Network modeling of TGFβ signaling in hepatocellular carcinoma epithelial-to-mesenchymal transition reveals joint sonic hedgehog and Wnt pathway activation
Epithelial-to-mesenchymal transition (EMT) is a developmental process hijacked by cancer cells to leave the primary tumor site, invade surrounding tissue, and establish distant metastases. A hallmark of EMT is the loss of E-cadherin expression, and one major signal for the induction of EMT is TGFβ,...
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Veröffentlicht in: | Cancer research (Chicago, Ill.) Ill.), 2014-11, Vol.74 (21), p.5963-5977 |
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creator | Steinway, Steven Nathaniel Zañudo, Jorge G T Ding, Wei Rountree, Carl Bart Feith, David J Loughran, Jr, Thomas P Albert, Reka |
description | Epithelial-to-mesenchymal transition (EMT) is a developmental process hijacked by cancer cells to leave the primary tumor site, invade surrounding tissue, and establish distant metastases. A hallmark of EMT is the loss of E-cadherin expression, and one major signal for the induction of EMT is TGFβ, which is dysregulated in up to 40% of hepatocellular carcinoma (HCC). We have constructed an EMT network of 70 nodes and 135 edges by integrating the signaling pathways involved in developmental EMT and known dysregulations in invasive HCC. We then used discrete dynamic modeling to understand the dynamics of the EMT network driven by TGFβ. Our network model recapitulates known dysregulations during the induction of EMT and predicts the activation of the Wnt and Sonic hedgehog (SHH) signaling pathways during this process. We show, across multiple murine (P2E and P2M) and human HCC cell lines (Huh7, PLC/PRF/5, HLE, and HLF), that the TGFβ signaling axis is a conserved driver of mesenchymal phenotype HCC and confirm that Wnt and SHH signaling are induced in these cell lines. Furthermore, we identify by network analysis eight regulatory feedback motifs that stabilize the EMT process and show that these motifs involve cross-talk among multiple major pathways. Our model will be useful in identifying potential therapeutic targets for the suppression of EMT, invasion, and metastasis in HCC. |
doi_str_mv | 10.1158/0008-5472.CAN-14-0225 |
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A hallmark of EMT is the loss of E-cadherin expression, and one major signal for the induction of EMT is TGFβ, which is dysregulated in up to 40% of hepatocellular carcinoma (HCC). We have constructed an EMT network of 70 nodes and 135 edges by integrating the signaling pathways involved in developmental EMT and known dysregulations in invasive HCC. We then used discrete dynamic modeling to understand the dynamics of the EMT network driven by TGFβ. Our network model recapitulates known dysregulations during the induction of EMT and predicts the activation of the Wnt and Sonic hedgehog (SHH) signaling pathways during this process. We show, across multiple murine (P2E and P2M) and human HCC cell lines (Huh7, PLC/PRF/5, HLE, and HLF), that the TGFβ signaling axis is a conserved driver of mesenchymal phenotype HCC and confirm that Wnt and SHH signaling are induced in these cell lines. Furthermore, we identify by network analysis eight regulatory feedback motifs that stabilize the EMT process and show that these motifs involve cross-talk among multiple major pathways. Our model will be useful in identifying potential therapeutic targets for the suppression of EMT, invasion, and metastasis in HCC.</description><identifier>ISSN: 0008-5472</identifier><identifier>EISSN: 1538-7445</identifier><identifier>DOI: 10.1158/0008-5472.CAN-14-0225</identifier><identifier>PMID: 25189528</identifier><language>eng</language><publisher>United States</publisher><subject>Animals ; Cadherins - genetics ; Carcinoma, Hepatocellular - genetics ; Carcinoma, Hepatocellular - pathology ; Cell Line, Tumor ; Epithelial-Mesenchymal Transition - genetics ; Gene Regulatory Networks ; Hedgehog Proteins - biosynthesis ; Hedgehog Proteins - genetics ; Humans ; Liver Neoplasms - genetics ; Liver Neoplasms - pathology ; Mice ; Transcriptional Activation - genetics ; Transforming Growth Factor beta - genetics ; Wnt Signaling Pathway - genetics</subject><ispartof>Cancer research (Chicago, Ill.), 2014-11, Vol.74 (21), p.5963-5977</ispartof><rights>2014 American Association for Cancer Research.</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c463t-bb066dc4cefb55c5572504245e57341ce2e667e26fc65a8dbd9a4fb72ffe7fc23</citedby><cites>FETCH-LOGICAL-c463t-bb066dc4cefb55c5572504245e57341ce2e667e26fc65a8dbd9a4fb72ffe7fc23</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>230,314,780,784,885,3354,27923,27924</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/25189528$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Steinway, Steven Nathaniel</creatorcontrib><creatorcontrib>Zañudo, Jorge G T</creatorcontrib><creatorcontrib>Ding, Wei</creatorcontrib><creatorcontrib>Rountree, Carl Bart</creatorcontrib><creatorcontrib>Feith, David J</creatorcontrib><creatorcontrib>Loughran, Jr, Thomas P</creatorcontrib><creatorcontrib>Albert, Reka</creatorcontrib><title>Network modeling of TGFβ signaling in hepatocellular carcinoma epithelial-to-mesenchymal transition reveals joint sonic hedgehog and Wnt pathway activation</title><title>Cancer research (Chicago, Ill.)</title><addtitle>Cancer Res</addtitle><description>Epithelial-to-mesenchymal transition (EMT) is a developmental process hijacked by cancer cells to leave the primary tumor site, invade surrounding tissue, and establish distant metastases. A hallmark of EMT is the loss of E-cadherin expression, and one major signal for the induction of EMT is TGFβ, which is dysregulated in up to 40% of hepatocellular carcinoma (HCC). We have constructed an EMT network of 70 nodes and 135 edges by integrating the signaling pathways involved in developmental EMT and known dysregulations in invasive HCC. We then used discrete dynamic modeling to understand the dynamics of the EMT network driven by TGFβ. Our network model recapitulates known dysregulations during the induction of EMT and predicts the activation of the Wnt and Sonic hedgehog (SHH) signaling pathways during this process. We show, across multiple murine (P2E and P2M) and human HCC cell lines (Huh7, PLC/PRF/5, HLE, and HLF), that the TGFβ signaling axis is a conserved driver of mesenchymal phenotype HCC and confirm that Wnt and SHH signaling are induced in these cell lines. Furthermore, we identify by network analysis eight regulatory feedback motifs that stabilize the EMT process and show that these motifs involve cross-talk among multiple major pathways. Our model will be useful in identifying potential therapeutic targets for the suppression of EMT, invasion, and metastasis in HCC.</description><subject>Animals</subject><subject>Cadherins - genetics</subject><subject>Carcinoma, Hepatocellular - genetics</subject><subject>Carcinoma, Hepatocellular - pathology</subject><subject>Cell Line, Tumor</subject><subject>Epithelial-Mesenchymal Transition - genetics</subject><subject>Gene Regulatory Networks</subject><subject>Hedgehog Proteins - biosynthesis</subject><subject>Hedgehog Proteins - genetics</subject><subject>Humans</subject><subject>Liver Neoplasms - genetics</subject><subject>Liver Neoplasms - pathology</subject><subject>Mice</subject><subject>Transcriptional Activation - genetics</subject><subject>Transforming Growth Factor beta - genetics</subject><subject>Wnt Signaling Pathway - genetics</subject><issn>0008-5472</issn><issn>1538-7445</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2014</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><recordid>eNpVkcFu1DAQhi0EokvhEUA-ckkbOx4ne0GqVrQgVeVSxNFynEniktiL7d1q34Wn4EF4Jpy2rOA0mvH__zPyR8hbVp4xBs15WZZNAaLmZ5uLm4KJouQcnpEVg6opaiHgOVkdNSfkVYx3uQVWwktywoE1a-DNivy8wXTvw3c6-w4n6wbqe3p7dfn7F412cPphZB0dcauTNzhNu0kHanQw1vlZU9zaNGannorkixkjOjMeZj3RFLSLNlnvaMA96inSO29dotE7a3JiN-DoB6pdR7_lcV4w3usD1SbZvV58r8mLPtvwzVM9JV8vP95uPhXXX64-by6uCyNklYq2LaXsjDDYtwAGoOZQCi4Aoa4EM8hRyhq57I0E3XRtt9aib2ve91j3hlen5MNj7nbXztgZdPn2SW2DnXU4KK-t-v_F2VENfq9EA4xJkQPePwUE_2OHManZxuWztEO_i4pJtq5YLaXMUniUmuBjDNgf17BSLWTVQk0t1FQmq5hQC9nse_fvjUfXX5TVH8ihpks</recordid><startdate>20141101</startdate><enddate>20141101</enddate><creator>Steinway, Steven Nathaniel</creator><creator>Zañudo, Jorge G T</creator><creator>Ding, Wei</creator><creator>Rountree, Carl Bart</creator><creator>Feith, David J</creator><creator>Loughran, Jr, Thomas P</creator><creator>Albert, Reka</creator><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>20141101</creationdate><title>Network modeling of TGFβ signaling in hepatocellular carcinoma epithelial-to-mesenchymal transition reveals joint sonic hedgehog and Wnt pathway activation</title><author>Steinway, Steven Nathaniel ; Zañudo, Jorge G T ; Ding, Wei ; Rountree, Carl Bart ; Feith, David J ; Loughran, Jr, Thomas P ; Albert, Reka</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c463t-bb066dc4cefb55c5572504245e57341ce2e667e26fc65a8dbd9a4fb72ffe7fc23</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2014</creationdate><topic>Animals</topic><topic>Cadherins - genetics</topic><topic>Carcinoma, Hepatocellular - genetics</topic><topic>Carcinoma, Hepatocellular - pathology</topic><topic>Cell Line, Tumor</topic><topic>Epithelial-Mesenchymal Transition - genetics</topic><topic>Gene Regulatory Networks</topic><topic>Hedgehog Proteins - biosynthesis</topic><topic>Hedgehog Proteins - genetics</topic><topic>Humans</topic><topic>Liver Neoplasms - genetics</topic><topic>Liver Neoplasms - pathology</topic><topic>Mice</topic><topic>Transcriptional Activation - genetics</topic><topic>Transforming Growth Factor beta - genetics</topic><topic>Wnt Signaling Pathway - genetics</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Steinway, Steven Nathaniel</creatorcontrib><creatorcontrib>Zañudo, Jorge G T</creatorcontrib><creatorcontrib>Ding, Wei</creatorcontrib><creatorcontrib>Rountree, Carl Bart</creatorcontrib><creatorcontrib>Feith, David J</creatorcontrib><creatorcontrib>Loughran, Jr, Thomas P</creatorcontrib><creatorcontrib>Albert, Reka</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>Cancer research (Chicago, Ill.)</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Steinway, Steven Nathaniel</au><au>Zañudo, Jorge G T</au><au>Ding, Wei</au><au>Rountree, Carl Bart</au><au>Feith, David J</au><au>Loughran, Jr, Thomas P</au><au>Albert, Reka</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Network modeling of TGFβ signaling in hepatocellular carcinoma epithelial-to-mesenchymal transition reveals joint sonic hedgehog and Wnt pathway activation</atitle><jtitle>Cancer research (Chicago, Ill.)</jtitle><addtitle>Cancer Res</addtitle><date>2014-11-01</date><risdate>2014</risdate><volume>74</volume><issue>21</issue><spage>5963</spage><epage>5977</epage><pages>5963-5977</pages><issn>0008-5472</issn><eissn>1538-7445</eissn><abstract>Epithelial-to-mesenchymal transition (EMT) is a developmental process hijacked by cancer cells to leave the primary tumor site, invade surrounding tissue, and establish distant metastases. A hallmark of EMT is the loss of E-cadherin expression, and one major signal for the induction of EMT is TGFβ, which is dysregulated in up to 40% of hepatocellular carcinoma (HCC). We have constructed an EMT network of 70 nodes and 135 edges by integrating the signaling pathways involved in developmental EMT and known dysregulations in invasive HCC. We then used discrete dynamic modeling to understand the dynamics of the EMT network driven by TGFβ. Our network model recapitulates known dysregulations during the induction of EMT and predicts the activation of the Wnt and Sonic hedgehog (SHH) signaling pathways during this process. We show, across multiple murine (P2E and P2M) and human HCC cell lines (Huh7, PLC/PRF/5, HLE, and HLF), that the TGFβ signaling axis is a conserved driver of mesenchymal phenotype HCC and confirm that Wnt and SHH signaling are induced in these cell lines. 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subjects | Animals Cadherins - genetics Carcinoma, Hepatocellular - genetics Carcinoma, Hepatocellular - pathology Cell Line, Tumor Epithelial-Mesenchymal Transition - genetics Gene Regulatory Networks Hedgehog Proteins - biosynthesis Hedgehog Proteins - genetics Humans Liver Neoplasms - genetics Liver Neoplasms - pathology Mice Transcriptional Activation - genetics Transforming Growth Factor beta - genetics Wnt Signaling Pathway - genetics |
title | Network modeling of TGFβ signaling in hepatocellular carcinoma epithelial-to-mesenchymal transition reveals joint sonic hedgehog and Wnt pathway activation |
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