Evidence map›Paper›PMID 42509475›Full record

ArticleNature methods2026

Spike inference from calcium imaging data acquired with GCaMP8 indicators.

Peter Rupprecht, Márton Rózsa, Xusheng Fang, Karel Svoboda, Fritjof Helmchen

Abstract read
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In one paragraph

Article in Nature methods, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 6 papers.

0numbers the graph read from it
0cells of the map it votes in
6citing 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

6 citing papers in PubMed.

  1. Article
  2. Article
  3. Distinct types of dendritic CaScience advances · 2026
    Article
  4. Intrinsic Diversity in Odor-Evoked Calcium Rises acrossThe Journal of neuroscience : the official journal of the Society for Neuroscience · 2026
    Article
  5. Article
  6. Light-field deep learning enables high-throughput, scattering-mitigated calcium imaging.Proceedings of the National Academy of Sciences of the United States of America · 2025
    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

5 authors.

Peter RupprechtLaboratory of Neural Circuit Dynamics, Brain Research Institute, University of Zurich, Zurich, Switzerland. rupprecht@hifo.uzh.ch.ORCID http://orcid.org/0000-0001-8235-8257
Márton RózsaJanelia Research Campus, Howard Hughes Medical Institute, Ashburn, VA, USA.
Xusheng FangLaboratory of Neural Circuit Dynamics, Brain Research Institute, University of Zurich, Zurich, Switzerland.ORCID http://orcid.org/0009-0009-9241-3315
Karel SvobodaJanelia Research Campus, Howard Hughes Medical Institute, Ashburn, VA, USA.ORCID http://orcid.org/0000-0002-6670-7362
Fritjof HelmchenLaboratory of Neural Circuit Dynamics, Brain Research Institute, University of Zurich, Zurich, Switzerland.ORCID http://orcid.org/0000-0002-8867-9569

Funding

Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung (Swiss National Science Foundation) PZ00P3_209114
6 · The paper itself

Abstract

Calcium imaging is a central method in neuroscience but it records neuronal activity only indirectly and thereby produces results that are difficult to interpret. Here we evaluate the GCaMP8 calcium indicator variants, together with methods to infer neuronal spiking, and thus interpret GCaMP8 recordings. We find that the linearity of GCaMP8 indicators enables accurate detection of both single action potentials and high-frequency spiking events. Ground-truth recordings from mouse neocortex show that the most linear variants GCaMP8s and GCaMP8m (but not GCaMP6, GCaMP7f or GCaMP8f) robustly detect isolated spikes in cortical pyramidal neurons. In addition, we fine-tune and benchmark algorithms for spike inference (CASCADE, OASIS and MLSpike) with data from all GCaMP8 variants for pyramidal neurons and interneurons, and we demonstrate how the fast rise time of GCaMP8 indicators enables real-time detection of neuronal activity. Overall, we provide tools and guidelines to optimally process GCaMP8 calcium signals and highlight the key role of linearity in interpreting calcium imaging data.

Identifiers

PMID42509475

What Socratic holds

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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 Socratic graph.