Evidence map›Paper›PMID 40196451›Full record

ArticleJOR spine2025

Molecular Subtypes and Immune Microenvironment Characterization of the Annulus Fibrosus in Intervertebral Disc Degeneration: Insights From Translation Factor-Related Gene Analysis.

Sikuan Zheng, Xiaokun Zhao, Hui Wu, Xuhui Cuan, Xigao Cheng, Dingwen He

Abstract read
In one paragraph

Article in JOR spine, 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. Review
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

6 authors.

Sikuan ZhengDepartment of Orthopedics The Second Affiliated Hospital of Nanchang University Nanchang Jiangxi Province China.
Xiaokun ZhaoDepartment of Orthopedics The Second Affiliated Hospital of Nanchang University Nanchang Jiangxi Province China.
Hui WuDepartment of Orthopedics The Second Affiliated Hospital of Nanchang University Nanchang Jiangxi Province China.
Xuhui CuanDepartment of Orthopedics The Second Affiliated Hospital of Nanchang University Nanchang Jiangxi Province China.
Xigao ChengDepartment of Orthopedics The Second Affiliated Hospital of Nanchang University Nanchang Jiangxi Province China.
Dingwen HeDepartment of Orthopedics The Second Affiliated Hospital of Nanchang University Nanchang Jiangxi Province China.ORCID https://orcid.org/0009-0001-8322-2762

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Objective: This study aims to examine the role of translation factors (TF) in intervertebral disc degeneration (IVDD) and to evaluate their clinical relevance through unsupervised clustering methods. Methods: Gene expression data were retrieved from the GEO database, and the expression levels of translation factor-related genes (TFGs) were extracted for analysis. Results: Two distinct molecular clusters were identified based on the differential expression of nine significantly altered TFGs. Immune infiltration was notably higher in Cluster C2 compared to Cluster C1. Subsequently, two gene clusters were identified based on the differentially expressed genes between the clusters. A Sankey diagram illustrated a high degree of consistency between the molecular clusters and the gene clusters. Additionally, four machine learning models were developed and evaluated, with the SVM model being utilized to construct a nomogram for predicting the incidence of IVDD. Validation using external datasets and clinical samples confirmed the low expression of EEF2K, which was further analyzed in a pan-cancer context. Conclusion: The identification and comprehensive assessment of the two molecular clusters offer significant insights for the classification and treatment of individuals with IVDD.

Indexed as

annulus fibrosusimmune landscapeintervertebral disc degenerationmolecular subtypetranslation factors

Identifiers

PMID40196451
PMCPMC11974580

What OpenQuestion 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 OpenQuestion graph.