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ERGtools2软件包:用于处理和分析视觉电生理数据的工具集。

The ERGtools2 package: a toolset for processing and analysing visual electrophysiology data.

作者信息

Lindner Moritz

机构信息

Department of Neurophysiology, Institute of Physiology and Pathophysiology, Philipps-University Marburg, 35037, Marburg, Germany.

The Nuffield Laboratory of Ophthalmology, Sleep and Circadian Neuroscience Institute, Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, UK.

出版信息

Doc Ophthalmol. 2025 Apr 12. doi: 10.1007/s10633-025-10017-2.

Abstract

PURPOSE

To introduce ERGtools2, an open-source R package for processing, analysing and long-term storing visual electrophysiology data.

METHODS

A dataset comprising Electroretinogram (ERG) recordings of C57Bl/6J mice, subjected to standard ISCEV stimuli, was used to present the functionality of ERGtools2. ERGtools2 stores and organizes all recordings, metadata, and measurement information from an individual examination in a single object, maintaining raw data throughout the analysis process.

RESULTS

A standard workflow is presented exemplifying how ERGtools2 can be used to efficiently import, pre-process and analyse ERG data. Following this workflow, basic ERG measurements and visualisation of a single exam as well as group statistics are obtained. Moreover, special use cases are described, including for the handling of noisy data and the storage of data in the HDF5 format to ensure long-term preservation and accessibility.

CONCLUSIONS

ERGtools2 provides a comprehensive, flexible, and device-independent solution for visual electrophysiology data analysis. Its emphasis on maintaining raw data integrity, combined with advanced processing and analysis capabilities, makes it a useful tool for preclinical and clinical research applications. The open-source nature and the use of open data formats promote reproducibility and data sharing in visual neurosciences.

摘要

目的

介绍ERGtools2,一个用于处理、分析和长期存储视觉电生理数据的开源R软件包。

方法

使用包含经标准国际临床视觉电生理学会(ISCEV)刺激的C57Bl/6J小鼠视网膜电图(ERG)记录的数据集来展示ERGtools2的功能。ERGtools2将来自个体检查的所有记录、元数据和测量信息存储并组织在单个对象中,在整个分析过程中保留原始数据。

结果

展示了一个标准工作流程,举例说明如何使用ERGtools2高效地导入、预处理和分析ERG数据。按照此工作流程,可以获得单个检查的基本ERG测量值和可视化结果以及组统计数据。此外,还描述了特殊用例,包括处理噪声数据以及以HDF5格式存储数据以确保长期保存和可访问性。

结论

ERGtools2为视觉电生理数据分析提供了一个全面、灵活且与设备无关的解决方案。它强调保持原始数据完整性,结合先进的处理和分析能力,使其成为临床前和临床研究应用的有用工具。开源性质和开放数据格式的使用促进了视觉神经科学中的可重复性和数据共享。

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