Literature DB >> 35347320

Detecting and correcting false transients in calcium imaging.

Jeffrey L Gauthier1, Sue Ann Koay2, Edward H Nieh2, David W Tank3,4,5, Jonathan W Pillow2,6, Adam S Charles7,8,9,10.   

Abstract

Population recordings of calcium activity are a major source of insight into neural function. Large datasets require automated processing, but this can introduce errors that are difficult to detect. Here we show that popular time course-estimation algorithms often contain substantial misattribution errors affecting 10-20% of transients. Misattribution, in which fluorescence is ascribed to the wrong cell, arises when overlapping cells and processes are imperfectly defined or not identified. To diagnose misattribution, we develop metrics and visualization tools for evaluating large datasets. To correct time courses, we introduce a robust estimator that explicitly accounts for contaminating signals. In one hippocampal dataset, removing contamination reduced the number of place cells by 15%, and 19% of place fields shifted by over 10 cm. Our methods are compatible with other cell-finding techniques, empowering users to diagnose and correct a potentially widespread problem that could alter scientific conclusions.
© 2022. The Author(s), under exclusive licence to Springer Nature America, Inc.

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Year:  2022        PMID: 35347320     DOI: 10.1038/s41592-022-01422-5

Source DB:  PubMed          Journal:  Nat Methods        ISSN: 1548-7091            Impact factor:   28.547


  23 in total

1.  Functional clustering of neurons in motor cortex determined by cellular resolution imaging in awake behaving mice.

Authors:  Daniel A Dombeck; Michael S Graziano; David W Tank
Journal:  J Neurosci       Date:  2009-11-04       Impact factor: 6.167

2.  Two-photon laser scanning fluorescence microscopy.

Authors:  W Denk; J H Strickler; W W Webb
Journal:  Science       Date:  1990-04-06       Impact factor: 47.728

3.  CaImAn an open source tool for scalable calcium imaging data analysis.

Authors:  Andrea Giovannucci; Johannes Friedrich; Pat Gunn; Jérémie Kalfon; Brandon L Brown; Sue Ann Koay; Jiannis Taxidis; Farzaneh Najafi; Jeffrey L Gauthier; Pengcheng Zhou; Baljit S Khakh; David W Tank; Dmitri B Chklovskii; Eftychios A Pnevmatikakis
Journal:  Elife       Date:  2019-01-17       Impact factor: 8.140

4.  Fast calcium sensor proteins for monitoring neural activity.

Authors:  Aleksandra Badura; Xiaonan Richard Sun; Andrea Giovannucci; Laura A Lynch; Samuel S-H Wang
Journal:  Neurophotonics       Date:  2014-10       Impact factor: 3.593

5.  Imaging large-scale neural activity with cellular resolution in awake, mobile mice.

Authors:  Daniel A Dombeck; Anton N Khabbaz; Forrest Collman; Thomas L Adelman; David W Tank
Journal:  Neuron       Date:  2007-10-04       Impact factor: 17.173

6.  Transgenic mice for intersectional targeting of neural sensors and effectors with high specificity and performance.

Authors:  Linda Madisen; Aleena R Garner; Daisuke Shimaoka; Amy S Chuong; Nathan C Klapoetke; Lu Li; Alexander van der Bourg; Yusuke Niino; Ladan Egolf; Claudio Monetti; Hong Gu; Maya Mills; Adrian Cheng; Bosiljka Tasic; Thuc Nghi Nguyen; Susan M Sunkin; Andrea Benucci; Andras Nagy; Atsushi Miyawaki; Fritjof Helmchen; Ruth M Empson; Thomas Knöpfel; Edward S Boyden; R Clay Reid; Matteo Carandini; Hongkui Zeng
Journal:  Neuron       Date:  2015-03-04       Impact factor: 17.173

7.  Thy1-GCaMP6 transgenic mice for neuronal population imaging in vivo.

Authors:  Hod Dana; Tsai-Wen Chen; Amy Hu; Brenda C Shields; Caiying Guo; Loren L Looger; Douglas S Kim; Karel Svoboda
Journal:  PLoS One       Date:  2014-09-24       Impact factor: 3.240

8.  Volumetric two-photon imaging of neurons using stereoscopy (vTwINS).

Authors:  Alexander Song; Adam S Charles; Sue Ann Koay; Jeff L Gauthier; Stephan Y Thiberge; Jonathan W Pillow; David W Tank
Journal:  Nat Methods       Date:  2017-03-20       Impact factor: 28.547

9.  Automated analysis of cellular signals from large-scale calcium imaging data.

Authors:  Eran A Mukamel; Axel Nimmerjahn; Mark J Schnitzer
Journal:  Neuron       Date:  2009-09-24       Impact factor: 17.173

10.  Ultrasensitive fluorescent proteins for imaging neuronal activity.

Authors:  Tsai-Wen Chen; Trevor J Wardill; Yi Sun; Stefan R Pulver; Sabine L Renninger; Amy Baohan; Eric R Schreiter; Rex A Kerr; Michael B Orger; Vivek Jayaraman; Loren L Looger; Karel Svoboda; Douglas S Kim
Journal:  Nature       Date:  2013-07-18       Impact factor: 49.962

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  3 in total

1.  An Open-Source Real-Time Motion Correction Plug-In for Single-Photon Calcium Imaging of Head-Mounted Microscopy.

Authors:  Mingkang Li; Changhao Liu; Xin Cui; Hayoung Jung; Heecheon You; Linqing Feng; Shaomin Zhang
Journal:  Front Neural Circuits       Date:  2022-06-24       Impact factor: 3.342

2.  GraFT: Graph Filtered Temporal Dictionary Learning for Functional Neural Imaging.

Authors:  Adam S Charles; Nathan Cermak; Rifqi O Affan; Benjamin B Scott; Jackie Schiller; Gal Mishne
Journal:  IEEE Trans Image Process       Date:  2022-05-18       Impact factor: 11.041

Review 3.  Review of data processing of functional optical microscopy for neuroscience.

Authors:  Hadas Benisty; Alexander Song; Gal Mishne; Adam S Charles
Journal:  Neurophotonics       Date:  2022-08-04       Impact factor: 4.212

  3 in total

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