Identifification and validation of ferroptosis signatures and immune infifiltration characteristics associated with intervertebral disc degeneration

被引:9
作者
Zhang, Feng [1 ,2 ]
Cui, Di [3 ]
Wang, Kangkang [1 ,2 ]
Cheng, Huimin [3 ]
Zhai, Yunlei [1 ,2 ]
Jiao, Wei [1 ,2 ]
Wang, Zhaodong [4 ,5 ]
Cui, Xilong [1 ,2 ]
Yu, Haiyang [1 ,2 ]
机构
[1] Anhui Med Univ, Dept Orthoped, Fuyang Peoples Hosp, Fuyang, Anhui, Peoples R China
[2] Clin Res Ctr Spinal Deform Anhui Prov, Fuyang, Anhui, Peoples R China
[3] Fuyang Normal Univ, Med Sch, Fuyang, Anhui, Peoples R China
[4] Bengbu Med Coll, Anhui Prov Key Lab Tissue Transplantat, Bengbu, Anhui, Peoples R China
[5] Bengbu Med Coll, Dept Orthoped, Affiliated Hosp 1, Bengbu, Anhui, Peoples R China
关键词
intervertebral disc degeneration; ferroptosis; immune infifiltration; NOX4; ENPP2; MICROENVIRONMENT; INFILTRATION; CELLS;
D O I
10.3389/fgene.2023.1133615
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
Ferroptosis and immune infiltration play an important role in the pathogenesis of intervertebral disc degeneration (IDD). However, there is still a lack of comprehensive analysis on the interaction between ferroptosis-related genes (FRGs) and immune microenvironment in IDD patients. Therefore, this study aims to explore the correlation between FRGs characteristics and immune infiltration in the progression of IDD. The expression profiles (GSE56081 and GSE70362) and FRGs were downloaded from the comprehensive gene expression omnibus (GEO) and FerrDb database, respectively, and the differences were analyzed using R. The intersection of IDD related differential genes (DEGs) and FRGs was taken as differentially expressed FRGs (DE-FRGs) and GO and KEGG enrichment analysis was conducted. Then, we used least absolute shrinkage and selection operator (LASSO) regression algorithm and support vector machine (SVM) algorithm to screen feature genes and draw ROC curve judge the diagnostic value of key DE-FRGs. Then CIBERSORT algorithm is used to evaluate the infiltration of immune cells and analyze the correlation between key DE-FRGs and immune infiltration. Based on the analysis results, we conducted single gene GSEA analysis on key DE-FRGs. RT-PCR and immunohistochemistry further verified the clinical value of the results of biochemical analysis and screening. Seven key DE-FRGs were screened, including the upregulated genes NOX4 and PIR, and the downregulated genes TIMM9, ATF3, ENPP2, FADS2 and TFAP2A. Single gene GSEA analysis further elucidates the role of DE-FRGs in IDD associated with ferroptosis. Correlation analysis showed that seven key DE-FRGs were closely related to immune infiltration in the development of IDD. Finally, RT-PCR and immunohistochemical staining showed that NOX4, ENPP2, FADS2 and TFAP2A were statistically significant differences. In this study, we explored the connection between ferroptosis related characteristics and immune infiltration in IDD, and confirmed that NOX4, ENPP2, FADS2, and TFAP2A may become biomarkers and potential therapeutic targets for IDD.
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页数:15
相关论文
共 46 条
[1]   Epidemiological features of chronic low-back pain [J].
Andersson, GBJ .
LANCET, 1999, 354 (9178) :581-585
[2]   ENPP2 protects cardiomyocytes from erastin-induced ferroptosis [J].
Bai, Yu-Ting ;
Chang, Rong ;
Wang, Hua ;
Xiao, Feng-Jun ;
Ge, Ri-Li ;
Wang, Li-Sheng .
BIOCHEMICAL AND BIOPHYSICAL RESEARCH COMMUNICATIONS, 2018, 499 (01) :44-51
[3]   Structure and function of the ecto-nucleotide pyrophosphatase/phosphodiesterase (ENPP) family: Tidying up diversity [J].
Borza, Razvan ;
Salgado-Polo, Fernando ;
Moolenaar, Wouter H. ;
Perrakis, Anastassis .
JOURNAL OF BIOLOGICAL CHEMISTRY, 2022, 298 (02)
[4]   DEGENERATED HUMAN INTERVERTEBRAL DISCS CONTAIN AUTOANTIBODIES AGAINST EXTRACELLULAR MATRIX PROTEINS [J].
Capossela, S. ;
Schlafli, P. ;
Bertolo, A. ;
Janner, T. ;
Stadler, B. M. ;
Poetzel, T. ;
Baur, M. ;
Stoyanov, J. V. .
EUROPEAN CELLS & MATERIALS, 2014, 27 :251-263
[5]   Ferritin reduction is essential for cerebral ischemia-induced hippocampal neuronal death through p53/SLC7A11-mediated ferroptosis [J].
Chen, Wei ;
Jiang, Lingfei ;
Hu, Yueqiang ;
Tang, Nong ;
Liang, Ni ;
Li, Xing-Feng ;
Chen, Ye-Wen ;
Qin, Hongling ;
Wu, Lin .
BRAIN RESEARCH, 2021, 1752
[6]   Th17 lymphocyte levels are higher in patients with ruptured than non-ruptured lumbar discs, and are correlated with pain intensity [J].
Cheng, Lei ;
Fan, Weiqiang ;
Liu, Ben ;
Wang, Xuping ;
Nie, Lin .
INJURY-INTERNATIONAL JOURNAL OF THE CARE OF THE INJURED, 2013, 44 (12) :1805-1810
[7]   Global estimates of the need for rehabilitation based on the Global Burden of Disease study 2019: a systematic analysis for the Global Burden of Disease Study 2019 [J].
Cieza, Alarcos ;
Causey, Kate ;
Kamenov, Kaloyan ;
Hanson, Sarah Wulf ;
Chatterji, Somnath ;
Vos, Theo .
LANCET, 2020, 396 (10267) :2006-2017
[8]   Ferroptosis: An Iron-Dependent Form of Nonapoptotic Cell Death [J].
Dixon, Scott J. ;
Lemberg, Kathryn M. ;
Lamprecht, Michael R. ;
Skouta, Rachid ;
Zaitsev, Eleina M. ;
Gleason, Caroline E. ;
Patel, Darpan N. ;
Bauer, Andras J. ;
Cantley, Alexandra M. ;
Yang, Wan Seok ;
Morrison, Barclay, III ;
Stockwell, Brent R. .
CELL, 2012, 149 (05) :1060-1072
[9]   Oxygen-Sensing Nox4 Generates Genotoxic ROS to Induce Premature Senescence of Nucleus Pulposus Cells through MAPK and NF-κB Pathways [J].
Feng, Chencheng ;
Zhang, Yang ;
Yang, Minghui ;
Lan, Minghong ;
Liu, Huan ;
Huang, Bo ;
Zhou, Yue .
OXIDATIVE MEDICINE AND CELLULAR LONGEVITY, 2017, 2017
[10]   Disc cell senescence in intervertebral disc degeneration: Causes and molecular pathways [J].
Feng, Chencheng ;
Liu, Huan ;
Yang, Minghui ;
Zhang, Yang ;
Huang, Bo ;
Zhou, Yue .
CELL CYCLE, 2016, 15 (13) :1674-1684