Circular RNAs in Clear Cell Renal Cell Carcinoma: Their Microarray-Based Identification, Analytical Validation, and Potential Use in a Clinico-Genomic Model to Improve Prognostic Accuracy

被引:37
作者
Franz, Antonia [1 ,2 ]
Ralla, Bernhard [1 ]
Weickmann, Sabine [1 ]
Jung, Monika [1 ]
Rochow, Hannah [1 ,2 ]
Stephan, Carsten [1 ,2 ]
Erbersdobler, Andreas [3 ]
Kilic, Ergin [4 ]
Fendler, Annika [1 ,2 ,5 ]
Jung, Klaus [1 ,2 ]
机构
[1] Charite Univ Med Berlin, Dept Urol, D-10117 Berlin, Germany
[2] Berlin Inst Urol Res, D-10115 Berlin, Germany
[3] Univ Rostock, Inst Pathol, D-18055 Rostock, Germany
[4] Hosp Leverkusen, Inst Pathol, D-51375 Leverkusen, Germany
[5] Helmholtz Assoc, Canc Res Program, Max Delbrueck Ctr Mol Med, D-13125 Berlin, Germany
关键词
clear cell renal cell carcinoma; identification of circular RNAs; experimental validation of circular RNA; diagnostic and prognostic markers; circular RNAs in a clinico-genomic predictive model; cancer-specific survival; recurrence-free survival; overall survival; PREDICTIVE MODELS; EXPRESSION; LANDSCAPE; CANCER; TOOL;
D O I
10.3390/cancers11101473
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Circular RNAs (circRNAs) may act as novel cancer biomarkers. However, a genome-wide evaluation of circRNAs in clear cell renal cell carcinoma (ccRCC) has yet to be conducted. Therefore, the objective of this study was to identify and validate circRNAs in ccRCC tissue with a focus to evaluate their potential as prognostic biomarkers. A genome-wide identification of circRNAs in total RNA extracted from ccRCC tissue samples was performed using microarray analysis. Three relevant differentially expressed circRNAs were selected (circEGLN3, circNOX4, and circRHOBTB3), their circular nature was experimentally confirmed, and their expression-along with that of their linear counterparts-was measured in 99 malignant and 85 adjacent normal tissue samples using specifically established RT-qPCR assays. The capacity of circRNAs to discriminate between malignant and adjacent normal tissue samples and their prognostic potential (with the endpoints cancer-specific, recurrence-free, and overall survival) after surgery were estimated by C-statistics, Kaplan-Meier method, univariate and multivariate Cox regression analysis, decision curve analysis, and Akaike and Bayesian information criteria. CircEGLN3 discriminated malignant from normal tissue with 97% accuracy. We generated a prognostic for the three endpoints by multivariate Cox regression analysis that included circEGLN3, circRHOBT3 and linRHOBTB3. The predictive outcome accuracy of the clinical models based on clinicopathological factors was improved in combination with this circRNA-based signature. Bootstrapping as well as Akaike and Bayesian information criteria confirmed the statistical significance and robustness of the combined models. Limitations of this study include its retrospective nature and the lack of external validation. The study demonstrated the promising potential of circRNAs as diagnostic and particularly prognostic biomarkers in ccRCC patients.
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页数:23
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共 67 条
  • [1] Predicting effective microRNA target sites in mammalian mRNAs
    Agarwal, Vikram
    Bell, George W.
    Nam, Jin-Wu
    Bartel, David P.
    [J]. ELIFE, 2015, 4
  • [2] Reporting Recommendations for Tumor Marker Prognostic Studies (REMARK): Explanation and Elaboration
    Altman, Douglas G.
    McShane, Lisa M.
    Sauerbrei, Willi
    Taube, Sheila E.
    [J]. PLOS MEDICINE, 2012, 9 (05)
  • [3] STARD 2015: An Updated List of Essential Items for Reporting Diagnostic Accuracy Studies
    Bossuyt, Patrick M.
    Reitsma, Johannes B.
    Bruns, David E.
    Gatsonis, Constantine A.
    Glasziou, Paul P.
    Irwig, Les
    Lijmer, Jeroen G.
    Moher, David
    Rennie, Drummond
    de Vet, Henrica C. W.
    Kressel, Herbert Y.
    Rifai, Nader
    Golub, Robert M.
    Altman, Douglas G.
    Hooft, Lotty
    Korevaar, Daniel A.
    Cohen, Jeremie F.
    [J]. RADIOLOGY, 2015, 277 (03) : 826 - 832
  • [4] The MIQE Guidelines: Minimum Information for Publication of Quantitative Real-Time PCR Experiments
    Bustin, Stephen A.
    Benes, Vladimir
    Garson, Jeremy A.
    Hellemans, Jan
    Huggett, Jim
    Kubista, Mikael
    Mueller, Reinhold
    Nolan, Tania
    Pfaffl, Michael W.
    Shipley, Gregory L.
    Vandesompele, Jo
    Wittwer, Carl T.
    [J]. CLINICAL CHEMISTRY, 2009, 55 (04) : 611 - 622
  • [5] X-tile: A new bio-informatics tool for biomarker assessment and outcome-based cut-point optimization
    Camp, RL
    Dolled-Filhart, M
    Rimm, DL
    [J]. CLINICAL CANCER RESEARCH, 2004, 10 (21) : 7252 - 7259
  • [6] Paradoxical role of the NADPH oxidase NOX4 in early preneoplastic stages of hepatocytes induced by amino acid deprivation
    Campisano, Sabrina
    Bertran, Esther
    Caballero-Diaz, Daniel
    La Colla, Anabela
    Fabregat, Isabel
    Nancy Chisari, Andrea
    [J]. BIOCHIMICA ET BIOPHYSICA ACTA-GENERAL SUBJECTS, 2019, 1863 (04): : 714 - 722
  • [7] Widespread and Functional RNA Circularization in Localized Prostate Cancer
    Chen, Sujun
    Huang, Vincent
    Xu, Xin
    Livingstone, Julie
    Soares, Fraser
    Jeon, Jouhyun
    Zeng, Yong
    Hua, Junjie Tony
    Petricca, Jessica
    Guo, Haiyang
    Wang, Miranda
    Yousif, Fouad
    Zhang, Yuzhe
    Donmez, Nilgun
    Ahmed, Musaddeque
    Volik, Stas
    Lapuk, Anna
    Chua, Melvin L. K.
    Heisler, Lawrence E.
    Foucal, Adrien
    Fox, Natalie S.
    Fraser, Michael
    Bhandari, Vinayak
    Shiah, Yu-Jia
    Guan, Jiansheng
    Li, Jixi
    Orain, Michele
    Picard, Valerie
    Hovington, Helene
    Bergeron, Alain
    Lacombe, Louis
    Fradet, Yves
    Tetu, Bernard
    Liu, Stanley
    Feng, Felix
    Wu, Xue
    Shao, Yang W.
    Komor, Malgorzata A.
    Sahinalp, Cenk
    Collins, Colin
    Hoogstrate, Youri
    de Jong, Mark
    Fijneman, Remond J. A.
    Fei, Teng
    Jenster, Guido
    van der Kwast, Theodorus
    Bristow, Robert G.
    Boutros, Paul C.
    He, Housheng Hansen
    [J]. CELL, 2019, 176 (04) : 831 - +
  • [8] circTP63 functions as a ceRNA to promote lung squamous cell carcinoma progression by upregulating FOXM1
    Cheng, Zhuoan
    Yu, Chengtao
    Cui, Shaohua
    Wang, Hui
    Jin, Haojie
    Wang, Cun
    Li, Botai
    Qin, Meilin
    Yang, Chen
    He, Jia
    Zuo, Qiaozhu
    Wang, Siying
    Liu, Jun
    Ye, Weidong
    Lv, Yuanyuan
    Zhao, Fangyu
    Yao, Ming
    Jiang, Liyan
    Qin, Wenxin
    [J]. NATURE COMMUNICATIONS, 2019, 10 (1)
  • [9] The use of exome capture RNA-seq for highly degraded RNA with application to clinical cancer sequencing
    Cieslik, Marcin
    Chugh, Rashmi
    Wu, Yi-Mi
    Wu, Ming
    Brennan, Christine
    Lonigro, Robert
    Su, Fengyun
    Wang, Rui
    Siddiqui, Javed
    Mehra, Rohit
    Cao, Xuhong
    Lucas, David
    Chinnaiyan, Arul M.
    Robinson, Dan
    [J]. GENOME RESEARCH, 2015, 25 (09) : 1372 - 1381
  • [10] The NADPH oxidase NOX4 represses epithelial to amoeboid transition and efficient tumour dissemination
    Crosas-Molist, E.
    Bertran, E.
    Rodriguez-Hernandez, I.
    Herraiz, C.
    Cantelli, G.
    Fabra, A.
    Sanz-Moreno, V.
    Fabregat, I.
    [J]. ONCOGENE, 2017, 36 (21) : 3002 - 3014