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MIN1PIPE: A Miniscope 1-Photon-Based Calcium Imaging Signal Extraction Pipeline.

Publication ,  Journal Article
Lu, J; Li, C; Singh-Alvarado, J; Zhou, ZC; Fröhlich, F; Mooney, R; Wang, F
Published in: Cell Rep
June 19, 2018

In vivo calcium imaging using a 1-photon-based miniscope and a microendoscopic lens enables studies of neural activities in freely behaving animals. However, the high and fluctuating background, the inevitable movements and distortions of imaging field, and the extensive spatial overlaps of fluorescent signals emitted from imaged neurons inherent in this 1-photon imaging method present major challenges for extracting neuronal signals reliably and automatically from the raw imaging data. Here, we develop a unifying algorithm called the miniscope 1-photon imaging pipeline (MIN1PIPE), which contains several stand-alone modules and can handle a wide range of imaging conditions and qualities with minimal parameter tuning and automatically and accurately isolate spatially localized neural signals. We have quantitatively compared MIN1PIPE with other existing partial methods using both synthetic and real datasets obtained from different animal models and show that MIN1PIPE has superior efficiency and precision in analyzing noisy miniscope calcium imaging data.

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Published In

Cell Rep

DOI

EISSN

2211-1247

Publication Date

June 19, 2018

Volume

23

Issue

12

Start / End Page

3673 / 3684

Location

United States

Related Subject Headings

  • Vocalization, Animal
  • Software
  • Signal Processing, Computer-Assisted
  • Reproducibility of Results
  • Photons
  • Mice
  • Imaging, Three-Dimensional
  • Finches
  • Databases as Topic
  • Calcium
 

Citation

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Lu, J., Li, C., Singh-Alvarado, J., Zhou, Z. C., Fröhlich, F., Mooney, R., & Wang, F. (2018). MIN1PIPE: A Miniscope 1-Photon-Based Calcium Imaging Signal Extraction Pipeline. Cell Rep, 23(12), 3673–3684. https://doi.org/10.1016/j.celrep.2018.05.062
Lu, Jinghao, Chunyuan Li, Jonnathan Singh-Alvarado, Zhe Charles Zhou, Flavio Fröhlich, Richard Mooney, and Fan Wang. “MIN1PIPE: A Miniscope 1-Photon-Based Calcium Imaging Signal Extraction Pipeline.Cell Rep 23, no. 12 (June 19, 2018): 3673–84. https://doi.org/10.1016/j.celrep.2018.05.062.
Lu J, Li C, Singh-Alvarado J, Zhou ZC, Fröhlich F, Mooney R, et al. MIN1PIPE: A Miniscope 1-Photon-Based Calcium Imaging Signal Extraction Pipeline. Cell Rep. 2018 Jun 19;23(12):3673–84.
Lu, Jinghao, et al. “MIN1PIPE: A Miniscope 1-Photon-Based Calcium Imaging Signal Extraction Pipeline.Cell Rep, vol. 23, no. 12, June 2018, pp. 3673–84. Pubmed, doi:10.1016/j.celrep.2018.05.062.
Lu J, Li C, Singh-Alvarado J, Zhou ZC, Fröhlich F, Mooney R, Wang F. MIN1PIPE: A Miniscope 1-Photon-Based Calcium Imaging Signal Extraction Pipeline. Cell Rep. 2018 Jun 19;23(12):3673–3684.
Journal cover image

Published In

Cell Rep

DOI

EISSN

2211-1247

Publication Date

June 19, 2018

Volume

23

Issue

12

Start / End Page

3673 / 3684

Location

United States

Related Subject Headings

  • Vocalization, Animal
  • Software
  • Signal Processing, Computer-Assisted
  • Reproducibility of Results
  • Photons
  • Mice
  • Imaging, Three-Dimensional
  • Finches
  • Databases as Topic
  • Calcium