Evidence map›Paper›PMID 41889949›Full record

ArticlebioRxiv : the preprint server for biology2026

From Breath to Behavior: Respiratory Features Predict Visual Detection Performance.

Emily Skog, Deepa Issar, Madison Grigg, Samantha E Nelson, Jana M Kainerstorfer, Matthew A Smith

Abstract readPreprint
In one paragraph

Article in bioRxiv : the preprint server for biology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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.

Emily SkogBiomedical Engineering Department, Carnegie Mellon University, 5000 Forbes Avenue, Pittsburgh, PA 15213.ORCID 0000-0001-8324-848X
Deepa IssarBiomedical Engineering Department, Carnegie Mellon University, 5000 Forbes Avenue, Pittsburgh, PA 15213.ORCID 0000-0002-1378-2991
Madison GriggBiomedical Engineering Department, Carnegie Mellon University, 5000 Forbes Avenue, Pittsburgh, PA 15213.ORCID 0009-0004-7314-4408
Samantha E NelsonNeuroscience Institute, Carnegie Mellon University, 5000 Forbes Avenue, Pittsburgh, PA 15213.ORCID 0000-0003-3485-0292
Jana M KainerstorferBiomedical Engineering Department, Carnegie Mellon University, 5000 Forbes Avenue, Pittsburgh, PA 15213.ORCID 0000-0002-9481-8377
Matthew A SmithBiomedical Engineering Department, Carnegie Mellon University, 5000 Forbes Avenue, Pittsburgh, PA 15213.ORCID 0000-0003-1192-9942

Funding

Slow time scale fluctuations in neurons and behaviorR01MH128393 · NIMH · CARNEGIE-MELLON UNIVERSITY · PI MATTHEW A SMITH · 2022 to 2026
$2.2M
Integrative Training in Neural InterfacingT32EB029365 · NIBIB · CARNEGIE-MELLON UNIVERSITY · PI HE, BIN · 2021 to 2025
$1.0M
Internally and externally driven arousal changes in neural activity and hemodynamicsF30MH129056 · NIMH · CARNEGIE-MELLON UNIVERSITY · PI ISSAR, DEEPA · 2022 to 2025
$213k
NIBIB NIH HHS T32 EB029365NIMH NIH HHS F30 MH129056NIMH NIH HHS R01 MH128393
6 · The paper itself

Abstract

Breathing is a continuous bodily rhythm that not only sustains physiology but also shapes brain function and behavior. Here we investigated how respiration interacts with perceptual performance in nonhuman primates performing a visual detection task. Using continuous recordings, we extracted detailed features from each respiratory cycle including timing, duration, phase, depth, and volume, aligned to trial onset. Analyses revealed that timing-related features, such as inhalation onset and the respiration length, were the most reliable markers of trial outcome, whereas amplitude-based measures contributed less consistently. These findings demonstrate that the temporal structure of breathing, rather than its magnitude, plays a dominant role in shaping behavior on a moment-to-moment basis. By uncovering how fine-grained features of respiration align with perceptual success, our work highlights respiration as a strong correlate of cognition and highlights the value of feature-based approaches for linking interoceptive rhythms to behavior.

Indexed as

body-brain interactionsinteroceptionnon-human primateRespirationvisual perception

Identifiers

PMID41889949
PMCPMC13015306

What OpenQuestion holds

Textmetadata
LicenceCC BY
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.