Screening key lncRNAs with diagnostic and prognostic value for head and neck squamous cell carcinoma based on machine learning and mRNA-lncRNA co-expression network analysis.

作者: Ying Hu , Geyang Guo , Junjun Li , Jie Chen , Pingqing Tan

DOI: 10.3233/CBM-190694

关键词:

摘要: Background Head and neck squamous cell carcinoma (HNSCC) is the seventh most common type of cancer around world. The aim this study was to seek long non-coding RNAs (lncRNAs) acting as diagnostic prognostic biomarker HNSCC. Methods Base on TCGA dataset, differentially expressed mRNAs (DEmRNAs) lncRNAs (DElncRNAs) were identified between HNSCC normal tissue. machine learning survival analysis performed estimate potential value for We also build co-expression network functional annotation. expression selected candidate validated by Quantitative real time polymerase chain reaction (qRT-PCR). Results A total 3363 DEmRNAs (1822 down-regulated 1541 up-regulated mRNAs) 32 DElncRNAs (13 19 lncRNAs) tissue obtained. 13 (IL12A.AS1, RP11.159F24.6, RP11.863P13.3, LINC00941, FOXCUT, RNF144A.AS1, RP11.218E20.3, HCG22, HAGLROS, LINC01615, RP11.351J23.1, AC024592.9 MIR9.3HG) defined optimal biomarkers area under curve (AUC) support vector (SVM) model, decision tree model random forests 0.983, 0.842 specificity sensitivity three 95.5% 96.2%, 77.3% 97.6% 93.2% 97.8%, respectively. Among them, AC024592.9, LINC01615 MIR9-3HG not only an biomarkers, but related time. focal adhesion, ECM-receptor interaction, pathways in cytokine-cytokine receptor interaction four significantly enriched co-expressed with lncRNAs. But DElncRNAs, consistent our integrated results, including TGA6 MMP13. Conclusion a biomarkers.

参考文章(29)
Changxi Zhou, Yang Chen, Jie Yao, Xiangqun Fang, Hui Mao, Peiliang Geng, Fei Pan, A novel long non-coding RNA FOXCUT and mRNA FOXC1 pair promote progression and predict poor prognosis in esophageal squamous cell carcinoma. International Journal of Clinical and Experimental Pathology. ,vol. 7, pp. 2838- 2849 ,(2014)
Jacques Ferlay, Isabelle Soerjomataram, Rajesh Dikshit, Sultan Eser, Colin Mathers, Marise Rebelo, Donald Maxwell Parkin, David Forman, Freddie Bray, Cancer incidence and mortality worldwide: sources, methods and major patterns in GLOBOCAN 2012. International Journal of Cancer. ,vol. 136, ,(2015) , 10.1002/IJC.29210
Chu Chen, Eduardo Méndez, John Houck, Wenhong Fan, Pawadee Lohavanichbutr, Dave Doody, Bevan Yueh, Neal D. Futran, Melissa Upton, D. Gregory Farwell, Stephen M. Schwartz, Lue Ping Zhao, Gene Expression Profiling Identifies Genes Predictive of Oral Squamous Cell Carcinoma Cancer Epidemiology, Biomarkers & Prevention. ,vol. 17, pp. 2152- 2162 ,(2008) , 10.1158/1055-9965.EPI-07-2893
T Kinoshita, N Nohata, T Hanazawa, N Kikkawa, N Yamamoto, H Yoshino, T Itesako, H Enokida, M Nakagawa, Y Okamoto, N Seki, Tumour-suppressive microRNA-29s inhibit cancer cell migration and invasion by targeting laminin-integrin signalling in head and neck squamous cell carcinoma. British Journal of Cancer. ,vol. 109, pp. 2636- 2645 ,(2013) , 10.1038/BJC.2013.607
Xiang-pan Kong, Jie Yao, Wei Luo, Fu-kui Feng, Jun-tao Ma, Yi-peng Ren, De-li Wang, Rong-fa Bu, The expression and functional role of a FOXC1 related mRNA-lncRNA pair in oral squamous cell carcinoma. Molecular and Cellular Biochemistry. ,vol. 394, pp. 177- 186 ,(2014) , 10.1007/S11010-014-2093-4
Bijan K Dey, Adam C Mueller, Anindya Dutta, Long non-coding RNAs as emerging regulators of differentiation, development, and disease Transcription. ,vol. 5, ,(2014) , 10.4161/21541272.2014.944014
Angela E. Zou, Jonjei Ku, Thomas K. Honda, Vicky Yu, Selena Z. Kuo, Hao Zheng, Yinan Xuan, Maarouf A. Saad, Andrew Hinton, Kevin T. Brumund, Jonathan H. Lin, Jessica Wang-Rodriguez, Weg M. Ongkeko, Transcriptome sequencing uncovers novel long noncoding and small nucleolar RNAs dysregulated in head and neck squamous cell carcinoma RNA. ,vol. 21, pp. 1122- 1134 ,(2015) , 10.1261/RNA.049262.114
Zhi-Yuan Xu, Song-Ming Ding, Lin Zhou, Hai-Yang Xie, Kang-Jie Chen, Wu Zhang, Chun-Yan Xing, Hai-Jun Guo, Shu-Sen Zheng, FOXC1 Contributes To Microvascular Invasion In Primary Hepatocellular Carcinoma Via Regulating Epithelial-Mesenchymal Transition International Journal of Biological Sciences. ,vol. 8, pp. 1130- 1141 ,(2012) , 10.7150/IJBS.4769
Partha S. Ray, Jinhua Wang, Ying Qu, Myung-Shin Sim, Jaime Shamonki, Sanjay P. Bagaria, Xing Ye, Bingya Liu, David Elashoff, Dave S. Hoon, Michael A. Walter, John W. Martens, Andrea L. Richardson, Armando E. Giuliano, Xiaojiang Cui, FOXC1 is a potential prognostic biomarker with functional significance in basal-like breast cancer Cancer Research. ,vol. 70, pp. 3870- 3876 ,(2010) , 10.1158/0008-5472.CAN-09-4120
Long-Xiao Wei, Run-Suo Zhou, Hai-Feng Xu, Jun-Yan Wang, Meng-Hui Yuan, High expression of FOXC1 is associated with poor clinical outcome in non-small cell lung cancer patients Tumor Biology. ,vol. 34, pp. 941- 946 ,(2013) , 10.1007/S13277-012-0629-3