OSCR

Treadmill training induces sex-dependent changes in hippocampal epigenetic patterns and plaque-associated microglial morphology in aged TgF344 rats.

Overview

Authors: Adam J Schuller1, Megan R Hager1, Aidan M Briggs1, Savannah M Rocha1, Omar A Yanouri1, Emma J Smith1, Stephanie E Hall2, Luke B Montrose1, Ronald B Tjalkens1
  1. Department of Environmental and Radiologic Health Sciences, Colorado State University, Fort Collins, CO, United States
  2. Department of Anatomy and Physiology, Kansas State University, Manhattan, KS, United States
Institutions: Colorado State University (United States); Kansas State University (United States)
Journal: Frontiers in neuroscience, volume 20, article 1805957
Dates: received 6 February 2026; accepted 6 April 2026; published online 5 May 2026
Type: Research article · Language: English
License: CC BY
Identifiers: DOI 10.3389/fnins.2026.1805957 · PMID 42164431 · PMCID PMC13185687 · OpenAlex W7160265165
Open access: gold, a free copy (OpenAlex)
Status: data only
Categories: genetics / omics (modality), rat (organism), Alzheimer's / dementia (population), cellular / molecular (subfield)
Methods: Statistics, fMRI & imaging
Keywords: Alzheimer’s disease, DNA methylation, epigenetics, neuroinflammation, physical exercise
Topic: Neuroinflammation and Neurodegeneration Mechanisms (Neurology, Neuroscience), according to OpenAlex
Citations: not cited yet (Europe PMC); 75 references in the paper

Abstract

Alzheimer’s disease (AD) is the most prevalent neurodegenerative disorder world-wide, characterized by progressive neuroinflammation, aberrant protein accumulation, and neuronal loss associated with cognitive decline. Although our understanding of the molecular mechanisms underlying AD pathogenesis has greatly increased in recent years, there remain limited treatment strategies and no cures for this disorder. Because of this, efforts have shifted toward identifying modifiable lifestyle factors which may decrease risk of onset or slow AD progression. One such approach which has shown promise in modulating the disease course is physical exercise. However, sex-specific effects of implementing such activity strategies in aged individuals after the onset of disease are less well studied. We sought to address this knowledge gap by characterizing hippocampal histopathology and DNA modification profiles of aged TgF344-AD rats following progressive treadmill-training. Reduced-representation bisulfite sequencing indicated 94 genes associated with differentially modified cytosines (DMCs) in exercised females (239 differentially modified regions, 54.6% hypermodified) and 87 DMC-associated genes in exercised males (216 differentially modified regions, 50.4% hypermodified) with unique functional enrichment for overrepresented pathways and protein interactions relevant to glial activation and synaptic plasticity. Using quantitative high-throughput slide scanning fluorescence microscopy we additionally examined this brain region for AD-relevant changes including neuronal and microglial density, microglial morphology, and accumulation of pathologic protein. This analysis revealed female-specific reductions in NeuN+ and Iba1+ cells in treadmill-trained animals, as well as sex- and exercise-dependent changes in plaque-associated microglial reactivity state. Together, these findings reveal that age of onset, biologic sex, and duration of physical exertion may be important factors in modulating the pathologic progression of AD.

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

Code

The paper links to its data, not to its authors' code: see the Data section.

Tracing map

A tracing map links a paper to the code its authors published: this paper has none, so it has no map.

Data

Datasets cited

Data availability statement

The RRBS datasets analyzed in this study are publicly available in the Dryad Digital Repository at DOI: Dryad Digital Repository 10.5061/dryad.w0vt4b978 (https://doi.org/10.5061/dryad.w0vt4b978). These data can be accessed without restriction and were used in accordance with the repository’s terms of use.

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, 28 September 2026: the first record

Recorded: type, language, journal, volume, pages, dates, 9 authors, 5 keywords, 75 references.

Cite

This paper

Schuller, A. J., Hager, M. R., Briggs, A. M., Rocha, S. M., Yanouri, O. A., Smith, E. J., Hall, S. E., Montrose, L. B., & Tjalkens, R. B. (2026). Treadmill training induces sex-dependent changes in hippocampal epigenetic patterns and plaque-associated microglial morphology in aged TgF344 rats. Frontiers in neuroscience, 20, 1805957. https://doi.org/10.3389/fnins.2026.1805957

BibTeX

@article{schuller2026treadmill,
author = {Schuller, Adam J and Hager, Megan R and Briggs, Aidan M and Rocha, Savannah M and Yanouri, Omar A and Smith, Emma J and Hall, Stephanie E and Montrose, Luke B and Tjalkens, Ronald B},
title = {{Treadmill training induces sex-dependent changes in hippocampal epigenetic patterns and plaque-associated microglial morphology in aged TgF344 rats}},
journal = {Frontiers in neuroscience},
year = {2026},
month = may,
volume = {20},
pages = {1805957},
publisher = {Frontiers Media SA},
issn = {1662-4548},
doi = {10.3389/fnins.2026.1805957},
url = {https://doi.org/10.3389/fnins.2026.1805957},
pmid = {42164431},
pmcid = {PMC13185687}
}

RIS

TY - JOUR
AU - Schuller, Adam J
AU - Hager, Megan R
AU - Briggs, Aidan M
AU - Rocha, Savannah M
AU - Yanouri, Omar A
AU - Smith, Emma J
AU - Hall, Stephanie E
AU - Montrose, Luke B
AU - Tjalkens, Ronald B
TI - Treadmill training induces sex-dependent changes in hippocampal epigenetic patterns and plaque-associated microglial morphology in aged TgF344 rats
T2 - Frontiers in neuroscience
J2 - Front Neurosci
PY - 2026
DA - 2026/05/05
VL - 20
SP - 1805957
SN - 1662-4548
PB - Frontiers Media SA
DO - 10.3389/fnins.2026.1805957
UR - https://doi.org/10.3389/fnins.2026.1805957
LA - en
ER -

CSL-JSON

{
"id": "10.3389/fnins.2026.1805957",
"type": "article-journal",
"title": "Treadmill training induces sex-dependent changes in hippocampal epigenetic patterns and plaque-associated microglial morphology in aged TgF344 rats",
"container-title": "Frontiers in neuroscience",
"author": [
{
"family": "Schuller",
"given": "Adam J"
},
{
"family": "Hager",
"given": "Megan R"
},
{
"family": "Briggs",
"given": "Aidan M"
},
{
"family": "Rocha",
"given": "Savannah M"
},
{
"family": "Yanouri",
"given": "Omar A"
},
{
"family": "Smith",
"given": "Emma J"
},
{
"family": "Hall",
"given": "Stephanie E"
},
{
"family": "Montrose",
"given": "Luke B"
},
{
"family": "Tjalkens",
"given": "Ronald B"
}
],
"container-title-short": "Front Neurosci",
"volume": "20",
"page": "1805957",
"DOI": "10.3389/fnins.2026.1805957",
"PMID": "42164431",
"PMCID": "PMC13185687",
"ISSN": "1662-4548",
"publisher": "Frontiers Media SA",
"URL": "https://doi.org/10.3389/fnins.2026.1805957",
"language": "en",
"issued": {
"date-parts": [
[
2026,
5,
5
]
]
}
}

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/s41467-026-68864-9 [code]
Integrative epigenomic landscape of Alzheimer's Disease brains reveals oligodendrocyte molecular perturbations associated with tau.
Journal: Nature communications
In common: Alzheimer's / dementia, genetics / omics, cellular / molecular, 4 references
[2] doi:10.1126/sciadv.adz1686
Persistent microglial activation following neonatal CMV infection mediates neurodegeneration.
Journal: Science advances
In common: 4 references
[3] doi:10.1002/glia.70163
A Cross-Disease Microglial Transcriptional Program Characterizes Neurodegeneration and Highlights SPP1 as a Biomarker.
Journal: Glia
In common: Alzheimer's / dementia, genetics / omics, cellular / molecular, 3 references
[4] doi:10.1111/acel.70622
High Intrinsic Aerobic Capacity Is Associated With a Distinct Epigenetic and Signaling Profile in the Aged Rat Brain.
Journal: Aging cell
In common: rat, genetics / omics, cellular / molecular, 2 references
[5] doi:10.1007/s12035-026-06014-4
Hypothalamus Amyloid Levels Are Associated with Early Sex-Dependent Alterations in Peripheral Energy Homeostasis in TgF344-AD Rats.
Journal: Molecular neurobiology
In common: rat, Alzheimer's / dementia, cellular / molecular, 2 references
[6] doi:10.1186/s13024-026-00948-y
Dual orexin receptor antagonism with lemborexant enhances microglial clearance of β-amyloid in mice.
Journal: Molecular neurodegeneration
In common: Alzheimer's / dementia, genetics / omics, cellular / molecular, 2 references
[7] doi:10.1111/acel.70653
Distinct Transposable Element Transcript Patterns in Microglia Across Aging and Alzheimer's Disease.
Journal: Aging cell
In common: Alzheimer's / dementia, genetics / omics, cellular / molecular, 2 references
[8] doi:10.1186/s13073-026-01698-8 [code]
From aging to Alzheimer's disease: concordant brain DNA methylation changes in late life.
Journal: Genome medicine
In common: Alzheimer's / dementia, genetics / omics, 2 references
[9] doi:10.3389/fnins.2026.1852774 [code]
Spatial transcriptomics on an expanded dataset at the brain-electrode interface: exploration of variability and identification of novel biomarkers.
Journal: Frontiers in neuroscience
In common: rat, genetics / omics, 2 references
[10] doi:10.1038/s41467-026-71643-1 [code]
Pericytes are organ-specific regulators of tissue morphogenesis.
Journal: Nature communications
In common: cellular / molecular, 2 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.