A crucial exosome-related gene pair ( AAMP and ABAT ) is associated with inflammatory cells in intervertebral disc degeneration
Identification of exosome-related genes (ERGs) and competing endogenous RNAs (ceRNAs) associated with intervertebral disc degeneration (IDD) may improve its diagnosis and reveal its underlying mechanisms. We downloaded 49 samples from Gene Expression Omnibus and identified candidate ERGs using diffe...
Gespeichert in:
Veröffentlicht in: | Frontiers in immunology 2023-04, Vol.14, p.1160801-1160801 |
---|---|
Hauptverfasser: | , , , , , , , , |
Format: | Artikel |
Sprache: | eng |
Schlagworte: | |
Online-Zugang: | Volltext |
Tags: |
Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
|
Zusammenfassung: | Identification of exosome-related genes (ERGs) and competing endogenous RNAs (ceRNAs) associated with intervertebral disc degeneration (IDD) may improve its diagnosis and reveal its underlying mechanisms. We downloaded 49 samples from Gene Expression Omnibus and identified candidate ERGs using differentially expressed ERGs (De-ERGs), exosome-related gene pairs (ERGPs), and machine learning algorithms [least absolute shrinkage and selection operator (LASSO) and support vector machine (SVM)]. Immune cell-related ERGs were selected
immune-infiltration analysis, and clinical values were assessed using receiver operating characteristic curves. Based on the De-ERGs, a ceRNA network comprising 1,512 links and 330 nodes was constructed and primarily related to signal transduction pathways, apoptosis-related biological processes, and multiple kinase-related molecular functions. In total, two crucial De-ERGs [angio-associated migratory cell protein (AAMP) and 4-aminobutyrate aminotransferase (ABAT)] were screened from results in De-ERGs, ERGPs, LASSO, and SVM. Increased
expression and decreased
expression were positively and negatively correlated with CD8
T cell infiltration, respectively.
/
was the only pair differentially expressed in IDD and correlated with CD8
T cell infiltration. Furthermore,
/
displayed higher accuracy in predicting IDD than individual genes. These results demonstrated the ERGP
/
as a robust signature for identifying IDD and associated with increased CD8
T cell infiltration, suggesting it as a promising IDD biomarker. |
---|---|
ISSN: | 1664-3224 1664-3224 |
DOI: | 10.3389/fimmu.2023.1160801 |