Biomarker Discovery for Early Detection of Hepatocellular Carcinoma in Hepatitis C–infected Patients
Chronic hepatic disease damages the liver, and the resulting wound-healing process leads to liver fibrosis and the subsequent development of cirrhosis. The leading cause of hepatic fibrosis and cirrhosis is infection with hepatitis C virus (HCV), and of the patients with HCV-induced cirrhosis, 2% to...
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description | Chronic hepatic disease damages the liver, and the resulting wound-healing process leads to liver fibrosis and the subsequent development of cirrhosis. The leading cause of hepatic fibrosis and cirrhosis is infection with hepatitis C virus (HCV), and of the patients with HCV-induced cirrhosis, 2% to 5% develop hepatocellular carcinoma (HCC), with a survival rate of 7%. HCC is one of the leading causes of cancer-related death worldwide, and the poor survival rate is largely due to late-stage diagnosis, which makes successful intervention difficult, if not impossible. The lack of sensitive and specific diagnostic tools and the urgent need for early-stage diagnosis prompted us to discover new candidate biomarkers for HCV and HCC. We used aptamer-based fractionation technology to reduce serum complexity, differentially labeled samples (six HCV and six HCC) with fluorescent dyes, and resolved proteins in pairwise two-dimensional difference gel electrophoresis. DeCyder software was used to identify differentially expressed proteins and spots picked, and MALDI-MS/MS was used to determine that ApoA1 was down-regulated by 22% (p < 0.004) in HCC relative to HCV. Differential expression quantified via two-dimensional difference gel electrophoresis was confirmed by means of 18O/16O stable isotope differential labeling with LC-MS/MS zoom scans. Technically independent confirmation was demonstrated by triple quadrupole LC-MS/MS selected reaction monitoring (SRM) assays with three peptides specific to human ApoA1 (DLATVYVDVLK, WQEEMELYR, and VSFLSALEEYTK) using 18O/16O-labeled samples and further verified with AQUA peptides as internal standards for quantification. In 50 patient samples (24 HCV and 26 HCC), all three SRM assays yielded highly similar differential expression of ApoA1 in HCC and HCV patients. These results validated the SRM assays, which were independently confirmed by Western blotting. Thus, ApoA1 is a candidate member of an SRM biomarker panel for early diagnosis, prognosis, and monitoring of HCC. Future multiplexing of SRM assays for other candidate biomarkers is envisioned to develop a biomarker panel for subsequent verification and validation studies. |
doi_str_mv | 10.1074/mcp.M113.031252 |
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The leading cause of hepatic fibrosis and cirrhosis is infection with hepatitis C virus (HCV), and of the patients with HCV-induced cirrhosis, 2% to 5% develop hepatocellular carcinoma (HCC), with a survival rate of 7%. HCC is one of the leading causes of cancer-related death worldwide, and the poor survival rate is largely due to late-stage diagnosis, which makes successful intervention difficult, if not impossible. The lack of sensitive and specific diagnostic tools and the urgent need for early-stage diagnosis prompted us to discover new candidate biomarkers for HCV and HCC. We used aptamer-based fractionation technology to reduce serum complexity, differentially labeled samples (six HCV and six HCC) with fluorescent dyes, and resolved proteins in pairwise two-dimensional difference gel electrophoresis. DeCyder software was used to identify differentially expressed proteins and spots picked, and MALDI-MS/MS was used to determine that ApoA1 was down-regulated by 22% (p < 0.004) in HCC relative to HCV. Differential expression quantified via two-dimensional difference gel electrophoresis was confirmed by means of 18O/16O stable isotope differential labeling with LC-MS/MS zoom scans. Technically independent confirmation was demonstrated by triple quadrupole LC-MS/MS selected reaction monitoring (SRM) assays with three peptides specific to human ApoA1 (DLATVYVDVLK, WQEEMELYR, and VSFLSALEEYTK) using 18O/16O-labeled samples and further verified with AQUA peptides as internal standards for quantification. In 50 patient samples (24 HCV and 26 HCC), all three SRM assays yielded highly similar differential expression of ApoA1 in HCC and HCV patients. These results validated the SRM assays, which were independently confirmed by Western blotting. Thus, ApoA1 is a candidate member of an SRM biomarker panel for early diagnosis, prognosis, and monitoring of HCC. Future multiplexing of SRM assays for other candidate biomarkers is envisioned to develop a biomarker panel for subsequent verification and validation studies.</description><identifier>ISSN: 1535-9476</identifier><identifier>EISSN: 1535-9484</identifier><identifier>DOI: 10.1074/mcp.M113.031252</identifier><identifier>PMID: 24008390</identifier><language>eng</language><publisher>United States: Elsevier Inc</publisher><subject>Adult ; Amino Acid Sequence ; Apolipoprotein A-I - blood ; Apolipoprotein A-I - genetics ; Aptamers, Peptide - chemistry ; Biomarkers, Tumor - blood ; Biomarkers, Tumor - genetics ; Carcinoma, Hepatocellular - blood ; Carcinoma, Hepatocellular - diagnosis ; Carcinoma, Hepatocellular - etiology ; Carcinoma, Hepatocellular - genetics ; Early Diagnosis ; Electrophoresis, Gel, Two-Dimensional ; Fluorescent Dyes - chemistry ; Gene Expression Regulation, Neoplastic ; Hepacivirus - isolation & purification ; Hepatitis C virus ; Hepatitis C, Chronic - blood ; Hepatitis C, Chronic - complications ; Hepatitis C, Chronic - diagnosis ; Hepatitis C, Chronic - genetics ; Humans ; Isotope Labeling ; Liver Cirrhosis - blood ; Liver Cirrhosis - diagnosis ; Liver Cirrhosis - etiology ; Liver Cirrhosis - genetics ; Liver Neoplasms - blood ; Liver Neoplasms - diagnosis ; Liver Neoplasms - etiology ; Liver Neoplasms - genetics ; Male ; Middle Aged ; Molecular Sequence Data ; Oxygen Isotopes ; Sensitivity and Specificity ; Spectrometry, Mass, Matrix-Assisted Laser Desorption-Ionization</subject><ispartof>Molecular & cellular proteomics, 2013-12, Vol.12 (12), p.3640-3652</ispartof><rights>2013 © 2013 ASBMB. Currently published by Elsevier Inc; originally published by American Society for Biochemistry and Molecular Biology.</rights><rights>2013 by The American Society for Biochemistry and Molecular Biology, Inc. 2013</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c476t-16490dfccbce356ab87b6d904b8fdf1a0f499903dcb4ff8a25a541ef62a6a4dc3</citedby><cites>FETCH-LOGICAL-c476t-16490dfccbce356ab87b6d904b8fdf1a0f499903dcb4ff8a25a541ef62a6a4dc3</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/PMC3861713/pdf/$$EPDF$$P50$$Gpubmedcentral$$H</linktopdf><linktohtml>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC3861713/$$EHTML$$P50$$Gpubmedcentral$$H</linktohtml><link.rule.ids>230,314,723,776,780,881,27901,27902,53766,53768</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/24008390$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Mustafa, Mehnaz G.</creatorcontrib><creatorcontrib>Petersen, John R.</creatorcontrib><creatorcontrib>Ju, Hyunsu</creatorcontrib><creatorcontrib>Cicalese, Luca</creatorcontrib><creatorcontrib>Snyder, Ned</creatorcontrib><creatorcontrib>Haidacher, Sigmund J.</creatorcontrib><creatorcontrib>Denner, Larry</creatorcontrib><creatorcontrib>Elferink, Cornelis</creatorcontrib><title>Biomarker Discovery for Early Detection of Hepatocellular Carcinoma in Hepatitis C–infected Patients</title><title>Molecular & cellular proteomics</title><addtitle>Mol Cell Proteomics</addtitle><description>Chronic hepatic disease damages the liver, and the resulting wound-healing process leads to liver fibrosis and the subsequent development of cirrhosis. The leading cause of hepatic fibrosis and cirrhosis is infection with hepatitis C virus (HCV), and of the patients with HCV-induced cirrhosis, 2% to 5% develop hepatocellular carcinoma (HCC), with a survival rate of 7%. HCC is one of the leading causes of cancer-related death worldwide, and the poor survival rate is largely due to late-stage diagnosis, which makes successful intervention difficult, if not impossible. The lack of sensitive and specific diagnostic tools and the urgent need for early-stage diagnosis prompted us to discover new candidate biomarkers for HCV and HCC. We used aptamer-based fractionation technology to reduce serum complexity, differentially labeled samples (six HCV and six HCC) with fluorescent dyes, and resolved proteins in pairwise two-dimensional difference gel electrophoresis. DeCyder software was used to identify differentially expressed proteins and spots picked, and MALDI-MS/MS was used to determine that ApoA1 was down-regulated by 22% (p < 0.004) in HCC relative to HCV. Differential expression quantified via two-dimensional difference gel electrophoresis was confirmed by means of 18O/16O stable isotope differential labeling with LC-MS/MS zoom scans. Technically independent confirmation was demonstrated by triple quadrupole LC-MS/MS selected reaction monitoring (SRM) assays with three peptides specific to human ApoA1 (DLATVYVDVLK, WQEEMELYR, and VSFLSALEEYTK) using 18O/16O-labeled samples and further verified with AQUA peptides as internal standards for quantification. In 50 patient samples (24 HCV and 26 HCC), all three SRM assays yielded highly similar differential expression of ApoA1 in HCC and HCV patients. These results validated the SRM assays, which were independently confirmed by Western blotting. Thus, ApoA1 is a candidate member of an SRM biomarker panel for early diagnosis, prognosis, and monitoring of HCC. Future multiplexing of SRM assays for other candidate biomarkers is envisioned to develop a biomarker panel for subsequent verification and validation studies.</description><subject>Adult</subject><subject>Amino Acid Sequence</subject><subject>Apolipoprotein A-I - blood</subject><subject>Apolipoprotein A-I - genetics</subject><subject>Aptamers, Peptide - chemistry</subject><subject>Biomarkers, Tumor - blood</subject><subject>Biomarkers, Tumor - genetics</subject><subject>Carcinoma, Hepatocellular - blood</subject><subject>Carcinoma, Hepatocellular - diagnosis</subject><subject>Carcinoma, Hepatocellular - etiology</subject><subject>Carcinoma, Hepatocellular - genetics</subject><subject>Early Diagnosis</subject><subject>Electrophoresis, Gel, Two-Dimensional</subject><subject>Fluorescent Dyes - chemistry</subject><subject>Gene Expression Regulation, Neoplastic</subject><subject>Hepacivirus - isolation & purification</subject><subject>Hepatitis C virus</subject><subject>Hepatitis C, Chronic - blood</subject><subject>Hepatitis C, Chronic - complications</subject><subject>Hepatitis C, Chronic - diagnosis</subject><subject>Hepatitis C, Chronic - genetics</subject><subject>Humans</subject><subject>Isotope Labeling</subject><subject>Liver Cirrhosis - blood</subject><subject>Liver Cirrhosis - diagnosis</subject><subject>Liver Cirrhosis - etiology</subject><subject>Liver Cirrhosis - genetics</subject><subject>Liver Neoplasms - blood</subject><subject>Liver Neoplasms - diagnosis</subject><subject>Liver Neoplasms - etiology</subject><subject>Liver Neoplasms - genetics</subject><subject>Male</subject><subject>Middle Aged</subject><subject>Molecular Sequence Data</subject><subject>Oxygen Isotopes</subject><subject>Sensitivity and Specificity</subject><subject>Spectrometry, Mass, Matrix-Assisted Laser Desorption-Ionization</subject><issn>1535-9476</issn><issn>1535-9484</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2013</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><recordid>eNp1UbtOAzEQtBCId02HXNIksc_2PRokCE8JBAXUls9eg-FyDvYlUjr-gT_kS3B0EEFB5ZV3ZnZ3BqEDSoaUFHw00dPhLaVsSBjNRLaGtqlgYlDxkq-v6iLfQjsxvhCSEVqITbSVcUJKVpFtZE-dn6jwCgGfuaj9HMICWx_wuQrNAp9BB7pzvsXe4iuYqs5raJpZowIeq6Bdm9jYtX3PdS7i8ef7h2ttooHB9-kT2i7uoQ2rmgj73-8uerw4fxhfDW7uLq_HJzcDnbbsBjTnFTFW61oDE7mqy6LOTUV4XVpjqSKWV1VFmNE1t7ZUmVCCU7B5pnLFjWa76LjXnc7qCRidZgfVyGlw6ciF9MrJv53WPcsnP5eszGlBWRI4-hYI_m0GsZOTZEs6WbXgZ1FSIWhOS1HyBB31UB18jAHsagwlcpmOTOnIZTqyTycxDn9vt8L_xJEAVQ-A5NHcQZBRJ_80GBeSodJ496_4F9iFor4</recordid><startdate>20131201</startdate><enddate>20131201</enddate><creator>Mustafa, Mehnaz G.</creator><creator>Petersen, John R.</creator><creator>Ju, Hyunsu</creator><creator>Cicalese, Luca</creator><creator>Snyder, Ned</creator><creator>Haidacher, Sigmund J.</creator><creator>Denner, Larry</creator><creator>Elferink, Cornelis</creator><general>Elsevier Inc</general><general>The American Society for Biochemistry and Molecular Biology</general><scope>6I.</scope><scope>AAFTH</scope><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>7U9</scope><scope>H94</scope><scope>5PM</scope></search><sort><creationdate>20131201</creationdate><title>Biomarker Discovery for Early Detection of Hepatocellular Carcinoma in Hepatitis C–infected Patients</title><author>Mustafa, Mehnaz G. ; Petersen, John R. ; Ju, Hyunsu ; Cicalese, Luca ; Snyder, Ned ; Haidacher, Sigmund J. ; Denner, Larry ; Elferink, Cornelis</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c476t-16490dfccbce356ab87b6d904b8fdf1a0f499903dcb4ff8a25a541ef62a6a4dc3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2013</creationdate><topic>Adult</topic><topic>Amino Acid Sequence</topic><topic>Apolipoprotein A-I - blood</topic><topic>Apolipoprotein A-I - genetics</topic><topic>Aptamers, Peptide - chemistry</topic><topic>Biomarkers, Tumor - blood</topic><topic>Biomarkers, Tumor - genetics</topic><topic>Carcinoma, Hepatocellular - blood</topic><topic>Carcinoma, Hepatocellular - diagnosis</topic><topic>Carcinoma, Hepatocellular - etiology</topic><topic>Carcinoma, Hepatocellular - genetics</topic><topic>Early Diagnosis</topic><topic>Electrophoresis, Gel, Two-Dimensional</topic><topic>Fluorescent Dyes - chemistry</topic><topic>Gene Expression Regulation, Neoplastic</topic><topic>Hepacivirus - isolation & purification</topic><topic>Hepatitis C virus</topic><topic>Hepatitis C, Chronic - blood</topic><topic>Hepatitis C, Chronic - complications</topic><topic>Hepatitis C, Chronic - diagnosis</topic><topic>Hepatitis C, Chronic - genetics</topic><topic>Humans</topic><topic>Isotope Labeling</topic><topic>Liver Cirrhosis - blood</topic><topic>Liver Cirrhosis - diagnosis</topic><topic>Liver Cirrhosis - etiology</topic><topic>Liver Cirrhosis - genetics</topic><topic>Liver Neoplasms - blood</topic><topic>Liver Neoplasms - diagnosis</topic><topic>Liver Neoplasms - etiology</topic><topic>Liver Neoplasms - genetics</topic><topic>Male</topic><topic>Middle Aged</topic><topic>Molecular Sequence Data</topic><topic>Oxygen Isotopes</topic><topic>Sensitivity and Specificity</topic><topic>Spectrometry, Mass, Matrix-Assisted Laser Desorption-Ionization</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Mustafa, Mehnaz G.</creatorcontrib><creatorcontrib>Petersen, John R.</creatorcontrib><creatorcontrib>Ju, Hyunsu</creatorcontrib><creatorcontrib>Cicalese, Luca</creatorcontrib><creatorcontrib>Snyder, Ned</creatorcontrib><creatorcontrib>Haidacher, Sigmund J.</creatorcontrib><creatorcontrib>Denner, Larry</creatorcontrib><creatorcontrib>Elferink, Cornelis</creatorcontrib><collection>ScienceDirect Open Access Titles</collection><collection>Elsevier:ScienceDirect:Open Access</collection><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>Virology and AIDS Abstracts</collection><collection>AIDS and Cancer Research Abstracts</collection><collection>PubMed Central (Full Participant titles)</collection><jtitle>Molecular & cellular proteomics</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Mustafa, Mehnaz G.</au><au>Petersen, John R.</au><au>Ju, Hyunsu</au><au>Cicalese, Luca</au><au>Snyder, Ned</au><au>Haidacher, Sigmund J.</au><au>Denner, Larry</au><au>Elferink, Cornelis</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Biomarker Discovery for Early Detection of Hepatocellular Carcinoma in Hepatitis C–infected Patients</atitle><jtitle>Molecular & cellular proteomics</jtitle><addtitle>Mol Cell Proteomics</addtitle><date>2013-12-01</date><risdate>2013</risdate><volume>12</volume><issue>12</issue><spage>3640</spage><epage>3652</epage><pages>3640-3652</pages><issn>1535-9476</issn><eissn>1535-9484</eissn><abstract>Chronic hepatic disease damages the liver, and the resulting wound-healing process leads to liver fibrosis and the subsequent development of cirrhosis. The leading cause of hepatic fibrosis and cirrhosis is infection with hepatitis C virus (HCV), and of the patients with HCV-induced cirrhosis, 2% to 5% develop hepatocellular carcinoma (HCC), with a survival rate of 7%. HCC is one of the leading causes of cancer-related death worldwide, and the poor survival rate is largely due to late-stage diagnosis, which makes successful intervention difficult, if not impossible. The lack of sensitive and specific diagnostic tools and the urgent need for early-stage diagnosis prompted us to discover new candidate biomarkers for HCV and HCC. We used aptamer-based fractionation technology to reduce serum complexity, differentially labeled samples (six HCV and six HCC) with fluorescent dyes, and resolved proteins in pairwise two-dimensional difference gel electrophoresis. DeCyder software was used to identify differentially expressed proteins and spots picked, and MALDI-MS/MS was used to determine that ApoA1 was down-regulated by 22% (p < 0.004) in HCC relative to HCV. Differential expression quantified via two-dimensional difference gel electrophoresis was confirmed by means of 18O/16O stable isotope differential labeling with LC-MS/MS zoom scans. Technically independent confirmation was demonstrated by triple quadrupole LC-MS/MS selected reaction monitoring (SRM) assays with three peptides specific to human ApoA1 (DLATVYVDVLK, WQEEMELYR, and VSFLSALEEYTK) using 18O/16O-labeled samples and further verified with AQUA peptides as internal standards for quantification. In 50 patient samples (24 HCV and 26 HCC), all three SRM assays yielded highly similar differential expression of ApoA1 in HCC and HCV patients. These results validated the SRM assays, which were independently confirmed by Western blotting. Thus, ApoA1 is a candidate member of an SRM biomarker panel for early diagnosis, prognosis, and monitoring of HCC. Future multiplexing of SRM assays for other candidate biomarkers is envisioned to develop a biomarker panel for subsequent verification and validation studies.</abstract><cop>United States</cop><pub>Elsevier Inc</pub><pmid>24008390</pmid><doi>10.1074/mcp.M113.031252</doi><tpages>13</tpages><oa>free_for_read</oa></addata></record> |
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subjects | Adult Amino Acid Sequence Apolipoprotein A-I - blood Apolipoprotein A-I - genetics Aptamers, Peptide - chemistry Biomarkers, Tumor - blood Biomarkers, Tumor - genetics Carcinoma, Hepatocellular - blood Carcinoma, Hepatocellular - diagnosis Carcinoma, Hepatocellular - etiology Carcinoma, Hepatocellular - genetics Early Diagnosis Electrophoresis, Gel, Two-Dimensional Fluorescent Dyes - chemistry Gene Expression Regulation, Neoplastic Hepacivirus - isolation & purification Hepatitis C virus Hepatitis C, Chronic - blood Hepatitis C, Chronic - complications Hepatitis C, Chronic - diagnosis Hepatitis C, Chronic - genetics Humans Isotope Labeling Liver Cirrhosis - blood Liver Cirrhosis - diagnosis Liver Cirrhosis - etiology Liver Cirrhosis - genetics Liver Neoplasms - blood Liver Neoplasms - diagnosis Liver Neoplasms - etiology Liver Neoplasms - genetics Male Middle Aged Molecular Sequence Data Oxygen Isotopes Sensitivity and Specificity Spectrometry, Mass, Matrix-Assisted Laser Desorption-Ionization |
title | Biomarker Discovery for Early Detection of Hepatocellular Carcinoma in Hepatitis C–infected Patients |
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