A novel signature constructed by ferroptosis-associated genes (FAGs) for the prediction of prognosis in bladder urothelial carcinoma (BLCA) and associated with immune infiltration

被引:28
作者
Luan, Jiao-chen [1 ]
Zeng, Teng-yue [1 ]
Zhang, Qi-jie [1 ]
Xia, De-run [2 ]
Cong, Rong [1 ]
Yao, Liang-yu [1 ]
Song, Le-bin [3 ]
Zhou, Xiang [1 ]
Zhou, Xuan [1 ]
Chen, Xiang [4 ]
Xia, Jia-dong [1 ]
Song, Ning-hong [1 ,5 ]
机构
[1] Nanjing Med Univ, Affiliated Hosp 1, Dept Urol, 300 Guangzhou Rd, Nanjing, Peoples R China
[2] Nanjing Med Univ, Sch Publ Hlth, Dept Epidemiol & Biostat, Nanjing 211166, Jiangsu, Peoples R China
[3] Nanjing Med Univ, Dept Dermatol, Affiliated Hosp 1, Nanjing, Peoples R China
[4] Nanjing Med Univ, Sch Pharm, Key Lab Cardiovasc & Cerebrovasc Med, Nanjing, Peoples R China
[5] Nanjing Med Univ, Affiliated Kezhou Peoples Hosp, Kezhou, Xinjiang, Peoples R China
基金
中国国家自然科学基金;
关键词
Bladder cancer; Ferroptosis; Prognosis; Immune infiltration; TFRC; EAU GUIDELINES; CELL-DEATH; CANCER; MECHANISMS; TARGET; CRYAB;
D O I
10.1186/s12935-021-02096-3
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Background Ferroptosis, a novel form of regulated cell death, has been implicated in the pathogenesis of cancers. Nevertheless, the potential function and prognostic values of ferroptosis in bladder urothelial carcinoma (BLCA) are complex and remain to be clarified. Therefore, we proposed to systematically examine the roles of ferroptosis-associated genes (FAGs) in BLCA. Methods According to The Cancer Genome Atlas (TCGA) database, differently expressed FAGs (DEFAGs) and differently expressed transcription factors (DETFs) were identified in BLCA. Next, the network between DEFAGs and DETFs, GO annotations and KEGG pathway analyses were performed. Then, through univariate, LASSO and multivariate regression analyses, a novel signature based on FAGs was constructed. Moreover, survival analysis, PCA analysis, t-SNE analysis, ROC analysis, independent prognostic analysis, clinicopathological and immune correlation analysis, and experimental validation were utilized to evaluate the signature. Results Twenty-eight DEFAGs were identified, and four FAGs (CRYAB, TFRC, SQLE and G6PD) were finally utilized to establish the FAGs based signature in the TCGA cohort, which was subsequently validated in the GEO database. Moreover, we found that immune cell infiltration, immunotherapy-related biomarkers and immune-related pathways were significantly different between two risk groups. Besides, nine molecule drugs with the potential to treat bladder cancer were identified by the connectivity map database analysis. Finally, the expression levels of crucial FAGs were verified by the experiment, which were consistent with our bioinformatics analysis, and knockdown of TFRC could inhibit cell proliferation and colony formation in BLCA cell lines in vitro. Conclusions Our study identified prognostic ferroptosis-associated genes and established a novel FAGs signature, which could accurately predict prognosis in BLCA patients.
引用
收藏
页数:17
相关论文
共 60 条
[1]  
Aran D, 2020, METHODS MOL BIOL, V2120, P263, DOI 10.1007/978-1-0716-0327-7_19
[2]   xCell: digitally portraying the tissue cellular heterogeneity landscape [J].
Aran, Dvir ;
Hu, Zicheng ;
Butte, Atul J. .
GENOME BIOLOGY, 2017, 18
[3]   Robust prediction of response to immune checkpoint blockade therapy in metastatic melanoma [J].
Auslander, Noam ;
Zhang, Gao ;
Lee, Joo Sang ;
Frederick, Dennie T. ;
Miao, Benchun ;
Moll, Tabea ;
Tian, Tian ;
Wei, Zhi ;
Madan, Sanna ;
Sullivan, Ryan J. ;
Boland, Genevieve ;
Flaherty, Keith ;
Herlyn, Meenhard ;
Ruppin, Eytan .
NATURE MEDICINE, 2018, 24 (10) :1545-+
[4]   EAU guidelines on non-muscle-invasive urothelial carcinoma of the bladder [J].
Babjuk, Marko ;
Oosterlinck, Willem ;
Sylvester, Richard ;
Kaasinen, Eero ;
Boehle, Andreas ;
Palou-Redorta, Juan .
EUROPEAN UROLOGY, 2008, 54 (02) :303-314
[5]   EAU Guidelines on Non-Muscle-invasive Urothelial Carcinoma of the Bladder: Update 2016 [J].
Babjuk, Marko ;
Boehle, Andreas ;
Burger, Maximilian ;
Capoun, Otakar ;
Cohen, Daniel ;
Comperat, Eva M. ;
Hernandez, Virginia ;
Kaasinen, Eero ;
Palou, Joan ;
Roupret, Morgan ;
van Rhijn, Bas W. G. ;
Shariat, Shahrokh F. ;
Soukup, Viktor ;
Sylvester, Richard J. ;
Zigeuner, Richard .
EUROPEAN UROLOGY, 2017, 71 (03) :447-461
[6]   The CoQ oxidoreductase FSP1 acts parallel to GPX4 to inhibit ferroptosis [J].
Bersuker, Kirill ;
Hendricks, Joseph M. ;
Li, Zhipeng ;
Magtanong, Leslie ;
Ford, Breanna ;
Tang, Peter H. ;
Roberts, Melissa A. ;
Tong, Bingqi ;
Maimone, Thomas J. ;
Zoncu, Roberto ;
Bassik, Michael C. ;
Nomura, Daniel K. ;
Dixon, Scott J. ;
Olzmann, James A. .
NATURE, 2019, 575 (7784) :688-+
[7]   The health economics of bladder cancer - A comprehensive review of the published literature [J].
Botteman, MF ;
Pashos, CL ;
Redaelli, A ;
Laskin, B ;
Hauser, R .
PHARMACOECONOMICS, 2003, 21 (18) :1315-1330
[8]   Role of immunotherapy in bladder cancer: past, present and future [J].
Butt, Sabeeh-ur-Rehman ;
Malik, Laeeq .
CANCER CHEMOTHERAPY AND PHARMACOLOGY, 2018, 81 (04) :629-645
[9]  
Chen BB, 2018, METHODS MOL BIOL, V1711, P243, DOI 10.1007/978-1-4939-7493-1_12
[10]   Modulation of G6PD affects bladder cancer via ROS accumulation and the AKT pathway in vitro [J].
Chen, Xiaoyi ;
Xu, Zhijie ;
Zhu, Zhijian ;
Chen, Anqi ;
Fu, Guanghou ;
Wang, Yimin ;
Pan, Hao ;
Jin, Baiye .
INTERNATIONAL JOURNAL OF ONCOLOGY, 2018, 53 (04) :1703-1712