BackgroundTumor metastasis is one of the leading reasons of the dismal prognosis of hepatocellular carcinoma (HCC). Epithelial-mesenchymal transition (EMT) is closely associated with tumor metastasis including HCC. The purpose of this study is to construct and validate an EMT-related gene signature for predicting the prognosis of HCC patients.MethodsGene expression data of HCC patients was downloaded from The Cancer Genome Atlas (TCGA) database. Gene set enrichment analysis (GSEA) was performed to found the EMT-related gene sets which were obviously distinct between normal samples and paired HCC samples. Cox regression analysis was used to develop an EMT-related prognostic signature, and the performance of the signature was evaluated by Kaplan-Meier curves and time-dependent receiver operating characteristic (ROC) curves. A nomogram incorporating the independent predictors was established. Quantitative real-time polymerase chain reaction (qRT-PCR) was used to detect the expression levels of the hub genes in HCC cell lines, and the role of PDCD6 in the metastasis of HCC was determined by functional experiments.ResultsAn EMT-related 5-gene signature (PDCD6, TCOF1, TRIM28, EZH2 and FAM83D) was constructed using univariate and multivariate Cox regression analysis. Based on the signature, the HCC patients were classified into high- and low-risk groups, and patients in high-risk group had a poor prognosis. Time-dependent ROC and Cox regression analyses suggested that the signature could predict HCC prognosis exactly and independently. The predictive capacity of the signature was also validated in two external cohorts. GSEA results showed that many cancer-related signaling pathways such as PI3K/Akt/mTOR pathway and TGF-beta /SMAD pathway were enriched in high-risk group. The result of qRT-PCR revealed that PDCD6, TCOF1 and FAM83D were highly expressed in HCC cancer cells. Among them, PDCD6 were found to promote cell migration and invasion.ConclusionThe EMT-related 5-gene signature can serve as a promising prognostic biomarker for HCC patients and may provide a novel mechanism of HCC metastasis.
机构:
Fourth Mil Med Univ, Affiliated Hosp 1, Dept Tradit Chinese Med, Xian 710032, Shaanxi, Peoples R China
Fourth Mil Med Univ, Inst Aerosp Med, Dept Aerosp Physiol, Xian 710032, Shaanxi, Peoples R ChinaFourth Mil Med Univ, Affiliated Hosp 1, Dept Tradit Chinese Med, Xian 710032, Shaanxi, Peoples R China
Yan, Yi-Quan
Xie, Juan
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Fourth Mil Med Univ, Affiliated Hosp 1, Dept Tradit Chinese Med, Xian 710032, Shaanxi, Peoples R ChinaFourth Mil Med Univ, Affiliated Hosp 1, Dept Tradit Chinese Med, Xian 710032, Shaanxi, Peoples R China
Xie, Juan
Wang, Jing-Fu
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Fourth Mil Med Univ, Affiliated Hosp 3, Dept Oral & Maxillofacial Surg, Xian 710032, Shaanxi, Peoples R ChinaFourth Mil Med Univ, Affiliated Hosp 1, Dept Tradit Chinese Med, Xian 710032, Shaanxi, Peoples R China
Wang, Jing-Fu
Shi, Zhao-Feng
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机构:
Fourth Mil Med Univ, Affiliated Hosp 1, Dept Tradit Chinese Med, Xian 710032, Shaanxi, Peoples R ChinaFourth Mil Med Univ, Affiliated Hosp 1, Dept Tradit Chinese Med, Xian 710032, Shaanxi, Peoples R China
Shi, Zhao-Feng
Zhang, Xiang
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Fourth Mil Med Univ, Dept Biochem & Mol Biol, State Key Lab Canc Biol, Xian 710032, Shaanxi, Peoples R ChinaFourth Mil Med Univ, Affiliated Hosp 1, Dept Tradit Chinese Med, Xian 710032, Shaanxi, Peoples R China
Zhang, Xiang
Du, Yong-Ping
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Fourth Mil Med Univ, Affiliated Hosp 1, Dept Tradit Chinese Med, Xian 710032, Shaanxi, Peoples R ChinaFourth Mil Med Univ, Affiliated Hosp 1, Dept Tradit Chinese Med, Xian 710032, Shaanxi, Peoples R China
Du, Yong-Ping
Zhao, Xing-Cheng
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Fourth Mil Med Univ, Inst Aerosp Med, Dept Aerosp Physiol, Xian 710032, Shaanxi, Peoples R ChinaFourth Mil Med Univ, Affiliated Hosp 1, Dept Tradit Chinese Med, Xian 710032, Shaanxi, Peoples R China
机构:
Department of Pharmacology, School of Pharmacy,China Medical University
Liaoning Engineering Technology Research Center,China Medical UniversityDepartment of Pharmacology, School of Pharmacy,China Medical University
ZHANG Qiang
JIANG Long-yang
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机构:
Department of Pharmacology, School of Pharmacy,China Medical University
Liaoning Engineering Technology Research Center,China Medical UniversityDepartment of Pharmacology, School of Pharmacy,China Medical University
JIANG Long-yang
LI Xue-ping
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机构:
Department of Pharmacology, School of Pharmacy,China Medical University
Liaoning Engineering Technology Research Center,China Medical UniversityDepartment of Pharmacology, School of Pharmacy,China Medical University
LI Xue-ping
YUAN Guan-li
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机构:
Department of Emergency, the First Hospital of QinhuangdaoDepartment of Pharmacology, School of Pharmacy,China Medical University
YUAN Guan-li
GUAN Qiu-tong
论文数: 0引用数: 0
h-index: 0
机构:
Department of Pharmacology, School of Pharmacy,China Medical University
Liaoning Engineering Technology Research Center,China Medical UniversityDepartment of Pharmacology, School of Pharmacy,China Medical University
GUAN Qiu-tong
QI Ao-shuang
论文数: 0引用数: 0
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机构:
Department of Pharmacology, School of Pharmacy,China Medical University
Liaoning Engineering Technology Research Center,China Medical UniversityDepartment of Pharmacology, School of Pharmacy,China Medical University
QI Ao-shuang
SONG Xin-yue Song
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机构:
Department of Pharmacology, School of Pharmacy,China Medical University
Liaoning Engineering Technology Research Center,China Medical UniversityDepartment of Pharmacology, School of Pharmacy,China Medical University
SONG Xin-yue Song
JIA Zhen
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机构:
Department of Pharmacology, School of Pharmacy,China Medical University
Liaoning Engineering Technology Research Center,China Medical UniversityDepartment of Pharmacology, School of Pharmacy,China Medical University
JIA Zhen
ZHAO Lin
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机构:
Department of Pharmacology, School of Pharmacy,China Medical University
Liaoning Engineering Technology Research Center,China Medical UniversityDepartment of Pharmacology, School of Pharmacy,China Medical University
ZHAO Lin
WEI Min-jie
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机构:
Department of Pharmacology, School of Pharmacy,China Medical University
Liaoning Engineering Technology Research Center,China Medical UniversityDepartment of Pharmacology, School of Pharmacy,China Medical University
机构:
Sun Yat Sen Univ, Affiliated Hosp 6, Dept Colorectal Surg, Guangzhou, Peoples R China
Guangdong Inst Gastroenterol, Guangzhou, Peoples R China
Sun Yat Sen Univ, Affiliated Hosp 6, Guangdong Prov Key Lab Colorectal & Pelv Floor Dis, Guangzhou, Peoples R ChinaSun Yat Sen Univ, Affiliated Hosp 6, Dept Colorectal Surg, Guangzhou, Peoples R China
Cai, Du
Wang, Wei
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机构:
Haining Peoples Hosp, Dept Clin Lab, Jiaxing, Peoples R ChinaSun Yat Sen Univ, Affiliated Hosp 6, Dept Colorectal Surg, Guangzhou, Peoples R China
Wang, Wei
Zhong, Min-Er
论文数: 0引用数: 0
h-index: 0
机构:
Sun Yat Sen Univ, Affiliated Hosp 6, Dept Colorectal Surg, Guangzhou, Peoples R China
Guangdong Inst Gastroenterol, Guangzhou, Peoples R China
Sun Yat Sen Univ, Affiliated Hosp 6, Guangdong Prov Key Lab Colorectal & Pelv Floor Dis, Guangzhou, Peoples R ChinaSun Yat Sen Univ, Affiliated Hosp 6, Dept Colorectal Surg, Guangzhou, Peoples R China
Zhong, Min-Er
Fan, Dejun
论文数: 0引用数: 0
h-index: 0
机构:
Sun Yat Sen Univ, Affiliated Hosp 6, Dept Colorectal Surg, Guangzhou, Peoples R China
Guangdong Inst Gastroenterol, Guangzhou, Peoples R China
Sun Yat Sen Univ, Affiliated Hosp 6, Guangdong Prov Key Lab Colorectal & Pelv Floor Dis, Guangzhou, Peoples R China
Sun Yat Sen Univ, Affiliated Hosp 6, Dept Gastrointestinal Endoscopy, Guangzhou, Peoples R ChinaSun Yat Sen Univ, Affiliated Hosp 6, Dept Colorectal Surg, Guangzhou, Peoples R China
Fan, Dejun
Liu, Xuanhui
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机构:
Sun Yat Sen Univ, Affiliated Hosp 6, Dept Colorectal Surg, Guangzhou, Peoples R China
Guangdong Inst Gastroenterol, Guangzhou, Peoples R China
Sun Yat Sen Univ, Affiliated Hosp 6, Guangdong Prov Key Lab Colorectal & Pelv Floor Dis, Guangzhou, Peoples R ChinaSun Yat Sen Univ, Affiliated Hosp 6, Dept Colorectal Surg, Guangzhou, Peoples R China
Liu, Xuanhui
Li, Cheng-Hang
论文数: 0引用数: 0
h-index: 0
机构:
Sun Yat Sen Univ, Affiliated Hosp 6, Dept Colorectal Surg, Guangzhou, Peoples R China
Guangdong Inst Gastroenterol, Guangzhou, Peoples R China
Sun Yat Sen Univ, Affiliated Hosp 6, Guangdong Prov Key Lab Colorectal & Pelv Floor Dis, Guangzhou, Peoples R ChinaSun Yat Sen Univ, Affiliated Hosp 6, Dept Colorectal Surg, Guangzhou, Peoples R China
Li, Cheng-Hang
Huang, Ze-Ping
论文数: 0引用数: 0
h-index: 0
机构:
Sun Yat Sen Univ, Affiliated Hosp 6, Dept Colorectal Surg, Guangzhou, Peoples R China
Guangdong Inst Gastroenterol, Guangzhou, Peoples R China
Sun Yat Sen Univ, Affiliated Hosp 6, Guangdong Prov Key Lab Colorectal & Pelv Floor Dis, Guangzhou, Peoples R ChinaSun Yat Sen Univ, Affiliated Hosp 6, Dept Colorectal Surg, Guangzhou, Peoples R China
Huang, Ze-Ping
Zhu, Qiqi
论文数: 0引用数: 0
h-index: 0
机构:
Lihuili Hosp, Ningbo Med Ctr, Dept Colorectal Surg, Ningbo, Peoples R ChinaSun Yat Sen Univ, Affiliated Hosp 6, Dept Colorectal Surg, Guangzhou, Peoples R China
Zhu, Qiqi
Lv, Min-Yi
论文数: 0引用数: 0
h-index: 0
机构:
Sun Yat Sen Univ, Affiliated Hosp 6, Dept Colorectal Surg, Guangzhou, Peoples R China
Guangdong Inst Gastroenterol, Guangzhou, Peoples R China
Sun Yat Sen Univ, Affiliated Hosp 6, Guangdong Prov Key Lab Colorectal & Pelv Floor Dis, Guangzhou, Peoples R ChinaSun Yat Sen Univ, Affiliated Hosp 6, Dept Colorectal Surg, Guangzhou, Peoples R China
Lv, Min-Yi
Hu, Chuling
论文数: 0引用数: 0
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机构:
Sun Yat Sen Univ, Affiliated Hosp 6, Dept Colorectal Surg, Guangzhou, Peoples R China
Guangdong Inst Gastroenterol, Guangzhou, Peoples R China
Sun Yat Sen Univ, Affiliated Hosp 6, Guangdong Prov Key Lab Colorectal & Pelv Floor Dis, Guangzhou, Peoples R ChinaSun Yat Sen Univ, Affiliated Hosp 6, Dept Colorectal Surg, Guangzhou, Peoples R China
Hu, Chuling
Duan, Xin
论文数: 0引用数: 0
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机构:
Sun Yat Sen Univ, Affiliated Hosp 6, Dept Colorectal Surg, Guangzhou, Peoples R China
Guangdong Inst Gastroenterol, Guangzhou, Peoples R China
Sun Yat Sen Univ, Affiliated Hosp 6, Guangdong Prov Key Lab Colorectal & Pelv Floor Dis, Guangzhou, Peoples R ChinaSun Yat Sen Univ, Affiliated Hosp 6, Dept Colorectal Surg, Guangzhou, Peoples R China
Duan, Xin
Wu, Xiao-Jian
论文数: 0引用数: 0
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机构:
Sun Yat Sen Univ, Affiliated Hosp 6, Dept Colorectal Surg, Guangzhou, Peoples R China
Guangdong Inst Gastroenterol, Guangzhou, Peoples R China
Sun Yat Sen Univ, Affiliated Hosp 6, Guangdong Prov Key Lab Colorectal & Pelv Floor Dis, Guangzhou, Peoples R China
Sun Yat Sen Univ, Affiliated Hosp 6, Dept Colorectal Surg, 26 Yuancun Erheng Rd, Guangzhou 510655, Guangdong, Peoples R ChinaSun Yat Sen Univ, Affiliated Hosp 6, Dept Colorectal Surg, Guangzhou, Peoples R China
Wu, Xiao-Jian
Gao, Feng
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机构:
Sun Yat Sen Univ, Affiliated Hosp 6, Dept Colorectal Surg, Guangzhou, Peoples R China
Guangdong Inst Gastroenterol, Guangzhou, Peoples R China
Sun Yat Sen Univ, Affiliated Hosp 6, Guangdong Prov Key Lab Colorectal & Pelv Floor Dis, Guangzhou, Peoples R China
Sun Yat Sen Univ, Affiliated Hosp 6, Dept Colorectal Surg, 26 Yuancun Erheng Rd, Guangzhou 510655, Guangdong, Peoples R ChinaSun Yat Sen Univ, Affiliated Hosp 6, Dept Colorectal Surg, Guangzhou, Peoples R China
机构:
Univ Ljubljana, Inst Pathol, Fac Med, Korytkova 2, Ljubljana 1000, SloveniaUniv Ljubljana, Inst Pathol, Fac Med, Korytkova 2, Ljubljana 1000, Slovenia
Rankovic, Branislava
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机构:
Zidar, Nina
Zlajpah, Margareta
论文数: 0引用数: 0
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Univ Ljubljana, Inst Pathol, Fac Med, Korytkova 2, Ljubljana 1000, SloveniaUniv Ljubljana, Inst Pathol, Fac Med, Korytkova 2, Ljubljana 1000, Slovenia
Zlajpah, Margareta
Bostjancic, Emanuela
论文数: 0引用数: 0
h-index: 0
机构:
Univ Ljubljana, Inst Pathol, Fac Med, Korytkova 2, Ljubljana 1000, SloveniaUniv Ljubljana, Inst Pathol, Fac Med, Korytkova 2, Ljubljana 1000, Slovenia
机构:
Yonsei Univ, Coll Life Sci & Biotechnol, Dept Biochem, 50 Yonsei Ro, Seoul 03722, South KoreaYonsei Univ, Coll Life Sci & Biotechnol, Dept Biochem, 50 Yonsei Ro, Seoul 03722, South Korea