Identification of a five-long non-coding RNA signature to improve the prognosis prediction for patients with hepatocellular carcinoma

被引:74
作者
Zhao, Qiu-Jie [1 ]
Zhang, Jiao [1 ]
Xu, Lin [1 ]
Liu, Fang-Feng [2 ]
机构
[1] Shandong Univ, Shandong Prov Hosp, Dept Gastroenterol, 324,Jingwuwei 7th Rd, Jinan 250021, Shandong, Peoples R China
[2] Shandong Univ, Shandong Prov Hosp, Dept Hepatobiliary Surg, Jinan 250021, Shandong, Peoples R China
关键词
Long non-coding RNA; Hepatocellular carcinoma; Prognosis; Survival prediction; Prognostic biomarker; CANCER; EPIDEMIOLOGY; PROLIFERATION; SURVEILLANCE; DIAGNOSIS;
D O I
10.3748/wjg.v24.i30.3426
中图分类号
R57 [消化系及腹部疾病];
学科分类号
摘要
AIM To construct a long non-coding RNA (lncRNA) signature for predicting hepatocellular carcinoma (HCC) prognosis with high efficiency. METHODS Differentially expressed lncRNAs (DELs) between HCC specimens and peritumor liver specimens were identified using the edgeR package to analyze The Cancer Genome Atlas (TCGA) LIHC dataset. Univariate Cox proportional hazards regression was performed to obtain the DELs significantly associated with overall survival (OS) in a training set. These OS-related DELs were further analyzed using a stepwise multivariate Cox regression model. Those lncRNAs fitted in the multivariate Cox regression model and independently associated with overall survival were chosen to build a prognostic risk formula. The prognostic value of this formula was then validated in the test group and the entire cohort and further compared with two previously identified prognostic signatures for HCC. Gene ontology and Kyoto Encyclopedia of Genes and Genomes pathway analyses were performed to explore the potential biological functions of the lncRNAs in the signature. RESULTS Based on lncRNA expression profiling of 370 HCC patients from the TCGA database, we constructed a 5-lncRNA signature (AC015908.3, AC091057.3, TMCC1-AS1, DCST1-AS1 and FOXD2-AS1) that was significantly associated with prognosis. HCC patients with high-risk scores based on the expression of the 5 lncRNAs had significantly shorter survival times compared to patients with low-risk scores in both the training and test groups. Multivariate Cox regression analysis demonstrated that the prognostic value of the 5 lncRNAs was independent of clinicopathological parameters. A comparison study involving two previously identified prognostic signatures for HCC demonstrated that this 5-lncRNA signature showed improved prognostic power compared with the other two signatures. Functional enrichment analysis indicated that the 5 lncRNAs were potentially involved in metabolic processes, fibrinolysis and complement activation. CONCLUSION Our present study constructed a 5-lncRNA signature that improves survival prediction and can be used as a prognostic biomarker for HCC patients.
引用
收藏
页码:3426 / 3439
页数:14
相关论文
共 38 条
[1]   Global surveillance of cancer survival 1995-2009: analysis of individual data for 25 676 887 patients from 279 population-based registries in 67 countries (CONCORD-2) [J].
Allemani, Claudia ;
Weir, Hannah K. ;
Carreira, Helena ;
Harewood, Rhea ;
Spika, Devon ;
Wang, Xiao-Si ;
Bannon, Finian ;
Ahn, Jane V. ;
Johnson, Christopher J. ;
Bonaventure, Audrey ;
Marcos-Gragera, Rafael ;
Stiller, Charles ;
Azevedo e Silva, Gulnar ;
Chen, Wan-Qing ;
Ogunbiyi, Olufemi J. ;
Rachet, Bernard ;
Soeberg, Matthew J. ;
You, Hui ;
Matsuda, Tomohiro ;
Bielska-Lasota, Magdalena ;
Storm, Hans ;
Tucker, Thomas C. ;
Coleman, Michel P. .
LANCET, 2015, 385 (9972) :977-1010
[2]  
[Anonymous], 2017, PEER J, DOI DOI 10.7717/PEERJ.3575
[3]   Long non-coding RNA PCAT-1 over-expression promotes proliferation and metastasis in gastric cancer cells through regulating CDKN1A [J].
Bi, Mingjun ;
Yu, Hongmei ;
Huang, Bin ;
Tang, Cuiyan .
GENE, 2017, 626 :337-343
[4]   Diagnostic and therapeutic potential of miRNA signatures in patients with hepatocellular carcinoma [J].
Borel, Florie ;
Konstantinova, Pavlina ;
Jansen, Peter L. M. .
JOURNAL OF HEPATOLOGY, 2012, 56 (06) :1371-1383
[5]   Hepatocellular carcinoma: clinical frontiers and perspectives [J].
Bruix, Jordi ;
Gores, Gregory J. ;
Mazzaferro, Vincenzo .
GUT, 2014, 63 (05) :844-855
[6]   Management of Hepatocellular Carcinoma: An Update [J].
Bruix, Jordi ;
Sherman, Morris .
HEPATOLOGY, 2011, 53 (03) :1020-1022
[7]   Canonical mRNA is the exception, rather than the rule [J].
Chen, Jun-An ;
Conn, Simon .
GENOME BIOLOGY, 2017, 18
[8]   Hepatocellular carcinoma: Epidemiology and molecular carcinogenesis [J].
El-Serag, Hashem B. ;
Rudolph, Lenhard .
GASTROENTEROLOGY, 2007, 132 (07) :2557-2576
[9]   Cancer incidence and mortality worldwide: Sources, methods and major patterns in GLOBOCAN 2012 [J].
Ferlay, Jacques ;
Soerjomataram, Isabelle ;
Dikshit, Rajesh ;
Eser, Sultan ;
Mathers, Colin ;
Rebelo, Marise ;
Parkin, Donald Maxwell ;
Forman, David ;
Bray, Freddie .
INTERNATIONAL JOURNAL OF CANCER, 2015, 136 (05) :E359-E386
[10]   The functional role of long non-coding RNA in human carcinomas [J].
Gibb, Ewan A. ;
Brown, Carolyn J. ;
Lam, Wan L. .
MOLECULAR CANCER, 2011, 10