Related Experiment Video
Updated: May 5, 2026

A Proinflammatory, Degenerative Organ Culture Model to Simulate Early-Stage Intervertebral Disc Disease.
Published on: February 14, 2021
Identification and immune characteristics of N6-methyladenosine related ferroptosis-related genes in intervertebral
Zhen Che1, Ruibing Chen2, Ming Li3
1Experimental Orthopedics and Trauma Surgery, University Hospital RWTH Aachen, Pauwelsstraße 30, 52074, Aachen, Germany.
Abstract:
The damage of ferroptosis is related to the pathogenesis of intervertebral disc degeneration (IDD). N6-methyladenosine (m6A) modification accounts for more than 80% of RNA modifications in eukaryotic cells. However, the key role of m6A related ferroptosis-related genes (FRGs) in IDD remain explorable. Firstly, batch correction between datasets was performed. Weighted gene co-expression network analysis (WGCNA) was then conducted to acquire the most relevant module genes. Differentially expressed genes (DEGs) between the IDD and Normal Group were obtained by differential analysis subsequently. Next, according to the Pearson correlation and the intersection of m6A and FRGs related genes, m6A-FRGs related genes were selected. Additionally, we intersected module genes, DEGs and m6A-FRGs related genes to obtain DEGs of m6A-FRGs related module genes (m6A-FRGs-DEGs). Least absolute shrinkage and selection operator (LASSO) was applied to get HUBgenes. After, we conducted gene set enrichment analysis (GSEA) to gain function items and related pathways of HUBgenes. Single sample gene set enrichment analysis (ssGSEA) and wilcox.test were proceeded to analyse differences in relative abundance of immune cells between the IDD and Normal Groups, and a nomogram was constructed based on significantly different HUBgenes. The Comparative Toxicogenomics Database (CTDbase) was then applied to predict potential drugs or molecular compounds that could modulate HUBgenes. Last but not least, we performed the quantitative real-time fluorescence PCR (qRT-PCR) to verify HUBgenes. 181 m6A-FRGs-DEGs were acquired by the intersection of key module genes (from MEtan, MEsalmon, MEbrown and MEgreen), 362 DEGs and 15,678 m6A-FRGs related genes. Subsequent analysis showed that HUBgenes (ZNF595, PLXDC1, FNBP1L, KLRB1, NRCAM, PPCDC, C9orf139, SIGLEC17P, RRAS2 and DPRXP4) significantly participated in positive regulation of cytokine production, mitochondrial inner membrane and organellar ribosome. Besides, the relative abundance of neutrophils was found significantly different between IDD and normal groups. A nomogram was constructed based on ZNF595 and RRAS2, and there were 11 drugs targeted on ZNF595, while 118 drugs predicted based on RRAS2 such as Tetrachlorodibenzodioxin, Bisphenol A and Benzo(a)pyrene. Lastly, ZNF595 and RRAS2 were both obviously up-regulated in IDD according to the qRT-PCR. Our research suggested 10 HUBgenes were significantly associated with IDD, providing more evidence about the vital role of HUBgenes in IDD.
Insights
This study identifies ten key genes (HUBgenes) linked to intervertebral disc degeneration (IDD) by analyzing N6-methyladenosine (m6A) modification and ferroptosis-related genes (FRGs). ZNF595 and RRAS2 show significant upregulation in IDD, offering potential therapeutic targets.
Area of Science:
- Molecular Biology
- Genetics
- Biochemistry
Background:
- Ferroptosis plays a role in intervertebral disc degeneration (IDD).
- N6-methyladenosine (m6A) modification is a major RNA modification, but its role in IDD via ferroptosis-related genes (FRGs) is underexplored.
Purpose of the Study:
- To explore the key role of m6A-related ferroptosis-related genes (FRGs) in intervertebral disc degeneration (IDD).
- To identify hub genes (HUBgenes) associated with IDD pathogenesis.
- To investigate potential therapeutic targets for IDD.
Main Methods:
- Weighted gene co-expression network analysis (WGCNA) and differential gene expression analysis.
- Identification of m6A-FRGs related genes and intersection with differentially expressed genes (DEGs).
- Least absolute shrinkage and selection operator (LASSO) for HUBgene identification, followed by gene set enrichment analysis (GSEA), immune cell abundance analysis, nomogram construction, and qRT-PCR validation.
Main Results:
- 181 m6A-FRGs-DEGs were identified, leading to the selection of 10 HUBgenes (ZNF595, PLXDC1, FNBP1L, KLRB1, NRCAM, PPCDC, C9orf139, SIGLEC17P, RRAS2, and DPRXP4).
- HUBgenes are involved in cytokine production and mitochondrial processes. Neutrophil abundance differed significantly between IDD and normal groups.
- A nomogram based on ZNF595 and RRAS2 was constructed; ZNF595 and RRAS2 were validated as upregulated in IDD via qRT-PCR, with potential drug targets identified.
Conclusions:
- Ten HUBgenes are significantly associated with intervertebral disc degeneration (IDD).
- ZNF595 and RRAS2 are key upregulated genes in IDD, suggesting their vital role and potential as therapeutic targets.
- This research provides evidence for the involvement of m6A-FRGs in IDD pathogenesis.
More Related Videos
Related Concept Videos
Herniated Intervertebral Disc l: Introduction
Degenerative Disc Disease I: Introduction
Degenerative Disc Disease ll: Pathophysiology

