Comprehensive analysis of differential co-expression patterns reveal transcriptional dysregulation mechanism and identify novel prognostic lncRNAs in esophageal squamous cell carcinoma

被引:21
作者
Li, Zhen [1 ]
Yao, Qianlan [1 ]
Zhao, Songjian [1 ]
Wang, Yin [2 ,3 ]
Li, Yixue [1 ,4 ]
Wang, Zhen [4 ]
机构
[1] Shanghai Jiao Tong Univ, Sch Life Sci & Biotechnol, 800 Dong Chuan Rd, Shanghai 200240, Peoples R China
[2] Shanghai Acad Sci & Technol, Shanghai Ctr Bioinformat Technol, Shanghai, Peoples R China
[3] Fudan Univ, Collaborat Innovat Ctr Genet & Dev, Shanghai, Peoples R China
[4] Chinese Acad Sci, Shanghai Inst Biol Sci, CAS MPG Partner Inst Computat Biol, Key Lab Computat Biol, Shanghai, Peoples R China
基金
国家高技术研究发展计划(863计划);
关键词
ESCC; differential co-expression analysis; differential regulation analysis; dysregulation; lncRNA; prognostic biomarker; NONCODING RNA HOTAIR; ARACHIDONIC-ACID METABOLISM; HUMAN CANCER; SYSTEMS BIOLOGY; EXPRESSION; SURVIVAL; GENES; OVEREXPRESSION; PROMOTES; WNT;
D O I
10.2147/OTT.S135312
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
Esophageal squamous cell carcinoma (ESCC) is one of the most common malignancies worldwide and occurs at a relatively high frequency in People's Republic of China. However, the molecular mechanism underlying ESCC is still unclear. In this study, the mRNA and long non-coding RNA (lncRNA) expression profiles of ESCC were downloaded from the Gene Expression Omnibus database, and then differential co-expression analysis was used to reveal the altered co-expression relationship of gene pairs in ESCC tumors. A total of 3,709 mRNAs and 923 lncRNAs were differentially co-expressed between normal and tumor tissues, and we found that most of the gene pairs lost associations in the tumor tissues. The differential regulatory networking approach deciphered that transcriptional dysregulation was ubiquitous in ESCC, and most of the differentially regulated links were modulated by 37 TFs. Our study also found that two novel lncRNAs (ADAMTS9-AS1 and AP000696.2) might be essential in the development of ectoderm and epithelial cells, which could significantly stratify ESCC patients into high-risk and low-risk groups, and were much better than traditional clinical tumor markers. Further inspection of two risk groups showed that the changes in TF-target regulation in the high-risk patients were significantly higher than those in the low-risk patients. In addition, four signal transduction-related DCmRNAs (ERBB3, ENSA, KCNK7, MFSD5), which were differentially co-expressed with the two lncRNAs, might also have the predictive capacity. Our findings will enhance the understanding of ESCC transcriptional dysregulation from a view of cross-link of lncRNA and mRNA, and the two-lncRNA combination may serve as a novel prognostic biomarker for clinical applications of ESCC.
引用
收藏
页码:3095 / 3105
页数:11
相关论文
共 69 条
[1]   NDRG1 overexpression promotes the progression of esophageal squamous cell carcinoma through modulating Wnt signaling pathway [J].
Ai, Runna ;
Sun, Yulin ;
Guo, Zhimin ;
Wei, Wei ;
Zhou, Lanping ;
Liu, Fang ;
Hendricks, Denver T. ;
Xu, Yang ;
Zhao, Xiaohang .
CANCER BIOLOGY & THERAPY, 2016, 17 (09) :943-954
[2]  
Aranda M, 2007, ONCOL REP, V18, P1213
[3]  
Cao MS, 2015, AM J CANCER RES, V5, P2605
[4]   Preoperative Cyfra21-1 and SCC-Ag serum titers predict survival in patients with stage II esophageal squamous cell carcinoma [J].
Cao, Xun ;
Zhang, Lin ;
Feng, Gui-Rong ;
Yang, Juan ;
Wang, Ruo-Yan ;
Li, Jun ;
Zheng, Xiao-Min ;
Han, Yu-Jing .
JOURNAL OF TRANSLATIONAL MEDICINE, 2012, 10
[5]   Aberrant arachidonic acid metabolism in esophageal adenocarcinogenesis, and the effects of sulindac, nordihydroguaiaretic acid, and α-difluoromethylornithine on tumorigenesis in a rat surgical model [J].
Chen, XX ;
Li, N ;
Wang, S ;
Hong, JG ;
Fang, MZ ;
Yousselfsson, J ;
Yang, PY ;
Newman, RA ;
Lubet, RA ;
Yang, CS .
CARCINOGENESIS, 2002, 23 (12) :2095-2102
[6]   ENSA expression correlates with attenuated tumor propagation in liver cancer [J].
Chen, Yao-Li ;
Kuo, Ming-Han ;
Lin, Ping-Yi ;
Chuang, Wan-Ling ;
Hsu, Chia-Chen ;
Chu, Pei-Yi ;
Lee, Chia-Huei ;
Huang, Tim H. -M. ;
Leu, Yu-Wei ;
Hsiao, Shu-Huei .
BIOCHEMICAL AND BIOPHYSICAL RESEARCH COMMUNICATIONS, 2013, 442 (1-2) :56-61
[7]   ERBB3 (HER3) is a key sensor in the regulation of ERBB-mediated signaling in both low and high ERBB2 (HER2) expressing cancer cells [J].
Choi, Byung-Kwon ;
Fan, Xuejun ;
Deng, Hui ;
Zhang, Ningyan ;
An, Zhiqiang .
CANCER MEDICINE, 2012, 1 (01) :28-38
[8]   Statistical tests for differential expression in cDNA microarray experiments [J].
Cui, XQ ;
Churchill, GA .
GENOME BIOLOGY, 2003, 4 (04)
[9]   The GENCODE v7 catalog of human long noncoding RNAs: Analysis of their gene structure, evolution, and expression [J].
Derrien, Thomas ;
Johnson, Rory ;
Bussotti, Giovanni ;
Tanzer, Andrea ;
Djebali, Sarah ;
Tilgner, Hagen ;
Guernec, Gregory ;
Martin, David ;
Merkel, Angelika ;
Knowles, David G. ;
Lagarde, Julien ;
Veeravalli, Lavanya ;
Ruan, Xiaoan ;
Ruan, Yijun ;
Lassmann, Timo ;
Carninci, Piero ;
Brown, James B. ;
Lipovich, Leonard ;
Gonzalez, Jose M. ;
Thomas, Mark ;
Davis, Carrie A. ;
Shiekhattar, Ramin ;
Gingeras, Thomas R. ;
Hubbard, Tim J. ;
Notredame, Cedric ;
Harrow, Jennifer ;
Guigo, Roderic .
GENOME RESEARCH, 2012, 22 (09) :1775-1789
[10]   Landscape of transcription in human cells [J].
Djebali, Sarah ;
Davis, Carrie A. ;
Merkel, Angelika ;
Dobin, Alex ;
Lassmann, Timo ;
Mortazavi, Ali ;
Tanzer, Andrea ;
Lagarde, Julien ;
Lin, Wei ;
Schlesinger, Felix ;
Xue, Chenghai ;
Marinov, Georgi K. ;
Khatun, Jainab ;
Williams, Brian A. ;
Zaleski, Chris ;
Rozowsky, Joel ;
Roeder, Maik ;
Kokocinski, Felix ;
Abdelhamid, Rehab F. ;
Alioto, Tyler ;
Antoshechkin, Igor ;
Baer, Michael T. ;
Bar, Nadav S. ;
Batut, Philippe ;
Bell, Kimberly ;
Bell, Ian ;
Chakrabortty, Sudipto ;
Chen, Xian ;
Chrast, Jacqueline ;
Curado, Joao ;
Derrien, Thomas ;
Drenkow, Jorg ;
Dumais, Erica ;
Dumais, Jacqueline ;
Duttagupta, Radha ;
Falconnet, Emilie ;
Fastuca, Meagan ;
Fejes-Toth, Kata ;
Ferreira, Pedro ;
Foissac, Sylvain ;
Fullwood, Melissa J. ;
Gao, Hui ;
Gonzalez, David ;
Gordon, Assaf ;
Gunawardena, Harsha ;
Howald, Cedric ;
Jha, Sonali ;
Johnson, Rory ;
Kapranov, Philipp ;
King, Brandon .
NATURE, 2012, 489 (7414) :101-108