Bioinformatics Prediction and Experimental Validation Identify a Novel Cuproptosis-Related Gene Signature in Human Synovial Inflammation during Osteoarthritis Progression

被引:35
作者
Wang, Wenjuan [1 ]
Chen, Ziyi [1 ]
Hua, Yinghui [1 ]
机构
[1] Fudan Univ, Huashan Hosp, Dept Sports Med, 12 Wulumuqi Zhong Rd, Shanghai 200040, Peoples R China
基金
国家重点研发计划; 中国国家自然科学基金;
关键词
cuproptosis; immune infiltration; osteoarthritis; COPPER; DATABASE;
D O I
10.3390/biom13010127
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
Osteoarthritis (OA) is the one of most common joint diseases worldwide. Cuproptosis, which had been discovered lately, is a novel form of cell death induced by copper. Our purpose is to study the relationship between cuproptosis-related genes (CRGs) and inflammatory microenvironments in patients with OA and identify characteristic cuproptosis-related biomarkers. First, the combinatory analysis of OA transcriptome data from five datasets identified differentially expressed CRGs associated with OA. Then, we applied single-sample gene set enrichment analysis (ssGSEA) to evaluate immune-cell infiltration and immune-function levels in OA patients and normal controls, respectively. Hub CRGs for OA were mined based on the random forest (RF) model, and a nomogram prediction model was constructed based on them. In total, four differentially expressed CRGs were identified through bioinformatics analysis and confirmed by RT-qPCR. FDX1 and LIPT1 were expressed at a high level in OA, while DBT and DLST were expressed higher in the normal group. In total, 10 CRGs were found to be significantly correlated with immune landscape. Four hub CRGs were subsequently obtained by the RF analysis as potential biomarkers for OA. We constructed an OA predictive model based on these four CRGs (DBT, DLST, FDX1, and LIPT1).
引用
收藏
页数:12
相关论文
共 34 条
[1]   J-Circos: an interactive Circos plotter [J].
An, Jiyuan ;
Lai, John ;
Sajjanhar, Atul ;
Batra, Jyotsna ;
Wang, Chenwei ;
Nelson, Colleen C. .
BIOINFORMATICS, 2015, 31 (09) :1463-1465
[2]   A Novel Cuproptosis-Related Prognostic Gene Signature and Validation of Differential Expression in Clear Cell Renal Cell Carcinoma [J].
Bian, Zilong ;
Fan, Rong ;
Xie, Lingmin .
GENES, 2022, 13 (05)
[3]   Spatiotemporal Dynamics of Intratumoral Immune Cells Reveal the Immune Landscape in Human Cancer [J].
Bindea, Gabriela ;
Mlecnik, Bernhard ;
Tosolini, Marie ;
Kirilovsky, Amos ;
Waldner, Maximilian ;
Obenauf, Anna C. ;
Angell, Helen ;
Fredriksen, Tessa ;
Lafontaine, Lucie ;
Berger, Anne ;
Bruneval, Patrick ;
Fridman, Wolf Herman ;
Becker, Christoph ;
Pages, Franck ;
Speicher, Michael R. ;
Trajanoski, Zlatko ;
Galon, Jerome .
IMMUNITY, 2013, 39 (04) :782-795
[4]   Random forests [J].
Breiman, L .
MACHINE LEARNING, 2001, 45 (01) :5-32
[5]   Cuproptosis: Cellular and molecular mechanisms underlying copper-induced cell death [J].
Cobine, Paul A. ;
Brady, Donita C. .
MOLECULAR CELL, 2022, 82 (10) :1786-1787
[6]  
Donahoe, 2012, Mol. Cell. Biochem., V23, P1
[7]   m6A Regulator-Mediated RNA Methylation Modification Patterns Regulate the Immune Microenvironment in Osteoarthritis [J].
Duan, Yang ;
Yu, Cheng ;
Yan, Meiping ;
Ouyang, Yuzhen ;
Ni, Songjia .
FRONTIERS IN GENETICS, 2022, 13
[8]  
Harrell FE, 2015, SPRINGER SER STAT, DOI 10.1007/978-3-319-19425-7
[9]   miRTarBase 2020: updates to the experimentally validated microRNA-target interaction database [J].
Huang, Hsi-Yuan ;
Lin, Yang-Chi-Dung ;
Li, Jing ;
Huang, Kai-Yao ;
Shrestha, Sirjana ;
Hong, Hsiao-Chin ;
Tang, Yun ;
Chen, Yi-Gang ;
Jin, Chen-Nan ;
Yu, Yuan ;
Xu, Jia-Tong ;
Li, Yue-Ming ;
Cai, Xiao-Xuan ;
Zhou, Zhen-Yu ;
Chen, Xiao-Hang ;
Pei, Yuan-Yuan ;
Hu, Liang ;
Su, Jin-Jiang ;
Cui, Shi-Dong ;
Wang, Fei ;
Xie, Yue-Yang ;
Ding, Si-Yuan ;
Luo, Meng-Fan ;
Chou, Chih-Hung ;
Chang, Nai-Wen ;
Chen, Kai-Wen ;
Cheng, Yu-Hsiang ;
Wan, Xin-Hong ;
Hsu, Wen-Lian ;
Lee, Tzong-Yi ;
Wei, Feng-Xiang ;
Huang, Hsien-Da .
NUCLEIC ACIDS RESEARCH, 2020, 48 (D1) :D148-D154
[10]   Osteoarthritis in 2020 and beyond: a Lancet Commission [J].
Hunter, David J. ;
March, Lyn ;
Chew, Mabel .
LANCET, 2020, 396 (10264) :1711-1712