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A four-methylated mRNA signature-based risk score system predicts survival in patients with hepatocellular carcinoma
Evidence suggests that altered DNA methylation plays a causative role in the pathogenesis of various cancers, including hepatocellular carcinoma (HCC). Thus, methylated differently expressed genes (MDEGs) could potentially serve as biomarkers and therapeutic targets in HCC. In the present study, scr...
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Published in: | Aging (Albany, NY.) NY.), 2019-01, Vol.11 (1), p.160-173 |
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creator | Wang, Yu Ruan, Zhiping Yu, Sizhe Tian, Tao Liang, Xuan Jing, Li Li, Wenyuan Wang, Xiao Xiang, Lcl Claret, F X Nan, Kejun Guo, Hui |
description | Evidence suggests that altered DNA methylation plays a causative role in the pathogenesis of various cancers, including hepatocellular carcinoma (HCC). Thus, methylated differently expressed genes (MDEGs) could potentially serve as biomarkers and therapeutic targets in HCC. In the present study, screening four genomics profiling datasets (GSE62232, GSE84402, GSE73003 and GSE57956) enabled us to identify a total of 148 MDEGs. A signature was then established based on the top four MDEGs (BRCA1, CAD, CDC20 and RBM8A). Taking clinical variables into consideration, we constructed a risk score system consisting of the four-MDEG signature and the patients' clinical features, which was predictive of prognosis in HCC. The prognostic value of the HCC risk score system was confirmed using TCGA HCC samples. The scores were then used to construct a nomogram, performance of which was evaluated using Harrel's concordance index (C-index) and a calibration curve. The signature-based nomogram for prediction of overall survival in HCC patients exhibited good performance and was superior to traditional staging systems (C-index: 0.676 vs 0.629, P< 0.05). We have thus established a novel risk score system that is predictive of prognosis and is a potentially useful guide for personalized treatment of HCC patients. |
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Thus, methylated differently expressed genes (MDEGs) could potentially serve as biomarkers and therapeutic targets in HCC. In the present study, screening four genomics profiling datasets (GSE62232, GSE84402, GSE73003 and GSE57956) enabled us to identify a total of 148 MDEGs. A signature was then established based on the top four MDEGs (BRCA1, CAD, CDC20 and RBM8A). Taking clinical variables into consideration, we constructed a risk score system consisting of the four-MDEG signature and the patients' clinical features, which was predictive of prognosis in HCC. The prognostic value of the HCC risk score system was confirmed using TCGA HCC samples. The scores were then used to construct a nomogram, performance of which was evaluated using Harrel's concordance index (C-index) and a calibration curve. The signature-based nomogram for prediction of overall survival in HCC patients exhibited good performance and was superior to traditional staging systems (C-index: 0.676 vs 0.629, P< 0.05). We have thus established a novel risk score system that is predictive of prognosis and is a potentially useful guide for personalized treatment of HCC patients.</description><identifier>ISSN: 1945-4589</identifier><identifier>EISSN: 1945-4589</identifier><identifier>DOI: 10.18632/aging.101738</identifier><identifier>PMID: 30631005</identifier><language>eng</language><publisher>United States: Impact Journals</publisher><subject>Aged ; Biomarkers, Tumor ; Carcinoma, Hepatocellular - pathology ; Female ; Gene Expression Profiling ; Gene Expression Regulation, Neoplastic ; Humans ; Liver Neoplasms - pathology ; Male ; Methylation ; Middle Aged ; Research Paper ; RNA, Messenger - genetics ; RNA, Messenger - metabolism</subject><ispartof>Aging (Albany, NY.), 2019-01, Vol.11 (1), p.160-173</ispartof><rights>Copyright © 2019 Wang et al.</rights><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c387t-d85a4b537be6d123c36e105ebbf5faa14b33aaeb872eaf84e7194453a484f4233</citedby><cites>FETCH-LOGICAL-c387t-d85a4b537be6d123c36e105ebbf5faa14b33aaeb872eaf84e7194453a484f4233</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC6339794/pdf/$$EPDF$$P50$$Gpubmedcentral$$Hfree_for_read</linktopdf><linktohtml>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC6339794/$$EHTML$$P50$$Gpubmedcentral$$Hfree_for_read</linktohtml><link.rule.ids>230,314,727,780,784,885,27924,27925,53791,53793</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/30631005$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Wang, Yu</creatorcontrib><creatorcontrib>Ruan, Zhiping</creatorcontrib><creatorcontrib>Yu, Sizhe</creatorcontrib><creatorcontrib>Tian, Tao</creatorcontrib><creatorcontrib>Liang, Xuan</creatorcontrib><creatorcontrib>Jing, Li</creatorcontrib><creatorcontrib>Li, Wenyuan</creatorcontrib><creatorcontrib>Wang, Xiao</creatorcontrib><creatorcontrib>Xiang, Lcl</creatorcontrib><creatorcontrib>Claret, F X</creatorcontrib><creatorcontrib>Nan, Kejun</creatorcontrib><creatorcontrib>Guo, Hui</creatorcontrib><title>A four-methylated mRNA signature-based risk score system predicts survival in patients with hepatocellular carcinoma</title><title>Aging (Albany, NY.)</title><addtitle>Aging (Albany NY)</addtitle><description>Evidence suggests that altered DNA methylation plays a causative role in the pathogenesis of various cancers, including hepatocellular carcinoma (HCC). Thus, methylated differently expressed genes (MDEGs) could potentially serve as biomarkers and therapeutic targets in HCC. In the present study, screening four genomics profiling datasets (GSE62232, GSE84402, GSE73003 and GSE57956) enabled us to identify a total of 148 MDEGs. A signature was then established based on the top four MDEGs (BRCA1, CAD, CDC20 and RBM8A). Taking clinical variables into consideration, we constructed a risk score system consisting of the four-MDEG signature and the patients' clinical features, which was predictive of prognosis in HCC. The prognostic value of the HCC risk score system was confirmed using TCGA HCC samples. The scores were then used to construct a nomogram, performance of which was evaluated using Harrel's concordance index (C-index) and a calibration curve. The signature-based nomogram for prediction of overall survival in HCC patients exhibited good performance and was superior to traditional staging systems (C-index: 0.676 vs 0.629, P< 0.05). We have thus established a novel risk score system that is predictive of prognosis and is a potentially useful guide for personalized treatment of HCC patients.</description><subject>Aged</subject><subject>Biomarkers, Tumor</subject><subject>Carcinoma, Hepatocellular - pathology</subject><subject>Female</subject><subject>Gene Expression Profiling</subject><subject>Gene Expression Regulation, Neoplastic</subject><subject>Humans</subject><subject>Liver Neoplasms - pathology</subject><subject>Male</subject><subject>Methylation</subject><subject>Middle Aged</subject><subject>Research Paper</subject><subject>RNA, Messenger - genetics</subject><subject>RNA, Messenger - metabolism</subject><issn>1945-4589</issn><issn>1945-4589</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2019</creationdate><recordtype>article</recordtype><recordid>eNpVUU1P3DAQtSpQ-WiPvVY-cgm1M3Y-LpVWiLZICCQEZ2viTHbdJvHWdhbtvyfdpSs4zcybpzdv9Bj7IsWlrArIv-HSjctLKWQJ1Qd2KmulM6Wr-uhNf8LOYvwtRKG1Kj6yExAFSCH0KUsL3vkpZAOl1bbHRC0fHu4WPLrliGkKlDUYZzC4-IdH6wPxuI2JBr4O1DqbIo9T2LgN9tyNfI3J0TiDzy6t-Irm2Vvq-6nHwC0G60Y_4Cd23GEf6fNrPWdPP64fr35lt_c_b64Wt5mFqkxZW2lUjYayoaKVOVgoSApNTdPpDlGqBgCRmqrMCbtKUTk_rDSgqlSncoBz9n2vu56agVo7OwvYm3VwA4at8ejM-83oVmbpN6YAqMtazQIXrwLB_50oJjO4-O8fHMlP0eSyrEHVuchnaran2uBjDNQdzkhhdkmZXVJmn9TM__rW24H9Pxp4AQi-k9M</recordid><startdate>20190110</startdate><enddate>20190110</enddate><creator>Wang, Yu</creator><creator>Ruan, Zhiping</creator><creator>Yu, Sizhe</creator><creator>Tian, Tao</creator><creator>Liang, Xuan</creator><creator>Jing, Li</creator><creator>Li, Wenyuan</creator><creator>Wang, Xiao</creator><creator>Xiang, Lcl</creator><creator>Claret, F X</creator><creator>Nan, Kejun</creator><creator>Guo, Hui</creator><general>Impact Journals</general><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7X8</scope><scope>5PM</scope></search><sort><creationdate>20190110</creationdate><title>A four-methylated mRNA signature-based risk score system predicts survival in patients with hepatocellular carcinoma</title><author>Wang, Yu ; Ruan, Zhiping ; Yu, Sizhe ; Tian, Tao ; Liang, Xuan ; Jing, Li ; Li, Wenyuan ; Wang, Xiao ; Xiang, Lcl ; Claret, F X ; Nan, Kejun ; Guo, Hui</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c387t-d85a4b537be6d123c36e105ebbf5faa14b33aaeb872eaf84e7194453a484f4233</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2019</creationdate><topic>Aged</topic><topic>Biomarkers, Tumor</topic><topic>Carcinoma, Hepatocellular - pathology</topic><topic>Female</topic><topic>Gene Expression Profiling</topic><topic>Gene Expression Regulation, Neoplastic</topic><topic>Humans</topic><topic>Liver Neoplasms - pathology</topic><topic>Male</topic><topic>Methylation</topic><topic>Middle Aged</topic><topic>Research Paper</topic><topic>RNA, Messenger - genetics</topic><topic>RNA, Messenger - metabolism</topic><toplevel>online_resources</toplevel><creatorcontrib>Wang, Yu</creatorcontrib><creatorcontrib>Ruan, Zhiping</creatorcontrib><creatorcontrib>Yu, Sizhe</creatorcontrib><creatorcontrib>Tian, Tao</creatorcontrib><creatorcontrib>Liang, Xuan</creatorcontrib><creatorcontrib>Jing, Li</creatorcontrib><creatorcontrib>Li, Wenyuan</creatorcontrib><creatorcontrib>Wang, Xiao</creatorcontrib><creatorcontrib>Xiang, Lcl</creatorcontrib><creatorcontrib>Claret, F X</creatorcontrib><creatorcontrib>Nan, Kejun</creatorcontrib><creatorcontrib>Guo, Hui</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>MEDLINE - Academic</collection><collection>PubMed Central (Full Participant titles)</collection><jtitle>Aging (Albany, NY.)</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Wang, Yu</au><au>Ruan, Zhiping</au><au>Yu, Sizhe</au><au>Tian, Tao</au><au>Liang, Xuan</au><au>Jing, Li</au><au>Li, Wenyuan</au><au>Wang, Xiao</au><au>Xiang, Lcl</au><au>Claret, F X</au><au>Nan, Kejun</au><au>Guo, Hui</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>A four-methylated mRNA signature-based risk score system predicts survival in patients with hepatocellular carcinoma</atitle><jtitle>Aging (Albany, NY.)</jtitle><addtitle>Aging (Albany NY)</addtitle><date>2019-01-10</date><risdate>2019</risdate><volume>11</volume><issue>1</issue><spage>160</spage><epage>173</epage><pages>160-173</pages><issn>1945-4589</issn><eissn>1945-4589</eissn><abstract>Evidence suggests that altered DNA methylation plays a causative role in the pathogenesis of various cancers, including hepatocellular carcinoma (HCC). Thus, methylated differently expressed genes (MDEGs) could potentially serve as biomarkers and therapeutic targets in HCC. In the present study, screening four genomics profiling datasets (GSE62232, GSE84402, GSE73003 and GSE57956) enabled us to identify a total of 148 MDEGs. A signature was then established based on the top four MDEGs (BRCA1, CAD, CDC20 and RBM8A). Taking clinical variables into consideration, we constructed a risk score system consisting of the four-MDEG signature and the patients' clinical features, which was predictive of prognosis in HCC. The prognostic value of the HCC risk score system was confirmed using TCGA HCC samples. The scores were then used to construct a nomogram, performance of which was evaluated using Harrel's concordance index (C-index) and a calibration curve. The signature-based nomogram for prediction of overall survival in HCC patients exhibited good performance and was superior to traditional staging systems (C-index: 0.676 vs 0.629, P< 0.05). 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subjects | Aged Biomarkers, Tumor Carcinoma, Hepatocellular - pathology Female Gene Expression Profiling Gene Expression Regulation, Neoplastic Humans Liver Neoplasms - pathology Male Methylation Middle Aged Research Paper RNA, Messenger - genetics RNA, Messenger - metabolism |
title | A four-methylated mRNA signature-based risk score system predicts survival in patients with hepatocellular carcinoma |
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