OSCR

Brain-wide arousal signals are segregated from movement planning in the superior colliculus of the macaque.

Code ↔ Paper

The paper beside its authors' code: matches between them have not been computed for this paper yet.

Paper

Loaded from Europe PMC by your browser, not stored by OSCR: doi.org · Europe PMC

The paper is loaded when this pane is shown.

The authors' code

MATLAB · 25 lines · 1.2 KB · no license

  1. % Wrapper for using the network to classify waveforms with sample data.
  2. filename = 'sampleData.mat'; %filename that contains the variable "waveforms",
  3. % waveforms is an Nx52 array, where N is the number
  4. % of waveforms, and 52 is the number of samples in
  5. % each waveform.
  6. gamma = 0.2; %minimum P(spike) value for a waveform to be considered a spike
  7. netName = 'Issar_et_al_2020'; %name of network
  8. %the 4 outputs of the trained NASNet must
  9. %exist. For this example they would be
  10. %Issar_et_al_2020_w_hidden
  11. %Issar_et_al_2020_b_hidden
  12. %Issar_et_al_2020_w_output
  13. %Issar_et_al_2020_b_output
  14. slabel = runNASNet(filename,gamma,netName); %classify waveforms
  15. %plot a selection of the labeled waveforms
  16. load(filename);
  17. spikes = waveforms(logical(slabel),:);
  18. noise = waveforms(~logical(slabel),:);
  19. figure;
  20. h1=plot(noise(randi(size(noise,1),50),:)','k'); hold on;
  21. h2=plot(spikes(randi(size(spikes,1),50),:)','g');
  22. ylim([-500,500]); xlim([1,52]);
  23. ylabel('uV'); legend([h1(1),h2(1)],'noise','spike');

Issar_et_al_2020_wrapper.m at commit b2109e0, no license · at the source

Overview

Authors: Richard Johnston1,2,3, Matthew A Smith1,2,3
  1. Department of Biomedical Engineering, Carnegie Mellon University Pittsburgh United States
  2. Neuroscience Institute, Carnegie Mellon University Pittsburgh United States
  3. Center for the Neural Basis of Cognition, Carnegie Mellon University Pittsburgh United States
Institutions: Carnegie Mellon University (United States)
Journal: eLife, volume 13, article RP99278
Dates: published online 8 June 2026
Type: Research article · Language: English
License: CC BY
Identifiers: DOI 10.7554/elife.99278 · PMID 42258377 · PMCID PMC13246003 · OpenAlex W4401725592
Open access: gold, a free copy (OpenAlex)
Status: code verified
Categories: behavior only (modality), non-human primate (organism), systems (subfield)
Methods: Spectral & time-frequency, Smoothing, state filtering, decompositions, Connectivity, Single-unit activity, calcium imaging, Physiology & signal measures
Keywords: saccade, prefrontal cortex, neuronal population, variability, Rhesus macaque
MeSH: Arousal*, Saccades*, Superior Colliculi*, Action Potentials, Animals, Macaca mulatta, Male, Neurons (* major topic)
Journal subjects: Neuroscience
Topic: Visual perception and processing mechanisms (Cognitive Neuroscience, Neuroscience), according to OpenAlex
Funding: National Institutes of Health (R01EY029250, R01MH128393)
Citations: cited by 4 papers (Europe PMC); 109 references in the paper

Abstract

The superior colliculus (SC) is traditionally considered a brain region that functions as an interface between processing visual inputs and generating eye movement outputs. Although its role as a primary reflex center is thought to be conserved across vertebrate species, evidence suggests that the SC has evolved to support higher-order cognitive functions, including spatial attention. When it comes to oculomotor areas, such as the SC, it is critical that high precision fixation and eye movements are maintained even in the presence of signals related to ongoing changes in cognition and brain state, both of which have the potential to interfere with eye position encoding and movement generation. In this study, we recorded spiking responses of neuronal populations in the SC while two rhesus macaque monkeys performed a memory-guided saccade task and found that the activity of some of the neurons fluctuated over tens of minutes. By leveraging the statistical power afforded by high-dimensional neuronal recordings, we were able to identify a low-dimensional pattern of activity that was correlated with pupil size and simultaneously recorded data in the prefrontal cortex (PFC), consistent with slow changes in the monkeys’ arousal levels while they were performing the task. Importantly, we found that the spiking responses of deep-layer SC neurons were less correlated with this brain-wide arousal signal, and that neural activity associated with changes in pupil size and saccade tuning did not overlap in population activity space with movement initiation signals. Taken together, these findings provide a framework for understanding how signals related to cognition and arousal can be embedded in the population activity of oculomotor structures without compromising the fidelity of the motor output.

Reproduced under the paper's license (CC BY), from the paper cited above.

Repository

Its files are read in the Code ↔ Paper reader above.

SmithLabNeuro/nasnet

License: none: the authors keep all their rights
State: the link answers, verified on 27 September 2026
Evidence: files inventoried
Commit: b2109e0cbc7194b298aaabb4a2acfda45ba14aa2, 25 June 2026
Languages: MATLAB (19), Python (1)
Size: 45 files, 20 scripts
Software Heritage: not archived
Found in: the text, “Waveform classification”
Holds: README
Not found: license file, CITATION.cff, environment file, tests, continuous integration, documentation
Tools: h5py (1 file), Keras (1 file), NumPy (1 file), TensorFlow (1 file)
Availability: 1 check, the latest on 27 September 2026: the link answers
  • 27 September 2026: the link answers
21 files

The paper's code and data availability statement is in the Data section.

Tracing map

Proposed by the machine: these links were found in the paper and verified at the source, without human review. The map will receive a Zenodo DOI once one of the paper's authors has validated it with their ORCID.

What the map holds:

  • 1 repository of the authors' code, each at its verified commit, with its license and how the link was found in the paper;
  • 20 scripts, each with its path and the digest of its content;
  • no match between paragraphs and code yet;
  • neither the text of the paper nor the code itself.

Its JSON (tracing-map.json) is deposited on Zenodo with its DOI once the map is validated.

Data

No dataset and no data link were found in the paper.

Data availability

The data for this manuscript are available at https://doi.org/10.1184/R1/32300970. The software used to automatically sort waveforms as spikes or noise was developed in our laboratory and is available at https://github.com/SmithLabNeuro/nasnet, SmithLabNeuro, 2025.

The following dataset was generated:

JohnstonR SmithMA 2026Data from "Brain-wide arousal signals are segregated from movement planning in the superior colliculus"Carnegie Mellon University10.1184/R1/3230097042258377

Reproduced under the paper's license (CC BY), from the paper cited above.

Versions

The history of this record: each version stored by the harvester or made by a correction of its authors or of the maintainers of its code, and what changed in its facts. The texts of the paper (its abstract, its availability statements) are not part of it; versions that changed only those are not listed.

Version 1, 27 September 2026: the first record

Recorded: type, language, journal, volume, pages, dates, 2 authors, 5 keywords, 8 MeSH terms, 1 funder, 107 references.

Cite

This paper

Johnston, R., & Smith, M. A. (2026). Brain-wide arousal signals are segregated from movement planning in the superior colliculus of the macaque. eLife, 13, RP99278. https://doi.org/10.7554/elife.99278

BibTeX

@article{johnston2026brain,
author = {Johnston, Richard and Smith, Matthew A},
title = {{Brain-wide arousal signals are segregated from movement planning in the superior colliculus of the macaque}},
journal = {eLife},
year = {2026},
month = jun,
volume = {13},
pages = {RP99278},
publisher = {eLife Sciences Publications, Ltd},
issn = {2050-084X},
doi = {10.7554/elife.99278},
url = {https://doi.org/10.7554/elife.99278},
pmid = {42258377},
pmcid = {PMC13246003}
}

RIS

TY - JOUR
AU - Johnston, Richard
AU - Smith, Matthew A
TI - Brain-wide arousal signals are segregated from movement planning in the superior colliculus of the macaque
T2 - eLife
J2 - Elife
PY - 2026
DA - 2026/06/08
VL - 13
SP - RP99278
SN - 2050-084X
PB - eLife Sciences Publications, Ltd
DO - 10.7554/elife.99278
UR - https://doi.org/10.7554/elife.99278
LA - en
ER -

CSL-JSON

{
"id": "10.7554/elife.99278",
"type": "article-journal",
"title": "Brain-wide arousal signals are segregated from movement planning in the superior colliculus of the macaque",
"container-title": "eLife",
"author": [
{
"family": "Johnston",
"given": "Richard"
},
{
"family": "Smith",
"given": "Matthew A"
}
],
"container-title-short": "Elife",
"volume": "13",
"page": "RP99278",
"DOI": "10.7554/elife.99278",
"PMID": "42258377",
"PMCID": "PMC13246003",
"ISSN": "2050-084X",
"publisher": "eLife Sciences Publications, Ltd",
"URL": "https://doi.org/10.7554/elife.99278",
"language": "en",
"issued": {
"date-parts": [
[
2026,
6,
8
]
]
}
}

The tracing map gets a citation of its own once an author has validated it and it has a DOI.

Similar papers

The papers with a page that share the most with this one: the tools found in their code, their categories, datasets, cited references and authors, the rarest counting most.

[1] doi:10.1038/s42003-026-10036-y
Drifting population dynamics with transient resets characterize sensorimotor transformation in the monkey superior colliculus.
Journal: Communications biology
In common: behavior only, non-human primate, systems, 14 references
[2] doi:10.1038/s41467-026-71725-0 [code]
Interactions across hemispheres in prefrontal cortex reflect global cognitive processing.
Journal: Nature communications
In common: NumPy, non-human primate, 11 references, author Matthew A Smith
[3] doi:10.1038/s41467-026-72340-9 [code]
Evolutionarily old brainstem neurons are required for the control of selective spatial attention.
Journal: Nature communications
In common: 8 references
[4] doi:10.1016/j.isci.2026.116043 [code]
Trial-by-trial covariation of pupil dilation, microsaccades, and visual evoked potentials during saliency processing.
Journal: iScience
In common: 8 references
[5] doi:10.1371/journal.pone.0355165 [code]
Pupillary dynamics during hands-off L2 driving and transitions of control under high cognitive load.
Journal: PloS one
In common: 9 references
[6] doi:10.1038/s41467-026-74818-y [code]
Stable readout of visual representations mediates flexible generalization.
Journal: Nature communications
In common: NumPy, behavior only, non-human primate, 6 references
[7] doi:10.1038/s41467-026-75705-2 [code]
Redundant prefrontal hemispheres adapt storage strategy to working memory demands.
Journal: Nature communications
In common: h5py, NumPy, non-human primate, 2 references, author Matthew A Smith
[8] doi:10.1371/journal.pbio.3003915 [code]
Noise-invariant representations of sound emerge along the canonical cortical hierarchy.
Journal: PLoS biology
In common: h5py, NumPy, 6 references
[9] doi:10.1038/s41467-026-72057-9 [code]
Sex-specific behavioral feedback modulates sensorimotor processing and drives flexible social behavior.
Journal: Nature communications
In common: Keras, TensorFlow, h5py, 1 other tool, systems, 3 references
[10] doi:10.1126/sciadv.adz6495
Pupil-linked arousal heterogeneously modulates cell-type-specific sensory processing.
Journal: Science advances
In common: systems, 7 references

Contribute

The authors of this paper can claim it, correct its record and validate its tracing map, and the maintainers of its code (its owner, or a public member of its organization) correct what it says of their repository; anyone signed in can ask for its removal. Every request goes to OSCR's own machine, which answers it; your account page follows them.

Sign in with ORCID to claim this paper as one of its authors, correct its record or validate its tracing map: when the paper's metadata lists your ORCID iD, you are recognized at once. Maintainers of its code: sign in with GitHub, then claim the repository on your account page.

Request its removal

To ask OSCR to remove this record, the copies of its authors' scripts or its tracing map, use the removal request page: signed in, you say who you are, what to remove and why, then review and confirm the request. Published rules decide every request (how).

Discussion, reproductions, activity

Discussion: questions and error reports about this paper and its code, from signed-in readers and its authors. It opens with sign-in.

Reproductions: reports from readers who ran the authors' code: what they reproduced, with which environment, commit and data. It opens with sign-in.

Activity: what happens around this paper: new versions of its record, its map's validation, discussions and reproductions. It opens with sign-in.