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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Veröffentlicht in:Hepatology (Baltimore, Md.) Md.), 2022-12, Vol.76 (6), p.1634-1648
Hauptverfasser: 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
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container_end_page 1648
container_issue 6
container_start_page 1634
container_title Hepatology (Baltimore, Md.)
container_volume 76
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
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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 &amp; 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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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