Evidence map›Paper›PMID 37679524›Full record

ArticleNature methods2023

FIOLA: an accelerated pipeline for fluorescence imaging online analysis.

Changjia Cai, Cynthia Dong, Johannes Friedrich, Marton Rozsa, Eftychios A Pnevmatikakis, Andrea Giovannucci

Abstract read
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In one paragraph

Article in Nature methods, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 10 papers.

0numbers the graph read from it
0cells of the map it votes in
10citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

10 citing papers in PubMed.

  1. Article
  2. Article
  3. Article
  4. Article
  5. Article
  6. Article
  7. Article
  8. Scanless two-photon voltage imaging.Nature communications · 2024
    Article
  9. Review
  10. Two-photon calcium imaging of neuronal activity.Nature reviews. Methods primers · 2022
    Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

6 authors.

Changjia Cai *Joint Department of Biomedical Engineering UNC/NCSU, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.ORCID http://orcid.org/0000-0002-1091-5365
Cynthia Dong *Joint Department of Biomedical Engineering UNC/NCSU, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.
Johannes FriedrichFlatiron Institute, Simons Foundation, New York, NY, USA.ORCID http://orcid.org/0000-0002-1321-5866
Marton RozsaJanelia Research Campus, Howard Hughes Medical Institute, Ashburn, VA, USA.
Eftychios A PnevmatikakisFlatiron Institute, Simons Foundation, New York, NY, USA.ORCID http://orcid.org/0000-0003-1509-6394
Andrea GiovannucciJoint Department of Biomedical Engineering UNC/NCSU, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA. andrea.giovannucci@gmail.com.ORCID http://orcid.org/0000-0002-7850-444X

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Optical microscopy methods such as calcium and voltage imaging enable fast activity readout of large neuronal populations using light. However, the lack of corresponding advances in online algorithms has slowed progress in retrieving information about neural activity during or shortly after an experiment. This gap not only prevents the execution of real-time closed-loop experiments, but also hampers fast experiment-analysis-theory turnover for high-throughput imaging modalities. Reliable extraction of neural activity from fluorescence imaging frames at speeds compatible with indicator dynamics and imaging modalities poses a challenge. We therefore developed FIOLA, a framework for fluorescence imaging online analysis that extracts neuronal activity from calcium and voltage imaging movies at speeds one order of magnitude faster than state-of-the-art methods. FIOLA exploits algorithms optimized for parallel processing on GPUs and CPUs. We demonstrate reliable and scalable performance of FIOLA on both simulated and real calcium and voltage imaging datasets. Finally, we present an online experimental scenario to provide guidance in setting FIOLA parameters and to highlight the trade-offs of our approach.

Indexed as

CalciumOptical ImagingAlgorithmsMicroscopyCalcium

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Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.