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STARDUST: a pipeline for the unbiased analysis of astrocyte regional calcium dynamics.

Yifan WuYanchao DaiKatheryn B LeftonTimothy E HolyThomas Papouin
Published in: bioRxiv : the preprint server for biology (2024)
Calcium imaging has become a popular way to probe astrocyte activity, but few analysis methods holistically capture discrete calcium signals that occur across the astrocyte domain. Here, we introduce STARDUST, a pipeline for the Spatio-Temporal Analysis of Regional Dynamics & Unbiased Sorting of Transients from fluorescence recordings of astrocytes, and provide step-by-step guidelines. STARDUST yields fluorescence time-series from data-defined regions of activity and performs systematic signal detection and feature extraction, enabling the in-depth and unbiased study of astrocyte calcium signals.
Keyphrases
  • single molecule
  • high resolution
  • machine learning
  • deep learning
  • electronic health record
  • energy transfer
  • optical coherence tomography
  • quantum dots
  • label free
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  • real time pcr