Evidence map›Paper›PMID 39805933›Full record

ArticleScientific reports2025

Exploring the comorbidity mechanisms between atherosclerosis and hashimoto's thyroiditis based on microarray and single-cell sequencing analysis.

Yirong Ma, Shuguang Wu, Junyu Lai, Qiang Wan, Jingxuan Hu, Yanhong Liu, Ziyi Zhou, Jianguang Wu

Abstract read
In one paragraph

Article in Scientific reports, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

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3 · Its place in the literature

Who cites it

3 citing papers in PubMed.

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4 · The record

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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

8 authors.

Yirong MaDepartment of Postgraduate, Jiangxi University of Chinese Medicine, Nanchang, China.
Shuguang WuNeurology Department, Jiangxi Province Hospital of Integrated Chinese & Western Medicine, Nanchang, China.
Junyu LaiCardiology Department, Affiliated Hospital of Jiangxi University of Chinese Medicine, Nanchang, China.
Qiang WanCardiology Department, Affiliated Hospital of Jiangxi University of Chinese Medicine, Nanchang, China.
Jingxuan HuDepartment of Postgraduate, Jiangxi University of Chinese Medicine, Nanchang, China.
Yanhong LiuDepartment of Postgraduate, Jiangxi University of Chinese Medicine, Nanchang, China.
Ziyi ZhouDepartment of Postgraduate, Jiangxi University of Chinese Medicine, Nanchang, China.
Jianguang WuCardiology Department, Affiliated Hospital of Jiangxi University of Chinese Medicine, Nanchang, China. wujianguang2024@163.com.

Funding

Jiangxi Province Key Laboratory of Traditional Chinese Medicine for Cardiovascular Diseases 2024SSY06301NATCM's Project of High-level Construction of Key TCM Disciplines zyyzdxk-2023113National Natural Science Foundation of China 82374367
6 · The paper itself

Abstract

Atherosclerosis (AS) is a chronic vascular disease characterized by inflammation of the arterial wall and the formation of cholesterol plaques. Hashimoto's thyroiditis (HT) is an autoimmune disorder marked by chronic inflammation and destruction of thyroid tissue. Although previous studies have identified common risk factors between AS and HT, the specific etiology and pathogenic mechanisms underlying these associations remain unclear. We obtained relevant datasets for AS and HT from the Gene Expression Omnibus (GEO). By employing the Limma package, we pinpointed common differentially expressed genes (DEGs) and discerned co-expression modules linked to AS and HT via Weighted Gene Co-expression Network Analysis (WGCNA). We elucidated gene functions and regulatory networks across various biological scenarios through enrichment and pathway analysis using Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG). Core genes were identified using Cytoscape software and further validated with external datasets. We also conducted immune infiltration analysis on these core genes utilizing the CIBERSORT method. Lastly, Single-cell analysis was instrumental in uncovering common diagnostic markers. Based on differential analysis and WGCNA, we identified 119 candidate genes within the cohorts for AS and HT. KEGG and GO enrichment analyses indicate that these genes are significantly involved in antigen processing and presentation, along with various immune-inflammatory pathways. Two pivotal genes, PTPRC and TYROBP, were identified using five algorithms from the cytoHubba plugin. Validation through external datasets confirmed their substantial diagnostic value for AS and HT. Moreover, the results of Gene Set Enrichment Analysis (GSEA) indicated that these core genes are significantly enriched in various receptor interactions and signaling pathways. Immune infiltration analysis revealed a strong association of lymphocytes and macrophages with the pathogenesis of AS and HT. Single-cell analysis demonstrated predominant expression of the core genes in macrophages, monocytes, T cells and Common Myeloid Progenitor (CMP). This study proposes that an aberrant immune response might represent a shared pathogenic mechanism in AS and HT. The genes PTPRC and TYROBP are identified as critical potential biomarkers and therapeutic targets for these comorbid conditions. Furthermore, the core genes and their interactions with immune cells could serve as promising targets for future diagnostic and therapeutic strategies.

Indexed as

AtherosclerosisHashimoto DiseaseSingle-Cell AnalysisComorbidityGene Expression ProfilingGene OntologyGene Regulatory NetworksHumansAtherosclerosisBioinformaticsHashimoto’s thyroiditisImmune infiltration analysisMicroarray analysisSingle-cell sequencing analysis

Identifiers

PMID39805933
PMCPMC11730997

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