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

被引:241
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.
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页数:16
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共 49 条
[31]   Final Results of Phase III SYMMETRY Study: Randomized, Double-Blind Trial of Elesclomol Plus Paclitaxel Versus Paclitaxel Alone As Treatment for Chemotherapy-Naive Patients With Advanced Melanoma [J].
O'Day, Steven J. ;
Eggermont, Alexander M. M. ;
Chiarion-Sileni, Vanna ;
Kefford, Richard ;
Grob, Jean Jacques ;
Mortier, Laurent ;
Robert, Caroline ;
Schachter, Jacob ;
Testori, Alessandro ;
Mackiewicz, Jacek ;
Friedlander, Philip ;
Garbe, Claus ;
Ugurel, Selma ;
Collichio, Frances ;
Guo, Wei ;
Lufkin, Joelle ;
Bahcall, Safi ;
Vukovic, Vojo ;
Hauschild, Axel .
JOURNAL OF CLINICAL ONCOLOGY, 2013, 31 (09) :1211-1218
[32]   Progression-free survival is a suboptimal predictor for overall survival among metastatic solid tumour clinical trials [J].
Pasalic, Dario ;
McGinnis, Gwendolyn J. ;
Fuller, C. David ;
Grossberg, Aaron J. ;
Verma, Vivek ;
Mainwaring, Walker ;
Miller, Austin B. ;
Lin, Timothy A. ;
Jethanandani, Amit ;
Espinoza, Andres F. ;
Diefenhardt, Markus ;
Das, Prajnan ;
Subbiah, Vivek ;
Subbiah, Ishwaria M. ;
Jagsi, Reshma ;
Garden, Adam S. ;
Fokas, Emmanouil ;
Roedel, Claus ;
Thomas, Charles R., Jr. ;
Minsky, Bruce D. ;
Ludmir, Ethan B. .
EUROPEAN JOURNAL OF CANCER, 2020, 136 :176-185
[33]   Cellular senescence and tumor suppressor gene p16 [J].
Rayess, Hani ;
Wang, Marilene B. ;
Srivatsan, Eri S. .
INTERNATIONAL JOURNAL OF CANCER, 2012, 130 (08) :1715-1725
[34]   Progression-free survival as an end-point in solid tumours - Perspectives from clinical trials and clinical practice [J].
Robinson, Andrew G. ;
Booth, Christopher M. ;
Eisenhauer, Elizabeth A. .
EUROPEAN JOURNAL OF CANCER, 2014, 50 (13) :2303-2308
[35]   SIS: An R Package for Sure Independence Screening in Ultrahigh-Dimensional Statistical Models [J].
Saldana, Diego Franco ;
Feng, Yang .
JOURNAL OF STATISTICAL SOFTWARE, 2018, 83 (02) :1-25
[36]   Hydroxychavicol, a key ingredient of Piper betle induces bacterial cell death by DNA damage and inhibition of cell division [J].
Singh, Deepti ;
Narayanamoorthy, Shwetha ;
Gamre, Sunita ;
Majumdar, Ananda Guha ;
Goswami, Manish ;
Gami, Umesh ;
Cherian, Susan ;
Subramanian, Mahesh .
FREE RADICAL BIOLOGY AND MEDICINE, 2018, 120 :62-71
[37]   Prognostic and Predictive Biomarkers in Gliomas [J].
Sledzinska, Paulina ;
Bebyn, Marek G. ;
Furtak, Jacek ;
Kowalewski, Janusz ;
Lewandowska, Marzena A. .
INTERNATIONAL JOURNAL OF MOLECULAR SCIENCES, 2021, 22 (19)
[38]   Cell Death in the Origin and Treatment of Cancer [J].
Strasser, Andreas ;
Vaux, David L. .
MOLECULAR CELL, 2020, 78 (06) :1045-1054
[39]   Global cancer statistics 2020: GLOBOCAN estimates of incidence and mortality worldwide for 36 cancers in 185 countries [J].
Sung, Hyuna ;
Ferlay, Jacques ;
Siegel, Rebecca L. ;
Laversanne, Mathieu ;
Soerjomataram, Isabelle ;
Jemal, Ahmedin ;
Bray, Freddie .
CA-A CANCER JOURNAL FOR CLINICIANS, 2021, 71 (03) :209-249
[40]   Genomics of Clear-cell Renal Cell Carcinoma: A Systematic Review and Meta-analysis [J].
Thi Oanh Bui ;
Van Tu Dao ;
Van Tai Nguyen ;
Feugeas, Jean-Paul ;
Pamoukdjian, Frederic ;
Bousquet, Guilhem .
EUROPEAN UROLOGY, 2022, 81 (04) :349-361