Evidence map›Paper›PMID 38187528›Full record

ArticlebioRxiv : the preprint server for biology2025

Arousal as a universal embedding for spatiotemporal brain dynamics.

Ryan V Raut, Zachary P Rosenthal, Xiaodan Wang, Hanyang Miao, Zhanqi Zhang, Jin-Moo Lee, Marcus E Raichle, Adam Q Bauer, Steven L Brunton, Bingni W Brunton and 1 more

Open access · greenAbstract readPreprint
In one paragraph

Article in bioRxiv : the preprint server for biology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed, 21 citations in OpenAlex.

  1. Article
  2. Article
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

11 authors at 5 institutions in 1 country.

Ryan V RautAllen Institute, Seattle, WA, USA.ORCID 0000-0002-8761-1431
Zachary P RosenthalDepartment of Psychiatry, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA.ORCID 0000-0001-8787-0858
Xiaodan WangMallinckrodt Institute of Radiology, Washington University in St. Louis, St. Louis, MO, USA.
Hanyang MiaoDepartment of Neurology, Washington University in St. Louis, St. Louis, MO, USA.
Zhanqi ZhangDepartment of Computer Science & Engineering, University of California San Diego, La Jolla, CA, USA.
Jin-Moo LeeDepartment of Neurology, Washington University in St. Louis, St. Louis, MO, USA.
Marcus E RaichleMallinckrodt Institute of Radiology, Washington University in St. Louis, St. Louis, MO, USA.
Adam Q BauerMallinckrodt Institute of Radiology, Washington University in St. Louis, St. Louis, MO, USA.
Steven L BruntonDepartment of Mechanical Engineering, University of Washington, Seattle, WA, USA.ORCID 0000-0002-4831-3466
Bingni W BruntonDepartment of Biology, University of Washington, Seattle, WA, USA.
J Nathan KutzDepartment of Applied Mathematics, University of Washington, Seattle, WA, USA.
Washington University in St. Louis · USUniversity of Washington · USUniversity of California San Diego · USUniversity of Pennsylvania · USUniversity of Washington Applied Physics Laboratory · US

Funding

Plasticizing the Cortex to Enhance Stroke RecoveryR37NS110699 · NINDS · WASHINGTON UNIVERSITY · PI LEE, JIN-MOO · 2019 to 2025
$3.5M
Targeting TFEB To Microglia and Monocytes to Enhance Amyloid DegradationR01NS094692 · NINDS · WASHINGTON UNIVERSITY · PI DIWAN, ABHINAV, LEE, JIN-MOO · 2017 to 2021
$2.4M
INFLUENCE OF INTERHEMISPHERIC CONNECTIVITY ON RECOVERY AFTER FOCAL ISCHEMIAR01NS084028 · NINDS · WASHINGTON UNIVERSITY · PI LEE, JIN-MOO · 2013 to 2017
$2.2M
OPTOGENETIC MAPPING OF CELL SPECIFIC CONNECTIONS IN THE MOUSE BRAIN AFTER STROKER01NS102870 · NINDS · WASHINGTON UNIVERSITY · PI BAUER, ADAM Q · 2018 to 2022
$2.1M
Determining the efficacy of therapeutic interventions after stroke from cell specific functional connectomesR01NS126326 · NINDS · WASHINGTON UNIVERSITY · PI ADAM Q BAUER · 2023 to 2026
$1.8M
Educating Physician Scientists in Psychiatry (EPSP): Firing up the next generation of translational and clinical neuroscientistsR25MH119043 · NIMH · UNIVERSITY OF PENNSYLVANIA · PI Mariella De Biasi, MATTHEW S KAYSER · 2019 to 2026
$1.6M
The Role of Parvalbumin Interneurons in Cortical Plasticity and Recovery After StrokeF31NS103275 · NINDS · WASHINGTON UNIVERSITY · PI ROSENTHAL, ZACHARY POLLACK · 2017 to 2018
$61k
NIMH NIH HHS R25 MH119043NINDS NIH HHS F31 NS103275NINDS NIH HHS R01 NS084028NINDS NIH HHS R01 NS094692NINDS NIH HHS R01 NS102870NINDS NIH HHS R01 NS126326NINDS NIH HHS R37 NS110699
6 · The paper itself

Abstract

Neural activity in awake organisms shows widespread and spatiotemporally diverse correlations with behavioral and physiological measurements. We propose that this covariation reflects in part the dynamics of a unified, multidimensional arousal-related process that regulates brain-wide physiology on the timescale of seconds. By framing this interpretation within dynamical systems theory, we arrive at a surprising prediction: that a single, scalar measurement of arousal (e.g., pupil diameter) should suffice to reconstruct the continuous evolution of multidimensional, spatiotemporal measurements of large-scale brain physiology. To test this hypothesis, we perform multimodal, cortex-wide optical imaging and behavioral monitoring in awake mice. We demonstrate that spatiotemporal measurements of neuronal calcium, metabolism, and brain blood-oxygen can be accurately and parsimoniously modeled from a low-dimensional state-space reconstructed from the time history of pupil diameter. Extending this framework to behavioral and electrophysiological measurements from the Allen Brain Observatory, we demonstrate the ability to integrate diverse experimental data into a unified generative model via mappings from an intrinsic arousal manifold. Our results support the hypothesis that spontaneous, spatially structured fluctuations in brain-wide physiology-widely interpreted to reflect regionally-specific neural communication-are in large part reflections of an arousal-related process. This enriched view of arousal dynamics has broad implications for interpreting observations of brain, body, and behavior as measured across modalities, contexts, and scales.

Identifiers

PMID38187528
PMCPMC10769245
OpenAlexW4388537667

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC
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.