Clinical value of anoikis-related genes and molecular subtypes identification in bladder urothelial carcinoma and in vitro validation

被引:12
作者
Dong, Ying [1 ,2 ,3 ]
Xu, Chaojie [4 ]
Su, Ganglin [5 ]
Li, Yanfeng [1 ,2 ,3 ]
Yan, Bing [1 ,2 ,3 ]
Liu, Yuhan [1 ,2 ,3 ]
Yin, Tao [1 ,2 ,3 ]
Mou, Shuanzhu [1 ,2 ,3 ]
Mei, Hongbing [1 ,2 ,3 ]
机构
[1] Shenzhen Univ, Affiliated Hosp 1, Shenzhen Peoples Hosp 2, Dept Urol, Shenzhen, Peoples R China
[2] Shenzhen Univ, Affiliated Hosp 1, Shenzhen Peoples Hosp 2, Key Lab Med Reprogramming Technol, Shenzhen, Peoples R China
[3] Shenzhen Univ, Affiliated Hosp 1, Shenzhen Peoples Hosp 2, Guangdong Key Lab Syst Biol & Synthet Biol Urogeni, Shenzhen, Peoples R China
[4] Peking Univ, Peking Univ First Hosp, Beijing Key Lab Urogenital Dis Male Mol Diag & Tre, Natl Urol Canc Ctr,Inst Urol,Dept Urol, Beijing, Peoples R China
[5] Peking Univ First Hosp, Dept Urol, Beijing, Peoples R China
基金
美国国家科学基金会;
关键词
bladder urothelial carcinoma; anoikis; tumor microenvironment; risk score; immunotherapy; CANCER; PROTEOMICS;
D O I
10.3389/fimmu.2023.1122570
中图分类号
R392 [医学免疫学]; Q939.91 [免疫学];
学科分类号
100102 ;
摘要
BackgroundAnoikis is a programmed cell death process that was proven to be associated with cancer. Uroepithelial carcinoma of the bladder (BLCA) is a malignant disease of the urinary tract and has a strong metastatic potential. To determine whether anoikis-associated genes can predict the prognosis of BLCA accurately, we evaluated the prognostic value of anoikis-associated genes in BLCA and constructed the best model to predict prognosis. MethodThe BLCA transcriptome data were downloaded from TCGA and GEO databases, and genes with differential expression were selected and then clustered using non-negative matrix factorization (NMF). The genes with the most correlation with anoikis were screened and identified using univariate Cox regression, lasso regression, and multivariate Cox regression. The GEO dataset was used for external validation. Nomograms were created based on risk characteristics in combination with clinical variants and the performance of the model was validated with receiver operating characteristic (ROC) curves. The immunotherapeutic significance of this risk score was assessed using the immune phenomenon score (IPS). IC50 values of predictive chemotherapeutic agents were calculated. Finally, we used RT-qPCR to determine the mRNA expression of four genes, CALR, FASN, CASP6, and RAD9A. ResultWe screened 406 tumor samples and 19 normal tissue samples from the TCGA database. Based on anoikis-associated genes, we classified patients into two subtypes (C1 and C2) using NMF method. Subsequently, nine core genes were screened by multiple methods after analysis, which were used to construct risk profiles. The design of nomograms based on risk profiles and clinical variables, ROC, and calibration curves confirmed that the model could well have the ability to predict the survival of BLCA patients at 1, 3, and 5 years. By predicting the IC50 values of chemotherapeutic drugs, it was learned that the high-risk group (HRG) was more susceptible to paclitaxel, gemcitabine, and cisplatin, and the low-risk group (LRG) was more susceptible to veriparib and afatinib. ConclusionIn summary, the risk score of anoikis-associated genes can be applied as a predictor to predict the prognosis of BLCA in clinical practice.
引用
收藏
页数:13
相关论文
共 26 条
[1]   Recent advances in the metabolomic study of bladder cancer [J].
Amara, Chandra Sekhar ;
Vantaku, Venkatrao ;
Lotan, Yair ;
Putluri, Nagireddy .
EXPERT REVIEW OF PROTEOMICS, 2019, 16 (04) :315-324
[2]   Turning up the heat on non-immunoreactive tumors: pyroptosis influences the tumor immune microenvironment in bladder cancer [J].
Chen, Xingyu ;
Chen, Haotian ;
Yao, Honghui ;
Zhao, Kai ;
Zhang, Yao ;
He, Dong ;
Zhu, Yuxing ;
Cheng, YaXin ;
Liu, Rui ;
Xu, Runshi ;
Cao, Ke .
ONCOGENE, 2021, 40 (45) :6381-6393
[3]   Clinicopathological characteristics of urothelial bladder cancer in patients less than 40 years old [J].
Comperat, Eva ;
Larre, Stephane ;
Roupret, Morgan ;
Neuzillet, Yann ;
Pignot, Geraldine ;
Quintens, Herve ;
Houede, Nadine ;
Roy, Catherine ;
Durand, Xavier ;
Varinot, Justine ;
Vordos, Dimitri ;
Rouanne, Mathieu ;
Bakhri, Mohammed Adnan ;
Bertrand, Priscilla ;
Jeglinschi, Stephane Calin ;
Cussenot, Olivier ;
Soulie, Michel ;
Pfister, Christian .
VIRCHOWS ARCHIV, 2015, 466 (05) :589-594
[4]   Bladder cancer [J].
de Braud, F ;
Maffezzini, M ;
Vitale, V ;
Bruzzi, P ;
Gatta, G ;
Hendry, WF ;
Sternberg, CN .
CRITICAL REVIEWS IN ONCOLOGY HEMATOLOGY, 2002, 41 (01) :89-106
[5]  
DeGeorge KC, 2017, AM FAM PHYSICIAN, V96, P507
[6]   Calreticulin and cancer [J].
Fucikova, Jitka ;
Spisek, Radek ;
Kroemer, Guido ;
Galluzzi, Lorenzo .
CELL RESEARCH, 2021, 31 (01) :5-16
[7]   Siglec15 shapes a non-inflamed tumor microenvironment and predicts the molecular subtype in bladder cancer [J].
Hu, Jiao ;
Yu, Anze ;
Othmane, Belaydi ;
Qiu, Dongxu ;
Li, Huihuang ;
Li, Chao ;
Liu, Peihua ;
Ren, Wenbiao ;
Chen, Minfeng ;
Gong, Guanghui ;
Guo, Xi ;
Zhang, Huihui ;
Chen, Jinbo ;
Zu, Xiongbing .
THERANOSTICS, 2021, 11 (07) :3089-3108
[8]   Calreticulin exposure correlates with robust adaptive antitumor immunity and favorable prognosis in ovarian carcinoma patients [J].
Kasikova, Lenka ;
Hensler, Michal ;
Truxova, Iva ;
Skapa, Petr ;
Laco, Jan ;
Belicova, Lucie ;
Praznovec, Ivan ;
Vosahlikova, Sarka ;
Halaska, Michael J. ;
Brtnicky, Tomas ;
Rob, Lukas ;
Presl, Jiri ;
Kostun, Jan ;
Cremer, Isabelle ;
Ryska, Ales ;
Kroemer, Guido ;
Galluzzi, Lorenzo ;
Spisek, Radek ;
Fucikova, Jitka .
JOURNAL FOR IMMUNOTHERAPY OF CANCER, 2019, 7 (01)
[9]   Functional proteomics of resveratrol-induced colon cancer cell apoptosis: Caspase-6-mediated cleavage of lamin A is a major signaling loop [J].
Lee, SC ;
Chan, J ;
Clement, MV ;
Pervaiz, S .
PROTEOMICS, 2006, 6 (08) :2386-2394
[10]   Pyroptosis-Related Signature as Potential Biomarkers for Predicting Prognosis and Therapy Response in Colorectal Cancer Patients [J].
Li, Zhiyong ;
Liu, Yang ;
Lin, Baiqiang ;
Yan, Wei ;
Yi, Huijie ;
Wang, Haoran ;
Wei, Yunwei .
FRONTIERS IN GENETICS, 2022, 13