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P-sort: an open-source software for cerebellar neurophysiology.

Ehsan Sedaghat-Nejad1, Mohammad Amin Fakharian1,2, Jay Pi1

  • 1Laboratory for Computational Motor Control, Department of Biomedical Engineering, Johns Hopkins School of Medicine, Baltimore, Maryland.

Journal of Neurophysiology
|August 25, 2021
PubMed
Summary

We developed P-sort, a novel software for analyzing cerebellar Purkinje cell (P-cell) electrophysiology. P-sort improves the identification and attribution of simple and complex spikes, outperforming existing methods.

Keywords:
Purkinje cellcerebellumopen databaseopen-source softwarespike sorter

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Area of Science:

  • Neuroscience
  • Computational Neuroscience

Background:

  • Electrophysiological data analysis from cerebellar Purkinje cells (P-cells) poses challenges for spike sorting due to waveform variability.
  • Complex spikes in P-cells exhibit significant waveform variations, leading to misidentification, and simple spikes may be misattributed to different P-cells.

Purpose of the Study:

  • To develop and validate an open-source, semiautomated software, P-sort, for accurate spike sorting of cerebellar P-cells.
  • To address the identification and attribution problems of simple and complex spikes in P-cell recordings.

Main Methods:

  • P-sort utilizes nonlinear dimensionality reduction for spike clustering, incorporating the statistical relationship between simple and complex spikes to refine clusters.
  • The software was tested on P-cell data recorded from three species: marmosets, macaques, and mice.

Main Results:

  • P-sort demonstrated improved identification of complex spikes and prevented cluster misattribution compared to expert manual curation.
  • Existing automatic sorters performed less effectively, particularly in identifying complex spikes.

Conclusions:

  • P-sort offers a significant advancement in analyzing cerebellar P-cell electrophysiological data.
  • The study provides valuable labeled data and statistical insights into P-cell firing patterns across three species to aid future research.