Related Experiment Videos
CASCADE: Criticality Avalanche Spike Cross-platform Analysis Detection Engine, a Multi-Manufacturer MEA Bash Analysis
Forbes Avila1,2, Jin Kim3,4, Jong-Chan Park5,6,7
1Center for Alternatives to Animal Testing, Korea Institute of Toxicology, Yuseong, Daejeon 34114, Republic of Korea.
Bioinformatics (Oxford, England)
|July 29, 2026
Summary
Researchers developed CASCADE, an open-source pipeline for analyzing multi-electrode array (MEA) recordings. This tool standardizes data analysis across different MEA device manufacturers, enabling consistent measurement of neuronal network activity, criticality, and avalanches.
Area of Science:
- Neuroscience
- Computational Neuroscience
- Bioinformatics
Background:
- Multi-electrode array (MEA) recordings are crucial for studying neuronal network activity.
- Proprietary software from MEA manufacturers creates data format incompatibilities.
- A lack of cross-platform, open-source analysis pipelines hinders standardized MEA data interpretation.
Purpose of the Study:
- To develop a unified, open-source software pipeline for analyzing MEA recordings.
- To enable cross-platform compatibility for MEA data from various manufacturers.
- To facilitate the analysis of neuronal network activity, criticality, and avalanches.
Main Methods:
- Developed CASCADE (Criticality Avalanche Spike Cross-platform Analysis Detection Engine), a Python-based command-line pipeline.
- Implemented analysis for standard parameters: network, burst, and firing rate frequency.
- Integrated methods for measuring neuronal criticality and avalanches.
Main Results:
- CASCADE successfully analyzes MEA recordings from multiple manufacturers (3Brain, Axion Biosystems, Cortical Labs, Maxwell Biosystems, Multi-Channel Systems).
- Benchmarking demonstrated comparable criticality calculations across different MEA recordings using identical computational methods.
- The pipeline ensures consistent analysis regardless of the manufacturer's file format.
Conclusions:
- CASCADE offers a flexible and robust solution for MEA data analysis.
- The pipeline supports the standardized assessment of neuronal avalanches and criticality.
- This tool promotes interoperability and reproducibility in neuroscience research using MEA data.