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Aurélien WYNGAARD edited this page Feb 11, 2022 · 20 revisions

Lussac is an automated and configurable analysis pipeline for post-processing and merging multiple spike-sorting analyses.

The goal is to improve the yield and quality of data from multielectrode extracellular recordings by merging the outputs of different spike-sorting algorithms and/or multiple analysis runs with different parameters.

For more information, check out our preprint.

Lussac: origins

When we started development of Lussac, our goal was to improve processing of cerebellar complex spikes, which are a challenging problem with extracellular recordings of the cerebellar cortex.

This resulted in a principled method for automating post-processing and for combining multiple analyses from different packages and/or using different parameters. The methods developed proved beneficial to spike sorting generally, not just for cerebellar recordings.

Beta version

Lussac is still in a Beta version. We are working on an improved version (using the newest versions of SpikeInterface, ProbeInterface and more intuitive use, improved modules...).

We would be delighted if you test the software and welcome feedback/requests for help. We aim to make the software as easy to use as possible

Results

We tested our algorithm using a synthetic data set simulating cortical pyramidal cell and interneurone activity (Jun et al. 2017) available through SpikeForest. Since all spike times of all neurones are known, we could easily compare our algorithm to standard runs of a single spike-sorting algorithms in terms of recovery and contaminating events.

Lussac synthetic results

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