A Novel Cuproptosis-Related Prognostic Gene Signature and Validation of Differential Expression in Clear Cell Renal Cell Carcinoma

被引:238
作者
Bian, Zilong [1 ]
Fan, Rong [1 ]
Xie, Lingmin [2 ]
机构
[1] Zhejiang Univ, Sch Med, Sch Publ Hlth, Dept Big Data Hlth Sci, Hangzhou 310058, Peoples R China
[2] Zhejiang Univ, Sch Med, Affiliated Sir Run Run Shaw Hosp, Dept Surg Oncol, Hangzhou 310016, Peoples R China
关键词
cuproptosis; ccRCC; overall survival; progression-free survival; cell death; PROGRESSION-FREE SURVIVAL; DEATH; INHIBITION; POINT;
D O I
10.3390/genes13050851
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
Clear cell renal cell carcinoma (ccRCC) is the most prevalent subtype of renal cell carcinoma, which is characterized by metabolic reprogramming. Cuproptosis, a novel form of cell death, is highly linked to mitochondrial metabolism and mediated by protein lipoylation. However, the clinical impacts of cuproptosis-related genes (CRGs) in ccRCC largely remain unclear. In the current study, we systematically evaluated the genetic alterations of cuproptosis-related genes in ccRCC. Our results revealed that CDKN2A, DLAT, DLD, FDX1, GLS, PDHA1 and PDHB exhibited differential expression between ccRCC and normal tissues (|log(2)(fold change)| > 2/3 and p < 0.05). Utilizing an iterative sure independence screening (SIS) method, we separately constructed the prognostic signature of CRGs for predicting the overall survival (OS) and progression-free survival (PFS) in ccRCC patients. The prognostic score of CRGs yielded an area under the curve (AUC) of 0.658 and 0.682 for the prediction of 5-year OS and PFS, respectively. In the Kaplan-Meier survival analysis of OS, a higher risk score of cuproptosis-related gene signature was significantly correlated with worse overall survival (HR = 2.72 (2.01-3.68), log-rank p = 1.76 x 10(-7)). Patients with a higher risk had a significantly shorter PFS (HR = 2.83 (2.08-3.85), log-rank p = 3.66 x 10(-7)). Two independent validation datasets (GSE40435 (N = 101), GSE53757 (N = 72)) were collected for meta-analysis, suggesting that CDKN2A (log(2)(fold change) = 1.46, 95%CI: 1.75-2.35) showed significantly higher expression in ccRCC tissues while DLAT (log(2)(fold change) = -0.54, 95%CI: -0.93--0.15) and FDX1 (log(2)(fold change) = -1.01, 95%CI: -1.61--0.42) were lowly expressed. The expression of CDKN2A and FDX1 in ccRCC was also significantly associated with immune infiltration levels and programmed cell death protein 1 (PD-1) expression (CDKN2A: r = 0.24, p = 2.14 x 10(-8); FDX1: r = -0.17, p = 1.37 x 10(-4)). In conclusion, the cuproptosis-related gene signature could serve as a potential prognostic predictor for ccRCC patients and may offer novel insights into the cancer treatment.
引用
收藏
页数:16
相关论文
共 49 条
[1]   Modulation of Intracellular Copper Levels as the Mechanism of Action of Anticancer Copper Complexes: Clinical Relevance [J].
Babak, Maria, V ;
Ahn, Dohyun .
BIOMEDICINES, 2021, 9 (08)
[2]   Defining the human copper proteome and analysis of its expression variation in cancers [J].
Blockhuys, S. ;
Celauro, E. ;
Hildesjo, C. ;
Feizi, A. ;
Stal, O. ;
Fierro-Gonzalez, J. C. ;
Wittung-Stafshede, P. .
METALLOMICS, 2017, 9 (02) :112-123
[3]   Copper Chelation Inhibits BRAFV600E-Driven Melanomagenesis and Counters Resistance to BRAFV600E and MEK1/2 Inhibitors [J].
Brady, Donita C. ;
Crowe, Matthew S. ;
Greenberg, Danielle N. ;
Counter, Christopher M. .
CANCER RESEARCH, 2017, 77 (22) :6240-6252
[4]   Disulfiram, a clinically used anti-alcoholism drug and copper-binding agent, induces apoptotic cell death in breast cancer cultures and xenografts via inhibition of the proteasome activity [J].
Chen, Di ;
Cui, Qiuzhi Cindy ;
Yang, Huanjie ;
Dou, Q. Ping .
CANCER RESEARCH, 2006, 66 (21) :10425-10433
[5]   Sensitive detection of somatic point mutations in impure and heterogeneous cancer samples [J].
Cibulskis, Kristian ;
Lawrence, Michael S. ;
Carter, Scott L. ;
Sivachenko, Andrey ;
Jaffe, David ;
Sougnez, Carrie ;
Gabriel, Stacey ;
Meyerson, Matthew ;
Lander, Eric S. ;
Getz, Gad .
NATURE BIOTECHNOLOGY, 2013, 31 (03) :213-219
[6]   Comprehensivemolecular characterization of clear cell renal cell carcinoma [J].
Creighton, Chad J. ;
Morgan, Margaret ;
Gunaratne, Preethi H. ;
Wheeler, David A. ;
Gibbs, Richard A. ;
Robertson, A. Gordon ;
Chu, Andy ;
Beroukhim, Rameen ;
Cibulskis, Kristian ;
Signoretti, Sabina ;
Vandin, Fabio ;
Wu, Hsin-Ta ;
Raphael, Benjamin J. ;
Verhaak, Roel G. W. ;
Tamboli, Pheroze ;
Torres-Garcia, Wandaliz ;
Akbani, Rehan ;
Weinstein, John N. ;
Reuter, Victor ;
Hsieh, James J. ;
Brannon, A. Rose ;
Hakimi, A. Ari ;
Jacobsen, Anders ;
Ciriello, Giovanni ;
Reva, Boris ;
Ricketts, Christopher J. ;
Linehan, W. Marston ;
Stuart, Joshua M. ;
Rathmell, W. Kimryn ;
Shen, Hui ;
Laird, Peter W. ;
Muzny, Donna ;
Davis, Caleb ;
Morgan, Margaret ;
Xi, Liu ;
Chang, Kyle ;
Kakkar, Nipun ;
Trevino, Lisa R. ;
Benton, Susan ;
Reid, Jeffrey G. ;
Morton, Donna ;
Doddapaneni, Harsha ;
Han, Yi ;
Lewis, Lora ;
Dinh, Huyen ;
Kovar, Christie ;
Zhu, Yiming ;
Santibanez, Jireh ;
Wang, Min ;
Hale, Walker .
NATURE, 2013, 499 (7456) :43-+
[7]   Altered copper homeostasis underlies sensitivity of hepatocellular carcinoma to copper chelation [J].
Davis, Caroline, I ;
Gu, Xingxing ;
Kiefer, Ryan M. ;
Ralle, Martina ;
Gade, Terence P. ;
Brady, Donita C. .
METALLOMICS, 2020, 12 (12) :1995-2008
[8]   The disulfide compound α-lipoic acid and its derivatives: A novel class of anticancer agents targeting mitochondria [J].
Doersam, Bastian ;
Fahrer, Joerg .
CANCER LETTERS, 2016, 371 (01) :12-19
[9]   Efficient biogenesis of Cu2O nanoparticles using extract of Camellia sinensis leaf: Evaluation of catalytic, cytotoxicity, antioxidant, and anti-human ovarian cancer properties [J].
Dou, Lei ;
Zhang, Xinxin ;
Zangeneh, Mohammad Mahdi ;
Zhang, Yi .
BIOORGANIC CHEMISTRY, 2021, 106
[10]   The value of progression-free survival to patients with advanced-stage cancer [J].
Fallowfield, Lesley J. ;
Fleissig, Anne .
NATURE REVIEWS CLINICAL ONCOLOGY, 2012, 9 (01) :41-47