Prognostic Molecular Indices of Resectable Hepatocellular Carcinoma: Implications of S100P for Early Recurrence
Background Although hepatocellular carcinomas (HCCs) often recur in patients undergoing hepatectomy, there are no reliable biomarkers of this undesirable event. Recent RNA-based efforts have developed valuable genetic indices prognostic of cancer outcomes. We aimed to identify molecular predictors o...
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Veröffentlicht in: | Annals of surgical oncology 2021-10, Vol.28 (11), p.6466-6478 |
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creator | Hwang, Hee Sang An, Jihyun Kang, Hyo Jeong Oh, Bora Oh, Yoo Jin Oh, Ji-Hye Kim, Wonkyung Sung, Chang Ohk Shim, Ju Hyun Yu, Eunsil |
description | Background
Although hepatocellular carcinomas (HCCs) often recur in patients undergoing hepatectomy, there are no reliable biomarkers of this undesirable event. Recent RNA-based efforts have developed valuable genetic indices prognostic of cancer outcomes. We aimed to identify molecular predictors of early recurrence after resection of HCC, and reveal the genomolecular structure of the resected tumors.
Method
Based on the transcriptomic and genomic datasets of 206 HCC samples surgically resected in the Asan Medical Center (AMC), we performed a differential gene expression analysis to identify quantitative markers associated with early recurrence and used the unsupervised clustering method to classify genomolecular subtypes.
Results
Differential gene expression profiling revealed that
S100P
was the highest-ranked overexpressed gene in HCCs that recurred within 2 years of surgery. This trend was reproduced in immunohistochemical studies of the original cohort and an independent AMC cohort.
S100P
expression also independently predicted HCC-specific mortality post-resection (adjusted hazard ratio 1.09, 95% confidence interval 1.01–1.19;
p
= 0.042). Validation in a Chinese cohort and in
in vitro
experiments confirmed the prognostic value of
S100P
in HCC. We further identified five discrete molecular subtypes of HCC; a subtype with stem cell features (‘AMC-C4’) was associated with the worst prognosis, both in our series and another two Asian datasets, and
S100P
was most strongly upregulated in that subtype.
Conclusion
We identified a promising prognostic biomolecule,
S100P
, associated with early recurrence after HCC resection, and established the genomolecular architecture of tumors affecting clinical outcomes, particularly in Asian patients. These new insights into molecular mediators should contribute to effective care for affected patients. |
doi_str_mv | 10.1245/s10434-021-09825-y |
format | Article |
fullrecord | <record><control><sourceid>proquest_cross</sourceid><recordid>TN_cdi_proquest_miscellaneous_2507667696</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><sourcerecordid>2575665518</sourcerecordid><originalsourceid>FETCH-LOGICAL-c375t-1f462bf831a757315560bd01340776df76a5a27c86dbb173b05fc4cb8cd0bc283</originalsourceid><addsrcrecordid>eNp9kctOwzAQRS0EglL4ARYoEhs2gbEdP8oOVQUqFYF4rC3bcVBQEhc7WfTvcVseEgtWY43PvR7PRegEwwUmBbuMGApa5EBwDhNJWL7aQSPMUqvgEu-mM3CZTwhnB-gwxncALCiwfXRAqZCcCzlC_jH4t87HvrbZvW-cHRodsnlX1tbFzFfZk4vO9to0LrtzS91765pmA011sHXnW32VzdtlU1vd177biJ4xwGNW-ZDNdGhWycQOIbjOuiO0V-kmuuOvOkavN7OX6V2-eLidT68XuaWC9TmuCk5MJSnWggmKGeNgSsC0ACF4WQmumSbCSl4ak35lgFW2sEbaEowlko7R-dZ3GfzH4GKv2jquR9ed80NUhIFIG-ATntCzP-i7H0KXpkuUYJwzhteGZEvZ4GMMrlLLULc6rBQGtY5DbeNQKQ61iUOtkuj0y3owrSt_JN_7TwDdAjFddW8u_L79j-0nJ2aVtA</addsrcrecordid><sourcetype>Aggregation Database</sourcetype><iscdi>true</iscdi><recordtype>article</recordtype><pqid>2575665518</pqid></control><display><type>article</type><title>Prognostic Molecular Indices of Resectable Hepatocellular Carcinoma: Implications of S100P for Early Recurrence</title><source>MEDLINE</source><source>Springer Nature - Complete Springer Journals</source><creator>Hwang, Hee Sang ; An, Jihyun ; Kang, Hyo Jeong ; Oh, Bora ; Oh, Yoo Jin ; Oh, Ji-Hye ; Kim, Wonkyung ; Sung, Chang Ohk ; Shim, Ju Hyun ; Yu, Eunsil</creator><creatorcontrib>Hwang, Hee Sang ; An, Jihyun ; Kang, Hyo Jeong ; Oh, Bora ; Oh, Yoo Jin ; Oh, Ji-Hye ; Kim, Wonkyung ; Sung, Chang Ohk ; Shim, Ju Hyun ; Yu, Eunsil</creatorcontrib><description>Background
Although hepatocellular carcinomas (HCCs) often recur in patients undergoing hepatectomy, there are no reliable biomarkers of this undesirable event. Recent RNA-based efforts have developed valuable genetic indices prognostic of cancer outcomes. We aimed to identify molecular predictors of early recurrence after resection of HCC, and reveal the genomolecular structure of the resected tumors.
Method
Based on the transcriptomic and genomic datasets of 206 HCC samples surgically resected in the Asan Medical Center (AMC), we performed a differential gene expression analysis to identify quantitative markers associated with early recurrence and used the unsupervised clustering method to classify genomolecular subtypes.
Results
Differential gene expression profiling revealed that
S100P
was the highest-ranked overexpressed gene in HCCs that recurred within 2 years of surgery. This trend was reproduced in immunohistochemical studies of the original cohort and an independent AMC cohort.
S100P
expression also independently predicted HCC-specific mortality post-resection (adjusted hazard ratio 1.09, 95% confidence interval 1.01–1.19;
p
= 0.042). Validation in a Chinese cohort and in
in vitro
experiments confirmed the prognostic value of
S100P
in HCC. We further identified five discrete molecular subtypes of HCC; a subtype with stem cell features (‘AMC-C4’) was associated with the worst prognosis, both in our series and another two Asian datasets, and
S100P
was most strongly upregulated in that subtype.
Conclusion
We identified a promising prognostic biomolecule,
S100P
, associated with early recurrence after HCC resection, and established the genomolecular architecture of tumors affecting clinical outcomes, particularly in Asian patients. These new insights into molecular mediators should contribute to effective care for affected patients.</description><identifier>ISSN: 1068-9265</identifier><identifier>EISSN: 1534-4681</identifier><identifier>DOI: 10.1245/s10434-021-09825-y</identifier><identifier>PMID: 33786678</identifier><language>eng</language><publisher>Cham: Springer International Publishing</publisher><subject>Biomarkers, Tumor - genetics ; Calcium-Binding Proteins - genetics ; Carcinoma, Hepatocellular - genetics ; Carcinoma, Hepatocellular - surgery ; Gene expression ; Hepatectomy ; Hepatocellular carcinoma ; Humans ; Liver cancer ; Liver Neoplasms - genetics ; Liver Neoplasms - surgery ; Medicine ; Medicine & Public Health ; Neoplasm Proteins - genetics ; Neoplasm Recurrence, Local - genetics ; Neoplasm Recurrence, Local - surgery ; Oncology ; Patients ; Prognosis ; Stem cells ; Surgery ; Surgical Oncology ; Transcriptomics ; Translational Research ; Tumors</subject><ispartof>Annals of surgical oncology, 2021-10, Vol.28 (11), p.6466-6478</ispartof><rights>Society of Surgical Oncology 2021</rights><rights>2021. Society of Surgical Oncology.</rights><rights>Society of Surgical Oncology 2021.</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c375t-1f462bf831a757315560bd01340776df76a5a27c86dbb173b05fc4cb8cd0bc283</citedby><cites>FETCH-LOGICAL-c375t-1f462bf831a757315560bd01340776df76a5a27c86dbb173b05fc4cb8cd0bc283</cites><orcidid>0000-0002-7336-1371</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://link.springer.com/content/pdf/10.1245/s10434-021-09825-y$$EPDF$$P50$$Gspringer$$H</linktopdf><linktohtml>$$Uhttps://link.springer.com/10.1245/s10434-021-09825-y$$EHTML$$P50$$Gspringer$$H</linktohtml><link.rule.ids>314,776,780,27901,27902,41464,42533,51294</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/33786678$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Hwang, Hee Sang</creatorcontrib><creatorcontrib>An, Jihyun</creatorcontrib><creatorcontrib>Kang, Hyo Jeong</creatorcontrib><creatorcontrib>Oh, Bora</creatorcontrib><creatorcontrib>Oh, Yoo Jin</creatorcontrib><creatorcontrib>Oh, Ji-Hye</creatorcontrib><creatorcontrib>Kim, Wonkyung</creatorcontrib><creatorcontrib>Sung, Chang Ohk</creatorcontrib><creatorcontrib>Shim, Ju Hyun</creatorcontrib><creatorcontrib>Yu, Eunsil</creatorcontrib><title>Prognostic Molecular Indices of Resectable Hepatocellular Carcinoma: Implications of S100P for Early Recurrence</title><title>Annals of surgical oncology</title><addtitle>Ann Surg Oncol</addtitle><addtitle>Ann Surg Oncol</addtitle><description>Background
Although hepatocellular carcinomas (HCCs) often recur in patients undergoing hepatectomy, there are no reliable biomarkers of this undesirable event. Recent RNA-based efforts have developed valuable genetic indices prognostic of cancer outcomes. We aimed to identify molecular predictors of early recurrence after resection of HCC, and reveal the genomolecular structure of the resected tumors.
Method
Based on the transcriptomic and genomic datasets of 206 HCC samples surgically resected in the Asan Medical Center (AMC), we performed a differential gene expression analysis to identify quantitative markers associated with early recurrence and used the unsupervised clustering method to classify genomolecular subtypes.
Results
Differential gene expression profiling revealed that
S100P
was the highest-ranked overexpressed gene in HCCs that recurred within 2 years of surgery. This trend was reproduced in immunohistochemical studies of the original cohort and an independent AMC cohort.
S100P
expression also independently predicted HCC-specific mortality post-resection (adjusted hazard ratio 1.09, 95% confidence interval 1.01–1.19;
p
= 0.042). Validation in a Chinese cohort and in
in vitro
experiments confirmed the prognostic value of
S100P
in HCC. We further identified five discrete molecular subtypes of HCC; a subtype with stem cell features (‘AMC-C4’) was associated with the worst prognosis, both in our series and another two Asian datasets, and
S100P
was most strongly upregulated in that subtype.
Conclusion
We identified a promising prognostic biomolecule,
S100P
, associated with early recurrence after HCC resection, and established the genomolecular architecture of tumors affecting clinical outcomes, particularly in Asian patients. These new insights into molecular mediators should contribute to effective care for affected patients.</description><subject>Biomarkers, Tumor - genetics</subject><subject>Calcium-Binding Proteins - genetics</subject><subject>Carcinoma, Hepatocellular - genetics</subject><subject>Carcinoma, Hepatocellular - surgery</subject><subject>Gene expression</subject><subject>Hepatectomy</subject><subject>Hepatocellular carcinoma</subject><subject>Humans</subject><subject>Liver cancer</subject><subject>Liver Neoplasms - genetics</subject><subject>Liver Neoplasms - surgery</subject><subject>Medicine</subject><subject>Medicine & Public Health</subject><subject>Neoplasm Proteins - genetics</subject><subject>Neoplasm Recurrence, Local - genetics</subject><subject>Neoplasm Recurrence, Local - surgery</subject><subject>Oncology</subject><subject>Patients</subject><subject>Prognosis</subject><subject>Stem cells</subject><subject>Surgery</subject><subject>Surgical Oncology</subject><subject>Transcriptomics</subject><subject>Translational Research</subject><subject>Tumors</subject><issn>1068-9265</issn><issn>1534-4681</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2021</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><sourceid>BENPR</sourceid><recordid>eNp9kctOwzAQRS0EglL4ARYoEhs2gbEdP8oOVQUqFYF4rC3bcVBQEhc7WfTvcVseEgtWY43PvR7PRegEwwUmBbuMGApa5EBwDhNJWL7aQSPMUqvgEu-mM3CZTwhnB-gwxncALCiwfXRAqZCcCzlC_jH4t87HvrbZvW-cHRodsnlX1tbFzFfZk4vO9to0LrtzS91765pmA011sHXnW32VzdtlU1vd177biJ4xwGNW-ZDNdGhWycQOIbjOuiO0V-kmuuOvOkavN7OX6V2-eLidT68XuaWC9TmuCk5MJSnWggmKGeNgSsC0ACF4WQmumSbCSl4ak35lgFW2sEbaEowlko7R-dZ3GfzH4GKv2jquR9ed80NUhIFIG-ATntCzP-i7H0KXpkuUYJwzhteGZEvZ4GMMrlLLULc6rBQGtY5DbeNQKQ61iUOtkuj0y3owrSt_JN_7TwDdAjFddW8u_L79j-0nJ2aVtA</recordid><startdate>20211001</startdate><enddate>20211001</enddate><creator>Hwang, Hee Sang</creator><creator>An, Jihyun</creator><creator>Kang, Hyo Jeong</creator><creator>Oh, Bora</creator><creator>Oh, Yoo Jin</creator><creator>Oh, Ji-Hye</creator><creator>Kim, Wonkyung</creator><creator>Sung, Chang Ohk</creator><creator>Shim, Ju Hyun</creator><creator>Yu, Eunsil</creator><general>Springer International Publishing</general><general>Springer Nature B.V</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>3V.</scope><scope>7TO</scope><scope>7X7</scope><scope>7XB</scope><scope>88E</scope><scope>8AO</scope><scope>8FI</scope><scope>8FJ</scope><scope>8FK</scope><scope>ABUWG</scope><scope>AFKRA</scope><scope>BENPR</scope><scope>CCPQU</scope><scope>FYUFA</scope><scope>GHDGH</scope><scope>H94</scope><scope>K9.</scope><scope>M0S</scope><scope>M1P</scope><scope>PQEST</scope><scope>PQQKQ</scope><scope>PQUKI</scope><scope>PRINS</scope><scope>7X8</scope><orcidid>https://orcid.org/0000-0002-7336-1371</orcidid></search><sort><creationdate>20211001</creationdate><title>Prognostic Molecular Indices of Resectable Hepatocellular Carcinoma: Implications of S100P for Early Recurrence</title><author>Hwang, Hee Sang ; An, Jihyun ; Kang, Hyo Jeong ; Oh, Bora ; Oh, Yoo Jin ; Oh, Ji-Hye ; Kim, Wonkyung ; Sung, Chang Ohk ; Shim, Ju Hyun ; Yu, Eunsil</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c375t-1f462bf831a757315560bd01340776df76a5a27c86dbb173b05fc4cb8cd0bc283</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2021</creationdate><topic>Biomarkers, Tumor - genetics</topic><topic>Calcium-Binding Proteins - genetics</topic><topic>Carcinoma, Hepatocellular - genetics</topic><topic>Carcinoma, Hepatocellular - surgery</topic><topic>Gene expression</topic><topic>Hepatectomy</topic><topic>Hepatocellular carcinoma</topic><topic>Humans</topic><topic>Liver cancer</topic><topic>Liver Neoplasms - genetics</topic><topic>Liver Neoplasms - surgery</topic><topic>Medicine</topic><topic>Medicine & Public Health</topic><topic>Neoplasm Proteins - genetics</topic><topic>Neoplasm Recurrence, Local - genetics</topic><topic>Neoplasm Recurrence, Local - surgery</topic><topic>Oncology</topic><topic>Patients</topic><topic>Prognosis</topic><topic>Stem cells</topic><topic>Surgery</topic><topic>Surgical Oncology</topic><topic>Transcriptomics</topic><topic>Translational Research</topic><topic>Tumors</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Hwang, Hee Sang</creatorcontrib><creatorcontrib>An, Jihyun</creatorcontrib><creatorcontrib>Kang, Hyo Jeong</creatorcontrib><creatorcontrib>Oh, Bora</creatorcontrib><creatorcontrib>Oh, Yoo Jin</creatorcontrib><creatorcontrib>Oh, Ji-Hye</creatorcontrib><creatorcontrib>Kim, Wonkyung</creatorcontrib><creatorcontrib>Sung, Chang Ohk</creatorcontrib><creatorcontrib>Shim, Ju Hyun</creatorcontrib><creatorcontrib>Yu, Eunsil</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>ProQuest Central (Corporate)</collection><collection>Oncogenes and Growth Factors Abstracts</collection><collection>Health & Medical Collection</collection><collection>ProQuest Central (purchase pre-March 2016)</collection><collection>Medical Database (Alumni Edition)</collection><collection>ProQuest Pharma Collection</collection><collection>Hospital Premium Collection</collection><collection>Hospital Premium Collection (Alumni Edition)</collection><collection>ProQuest Central (Alumni) (purchase pre-March 2016)</collection><collection>ProQuest Central (Alumni Edition)</collection><collection>ProQuest Central UK/Ireland</collection><collection>ProQuest Central</collection><collection>ProQuest One Community College</collection><collection>Health Research Premium Collection</collection><collection>Health Research Premium Collection (Alumni)</collection><collection>AIDS and Cancer Research Abstracts</collection><collection>ProQuest Health & Medical Complete (Alumni)</collection><collection>Health & Medical Collection (Alumni Edition)</collection><collection>Medical Database</collection><collection>ProQuest One Academic Eastern Edition (DO NOT USE)</collection><collection>ProQuest One Academic</collection><collection>ProQuest One Academic UKI Edition</collection><collection>ProQuest Central China</collection><collection>MEDLINE - Academic</collection><jtitle>Annals of surgical oncology</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Hwang, Hee Sang</au><au>An, Jihyun</au><au>Kang, Hyo Jeong</au><au>Oh, Bora</au><au>Oh, Yoo Jin</au><au>Oh, Ji-Hye</au><au>Kim, Wonkyung</au><au>Sung, Chang Ohk</au><au>Shim, Ju Hyun</au><au>Yu, Eunsil</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Prognostic Molecular Indices of Resectable Hepatocellular Carcinoma: Implications of S100P for Early Recurrence</atitle><jtitle>Annals of surgical oncology</jtitle><stitle>Ann Surg Oncol</stitle><addtitle>Ann Surg Oncol</addtitle><date>2021-10-01</date><risdate>2021</risdate><volume>28</volume><issue>11</issue><spage>6466</spage><epage>6478</epage><pages>6466-6478</pages><issn>1068-9265</issn><eissn>1534-4681</eissn><abstract>Background
Although hepatocellular carcinomas (HCCs) often recur in patients undergoing hepatectomy, there are no reliable biomarkers of this undesirable event. Recent RNA-based efforts have developed valuable genetic indices prognostic of cancer outcomes. We aimed to identify molecular predictors of early recurrence after resection of HCC, and reveal the genomolecular structure of the resected tumors.
Method
Based on the transcriptomic and genomic datasets of 206 HCC samples surgically resected in the Asan Medical Center (AMC), we performed a differential gene expression analysis to identify quantitative markers associated with early recurrence and used the unsupervised clustering method to classify genomolecular subtypes.
Results
Differential gene expression profiling revealed that
S100P
was the highest-ranked overexpressed gene in HCCs that recurred within 2 years of surgery. This trend was reproduced in immunohistochemical studies of the original cohort and an independent AMC cohort.
S100P
expression also independently predicted HCC-specific mortality post-resection (adjusted hazard ratio 1.09, 95% confidence interval 1.01–1.19;
p
= 0.042). Validation in a Chinese cohort and in
in vitro
experiments confirmed the prognostic value of
S100P
in HCC. We further identified five discrete molecular subtypes of HCC; a subtype with stem cell features (‘AMC-C4’) was associated with the worst prognosis, both in our series and another two Asian datasets, and
S100P
was most strongly upregulated in that subtype.
Conclusion
We identified a promising prognostic biomolecule,
S100P
, associated with early recurrence after HCC resection, and established the genomolecular architecture of tumors affecting clinical outcomes, particularly in Asian patients. These new insights into molecular mediators should contribute to effective care for affected patients.</abstract><cop>Cham</cop><pub>Springer International Publishing</pub><pmid>33786678</pmid><doi>10.1245/s10434-021-09825-y</doi><tpages>13</tpages><orcidid>https://orcid.org/0000-0002-7336-1371</orcidid></addata></record> |
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subjects | Biomarkers, Tumor - genetics Calcium-Binding Proteins - genetics Carcinoma, Hepatocellular - genetics Carcinoma, Hepatocellular - surgery Gene expression Hepatectomy Hepatocellular carcinoma Humans Liver cancer Liver Neoplasms - genetics Liver Neoplasms - surgery Medicine Medicine & Public Health Neoplasm Proteins - genetics Neoplasm Recurrence, Local - genetics Neoplasm Recurrence, Local - surgery Oncology Patients Prognosis Stem cells Surgery Surgical Oncology Transcriptomics Translational Research Tumors |
title | Prognostic Molecular Indices of Resectable Hepatocellular Carcinoma: Implications of S100P for Early Recurrence |
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