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WormTimeSeries

  • Since the neur 8A7F al activity patterns showed little correlation when viewed at the same time, we investigated whether there was any correlation with neural activity shifted by time τ.
  • There are 7 analysis.
  1. Time series neural activity plot (each cell)
  2. Correlogram (each cell, each c.elegans)
  3. Time series dimensionality reduction and clustering (each c.elegans)
  4. Spectrogram (each cell)
  5. Time-delay embedding (each cell)
  6. Eigenvalue distribution of the history matrix of all cells (each c.elegans)
  7. Recurrence plot (each cell)

Installation

git clone https://github.com/rikenbit/WormTimeSeries/
cd WormTimeSeries
snakemake -j 1

Prerequisites

  • Snakemake (5.32.0 or higher)

Summary

1. Time series neural activity plot

2. Correlogram

3. Time series dimensionality reduction and clustering

4. Spectrogram

5. Time-delay embedding

6. Eigenvalue distribution of the history matrix of all cells

7. Recurrence plot

How to reproduce this workflow

Reference

  1. rikenbit/WormSCE

License

Copyright (c) 2020 Kentaro Yamamoto and RIKEN Bioinformatics Research Unit Released under the Artistic License 2.0.

Authors

  • Kentaro Yamamoto
  • Koki Tsuyuzaki
  • Itoshi Nikaido

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