OSCR

<i>PDK4</i> as a metabolic biomarker of chronic hydrocephalus.

Overview

Authors: Robbie Clarke1, Payton Villers1, Chloe Bills1, Michaela Rice1, Madison Higgins1, Chan Lee2, Prabir Patra1, Peter HU Lee3,4, Abhay Moghekar5, Joon W Shim1
ORCID iDs: Joon W Shim
  1. Department of Biomedical and Electrical Engineering, Marshall University, Huntington, WV, United States
  2. Department of Anesthesiology, Perioperative, and Pain Medicine, Brigham and Women’s Hospital and Harvard Medical School, Boston, MA, United States
  3. Department of Cardiothoracic Surgery, Southcoast Health, Fall River, MA, United States
  4. Department of Pathology and Laboratory Medicine, Brown University, Providence, RI, United States
  5. Department of Neurology, Johns Hopkins School of Medicine, Baltimore, MD, United States
Institutions: Marshall University (United States); Brigham and Women's Hospital (United States); Harvard University (United States); Brown University (United States); SouthCoast Health (United States); Johns Hopkins University (United States); Johns Hopkins Medicine (United States)
Journal: Frontiers in genetics, volume 17, article 1780231
Dates: received 3 January 2026; accepted 2 March 2026; published online 19 March 2026
Type: Brief report · Language: English
License: CC BY
Identifiers: DOI 10.3389/fgene.2026.1780231 · PMID 41938620 · PMCID PMC13043410 · OpenAlex W7138900212
Open access: gold, a free copy (OpenAlex)
Status: data only
Categories: genetics / omics (modality), human (organism), other condition (population), clinical / translational (subfield)
Methods: Statistics, Smoothing, state filtering, decompositions, Machine learning, Spectral & time-frequency
Keywords: caudate nucleus (CN), hydrocephalus, PDK4, RNA biomarker, RNA-seq
Topic: Cerebrospinal fluid and hydrocephalus (Cellular and Molecular Neuroscience, Neuroscience), according to OpenAlex
Citations: not cited yet (Europe PMC); 95 references in the paper

Abstract

Background: Chronic hydrocephalus (CH) is a heterogeneous neurological disorder characterized by persistent ventricular enlargement and neurovascular dysfunction in the aging brain. Despite its clinical relevance, genetically anchored RNA biomarkers reflecting CH-associated metabolic and stress-related pathology remain poorly defined.

Methods: We performed bulk RNA sequencing of postmortem caudate nucleus tissue from individuals with CH and age-matched neurologically normal controls. Disease-associated transcriptional programs were identified using principal component analysis (PCA), unsupervised hierarchical clustering, and gene set enrichment analysis (GSEA). Key candidate transcripts were validated by RT-PCR. Comparative genomic analyses across mouse, rat, pig, and human genomes examined transcript length, chromosomal positioning, and nucleotide composition.

Results: PCA of the top 1,000 most variable transcripts demonstrated robust separation between CH and controls. Analysis of transcripts ranked 1,001–2,000 independently reproduced disease segregation, indicating distinct transcriptional programs. GSEA revealed significant enrichment of xenobiotic metabolism and oxidative stress pathways, with pyruvate dehydrogenase kinase 4 (PDK4) emerging as the top-ranked gene among ∼40,000 transcripts. RT-PCR confirmed robust PDK4 upregulation. Comparative genomics showed conserved transcript length but increased telomeric proximity and A+T content in humans.

Conclusion: PDK4: is identified as a prominent RNA marker of chronic hydrocephalus in the elderly, providing a neurogenomic foundation for future fluid-based RNA biomarker development.

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

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Data

Datasets cited

Data availability statement

The original contributions presented in the study are included in the article/Supplementary Material. Structured datasets supporting the findings of this study are available in the Supplementary Material. The primary RNA-seq dataset comparing “Control and CH specimens” is hosted at Harvard Dataverse (https://dataverse.harvard.edu/dataset.xhtml?persistentId=doi:10.7910/DVN/VUJR5O). Please note that PDK4-specific transcriptomic data has been excluded from the public repository in accordance with a pending Invention Disclosure (https://data.uspto.gov/patent-file-wrapper/search/details/PCTUS2532689/application-data?fbclid=IwY2xjawP_VldleHRuA2FlbQIxMABicmlkETFSZ0lTOVE4bWRsUzZVWDNYc3J0YwZhcHBfaWQQMjIyMDM5MTc4ODIwMDg5MgABHlgkXWB6Hu_dArs-FKmwc33jTsCJZhOVhlHRg0_rJ6NymQ-kA2JRRh3aoUUu_aem_WJWtGO). Raw or processed RNA-seq data for PDK4 are available from the corresponding author (JS) upon reasonable request and subject to a standard data-use agreement.

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, 30 September 2026: the first record

Recorded: type, language, journal, volume, pages, dates, 10 authors, 5 keywords, 3 funders, 95 references.

Cite

This paper

Clarke, R., Villers, P., Bills, C., Rice, M., Higgins, M., Lee, C., Patra, P., Lee, P. H., Moghekar, A., & Shim, J. W. (2026). <i>PDK4</i> as a metabolic biomarker of chronic hydrocephalus. Frontiers in genetics, 17, 1780231. https://doi.org/10.3389/fgene.2026.1780231

BibTeX

@article{clarke2026lt,
author = {Clarke, Robbie and Villers, Payton and Bills, Chloe and Rice, Michaela and Higgins, Madison and Lee, Chan and Patra, Prabir and Lee, Peter HU and Moghekar, Abhay and Shim, Joon W},
title = {{\<i\>PDK4\</i\> as a metabolic biomarker of chronic hydrocephalus}},
journal = {Frontiers in genetics},
year = {2026},
month = mar,
volume = {17},
pages = {1780231},
publisher = {Frontiers Media SA},
issn = {1664-8021},
doi = {10.3389/fgene.2026.1780231},
url = {https://doi.org/10.3389/fgene.2026.1780231},
pmid = {41938620},
pmcid = {PMC13043410}
}

RIS

TY - JOUR
AU - Clarke, Robbie
AU - Villers, Payton
AU - Bills, Chloe
AU - Rice, Michaela
AU - Higgins, Madison
AU - Lee, Chan
AU - Patra, Prabir
AU - Lee, Peter HU
AU - Moghekar, Abhay
AU - Shim, Joon W
TI - <i>PDK4</i> as a metabolic biomarker of chronic hydrocephalus
T2 - Frontiers in genetics
J2 - Front Genet
PY - 2026
DA - 2026/03/19
VL - 17
SP - 1780231
SN - 1664-8021
PB - Frontiers Media SA
DO - 10.3389/fgene.2026.1780231
UR - https://doi.org/10.3389/fgene.2026.1780231
LA - en
ER -

CSL-JSON

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