Evidence map›Paper›PMID 41133114›Full record

ArticleInternational journal of genomics2025

Identification of Core Senescence-Related Genes and Characterization of Comprehensive Immune Landscape in Intervertebral Disc Degeneration.

Qiang Xu, Zeshuang Lian, Aoting Wang, Ding Li, Ye Wang, Yu Guo, Jialin Qin, Junfang Wang, Songyun Zhao

Abstract read
In one paragraph

Article in International journal of genomics, 2025. 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

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

1 citing paper in PubMed.

  1. Article
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

9 authors.

Qiang XuWuxi Medical Center, Nanjing Medical University, Wuxi, Jiangsu Province, China, njmu.edu.cn.ORCID https://orcid.org/0009-0005-2926-2316
Zeshuang LianWuxi Medical Center, Nanjing Medical University, Wuxi, Jiangsu Province, China, njmu.edu.cn.
Aoting WangWuxi Medical Center, Nanjing Medical University, Wuxi, Jiangsu Province, China, njmu.edu.cn.
Ding LiWuxi Medical Center, Nanjing Medical University, Wuxi, Jiangsu Province, China, njmu.edu.cn.
Ye WangWuxi Medical Center, Nanjing Medical University, Wuxi, Jiangsu Province, China, njmu.edu.cn.
Yu GuoWuxi Medical Center, Nanjing Medical University, Wuxi, Jiangsu Province, China, njmu.edu.cn.
Jialin QinWuxi Medical Center, Nanjing Medical University, Wuxi, Jiangsu Province, China, njmu.edu.cn.
Junfang WangWuxi Medical Center, Nanjing Medical University, Wuxi, Jiangsu Province, China, njmu.edu.cn.ORCID https://orcid.org/0000-0002-8559-8114
Songyun ZhaoWuxi Medical Center, Nanjing Medical University, Wuxi, Jiangsu Province, China, njmu.edu.cn.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Intervertebral disc degeneration (IVDD) is a musculoskeletal degenerative disease closely associated with age and immunoreaction. However, the mechanism of senescence and immune infiltration landscape in IVDD is still unclear. Our study was aimed at investigating the pivotal senescence-related genes (SRGs) and immune cells involved in IVDD. Methods: We downloaded expression profiles by array from the GEO database and obtained 543 human SRGs from the Human Aging Genomic Resources (HAGR). Differentially expressed gene analysis, GO, KEGG, PPI network analysis, etc., were used to identify senescence-related differentially expressed genes (SRDEGs). We then used WGCNA and machine learning algorithms to explore hub genes and validated the reliability of the results in single-cell RNA sequencing (scRNA-seq) and cell models. Results: We identified a core senescence-associated differentially expressed gene, connective tissue growth factor (CTGF). RNA sequencing revealed significantly upregulated CTGF expression in the degenerative group, a finding consistently validated by both scRNA-seq and in vitro models. CTGF demonstrated promising diagnostic value for IVDD in risk prediction and clinical detection (AUC: 0.8361, 95% CI: 0.668-0.9953). Furthermore, we observed endothelial cells, smooth muscle cells, and erythrocytes within disc tissues, suggesting postdegenerative vascular invasion into the nucleus pulposus. Notably, immune cell infiltration, including B cells, T cells, plasma cells, and macrophages, was detected in both mildly and severely degenerated nucleus pulposus tissues, with a significantly higher abundance of immune cells in the mild degenerative group compared to severe cases. Conclusion: CTGF may play a pivotal role in IVDD, advancing our understanding of disease pathogenesis and demonstrating potential as a diagnostic and therapeutic target. Notably, reduced immune cell infiltration in severe IVDD may stem from either activation of intrinsic repair mechanisms or an immune-exhausted state. Investigating dynamic alterations in immune cell populations during IVDD progression could elucidate the critical role of immunity in disease pathogenesis and inform novel strategies for diagnosis and therapeutic intervention.

Indexed as

bioinformatics analysisimmune infiltrationintervertebral disc degenerationmachine learning algorithmssenescencesingle-cell RNA sequencing

Identifiers

PMID41133114
PMCPMC12541284

What Socratic holds

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Registered trials

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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 Socratic graph.