Consensus subtypes of hepatocellular carcinoma associated with clinical outcomes and genomic phenotypes
Background and Aims Although many studies revealed transcriptomic subtypes of HCC, concordance of the subtypes are not fully examined. We aim to examine a consensus of transcriptomic subtypes and correlate them with clinical outcomes. Approach and Results By integrating 16 previously established gen...
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creator | Lee, Sung Hwan Yim, Sun Young Jeong, Yun Seong Li, Qi‐Xiang Kang, Sang‐Hee Sohn, Bo Hwa Kumar, Shwetha V. Shin, Ji‐Hyun Choi, You Rhee Shim, Jae‐Jun Kim, Hayeon Kim, Ji Hoon Kim, Shin Guo, Sheng Johnson, Randy L. Kaseb, Ahmed Kang, Koo Jeong Chun, Yun Shin Jang, Hee Jin Lee, Byoung Gill Woo, Hyun Goo Ha, Min Jin Akbani, Rehan Roberts, Lewis R. Wheeler, David A. Lee, Ju‐Seog |
description | Background and Aims
Although many studies revealed transcriptomic subtypes of HCC, concordance of the subtypes are not fully examined. We aim to examine a consensus of transcriptomic subtypes and correlate them with clinical outcomes.
Approach and Results
By integrating 16 previously established genomic signatures for HCC subtypes, we identified five clinically and molecularly distinct consensus subtypes. STM (STeM) is characterized by high stem cell features, vascular invasion, and poor prognosis. CIN (Chromosomal INstability) has moderate stem cell features, but high genomic instability and low immune activity. IMH (IMmune High) is characterized by high immune activity. BCM (Beta‐Catenin with high Male predominance) is characterized by prominent β‐catenin activation, low miRNA expression, hypomethylation, and high sensitivity to sorafenib. DLP (Differentiated and Low Proliferation) is differentiated with high hepatocyte nuclear factor 4A activity. We also developed and validated a robust predictor of consensus subtype with 100 genes and demonstrated that five subtypes were well conserved in patient‐derived xenograft models and cell lines. By analyzing serum proteomic data from the same patients, we further identified potential serum biomarkers that can stratify patients into subtypes.
Conclusions
Five HCC subtypes are correlated with genomic phenotypes and clinical outcomes and highly conserved in preclinical models, providing a framework for selecting the most appropriate models for preclinical studies. |
doi_str_mv | 10.1002/hep.32490 |
format | Article |
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Although many studies revealed transcriptomic subtypes of HCC, concordance of the subtypes are not fully examined. We aim to examine a consensus of transcriptomic subtypes and correlate them with clinical outcomes.
Approach and Results
By integrating 16 previously established genomic signatures for HCC subtypes, we identified five clinically and molecularly distinct consensus subtypes. STM (STeM) is characterized by high stem cell features, vascular invasion, and poor prognosis. CIN (Chromosomal INstability) has moderate stem cell features, but high genomic instability and low immune activity. IMH (IMmune High) is characterized by high immune activity. BCM (Beta‐Catenin with high Male predominance) is characterized by prominent β‐catenin activation, low miRNA expression, hypomethylation, and high sensitivity to sorafenib. DLP (Differentiated and Low Proliferation) is differentiated with high hepatocyte nuclear factor 4A activity. We also developed and validated a robust predictor of consensus subtype with 100 genes and demonstrated that five subtypes were well conserved in patient‐derived xenograft models and cell lines. By analyzing serum proteomic data from the same patients, we further identified potential serum biomarkers that can stratify patients into subtypes.
Conclusions
Five HCC subtypes are correlated with genomic phenotypes and clinical outcomes and highly conserved in preclinical models, providing a framework for selecting the most appropriate models for preclinical studies.</description><identifier>ISSN: 0270-9139</identifier><identifier>EISSN: 1527-3350</identifier><identifier>DOI: 10.1002/hep.32490</identifier><identifier>PMID: 35349735</identifier><language>eng</language><publisher>United States: Wolters Kluwer Health, Inc</publisher><subject>beta Catenin - genetics ; Carcinoma, Hepatocellular - pathology ; Catenin ; Cell culture ; Clinical outcomes ; Consensus ; Female ; Genomic instability ; Genomics ; Hepatocellular carcinoma ; Hepatology ; Humans ; Liver cancer ; Liver Neoplasms - pathology ; Male ; miRNA ; Patients ; Phenotype ; Phenotypes ; Proteomics ; Stem cells ; Transcriptomics ; Xenografts</subject><ispartof>Hepatology (Baltimore, Md.), 2022-12, Vol.76 (6), p.1634-1648</ispartof><rights>2022 American Association for the Study of Liver Diseases.</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c4430-eb3c7e46da69116fb0a8238cde5f1bd063f46238931ab77579cfa5791bf2af713</citedby><cites>FETCH-LOGICAL-c4430-eb3c7e46da69116fb0a8238cde5f1bd063f46238931ab77579cfa5791bf2af713</cites><orcidid>0000-0002-6097-8831 ; 0000-0003-3924-0434 ; 0000-0003-3365-0096 ; 0000-0002-5165-1642</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://onlinelibrary.wiley.com/doi/pdf/10.1002%2Fhep.32490$$EPDF$$P50$$Gwiley$$H</linktopdf><linktohtml>$$Uhttps://onlinelibrary.wiley.com/doi/full/10.1002%2Fhep.32490$$EHTML$$P50$$Gwiley$$H</linktohtml><link.rule.ids>230,314,776,780,881,1411,27903,27904,45553,45554</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/35349735$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Lee, Sung Hwan</creatorcontrib><creatorcontrib>Yim, Sun Young</creatorcontrib><creatorcontrib>Jeong, Yun Seong</creatorcontrib><creatorcontrib>Li, Qi‐Xiang</creatorcontrib><creatorcontrib>Kang, Sang‐Hee</creatorcontrib><creatorcontrib>Sohn, Bo Hwa</creatorcontrib><creatorcontrib>Kumar, Shwetha V.</creatorcontrib><creatorcontrib>Shin, Ji‐Hyun</creatorcontrib><creatorcontrib>Choi, You Rhee</creatorcontrib><creatorcontrib>Shim, Jae‐Jun</creatorcontrib><creatorcontrib>Kim, Hayeon</creatorcontrib><creatorcontrib>Kim, Ji Hoon</creatorcontrib><creatorcontrib>Kim, Shin</creatorcontrib><creatorcontrib>Guo, Sheng</creatorcontrib><creatorcontrib>Johnson, Randy L.</creatorcontrib><creatorcontrib>Kaseb, Ahmed</creatorcontrib><creatorcontrib>Kang, Koo Jeong</creatorcontrib><creatorcontrib>Chun, Yun Shin</creatorcontrib><creatorcontrib>Jang, Hee Jin</creatorcontrib><creatorcontrib>Lee, Byoung Gill</creatorcontrib><creatorcontrib>Woo, Hyun Goo</creatorcontrib><creatorcontrib>Ha, Min Jin</creatorcontrib><creatorcontrib>Akbani, Rehan</creatorcontrib><creatorcontrib>Roberts, Lewis R.</creatorcontrib><creatorcontrib>Wheeler, David A.</creatorcontrib><creatorcontrib>Lee, Ju‐Seog</creatorcontrib><title>Consensus subtypes of hepatocellular carcinoma associated with clinical outcomes and genomic phenotypes</title><title>Hepatology (Baltimore, Md.)</title><addtitle>Hepatology</addtitle><description>Background and Aims
Although many studies revealed transcriptomic subtypes of HCC, concordance of the subtypes are not fully examined. We aim to examine a consensus of transcriptomic subtypes and correlate them with clinical outcomes.
Approach and Results
By integrating 16 previously established genomic signatures for HCC subtypes, we identified five clinically and molecularly distinct consensus subtypes. STM (STeM) is characterized by high stem cell features, vascular invasion, and poor prognosis. CIN (Chromosomal INstability) has moderate stem cell features, but high genomic instability and low immune activity. IMH (IMmune High) is characterized by high immune activity. BCM (Beta‐Catenin with high Male predominance) is characterized by prominent β‐catenin activation, low miRNA expression, hypomethylation, and high sensitivity to sorafenib. DLP (Differentiated and Low Proliferation) is differentiated with high hepatocyte nuclear factor 4A activity. We also developed and validated a robust predictor of consensus subtype with 100 genes and demonstrated that five subtypes were well conserved in patient‐derived xenograft models and cell lines. By analyzing serum proteomic data from the same patients, we further identified potential serum biomarkers that can stratify patients into subtypes.
Conclusions
Five HCC subtypes are correlated with genomic phenotypes and clinical outcomes and highly conserved in preclinical models, providing a framework for selecting the most appropriate models for preclinical studies.</description><subject>beta Catenin - genetics</subject><subject>Carcinoma, Hepatocellular - pathology</subject><subject>Catenin</subject><subject>Cell culture</subject><subject>Clinical outcomes</subject><subject>Consensus</subject><subject>Female</subject><subject>Genomic instability</subject><subject>Genomics</subject><subject>Hepatocellular carcinoma</subject><subject>Hepatology</subject><subject>Humans</subject><subject>Liver cancer</subject><subject>Liver Neoplasms - pathology</subject><subject>Male</subject><subject>miRNA</subject><subject>Patients</subject><subject>Phenotype</subject><subject>Phenotypes</subject><subject>Proteomics</subject><subject>Stem cells</subject><subject>Transcriptomics</subject><subject>Xenografts</subject><issn>0270-9139</issn><issn>1527-3350</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2022</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><recordid>eNp1kU9LHDEYh4NYdLU9-AVKwEs9jObfTDYXoSy2FoT20J7DO5lkNzKTjMmMst--WdeKLfSShDdPHt78XoTOKLmkhLCrjR0vOROKHKAFrZmsOK_JIVoQJkmlKFfH6CTne0KIEmx5hI55zYWSvF6g9SqGbEOeM85zO21Hm3F0uBhhisb2_dxDwgaS8SEOgCHnaDxMtsNPftpg0_vgDfQ4zpOJQ3kNocNrW2Bv8Lgph2fpe_TOQZ_th5f9FP36cvNzdVvdff_6bfX5rjJCcFLZlhtpRdNBoyhtXEtgyfjSdLZ2tO1Iw51oSkFxCq2UtVTGQVlp6xg4Sfkput57x7kdbGdsmBL0ekx-gLTVEbz--yb4jV7HR61qqpZEFsGnF0GKD7PNkx583gUBwcY5a9aIWkgiCC_o-T_ofZxTKN_TrITbyEbKHXWxp0yKOSfrXpuhRO_Gp0vY-nl8hf34tvtX8s-8CnC1B558b7f_N-nbmx975W---6cZ</recordid><startdate>202212</startdate><enddate>202212</enddate><creator>Lee, Sung Hwan</creator><creator>Yim, Sun Young</creator><creator>Jeong, Yun Seong</creator><creator>Li, Qi‐Xiang</creator><creator>Kang, Sang‐Hee</creator><creator>Sohn, Bo Hwa</creator><creator>Kumar, Shwetha V.</creator><creator>Shin, Ji‐Hyun</creator><creator>Choi, You Rhee</creator><creator>Shim, Jae‐Jun</creator><creator>Kim, Hayeon</creator><creator>Kim, Ji Hoon</creator><creator>Kim, Shin</creator><creator>Guo, Sheng</creator><creator>Johnson, Randy L.</creator><creator>Kaseb, Ahmed</creator><creator>Kang, Koo Jeong</creator><creator>Chun, Yun Shin</creator><creator>Jang, Hee Jin</creator><creator>Lee, Byoung Gill</creator><creator>Woo, Hyun Goo</creator><creator>Ha, Min Jin</creator><creator>Akbani, Rehan</creator><creator>Roberts, Lewis R.</creator><creator>Wheeler, David A.</creator><creator>Lee, Ju‐Seog</creator><general>Wolters Kluwer Health, Inc</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>7T5</scope><scope>7TM</scope><scope>7TO</scope><scope>7U9</scope><scope>H94</scope><scope>K9.</scope><scope>7X8</scope><scope>5PM</scope><orcidid>https://orcid.org/0000-0002-6097-8831</orcidid><orcidid>https://orcid.org/0000-0003-3924-0434</orcidid><orcidid>https://orcid.org/0000-0003-3365-0096</orcidid><orcidid>https://orcid.org/0000-0002-5165-1642</orcidid></search><sort><creationdate>202212</creationdate><title>Consensus subtypes of hepatocellular carcinoma associated with clinical outcomes and genomic phenotypes</title><author>Lee, Sung Hwan ; Yim, Sun Young ; Jeong, Yun Seong ; Li, Qi‐Xiang ; Kang, Sang‐Hee ; Sohn, Bo Hwa ; Kumar, Shwetha V. ; Shin, Ji‐Hyun ; Choi, You Rhee ; Shim, Jae‐Jun ; Kim, Hayeon ; Kim, Ji Hoon ; Kim, Shin ; Guo, Sheng ; Johnson, Randy L. ; Kaseb, Ahmed ; Kang, Koo Jeong ; Chun, Yun Shin ; Jang, Hee Jin ; Lee, Byoung Gill ; Woo, Hyun Goo ; Ha, Min Jin ; Akbani, Rehan ; Roberts, Lewis R. ; Wheeler, David A. ; Lee, Ju‐Seog</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c4430-eb3c7e46da69116fb0a8238cde5f1bd063f46238931ab77579cfa5791bf2af713</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2022</creationdate><topic>beta Catenin - genetics</topic><topic>Carcinoma, Hepatocellular - pathology</topic><topic>Catenin</topic><topic>Cell culture</topic><topic>Clinical outcomes</topic><topic>Consensus</topic><topic>Female</topic><topic>Genomic instability</topic><topic>Genomics</topic><topic>Hepatocellular carcinoma</topic><topic>Hepatology</topic><topic>Humans</topic><topic>Liver cancer</topic><topic>Liver Neoplasms - pathology</topic><topic>Male</topic><topic>miRNA</topic><topic>Patients</topic><topic>Phenotype</topic><topic>Phenotypes</topic><topic>Proteomics</topic><topic>Stem cells</topic><topic>Transcriptomics</topic><topic>Xenografts</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Lee, Sung Hwan</creatorcontrib><creatorcontrib>Yim, Sun Young</creatorcontrib><creatorcontrib>Jeong, Yun Seong</creatorcontrib><creatorcontrib>Li, Qi‐Xiang</creatorcontrib><creatorcontrib>Kang, Sang‐Hee</creatorcontrib><creatorcontrib>Sohn, Bo Hwa</creatorcontrib><creatorcontrib>Kumar, Shwetha V.</creatorcontrib><creatorcontrib>Shin, Ji‐Hyun</creatorcontrib><creatorcontrib>Choi, You Rhee</creatorcontrib><creatorcontrib>Shim, Jae‐Jun</creatorcontrib><creatorcontrib>Kim, Hayeon</creatorcontrib><creatorcontrib>Kim, Ji Hoon</creatorcontrib><creatorcontrib>Kim, Shin</creatorcontrib><creatorcontrib>Guo, Sheng</creatorcontrib><creatorcontrib>Johnson, Randy L.</creatorcontrib><creatorcontrib>Kaseb, Ahmed</creatorcontrib><creatorcontrib>Kang, Koo Jeong</creatorcontrib><creatorcontrib>Chun, Yun Shin</creatorcontrib><creatorcontrib>Jang, Hee Jin</creatorcontrib><creatorcontrib>Lee, Byoung Gill</creatorcontrib><creatorcontrib>Woo, Hyun Goo</creatorcontrib><creatorcontrib>Ha, Min Jin</creatorcontrib><creatorcontrib>Akbani, Rehan</creatorcontrib><creatorcontrib>Roberts, Lewis R.</creatorcontrib><creatorcontrib>Wheeler, David A.</creatorcontrib><creatorcontrib>Lee, Ju‐Seog</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>Immunology Abstracts</collection><collection>Nucleic Acids Abstracts</collection><collection>Oncogenes and Growth Factors Abstracts</collection><collection>Virology and AIDS Abstracts</collection><collection>AIDS and Cancer Research Abstracts</collection><collection>ProQuest Health & Medical Complete (Alumni)</collection><collection>MEDLINE - Academic</collection><collection>PubMed Central (Full Participant titles)</collection><jtitle>Hepatology (Baltimore, Md.)</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Lee, Sung Hwan</au><au>Yim, Sun Young</au><au>Jeong, Yun Seong</au><au>Li, Qi‐Xiang</au><au>Kang, Sang‐Hee</au><au>Sohn, Bo Hwa</au><au>Kumar, Shwetha V.</au><au>Shin, Ji‐Hyun</au><au>Choi, You Rhee</au><au>Shim, Jae‐Jun</au><au>Kim, Hayeon</au><au>Kim, Ji Hoon</au><au>Kim, Shin</au><au>Guo, Sheng</au><au>Johnson, Randy L.</au><au>Kaseb, Ahmed</au><au>Kang, Koo Jeong</au><au>Chun, Yun Shin</au><au>Jang, Hee Jin</au><au>Lee, Byoung Gill</au><au>Woo, Hyun Goo</au><au>Ha, Min Jin</au><au>Akbani, Rehan</au><au>Roberts, Lewis R.</au><au>Wheeler, David A.</au><au>Lee, Ju‐Seog</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Consensus subtypes of hepatocellular carcinoma associated with clinical outcomes and genomic phenotypes</atitle><jtitle>Hepatology (Baltimore, Md.)</jtitle><addtitle>Hepatology</addtitle><date>2022-12</date><risdate>2022</risdate><volume>76</volume><issue>6</issue><spage>1634</spage><epage>1648</epage><pages>1634-1648</pages><issn>0270-9139</issn><eissn>1527-3350</eissn><abstract>Background and Aims
Although many studies revealed transcriptomic subtypes of HCC, concordance of the subtypes are not fully examined. We aim to examine a consensus of transcriptomic subtypes and correlate them with clinical outcomes.
Approach and Results
By integrating 16 previously established genomic signatures for HCC subtypes, we identified five clinically and molecularly distinct consensus subtypes. STM (STeM) is characterized by high stem cell features, vascular invasion, and poor prognosis. CIN (Chromosomal INstability) has moderate stem cell features, but high genomic instability and low immune activity. IMH (IMmune High) is characterized by high immune activity. BCM (Beta‐Catenin with high Male predominance) is characterized by prominent β‐catenin activation, low miRNA expression, hypomethylation, and high sensitivity to sorafenib. DLP (Differentiated and Low Proliferation) is differentiated with high hepatocyte nuclear factor 4A activity. We also developed and validated a robust predictor of consensus subtype with 100 genes and demonstrated that five subtypes were well conserved in patient‐derived xenograft models and cell lines. By analyzing serum proteomic data from the same patients, we further identified potential serum biomarkers that can stratify patients into subtypes.
Conclusions
Five HCC subtypes are correlated with genomic phenotypes and clinical outcomes and highly conserved in preclinical models, providing a framework for selecting the most appropriate models for preclinical studies.</abstract><cop>United States</cop><pub>Wolters Kluwer Health, Inc</pub><pmid>35349735</pmid><doi>10.1002/hep.32490</doi><tpages>15</tpages><orcidid>https://orcid.org/0000-0002-6097-8831</orcidid><orcidid>https://orcid.org/0000-0003-3924-0434</orcidid><orcidid>https://orcid.org/0000-0003-3365-0096</orcidid><orcidid>https://orcid.org/0000-0002-5165-1642</orcidid><oa>free_for_read</oa></addata></record> |
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subjects | beta Catenin - genetics Carcinoma, Hepatocellular - pathology Catenin Cell culture Clinical outcomes Consensus Female Genomic instability Genomics Hepatocellular carcinoma Hepatology Humans Liver cancer Liver Neoplasms - pathology Male miRNA Patients Phenotype Phenotypes Proteomics Stem cells Transcriptomics Xenografts |
title | Consensus subtypes of hepatocellular carcinoma associated with clinical outcomes and genomic phenotypes |
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