Evidence map›Paper›PMID 42051521›Full record

ArticleFrontiers in immunology2026

Exploring immune modulation in osteoarthritis: identifying key biomarkers and the role of PTPRC in regulating immune microenvironment for therapeutic intervention.

Zhengyao Zhang, Yilin Wang, Zhiwen Tan, Xiaohui Yu, Bo Liu

Abstract read
In one paragraph

Article in Frontiers in immunology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

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

5 authors.

Zhengyao Zhang *Women and Children's Hospital of Dalian University of Technology, Dalian, China.
Yilin Wang *Women and Children's Hospital of Dalian University of Technology, Dalian, China.
Zhiwen TanLeicester International Institute, Dalian University of Technology, Panjin, China.
Xiaohui YuWomen and Children's Hospital of Dalian University of Technology, Dalian, China.
Bo LiuWomen and Children's Hospital of Dalian University of Technology, Dalian, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Osteoarthritis (OA) is widely recognized as the most prevalent degenerative disorder affecting the joints, representing a major contributor to chronic pain and disability. Despite its high burden, the molecular mechanisms underlying OA pathogenesis remain poorly understood, particularly in the context of immune microenvironment modulation. This study explores the immune-related OA progression mechanisms and investigates potential biomarkers to aid diagnosis and therapeutic intervention. Methods: Gene expression data from the GEO database were analyzed, differentially expressed genes (DEGs) and OA-associated gene modules were identified using the LIMMA package in combination with weighted gene co-expression network analysis (WGCNA). Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) analyses were conducted on intersecting genes, which were analyzed using the protein-protein interaction network, XGBoost, and Random Forest, identifying core genes. Subsequently, immune cell infiltration was determined through immune cell infiltration analysis and single-cell sequencing analysis. Next, core genes were validated using Mendelian randomization (MR) and Western blotting (WB). Finally, Results: A total of 1,171 upregulated DEGs were identified. WGCNA analysis delineated 25 co-expression modules, and the turquoise module emerged as the most strongly related to OA. The PPI network, XGBoost, and Random Forest analysis pinpointed three hub genes: protein tyrosine phosphatase receptor type C (PTPRC), C-X3-C Motif Chemokine Receptor 1 (CX3CR1) and Integrin Subunit Beta 2 (ITGB2). Immune cell infiltration analysis indicates that these key genes exhibit significant associations with immune cells, while single-cell sequencing and GSEA enrichment analysis further suggested their involvement in inflammatory pathways and immune activation. Conclusions: This study identified three promising biomarkers in OA and certificated that PTPRC plays a pivotal role in alleviating OA progression through immunomodulation, offering a novel intervention pathway for tissue engineering combined with immunomodulatory therapy in OA.

Indexed as

Cellular MicroenvironmentImmunomodulationOsteoarthritisBiomarkersComputational BiologyGene Expression ProfilingGene Regulatory NetworksHumansProtein Interaction MapsBiomarkersbioinformaticsbiomarkersimmune microenvironmentnatural killer cellosteoarthritis

Identifiers

PMID42051521
PMCPMC13111039

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.