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QSpike tools: a generic framework for parallel batch preprocessing of extracellular neuronal signals recorded by substrate microelectrode arrays

Mahmud, M.
•
Pulizzi, R.
•
Vasilaki, E.
•
Giugliano, M.
2014
  • journal article

Periodico
FRONTIERS IN NEUROINFORMATICS
Abstract
Micro-Electrode Arrays (MEAs) have emerged as a mature technique to investigate brain (dys)functions in vivo and in in vitro animal models. Often referred to as “smart” Petri dishes, MEAs have demonstrated a great potential particularly for medium-throughput studies in vitro, both in academic and pharmaceutical industrial contexts. Enabling rapid comparison of ionic/pharmacological/genetic manipulations with control conditions, MEAs are employed to screen compounds by monitoring non-invasively the spontaneous and evoked neuronal electrical activity in longitudinal studies, with relatively inexpensive equipment. However, in order to acquire sufficient statistical significance, recordings last up to tens of minutes and generate large amount of raw data (e.g., 60 channels/MEA, 16 bits A/D conversion, 20 kHz sampling rate: approximately 8 GB/MEA,h uncompressed). Thus, when the experimental conditions to be tested are numerous, the availability of fast, standardized, and automated signal preprocessing becomes pivotal for any subsequent analysis and data archiving. To this aim, we developed an in-house cloud-computing system, named QSpike Tools, where CPU-intensive operations, required for preprocessing of each recorded channel (e.g., filtering, multi-unit activity detection, spike-sorting, etc.), are decomposed and batch-queued to a multi-core architecture or to a computers cluster. With the commercial availability of new and inexpensive high-density MEAs, we believe that disseminating QSpike Tools might facilitate its wide adoption and customization, and inspire the creation of community-supported cloud-computing facilities for MEAs users.
DOI
10.3389/fninf.2014.00026
WOS
WOS:000348107000001
Archivio
http://hdl.handle.net/20.500.11767/91765
info:eu-repo/semantics/altIdentifier/scopus/2-s2.0-84896907029
Diritti
open access
Soggetti
  • substrate arrays of m...

  • MEA

  • extracellular

  • batch analysi

  • embarrassingly parall...

  • cellular electrophysi...

  • Settore BIO/09 - Fisi...

Scopus© citazioni
27
Data di acquisizione
Jun 14, 2022
Vedi dettagli
Web of Science© citazioni
33
Data di acquisizione
Mar 24, 2024
Visualizzazioni
1
Data di acquisizione
Apr 19, 2024
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