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

被引:0
|
作者
Deng, Ya-Jun [1 ]
Wang, Xin-Gang [1 ]
Li, Zhi [1 ]
Wang, Bo [1 ]
Li, Jie [1 ]
Ma, Jun [1 ]
Xue, Xiong [1 ]
Tian, Xin [1 ]
Liu, Quan-Cheng [1 ]
Liu, Jia-Yuan [1 ]
Zhang, Ying [1 ]
Yuan, Bin [1 ]
机构
[1] Yanan Univ, Xian Daxing Hosp, Dept Spine Surg, Xian, Peoples R China
基金
美国国家科学基金会;
关键词
intervertebral disc degeneration; senescence-related genes; immune infiltration; single-cell; risk score; PACKAGE;
D O I
10.3389/fmolb.2023.1296782
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Objectives: This study aims to identify the key senescence genes and potential regulatory mechanisms that contribute to the etiology of intervertebral disc degeneration (IDD). Method: We analyzed GSE34095 and GSE70362 datasets, identifying key senescence-related differentially expressed genes (DEGs) in IDD using lasso regression. Risk scores classified patients into high- and low-risk groups. We compared pathways, functions, and immune infiltration between these groups. Diagnostic ability was assessed using ROC curves and a nomogram predicted IDD incidence. In single-cell dataset GSE165722, we evaluated expression of key senescence-related DEGs. Results: We identified 12 key senescence-related DEGs distinguishing high- and low-risk IDD patients. Enrichment analysis revealed cellular stress response, apoptotic signaling pathway, and protein kinase activation differences. Immune cell analysis showed elevated eosinophils in low-risk group and increased effector memory CD8 T, central memory CD4 T, myeloid-derived suppressor, natural killer, monocyte, Type 1 T helper, plasmacytoid dendritic, and natural killer T cells in high-risk group. A nomogram using AUC >0.75 genes (CXCL8, MAP4K4, MINK1, and TNIK) predicted IDD incidence with good diagnostic power. High senescence scores were observed in neutrophils. Conclusion: Our diagnostic model, based on key senescence-related DEGs and immune cell infiltration, offers new insights into IDD pathogenesis and immunotherapy strategies.
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页数:18
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