A seven-lncRNA signature predicts overall survival in esophageal squamous cell carcinoma

被引:55
作者
Mao, Yu [1 ]
Fu, Zhanzhao [1 ]
Zhang, Yunjie [1 ]
Dong, Lixin [1 ]
Zhang, Yanqiu [1 ]
Zhang, Qiang [1 ]
Li, Xin [1 ]
Liu, Jia [2 ]
机构
[1] First Hosp Qinhuangdao, Dept Oncol, Qinhuangdao, Hebei, Peoples R China
[2] Shandong Univ, Inst Basic Med Sci, Qilu Hosp, Jinan, Shandong, Peoples R China
来源
SCIENTIFIC REPORTS | 2018年 / 8卷
关键词
NONCODING RNA SIGNATURE; IMPROVE PROGNOSIS PREDICTION; POOR-PROGNOSIS; EXPRESSION; CYTOSCAPE;
D O I
10.1038/s41598-018-27307-2
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Esophageal squamous cell carcinoma (ESCC) is one of the most common types of cancer and the leading causes of cancer-related mortality worldwide, especially in Eastern Asia. Here, we downloaded the microarray data of lncRNA expression profiles of ESCC patients from Gene Expression Omnibus (GEO) and The Cancer Genome Atlas (TCGA) data sets and divided into training, validation and test set. The random survival forest (RSF) algorithm and Cox regression analysis were applied to identify a seven-lncRNA signature. Then the predictive ability of the seven-lncRNA signature was evaluated in the validation and test set using Kaplan-Meier test, time-dependent receiver operating characteristic (ROC) curves and dynamic area under curve (AUC). Stratified analysis and multivariate Cox regression also demonstrated the independence of the signature in prognosis prediction from other clinical factors. Besides, the predict accuracy of lncRNA signature was much better than that of tumor-node-metastasis (TNM) stage in all the three sets. LncRNA combined with TNM displayed better prognostic predict ability than either alone. The role of LINC00173 from the signature in modulating the proliferation and cell cycle of ESCC cells was also observed. These results indicated that this seven-lncRNA signature could be used as an independent prognostic biomarker for prognosis prediction of patients with ESCC.
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页数:10
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