Evidence map›Paper›PMID 41658427›Full record

ArticleInternational journal of clinical and experimental pathology2026

Integrated bioinformatic analysis of biomarkers, pathways, and immune cell infiltration in ossification of the ligamentum flavum.

Chuanhong Dou, Fengzhen Zhang, Wenhao Wang, Ruijie Liu, Shaobo Lu, Changliang Peng

Abstract read
In one paragraph

Article in International journal of clinical and experimental pathology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

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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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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

1 citing paper in PubMed.

  1. Integrative Transcriptomic Profiling Delineates LTBP4-Driven Fibroblast Reprogramming Across the Ossification Continuum of the Ligamentum Flavum.FASEB journal : official publication of the Federation of American Societies for Experimental Biology · 2026
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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

6 authors.

Chuanhong DouDepartment of Spinal Surgery, The Second Qilu Hospital of Shandong University Jinan, Shandong, China.
Fengzhen ZhangDepartment of Spinal Surgery, The Second Qilu Hospital of Shandong University Jinan, Shandong, China.
Wenhao WangDepartment of Spinal Surgery, The Second Qilu Hospital of Shandong University Jinan, Shandong, China.
Ruijie LiuDepartment of Spinal Surgery, The Second Qilu Hospital of Shandong University Jinan, Shandong, China.
Shaobo LuDepartment of Spinal Surgery, The Second Qilu Hospital of Shandong University Jinan, Shandong, China.
Changliang PengDepartment of Spinal Surgery, The Second Qilu Hospital of Shandong University Jinan, Shandong, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundOssification of the ligamentum flavum (OLF) represents a pathologic condition contributing to spinal stenosis. Its underlying molecular mechanisms have not been fully elucidated. The present study aimed to identify gene expression alterations and associated molecular pathways in OLF through comprehensive bioinformatic analysis.

methodsGene expression profiles from GSE113212 were analyzed to identify differentially expressed genes (DEGs) between OLF and non-OLF tissues. Functional enrichment was assessed by GO and KEGG analyses. A protein-protein interaction (PPI) network was constructed to screen hub genes, while immune cell infiltration was quantified using CIBERSORT. Gene Set Variation Analysis (GSVA) and Gene Set Enrichment Analysis (GSEA) were employed to explore pathway-level dysregulation.

resultsA total of 148 DEGs were identified, including 118 downregulated and 30 upregulated genes in OLF tissues compared to non-OLF controls. Functional analyses revealed significant enrichment in muscle contraction-related processes, immune responses, and cytokine-cytokine receptor interactions. FN1, EGFR, and ACTA1 were identified as key hub genes. GSEA highlighted the activation of epithelial-mesenchymal transition (EMT), glycolysis, and inflammatory responses pathways in OLF. Immune infiltration analysis demonstrated distinct alterations in dendritic cells, macrophages, and eosinophils, with hub genes exhibiting strong correlations with specific immune cell subsets.

conclusionThis study uncovered possible molecular mechanisms driving OLF, emphasizing the interplay between immune-related pathways and key fibrotic regulators (FN1, EGFR, and ACTA1). These findings offer novel insight into the immune microenvironment of OLF and suggest potential targets for therapeutic intervention.

Indexed as

bioinformatics analysisbiomarkerdifferentially expressed genesimmune cells infiltrationOssification of ligamentum flavum

Identifiers

PMID41658427
PMCPMC12877339

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