ArticleOxidative medicine and cellular longevity2022
Development of a Novel Inflammatory-Associated Gene Signature and Immune Infiltration Patterns in Intervertebral Disc Degeneration.
Article in Oxidative medicine and cellular longevity, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 19 papers.
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Who cites it
19 citing papers in PubMed, 36 citations in OpenAlex.
- Neuroregulatory Biomaterials for Intervertebral Disc Regeneration via Neuro-Disc Microenvironment Modulation.Research (Washington, D.C.) · 2026Review
- A diagnostic signatures for intervertebral disc degeneration using TNFAIP6 and COL6A2 based on single-cell RNA-seq and bulk RNA-seq analyses.Annals of medicine · 2025Article
- Construction of a novel 3-gene diagnostic signature related to senescence in intervertebral disc degeneration.European journal of medical research · 2025Article
- Integrating Bulk RNA and Single-Cell Sequencing Data Reveals Genes Related to Energy Metabolism and Efferocytosis in Lumbar Disc Herniation.Biomedicines · 2025Article
- Article
- The Significance of MAPK Signaling Pathway in the Diagnosis and Subtype Classification of Intervertebral Disc Degeneration.JOR spine · 2025Article
- Deciphering SPP1-related macrophage signaling in the pathogenesis of intervertebral disc degeneration.Cell biology and toxicology · 2025Article
- Senescence in Intervertebral Disc Degeneration: A Comprehensive Analysis Based on Bioinformatic Strategies.Immunity, inflammation and disease · 2024Article
- Article
- Significance of Oxidative Stress in the Diagnosis and Subtype Classification of Intervertebral Disc Degeneration.Biochemical genetics · 2024Article
- Investigating the characteristics of mild intervertebral disc degeneration at various age stages using single-cell genomics.Frontiers in cell and developmental biology · 2024Article
- GREM1, LRPPRC and SLC39A4 as potential biomarkers of intervertebral disc degeneration: a bioinformatics analysis based on multiple microarray and single-cell sequencing data.BMC musculoskeletal disorders · 2023Article
- Development and Degeneration of the Intervertebral Disc-Insights from Across Species.Veterinary sciences · 2023Review
- Mast Cell Involvement in the Pathogenesis of Selected Musculoskeletal Diseases.Life (Basel, Switzerland) · 2023Review
- Identifification and validation of ferroptosis signatures and immune infifiltration characteristics associated with intervertebral disc degeneration.Frontiers in genetics · 2023Article
- Comprehensive analysis of senescence-related genes and immune infiltration in intervertebral disc degeneration: a meta-data approach utilizing bulk and single-cell RNA sequencing data.Frontiers in molecular biosciences · 2023Article
- ANGPTL4 May Regulate the Crosstalk Between Intervertebral Disc Degeneration and Type 2 Diabetes Mellitus: A Combined Analysis of Bioinformatics and Rat Models.Journal of inflammation research · 2023Article
- Identification of novel gene signatures and immune cell infiltration in intervertebral disc degeneration using bioinformatics analysis.Frontiers in molecular biosciences · 2023Article
- Identification and validation of ferroptosis-related gene signature in intervertebral disc degeneration.Frontiers in endocrinology · 2023Article
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Authors and funding
5 authors at 2 institutions in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Background: Both inflammatory factors and immune response play important roles in the pathogenesis of intervertebral disc degeneration (IDD). However, a comprehensive analysis of interaction between inflammatory response-associated genes (IRGs) and immune microenvironment in patients with IDD remains lacking. Hence, the current research is aimed at investigating the correlations between IRG signatures and immune cells in the progression of IDD. Methods: The expression profiles (GSE27494 and GSE41883) and IRGs were downloaded from the Gene Expression Omnibus (GEO) database and Molecular Signature Database (MSigDB), respectively. Weighted gene coexpression network analysis (WGCNA) and differential expression analysis were used to identify the pivotal modules and common differentially expressed genes (DEGs) associated with IDD. Subsequently, we retrieved differentially expressed IRGs (DE-IRGs) by intersecting IRGs and DEGs for enrichment analysis. Next, LASSO regression analyses were performed to screen optimal marker genes for IDD prediction. Additionally, we validated differences DE-IRGs between IDD patients and controls in GSE150408. Finally, the infiltration alteration of immune cells was evaluated by the CIBERSORT, and the correlation between diagnostic markers and infiltrating immune cells was analyzed. Results: A total of 10 upregulated differentially expressed inflammatory genes were identified that were obviously related to progression of IDD. Functional analysis results revealed that DE-IRGs were mainly enriched in signaling pathways TNF, IL-17, NOD-like receptor, and NF-kappa B pathway. A five-gene signature that consisted of IL-1 Conclusions: We explored an association between inflammatory response-associated signature and immune infiltration in IDD and validated that IL-1
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