Evidence map›Paper›PMID 41505251›Full record

ArticleMagnetic resonance in medicine2026

Longitudinal Awake Mouse fMRI During Voluntary Locomotion Using Zero TE Imaging and a Novel Treadmill Training Protocol.

Lauren Daley, Wen-Ju Pan, Gopinath Kaundinya, Shella Keilholz

Abstract read
In one paragraph

Article in Magnetic resonance in medicine, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing 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

4 citing papers in PubMed.

  1. A silent leap in neuroimaging.Nature neuroscience · 2026
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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

4 authors.

Lauren DaleyBiomedical Engineering, Georgia Institute of Technology and Emory University, Atlanta, Georgia, USA.ORCID 0009-0009-5362-3045
Wen-Ju PanBiomedical Engineering, Georgia Institute of Technology and Emory University, Atlanta, Georgia, USA.
Gopinath KaundinyaRadiology and Imaging Sciences, Emory University, Atlanta, Georgia, USA.
Shella KeilholzBiomedical Engineering, Georgia Institute of Technology and Emory University, Atlanta, Georgia, USA.

Funding

Contribution of Ultra Low Frequency LFPs to Functional MRIR01NS078095 · NINDS · EMORY UNIVERSITY · PI KEILHOLZ, SHELLA D · 2012 to 2022
$3.4M
Impact of locus coeruleus-derived tau pathology in a rodent model of early Alzheimer's diseaseR01AG062581 · NIA · EMORY UNIVERSITY · PI KEILHOLZ, SHELLA D, WEINSHENKER, DAVID · 2020 to 2024
$2.3M
Antibiotic-mediated improvements in vigilance: mechanisms of action of clarithromycin in hypersomnia syndromesR01NS111280 · NINDS · EMORY UNIVERSITY · PI TROTTI, LYNN MARIE · 2019 to 2023
$2.2M
Spatiotemporal signatures of neural activity and neurophysiology in the BOLD signalR01MH111416 · NIMH · EMORY UNIVERSITY · PI KEILHOLZ, SHELLA D · 2016 to 2020
$1.9M
Crossing space and time: uncovering the nonlinear dynamics of multimodal and multiscale brain activityR01EB029857 · NIBIB · EMORY UNIVERSITY · PI KEILHOLZ, SHELLA D, STANLEY, GARRETT B. · 2020 to 2021
$1.3M
9.4T MRI Upgrade for Translational Neuroimaging ResearchS10OD028503 · OD · EMORY UNIVERSITY · PI KEILHOLZ, SHELLA D · 2021 to 2021
$900k
Examining the Effects of Suppression of Slow Rhythms on Resting State fMRIR21NS122013 · NINDS · EMORY UNIVERSITY · PI GOPINATH, KAUNDINYA SRINIVASAN, KEILHOLZ, SHELLA D · 2021 to 2021
$430k
NIA NIH HHS R01 AG062581NIBIB NIH HHS R01 EB029857NIH HHS R01 AG062581NIH HHS R01 EB029857NIH HHS R01 MH111416NIH HHS R01 NS078095NIH HHS R01 NS111280NIH HHS R21 NS122013NIH HHS S10 OD028503NIMH NIH HHS R01 MH111416NINDS NIH HHS R01 NS078095NINDS NIH HHS R01 NS111280NINDS NIH HHS R21 NS122013
6 · The paper itself

Abstract

purposeFunctional MRI (fMRI) in awake rodents presents countless valuable opportunities for researchers to probe questions that may not be accessible through anesthetized models, such as voluntary locomotion. The commonly used echo planar imaging (EPI) sequence is highly sensitive to motion that occurs even outside of the imaging plane. Recently, zero echo time sequences have been adopted for fMRI to address this challenge.

methodsThis study proposes a robust and reproducible protocol for longitudinal imaging of awake mice during spontaneous locomotion, using an implanted headpiece, incremental training, zero TE fMRI, reinforcement learning, and a custom treadmill module. Locomotion is known to have wide-ranging effects on brain activity and can alter neurovascular coupling, making it critical to understand this aspect of natural behavior.

resultsWe present results from 10 trained mice across three different fMRI scanning sessions, finding minimal head motion across scans (average framewise displacement matched anesthetized EPI (p > 0.05)), consistent resting-state functional connectivity across subjects and scans, and evidence of a minimal stress response at the group and individual level. We also demonstrate little difference on signal quality during locomotion and altered functional connectivity and spatiotemporal dynamics during locomotion compared to rest.

conclusionsThis work establishes a new benchmark for awake rodent fMRI, enabling the direct investigation of naturalistic behaviors like locomotion and their whole-brain correlates without the confounding effects of anesthesia or excessive restraint.

Indexed as

BrainBrain MappingExercise TestLocomotionMagnetic Resonance ImagingAnimalsMaleMiceMice, Inbred C57BLReproducibility of ResultsSensitivity and SpecificityWakefulness

Identifiers

PMID41505251
PMCPMC12962197

What OpenQuestion holds

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LicenceCC BY-NC-ND
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Registered trials

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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.