Evidence map›Paper›PMID 34963140›Full record

ArticleCerebral cortex (New York, N.Y. : 1991)2022

The eyes reflect an internal cognitive state hidden in the population activity of cortical neurons.

Richard Johnston, Adam C Snyder, Sanjeev B Khanna, Deepa Issar, Matthew A Smith

Open access · greenAbstract read
In one paragraph

Article in Cerebral cortex (New York, N.Y. : 1991), 2022. 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
1.5field-weighted citation impact, top 18% of its field
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, 14 citations in OpenAlex.

  1. Article
  2. Article
  3. Article
  4. Neural Dynamics in Extrastriate Cortex Underlying False Alarms.The Journal of neuroscience : the official journal of the Society for Neuroscience · 2025
    Article
  5. Pupillary Responses Reflect Dynamic Changes in Multiple Cognitive Factors During Associative Learning in Primates.The Journal of neuroscience : the official journal of the Society for Neuroscience · 2024
    Article
  6. Reply to van Ede: Pulling on the threads of microsaccades and attention: What's left?Proceedings of the National Academy of Sciences of the United States of America · 2023
    Article
  7. Article
  8. Microsaccades are directed toward the midpoint between targets in a variably cued attention task.Proceedings of the National Academy of Sciences of the United States of America · 2023
    Article
  9. Article
  10. 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 at 3 institutions in 1 country.

Richard JohnstonDepartment of Biomedical Engineering, Carnegie Mellon University, Pittsburgh, PA, 15213, USA.ORCID 0000-0002-1646-6919
Adam C SnyderDepartment of Brain and Cognitive Sciences, University of Rochester, Rochester, NY, 14627, USA.ORCID 0000-0003-1794-035X
Sanjeev B KhannaCenter for the Neural Basis of Cognition, Carnegie Mellon University, Pittsburgh, PA, 15213, USA.ORCID 0000-0002-5688-4170
Deepa IssarDepartment of Biomedical Engineering, Carnegie Mellon University, Pittsburgh, PA, 15213, USA.ORCID 0000-0002-1378-2991
Matthew A SmithDepartment of Biomedical Engineering, Carnegie Mellon University, Pittsburgh, PA, 15213, USA.ORCID 0000-0003-1192-9942
Center for the Neural Basis of Cognition · USUniversity of Pittsburgh · USUniversity of Rochester · US

Funding

Virus Production and Manipulation of Protein/Gene Expression ModuleP30EY008098 · NEI · UNIVERSITY OF PITTSBURGH AT PITTSBURGH · PI Marlene Behrmann · 1989 to 2026
$17.8M
Interdisciplinary Visual Sciences (IVS) Traininig ProgramT32EY017271 · NEI · UNIVERSITY OF PITTSBURGH AT PITTSBURGH · PI Marlene Behrmann, Paul R. Kinchington · 2008 to 2026
$3.6M
Slow time scale fluctuations in neurons and behaviorR01MH128393 · NIMH · CARNEGIE-MELLON UNIVERSITY · PI MATTHEW A SMITH · 2022 to 2026
$2.2M
CRCNS: Modulating Neural Population Interactions between Cortical AreasR01MH118929 · NIMH · CARNEGIE-MELLON UNIVERSITY · PI SMITH, MATTHEW A, YU, BYRON M. · 2018 to 2022
$1.7M
Dynamic population codes for perceptionR01EY029250 · NEI · CARNEGIE-MELLON UNIVERSITY · PI SMITH, MATTHEW A · 2020 to 2023
$1.3M
Neuronal population dynamics within and across cortical areasR01EB026953 · NIBIB · UNIVERSITY OF PITTSBURGH AT PITTSBURGH · PI DOIRON, BRENT D., SMITH, MATTHEW A · 2018 to 2020
$1.0M
CRCNS: Interhemispheric coordination for memory and actionR01NS147766 · NINDS · CARNEGIE-MELLON UNIVERSITY · PI Joseph Patrick Mayo, MATTHEW A SMITH · 2025 to 2026
$750k
High-dimensional analysis of selective visual attention mechanismsR00EY025768 · NEI · UNIVERSITY OF ROCHESTER · PI SNYDER, ADAM CHRISTOPHER · 2018 to 2020
$744k
Identifying selective visual attention mechanisms through high-dimensional analysis.K99EY025768 · NEI · CARNEGIE-MELLON UNIVERSITY · PI SNYDER, ADAM CHRISTOPHER · 2015 to 2016
$196k
NEI NIH HHS K99 EY025768NEI NIH HHS P30 EY008098NEI NIH HHS R00 EY025768NEI NIH HHS R01 EY029250NEI NIH HHS T32 EY017271NIMH NIH HHS R01 MH118929NIMH NIH HHS R01 MH128393NINDS NIH HHS R01 NS147766
6 · The paper itself

Abstract

Decades of research have shown that global brain states such as arousal can be indexed by measuring the properties of the eyes. The spiking responses of neurons throughout the brain have been associated with the pupil, small fixational saccades, and vigor in eye movements, but it has been difficult to isolate how internal states affect the eyes, and vice versa. While recording from populations of neurons in the visual and prefrontal cortex (PFC), we recently identified a latent dimension of neural activity called "slow drift," which appears to reflect a shift in a global brain state. Here, we asked if slow drift is correlated with the action of the eyes in distinct behavioral tasks. We recorded from visual cortex (V4) while monkeys performed a change detection task, and PFC, while they performed a memory-guided saccade task. In both tasks, slow drift was associated with the size of the pupil and the microsaccade rate, two external indicators of the internal state of the animal. These results show that metrics related to the action of the eyes are associated with a dominant and task-independent mode of neural activity that can be accessed in the population activity of neurons across the cortex.

Indexed as

SaccadesVisual CortexAnimalsCognitionNeuronsPupilmicrosaccadesneural population recordingsprefrontal cortexpupil sizevisual cortex

Identifiers

PMID34963140
PMCPMC9340396
OpenAlexW4200095441

What OpenQuestion holds

Textmetadata
Read underepoch 390

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.