OSCR

Arterial stenosis and electrophysiological nerve dysfunction in type 2 diabetes: clinical evidence from GEE models and transcriptomic pathway analysis.

Overview

Authors: Xiu-qin Zhao1, Lei-jun Huang2, Kai Yao1, Wei-chen Zeng1, Heng-bing Zu1, Jun-feng Wu1, Jian-feng Zhang1
  1. Department of Neurology, Jinshan Hospital Affiliated to Fudan University, Shanghai, China
  2. Department of Echocardiography, Jinshan Hospital Affiliated to Fudan University, Shanghai, China
Journal: Frontiers in endocrinology, volume 17, article 1758863
Dates: received 2 December 2025; accepted 6 March 2026; published online 30 March 2026
Type: Research article · Language: English
License: CC BY
Identifiers: DOI 10.3389/fendo.2026.1758863 · PMID 41982778 · PMCID PMC13070828 · OpenAlex W7143366393
Open access: gold, a free copy (OpenAlex)
Status: code on request (how the code is found and verified)
Categories: genetics / omics (modality), other (modality), human (organism), other condition (population)
Methods: Statistics
Keywords: arterial stenosis, diabetic peripheral neuropathy, generalized estimating equations, hypoxia, lower-limb atherosclerosis, nerve conduction study, transcriptomics, type 2 diabetes
MeSH: Carotid Stenosis*, Diabetes Mellitus, Type 2*, Diabetic Neuropathies*, Transcriptome*, Aged, Cross-Sectional Studies, Female, Gene Expression Profiling, Humans, Male, Middle Aged, Nerve Conduction Studies, Neural Conduction, Retrospective Studies (* major topic)
Topic: Cerebrovascular and Carotid Artery Diseases (Cardiology and Cardiovascular Medicine, Medicine), according to OpenAlex
Citations: not cited yet (Europe PMC); 19 references in the paper

Abstract

Background: Diabetic peripheral neuropathy (DPN) is a common disabling complication of type 2 diabetes (T2D), yet the contribution of systemic arterial stenosis to electrophysiological nerve dysfunction remains incompletely characterized.

Objective: To examine whether carotid arterial stenosis (CASD) and lower-limb arterial stenosis (LWASD) are associated with multi-nerve conduction abnormalities in T2D, and to explore supportive molecular signatures using transcriptomic analysis.

Methods: In this retrospective cross-sectional study, 202 patients with T2D underwent bilateral carotid and lower-limb ultrasonography and standardized nerve conduction testing. Nerve dysfunction was quantified using 16 binary electrophysiological abnormality indicators. Generalized estimating equation (GEE) models estimated marginal associations between stenosis grades and nerve abnormality, adjusting for age and sex, with an expanded model additionally adjusting for HbA1c, LDL-cholesterol, and triglycerides to assess robustness to metabolic confounding. Patient-level abnormality burden was evaluated using a binomial model (abnormal indicators out of those assessed). Transcriptomic differential expression and pathway enrichment were performed using the public microarray dataset GSE95849 to provide supportive systemic molecular context.

Results: LWASD was significantly associated with increased odds of nerve conduction abnormality and remained robust after metabolic adjustment (OR ≈ 1.5 per grade increase, p< 0.001), whereas CASD showed weaker and non-significant associations in the primary nerve-level models. Nerve-specific analyses suggested stronger signals in distal lower-limb measures consistent with a length-dependent pattern. Transcriptomic analyses highlighted enrichment of pathways related to hypoxia responses, inflammatory signaling, mitochondrial dysfunction, and neuronal maintenance.

Conclusion: Lower-limb arterial stenosis is independently associated with a greater burden of electrophysiological nerve abnormalities in T2D beyond key metabolic parameters. Transcriptomic signatures support a vascular–hypoxic–inflammatory context consistent with mechanisms implicated in diabetic complications; however, causal direction cannot be inferred from cross-sectional data.

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

Code

The paper says that its authors' code is available on request: it was not published with the paper, so there is nothing to verify.

Tracing map

A tracing map links a paper to the code its authors published: this paper has none (its code is available on request), so it has no map.

Data

Datasets cited

Data availability statement

The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/Supplementary Material.

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, 7 authors, 8 keywords, 14 MeSH terms, 19 references.

Cite

This paper

Zhao, X.-q., Huang, L.-j., Yao, K., Zeng, W.-c., Zu, H.-b., Wu, J.-f., & Zhang, J.-f. (2026). Arterial stenosis and electrophysiological nerve dysfunction in type 2 diabetes: clinical evidence from GEE models and transcriptomic pathway analysis. Frontiers in endocrinology, 17, 1758863. https://doi.org/10.3389/fendo.2026.1758863

BibTeX

@article{zhao2026arterial,
author = {Zhao, Xiu-qin and Huang, Lei-jun and Yao, Kai and Zeng, Wei-chen and Zu, Heng-bing and Wu, Jun-feng and Zhang, Jian-feng},
title = {{Arterial stenosis and electrophysiological nerve dysfunction in type 2 diabetes: clinical evidence from GEE models and transcriptomic pathway analysis}},
journal = {Frontiers in endocrinology},
year = {2026},
month = mar,
volume = {17},
pages = {1758863},
publisher = {Frontiers Media SA},
issn = {1664-2392},
doi = {10.3389/fendo.2026.1758863},
url = {https://doi.org/10.3389/fendo.2026.1758863},
pmid = {41982778},
pmcid = {PMC13070828}
}

RIS

TY - JOUR
AU - Zhao, Xiu-qin
AU - Huang, Lei-jun
AU - Yao, Kai
AU - Zeng, Wei-chen
AU - Zu, Heng-bing
AU - Wu, Jun-feng
AU - Zhang, Jian-feng
TI - Arterial stenosis and electrophysiological nerve dysfunction in type 2 diabetes: clinical evidence from GEE models and transcriptomic pathway analysis
T2 - Frontiers in endocrinology
J2 - Front Endocrinol (Lausanne)
PY - 2026
DA - 2026/03/30
VL - 17
SP - 1758863
SN - 1664-2392
PB - Frontiers Media SA
DO - 10.3389/fendo.2026.1758863
UR - https://doi.org/10.3389/fendo.2026.1758863
LA - en
ER -

CSL-JSON

{
"id": "10.3389/fendo.2026.1758863",
"type": "article-journal",
"title": "Arterial stenosis and electrophysiological nerve dysfunction in type 2 diabetes: clinical evidence from GEE models and transcriptomic pathway analysis",
"container-title": "Frontiers in endocrinology",
"author": [
{
"family": "Zhao",
"given": "Xiu-qin"
},
{
"family": "Huang",
"given": "Lei-jun"
},
{
"family": "Yao",
"given": "Kai"
},
{
"family": "Zeng",
"given": "Wei-chen"
},
{
"family": "Zu",
"given": "Heng-bing"
},
{
"family": "Wu",
"given": "Jun-feng"
},
{
"family": "Zhang",
"given": "Jian-feng"
}
],
"container-title-short": "Front Endocrinol (Lausanne)",
"volume": "17",
"page": "1758863",
"DOI": "10.3389/fendo.2026.1758863",
"PMID": "41982778",
"PMCID": "PMC13070828",
"ISSN": "1664-2392",
"publisher": "Frontiers Media SA",
"URL": "https://doi.org/10.3389/fendo.2026.1758863",
"language": "en",
"issued": {
"date-parts": [
[
2026,
3,
30
]
]
}
}

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:10.1177/17448069261435315
Consensus co-expression analysis identifies a common set of co-expressed genes associated with diabetic peripheral neuropathy and chemotherapy-induced peripheral neuropathy.
Journal: Molecular pain
In common: genetics / omics, other condition, 2 references
[2] doi:10.1371/journal.pone.0306424
Single-cell transcriptome analysis reveals distinct cell populations in dorsal root ganglia and their potential roles in diabetic peripheral neuropathy.
Journal: PloS one
In common: genetics / omics, other condition, 1 reference
[3] doi:10.3389/fchem.2026.1739085
Inflammatory and neurotoxic risk of atorvastatin in diabetic peripheral neuropathy: TNF-centered evidence integrating network toxicology, scRNA-Seq, and cell validation.
Journal: Frontiers in chemistry
In common: genetics / omics, other condition, 1 reference
[4] doi:10.1038/s41467-025-59562-z
Dysregulated mast cell activation induced by diabetic milieu exacerbates the progression of diabetic peripheral neuropathy in mice.
Journal: Nature communications
In common: other condition, 1 reference
[5] doi:10.26508/lsa.202402791
Vascular dysfunction is at the onset of oxaliplatin-induced peripheral neuropathy symptoms in mice.
Journal: Life science alliance
In common: other condition, 1 reference
[6] doi:10.1038/s41598-026-48278-9
Biphasic modulation of large-fiber excitability accompanied by dynamic nerve-intrinsic immune activation following CFA-induced peripheral inflammation in mice.
Journal: Scientific reports
In common: genetics / omics, 1 reference
[7] doi:10.1038/s41597-025-06498-0
The ASPIRE Research Institute Dataset: Building a Foundation for Brain Health Research in the United Arab Emirates.
Journal: Scientific data
In common: 1 reference

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: code errors and mismatches between the code and the paper about this paper and its code, from readers and its authors, beside the paper and its tracing map.

Reproductions: reports from readers who ran the authors' code and did not get the paper's result, what they ran, with which environment, commit and data.

Activity: what happens around this paper: new versions of its record, its map's validation, discussions and reproductions. It opens with sign-in.