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Antibody microarray profiling reveals individual and combined serum proteins associated with pancreatic cancer
We used antibody microarrays to probe the associations of multiple serum proteins with pancreatic cancer and to explore the use of combined measurements for sample classification. Serum samples from pancreatic cancer patients (n = 61), patients with benign pancreatic disease (n = 31), and healthy co...
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Published in: | Cancer research (Chicago, Ill.) Ill.), 2005-12, Vol.65 (23), p.11193-11202 |
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container_title | Cancer research (Chicago, Ill.) |
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creator | ORCHEKOWSKI, Randal HAMELINCK, Darren LIN LI GLIWA, Ewa VANBROCKLIN, Matt MARRERO, Jorge A VANDE WOUDE, George F ZIDING FENG BRAND, Randall HAAB, Brian B |
description | We used antibody microarrays to probe the associations of multiple serum proteins with pancreatic cancer and to explore the use of combined measurements for sample classification. Serum samples from pancreatic cancer patients (n = 61), patients with benign pancreatic disease (n = 31), and healthy control subjects (n = 50) were probed in replicate experiment sets by two-color, rolling circle amplification on microarrays containing 92 antibodies and control proteins. The antibodies that had reproducibly different binding levels between the patient classes revealed different types of alterations, reflecting inflammation (high C-reactive protein, alpha-1-antitrypsin, and serum amyloid A), immune response (high IgA), leakage of cell breakdown products (low plasma gelsolin), and possibly altered vitamin K usage or glucose regulation (high protein-induced vitamin K antagonist-II). The accuracy of the most significant antibody microarray measurements was confirmed through immunoblot and antigen dilution experiments. A logistic-regression algorithm distinguished the cancer samples from the healthy control samples with a 90% and 93% sensitivity and a 90% and 94% specificity in duplicate experiment sets. The cancer samples were distinguished from the benign disease samples with a 95% and 92% sensitivity and an 88% and 74% specificity in duplicate experiment sets. The classification accuracies were significantly improved over those achieved using individual antibodies. This study furthered the development of antibody microarrays for molecular profiling, provided insights into the nature of serum-protein alterations in pancreatic cancer patients, and showed the potential of combined measurements to improve sample classification accuracy. |
doi_str_mv | 10.1158/0008-5472.CAN-05-1436 |
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Serum samples from pancreatic cancer patients (n = 61), patients with benign pancreatic disease (n = 31), and healthy control subjects (n = 50) were probed in replicate experiment sets by two-color, rolling circle amplification on microarrays containing 92 antibodies and control proteins. The antibodies that had reproducibly different binding levels between the patient classes revealed different types of alterations, reflecting inflammation (high C-reactive protein, alpha-1-antitrypsin, and serum amyloid A), immune response (high IgA), leakage of cell breakdown products (low plasma gelsolin), and possibly altered vitamin K usage or glucose regulation (high protein-induced vitamin K antagonist-II). The accuracy of the most significant antibody microarray measurements was confirmed through immunoblot and antigen dilution experiments. A logistic-regression algorithm distinguished the cancer samples from the healthy control samples with a 90% and 93% sensitivity and a 90% and 94% specificity in duplicate experiment sets. The cancer samples were distinguished from the benign disease samples with a 95% and 92% sensitivity and an 88% and 74% specificity in duplicate experiment sets. The classification accuracies were significantly improved over those achieved using individual antibodies. This study furthered the development of antibody microarrays for molecular profiling, provided insights into the nature of serum-protein alterations in pancreatic cancer patients, and showed the potential of combined measurements to improve sample classification accuracy.</description><identifier>ISSN: 0008-5472</identifier><identifier>EISSN: 1538-7445</identifier><identifier>DOI: 10.1158/0008-5472.CAN-05-1436</identifier><identifier>PMID: 16322270</identifier><identifier>CODEN: CNREA8</identifier><language>eng</language><publisher>Philadelphia, PA: American Association for Cancer Research</publisher><subject>Adenocarcinoma - blood ; Adult ; Aged ; Antibodies - chemistry ; Antibodies - immunology ; Biological and medical sciences ; Blood Proteins - analysis ; Blood Proteins - immunology ; Female ; Gastroenterology. Liver. Pancreas. Abdomen ; Humans ; Liver. Biliary tract. Portal circulation. Exocrine pancreas ; Male ; Medical sciences ; Middle Aged ; Pancreatic Neoplasms - blood ; Protein Array Analysis - methods ; Tumors</subject><ispartof>Cancer research (Chicago, Ill.), 2005-12, Vol.65 (23), p.11193-11202</ispartof><rights>2006 INIST-CNRS</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c450t-d56ab0981d83273883f287ac63e3341f017ec5f8983fd2c4451c0d830fb3f9153</citedby><cites>FETCH-LOGICAL-c450t-d56ab0981d83273883f287ac63e3341f017ec5f8983fd2c4451c0d830fb3f9153</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>314,776,780,27901,27902</link.rule.ids><backlink>$$Uhttp://pascal-francis.inist.fr/vibad/index.php?action=getRecordDetail&idt=17313474$$DView record in Pascal Francis$$Hfree_for_read</backlink><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/16322270$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>ORCHEKOWSKI, Randal</creatorcontrib><creatorcontrib>HAMELINCK, Darren</creatorcontrib><creatorcontrib>LIN LI</creatorcontrib><creatorcontrib>GLIWA, Ewa</creatorcontrib><creatorcontrib>VANBROCKLIN, Matt</creatorcontrib><creatorcontrib>MARRERO, Jorge A</creatorcontrib><creatorcontrib>VANDE WOUDE, George F</creatorcontrib><creatorcontrib>ZIDING FENG</creatorcontrib><creatorcontrib>BRAND, Randall</creatorcontrib><creatorcontrib>HAAB, Brian B</creatorcontrib><title>Antibody microarray profiling reveals individual and combined serum proteins associated with pancreatic cancer</title><title>Cancer research (Chicago, Ill.)</title><addtitle>Cancer Res</addtitle><description>We used antibody microarrays to probe the associations of multiple serum proteins with pancreatic cancer and to explore the use of combined measurements for sample classification. Serum samples from pancreatic cancer patients (n = 61), patients with benign pancreatic disease (n = 31), and healthy control subjects (n = 50) were probed in replicate experiment sets by two-color, rolling circle amplification on microarrays containing 92 antibodies and control proteins. The antibodies that had reproducibly different binding levels between the patient classes revealed different types of alterations, reflecting inflammation (high C-reactive protein, alpha-1-antitrypsin, and serum amyloid A), immune response (high IgA), leakage of cell breakdown products (low plasma gelsolin), and possibly altered vitamin K usage or glucose regulation (high protein-induced vitamin K antagonist-II). The accuracy of the most significant antibody microarray measurements was confirmed through immunoblot and antigen dilution experiments. A logistic-regression algorithm distinguished the cancer samples from the healthy control samples with a 90% and 93% sensitivity and a 90% and 94% specificity in duplicate experiment sets. The cancer samples were distinguished from the benign disease samples with a 95% and 92% sensitivity and an 88% and 74% specificity in duplicate experiment sets. The classification accuracies were significantly improved over those achieved using individual antibodies. This study furthered the development of antibody microarrays for molecular profiling, provided insights into the nature of serum-protein alterations in pancreatic cancer patients, and showed the potential of combined measurements to improve sample classification accuracy.</description><subject>Adenocarcinoma - blood</subject><subject>Adult</subject><subject>Aged</subject><subject>Antibodies - chemistry</subject><subject>Antibodies - immunology</subject><subject>Biological and medical sciences</subject><subject>Blood Proteins - analysis</subject><subject>Blood Proteins - immunology</subject><subject>Female</subject><subject>Gastroenterology. Liver. Pancreas. Abdomen</subject><subject>Humans</subject><subject>Liver. Biliary tract. Portal circulation. Exocrine pancreas</subject><subject>Male</subject><subject>Medical sciences</subject><subject>Middle Aged</subject><subject>Pancreatic Neoplasms - blood</subject><subject>Protein Array Analysis - methods</subject><subject>Tumors</subject><issn>0008-5472</issn><issn>1538-7445</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2005</creationdate><recordtype>article</recordtype><recordid>eNqFkctOxCAUhonR6Hh5BA0b3VW5FmY5mXhLjG50TSgXxbR0hFYzby_NTJylKyDnOwf4fgDOMbrGmMsbhJCsOBPkerl4rhCvMKP1HphhTmUlGOP7YPbHHIHjnD_LkWPED8ERrikhRKAZiIs4hKa3a9gFk3qdkl7DVep9aEN8h8l9O91mGKIN38GOuoU6Wmj6rgnRWZhdGruJH1yIGeqcexP0UCo_YfiAKx1NcnoIBpqydekUHPgyz51t1xPwdnf7unyonl7uH5eLp8owjobK8lo3aC6xlZQIKiX1RAptauooZdgjLJzhXs5LwRJTfosNKizyDfXzouAEXG3mlqd9jS4PqgvZuLbV0fVjVrWUTNYS_wtiwQhGNSkg34DFUs7JebVKodNprTBSUyJqsq0m26okohBXUyKl72J7wdh0zu66thEU4HIL6Gx061MRFfKOExRTJhj9BfJDlTM</recordid><startdate>20051201</startdate><enddate>20051201</enddate><creator>ORCHEKOWSKI, Randal</creator><creator>HAMELINCK, Darren</creator><creator>LIN LI</creator><creator>GLIWA, Ewa</creator><creator>VANBROCKLIN, Matt</creator><creator>MARRERO, Jorge A</creator><creator>VANDE WOUDE, George F</creator><creator>ZIDING FENG</creator><creator>BRAND, Randall</creator><creator>HAAB, Brian B</creator><general>American Association for Cancer Research</general><scope>IQODW</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>7QO</scope><scope>7T5</scope><scope>8FD</scope><scope>FR3</scope><scope>H94</scope><scope>P64</scope><scope>7X8</scope></search><sort><creationdate>20051201</creationdate><title>Antibody microarray profiling reveals individual and combined serum proteins associated with pancreatic cancer</title><author>ORCHEKOWSKI, Randal ; HAMELINCK, Darren ; LIN LI ; GLIWA, Ewa ; VANBROCKLIN, Matt ; MARRERO, Jorge A ; VANDE WOUDE, George F ; ZIDING FENG ; BRAND, Randall ; HAAB, Brian B</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c450t-d56ab0981d83273883f287ac63e3341f017ec5f8983fd2c4451c0d830fb3f9153</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2005</creationdate><topic>Adenocarcinoma - blood</topic><topic>Adult</topic><topic>Aged</topic><topic>Antibodies - chemistry</topic><topic>Antibodies - immunology</topic><topic>Biological and medical sciences</topic><topic>Blood Proteins - analysis</topic><topic>Blood Proteins - immunology</topic><topic>Female</topic><topic>Gastroenterology. Liver. Pancreas. Abdomen</topic><topic>Humans</topic><topic>Liver. Biliary tract. Portal circulation. Exocrine pancreas</topic><topic>Male</topic><topic>Medical sciences</topic><topic>Middle Aged</topic><topic>Pancreatic Neoplasms - blood</topic><topic>Protein Array Analysis - methods</topic><topic>Tumors</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>ORCHEKOWSKI, Randal</creatorcontrib><creatorcontrib>HAMELINCK, Darren</creatorcontrib><creatorcontrib>LIN LI</creatorcontrib><creatorcontrib>GLIWA, Ewa</creatorcontrib><creatorcontrib>VANBROCKLIN, Matt</creatorcontrib><creatorcontrib>MARRERO, Jorge A</creatorcontrib><creatorcontrib>VANDE WOUDE, George F</creatorcontrib><creatorcontrib>ZIDING FENG</creatorcontrib><creatorcontrib>BRAND, Randall</creatorcontrib><creatorcontrib>HAAB, Brian B</creatorcontrib><collection>Pascal-Francis</collection><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>Biotechnology Research Abstracts</collection><collection>Immunology Abstracts</collection><collection>Technology Research Database</collection><collection>Engineering Research Database</collection><collection>AIDS and Cancer Research Abstracts</collection><collection>Biotechnology and BioEngineering Abstracts</collection><collection>MEDLINE - Academic</collection><jtitle>Cancer research (Chicago, Ill.)</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>ORCHEKOWSKI, Randal</au><au>HAMELINCK, Darren</au><au>LIN LI</au><au>GLIWA, Ewa</au><au>VANBROCKLIN, Matt</au><au>MARRERO, Jorge A</au><au>VANDE WOUDE, George F</au><au>ZIDING FENG</au><au>BRAND, Randall</au><au>HAAB, Brian B</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Antibody microarray profiling reveals individual and combined serum proteins associated with pancreatic cancer</atitle><jtitle>Cancer research (Chicago, Ill.)</jtitle><addtitle>Cancer Res</addtitle><date>2005-12-01</date><risdate>2005</risdate><volume>65</volume><issue>23</issue><spage>11193</spage><epage>11202</epage><pages>11193-11202</pages><issn>0008-5472</issn><eissn>1538-7445</eissn><coden>CNREA8</coden><abstract>We used antibody microarrays to probe the associations of multiple serum proteins with pancreatic cancer and to explore the use of combined measurements for sample classification. Serum samples from pancreatic cancer patients (n = 61), patients with benign pancreatic disease (n = 31), and healthy control subjects (n = 50) were probed in replicate experiment sets by two-color, rolling circle amplification on microarrays containing 92 antibodies and control proteins. The antibodies that had reproducibly different binding levels between the patient classes revealed different types of alterations, reflecting inflammation (high C-reactive protein, alpha-1-antitrypsin, and serum amyloid A), immune response (high IgA), leakage of cell breakdown products (low plasma gelsolin), and possibly altered vitamin K usage or glucose regulation (high protein-induced vitamin K antagonist-II). The accuracy of the most significant antibody microarray measurements was confirmed through immunoblot and antigen dilution experiments. A logistic-regression algorithm distinguished the cancer samples from the healthy control samples with a 90% and 93% sensitivity and a 90% and 94% specificity in duplicate experiment sets. The cancer samples were distinguished from the benign disease samples with a 95% and 92% sensitivity and an 88% and 74% specificity in duplicate experiment sets. The classification accuracies were significantly improved over those achieved using individual antibodies. This study furthered the development of antibody microarrays for molecular profiling, provided insights into the nature of serum-protein alterations in pancreatic cancer patients, and showed the potential of combined measurements to improve sample classification accuracy.</abstract><cop>Philadelphia, PA</cop><pub>American Association for Cancer Research</pub><pmid>16322270</pmid><doi>10.1158/0008-5472.CAN-05-1436</doi><tpages>10</tpages><oa>free_for_read</oa></addata></record> |
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subjects | Adenocarcinoma - blood Adult Aged Antibodies - chemistry Antibodies - immunology Biological and medical sciences Blood Proteins - analysis Blood Proteins - immunology Female Gastroenterology. Liver. Pancreas. Abdomen Humans Liver. Biliary tract. Portal circulation. Exocrine pancreas Male Medical sciences Middle Aged Pancreatic Neoplasms - blood Protein Array Analysis - methods Tumors |
title | Antibody microarray profiling reveals individual and combined serum proteins associated with pancreatic cancer |
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