the Elephant framework. Neuroinformatics, 19.). Here we present such an open tool with supervised calcium events detection.

Abstract Image

CADENCE - 用于监督钙事件检测的神经信息学工具。
CADENCE 是一个开放的 Python 3 编写的神经信息学工具,具有 Qt6 图形用户界面,用于监督钙事件检测。在钙成像实验中记录神经元群时,Celena X、Zeiss LSM 5 Live 共聚焦显微镜和 Miniscope 等仪器的输出是显示闪烁细胞体的视频。从最简单的ImageJ插件到像MiniAn(Dong等人,载于Elife 11, https://doi.org/10.7554/eLife.70661, 2022)这样复杂的工具,将视频转换为相对荧光ΔF/F的管道并不多。Minian是一个开源的miniscope分析管道。Elife,11)。虽然在某些研究领域,相对荧光 ΔF/F 本身可能就是所需的结果,但神经元集合的研究人员通常对作为神经元电活动间接替代物的钙事件的更详细分析感兴趣。为了进行此类分析,研究人员需要一种工具来从连续的ΔF/F曲线中推断钙事件,以便创建钙事件的栅格表示,供以后的分析软件使用,如 Elephant(Denker,M.,Yegenoglu,A. & Grün, S. (2018)。使用大象框架的 HBP 协作实验室上的协作式 HPC-enabled 工作流。Neuroinformatics, 19.).在此,我们将介绍这样一款具有监督钙事件检测功能的开放式工具。
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来源期刊
Neuroinformatics
Neuroinformatics 医学-计算机:跨学科应用
CiteScore
6.00
自引率
6.70%
发文量
54
审稿时长
3 months
期刊介绍: Neuroinformatics publishes original articles and reviews with an emphasis on data structure and software tools related to analysis, modeling, integration, and sharing in all areas of neuroscience research. The editors particularly invite contributions on: (1) Theory and methodology, including discussions on ontologies, modeling approaches, database design, and meta-analyses; (2) Descriptions of developed databases and software tools, and of the methods for their distribution; (3) Relevant experimental results, such as reports accompanie by the release of massive data sets; (4) Computational simulations of models integrating and organizing complex data; and (5) Neuroengineering approaches, including hardware, robotics, and information theory studies.
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