New DNA Methylation Markers for Pancreatic Cancer: Discovery, Tissue Validation, and Pilot Testing in Pancreatic Juice
Discriminant markers for pancreatic cancer detection are needed. We sought to identify and validate methylated DNA markers for pancreatic cancer using next-generation sequencing unbiased by known targets. At a referral center, we conducted four sequential case-control studies: discovery, technical v...
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Veröffentlicht in: | Clinical cancer research 2015-10, Vol.21 (19), p.4473-4481 |
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creator | Kisiel, John B Raimondo, Massimo Taylor, William R Yab, Tracy C Mahoney, Douglas W Sun, Zhifu Middha, Sumit Baheti, Saurabh Zou, Hongzhi Smyrk, Thomas C Boardman, Lisa A Petersen, Gloria M Ahlquist, David A |
description | Discriminant markers for pancreatic cancer detection are needed. We sought to identify and validate methylated DNA markers for pancreatic cancer using next-generation sequencing unbiased by known targets.
At a referral center, we conducted four sequential case-control studies: discovery, technical validation, biologic validation, and clinical piloting. Candidate markers were identified using variance-inflated logistic regression on reduced-representation bisulfite DNA sequencing results from matched pancreatic cancers, benign pancreas, and normal colon tissues. Markers were validated technically on replicate discovery study DNA and biologically on independent, matched, blinded tissues by methylation-specific PCR. Clinical testing of six methylation candidates and mutant KRAS was performed on secretin-stimulated pancreatic juice samples from 61 patients with pancreatic cancer, 22 with chronic pancreatitis, and 19 with normal pancreas on endoscopic ultrasound. Areas under receiver-operating characteristics curves (AUC) for markers were calculated.
Sequencing identified >500 differentially hyper-methylated regions. On independent tissues, AUC on 19 selected markers ranged between 0.73 and 0.97. Pancreatic juice AUC values for CD1D, KCNK12, CLEC11A, NDRG4, IKZF1, PKRCB, and KRAS were 0.92*, 0.88, 0.85, 0.85, 0.84, 0.83, and 0.75, respectively, for pancreatic cancer compared with normal pancreas and 0.92*, 0.73, 0.76, 0.85*, 0.73, 0.77, and 0.62 for pancreatic cancer compared with chronic pancreatitis (*, P = 0.001 vs. KRAS).
We identified and validated novel DNA methylation markers strongly associated with pancreatic cancer. On pilot testing in pancreatic juice, best markers (especially CD1D) highly discriminated pancreatic cases from controls. |
doi_str_mv | 10.1158/1078-0432.CCR-14-2469 |
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At a referral center, we conducted four sequential case-control studies: discovery, technical validation, biologic validation, and clinical piloting. Candidate markers were identified using variance-inflated logistic regression on reduced-representation bisulfite DNA sequencing results from matched pancreatic cancers, benign pancreas, and normal colon tissues. Markers were validated technically on replicate discovery study DNA and biologically on independent, matched, blinded tissues by methylation-specific PCR. Clinical testing of six methylation candidates and mutant KRAS was performed on secretin-stimulated pancreatic juice samples from 61 patients with pancreatic cancer, 22 with chronic pancreatitis, and 19 with normal pancreas on endoscopic ultrasound. Areas under receiver-operating characteristics curves (AUC) for markers were calculated.
Sequencing identified >500 differentially hyper-methylated regions. On independent tissues, AUC on 19 selected markers ranged between 0.73 and 0.97. Pancreatic juice AUC values for CD1D, KCNK12, CLEC11A, NDRG4, IKZF1, PKRCB, and KRAS were 0.92*, 0.88, 0.85, 0.85, 0.84, 0.83, and 0.75, respectively, for pancreatic cancer compared with normal pancreas and 0.92*, 0.73, 0.76, 0.85*, 0.73, 0.77, and 0.62 for pancreatic cancer compared with chronic pancreatitis (*, P = 0.001 vs. KRAS).
We identified and validated novel DNA methylation markers strongly associated with pancreatic cancer. On pilot testing in pancreatic juice, best markers (especially CD1D) highly discriminated pancreatic cases from controls.</description><identifier>ISSN: 1078-0432</identifier><identifier>EISSN: 1557-3265</identifier><identifier>DOI: 10.1158/1078-0432.CCR-14-2469</identifier><identifier>PMID: 26023084</identifier><language>eng</language><publisher>United States</publisher><subject>Aged ; Area Under Curve ; Biomarkers, Tumor ; Case-Control Studies ; CpG Islands ; DNA Methylation ; Epigenesis, Genetic ; Epigenomics - methods ; Female ; Gene Dosage ; Humans ; Male ; Middle Aged ; Neoplasm Staging ; Pancreatic Juice ; Pancreatic Neoplasms - diagnosis ; Pancreatic Neoplasms - genetics ; Real-Time Polymerase Chain Reaction ; Reproducibility of Results ; Sequence Analysis, DNA</subject><ispartof>Clinical cancer research, 2015-10, Vol.21 (19), p.4473-4481</ispartof><rights>2015 American Association for Cancer Research.</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c614t-36ab069522c155a084535d692030534a972e59758a4eacfd15feedc98daae95e3</citedby><cites>FETCH-LOGICAL-c614t-36ab069522c155a084535d692030534a972e59758a4eacfd15feedc98daae95e3</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>230,314,776,780,881,3343,27901,27902</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/26023084$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Kisiel, John B</creatorcontrib><creatorcontrib>Raimondo, Massimo</creatorcontrib><creatorcontrib>Taylor, William R</creatorcontrib><creatorcontrib>Yab, Tracy C</creatorcontrib><creatorcontrib>Mahoney, Douglas W</creatorcontrib><creatorcontrib>Sun, Zhifu</creatorcontrib><creatorcontrib>Middha, Sumit</creatorcontrib><creatorcontrib>Baheti, Saurabh</creatorcontrib><creatorcontrib>Zou, Hongzhi</creatorcontrib><creatorcontrib>Smyrk, Thomas C</creatorcontrib><creatorcontrib>Boardman, Lisa A</creatorcontrib><creatorcontrib>Petersen, Gloria M</creatorcontrib><creatorcontrib>Ahlquist, David A</creatorcontrib><title>New DNA Methylation Markers for Pancreatic Cancer: Discovery, Tissue Validation, and Pilot Testing in Pancreatic Juice</title><title>Clinical cancer research</title><addtitle>Clin Cancer Res</addtitle><description>Discriminant markers for pancreatic cancer detection are needed. We sought to identify and validate methylated DNA markers for pancreatic cancer using next-generation sequencing unbiased by known targets.
At a referral center, we conducted four sequential case-control studies: discovery, technical validation, biologic validation, and clinical piloting. Candidate markers were identified using variance-inflated logistic regression on reduced-representation bisulfite DNA sequencing results from matched pancreatic cancers, benign pancreas, and normal colon tissues. Markers were validated technically on replicate discovery study DNA and biologically on independent, matched, blinded tissues by methylation-specific PCR. Clinical testing of six methylation candidates and mutant KRAS was performed on secretin-stimulated pancreatic juice samples from 61 patients with pancreatic cancer, 22 with chronic pancreatitis, and 19 with normal pancreas on endoscopic ultrasound. Areas under receiver-operating characteristics curves (AUC) for markers were calculated.
Sequencing identified >500 differentially hyper-methylated regions. On independent tissues, AUC on 19 selected markers ranged between 0.73 and 0.97. Pancreatic juice AUC values for CD1D, KCNK12, CLEC11A, NDRG4, IKZF1, PKRCB, and KRAS were 0.92*, 0.88, 0.85, 0.85, 0.84, 0.83, and 0.75, respectively, for pancreatic cancer compared with normal pancreas and 0.92*, 0.73, 0.76, 0.85*, 0.73, 0.77, and 0.62 for pancreatic cancer compared with chronic pancreatitis (*, P = 0.001 vs. KRAS).
We identified and validated novel DNA methylation markers strongly associated with pancreatic cancer. On pilot testing in pancreatic juice, best markers (especially CD1D) highly discriminated pancreatic cases from controls.</description><subject>Aged</subject><subject>Area Under Curve</subject><subject>Biomarkers, Tumor</subject><subject>Case-Control Studies</subject><subject>CpG Islands</subject><subject>DNA Methylation</subject><subject>Epigenesis, Genetic</subject><subject>Epigenomics - methods</subject><subject>Female</subject><subject>Gene Dosage</subject><subject>Humans</subject><subject>Male</subject><subject>Middle Aged</subject><subject>Neoplasm Staging</subject><subject>Pancreatic Juice</subject><subject>Pancreatic Neoplasms - diagnosis</subject><subject>Pancreatic Neoplasms - genetics</subject><subject>Real-Time Polymerase Chain Reaction</subject><subject>Reproducibility of Results</subject><subject>Sequence Analysis, DNA</subject><issn>1078-0432</issn><issn>1557-3265</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2015</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><recordid>eNpVkUtP3TAQhS1UxKv8hFZedkHA7yRdVEKh5SGgCN12aw3OBNzmxtROLrr_vr68BCuPPGfOzNFHyCfO9jnX1QFnZVUwJcV-01wXXBVCmXqNbHGty0IKoz_k-kWzSbZT-sMYV5ypDbIpDBOSVWqLLC7xgR5dHtILHO-WPYw-DPQC4l-MiXYh0isYXMT872iTS4xf6ZFPLiwwLvfozKc0If0NvW8fZ_coDC298n0Y6QzT6Idb6oe3LmeTd_iRrHfQJ9x9fnfIrx_fZ81Jcf7z-LQ5PC-c4WospIEbZmothMu5IF-spW5NLZhkWiqoS4G6LnUFCsF1LdcdYuvqqgXAWqPcId-efO-nm3nu4DBG6O199HOISxvA2_edwd_Z27CwStdCVjobfHk2iOHflAPZeU6PfQ8DhilZXrHKGMFKlqX6SepiSCli97qGM7tiZlc87IqHzcwsV3bFLM99fnvj69QLJPkfQJGTvA</recordid><startdate>20151001</startdate><enddate>20151001</enddate><creator>Kisiel, John B</creator><creator>Raimondo, Massimo</creator><creator>Taylor, William R</creator><creator>Yab, Tracy C</creator><creator>Mahoney, Douglas W</creator><creator>Sun, Zhifu</creator><creator>Middha, Sumit</creator><creator>Baheti, Saurabh</creator><creator>Zou, Hongzhi</creator><creator>Smyrk, Thomas C</creator><creator>Boardman, Lisa A</creator><creator>Petersen, Gloria M</creator><creator>Ahlquist, David A</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>7QO</scope><scope>7TM</scope><scope>8FD</scope><scope>FR3</scope><scope>P64</scope><scope>5PM</scope></search><sort><creationdate>20151001</creationdate><title>New DNA Methylation Markers for Pancreatic Cancer: Discovery, Tissue Validation, and Pilot Testing in Pancreatic Juice</title><author>Kisiel, John B ; Raimondo, Massimo ; Taylor, William R ; Yab, Tracy C ; Mahoney, Douglas W ; Sun, Zhifu ; Middha, Sumit ; Baheti, Saurabh ; Zou, Hongzhi ; Smyrk, Thomas C ; Boardman, Lisa A ; Petersen, Gloria M ; Ahlquist, David A</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c614t-36ab069522c155a084535d692030534a972e59758a4eacfd15feedc98daae95e3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2015</creationdate><topic>Aged</topic><topic>Area Under Curve</topic><topic>Biomarkers, Tumor</topic><topic>Case-Control Studies</topic><topic>CpG Islands</topic><topic>DNA Methylation</topic><topic>Epigenesis, Genetic</topic><topic>Epigenomics - methods</topic><topic>Female</topic><topic>Gene Dosage</topic><topic>Humans</topic><topic>Male</topic><topic>Middle Aged</topic><topic>Neoplasm Staging</topic><topic>Pancreatic Juice</topic><topic>Pancreatic Neoplasms - diagnosis</topic><topic>Pancreatic Neoplasms - genetics</topic><topic>Real-Time Polymerase Chain Reaction</topic><topic>Reproducibility of Results</topic><topic>Sequence Analysis, DNA</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Kisiel, John B</creatorcontrib><creatorcontrib>Raimondo, Massimo</creatorcontrib><creatorcontrib>Taylor, William R</creatorcontrib><creatorcontrib>Yab, Tracy C</creatorcontrib><creatorcontrib>Mahoney, Douglas W</creatorcontrib><creatorcontrib>Sun, Zhifu</creatorcontrib><creatorcontrib>Middha, Sumit</creatorcontrib><creatorcontrib>Baheti, Saurabh</creatorcontrib><creatorcontrib>Zou, Hongzhi</creatorcontrib><creatorcontrib>Smyrk, Thomas C</creatorcontrib><creatorcontrib>Boardman, Lisa A</creatorcontrib><creatorcontrib>Petersen, Gloria M</creatorcontrib><creatorcontrib>Ahlquist, David A</creatorcontrib><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>Nucleic Acids Abstracts</collection><collection>Technology Research Database</collection><collection>Engineering Research Database</collection><collection>Biotechnology and BioEngineering Abstracts</collection><collection>PubMed Central (Full Participant titles)</collection><jtitle>Clinical cancer research</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Kisiel, John B</au><au>Raimondo, Massimo</au><au>Taylor, William R</au><au>Yab, Tracy C</au><au>Mahoney, Douglas W</au><au>Sun, Zhifu</au><au>Middha, Sumit</au><au>Baheti, Saurabh</au><au>Zou, Hongzhi</au><au>Smyrk, Thomas C</au><au>Boardman, Lisa A</au><au>Petersen, Gloria M</au><au>Ahlquist, David A</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>New DNA Methylation Markers for Pancreatic Cancer: Discovery, Tissue Validation, and Pilot Testing in Pancreatic Juice</atitle><jtitle>Clinical cancer research</jtitle><addtitle>Clin Cancer Res</addtitle><date>2015-10-01</date><risdate>2015</risdate><volume>21</volume><issue>19</issue><spage>4473</spage><epage>4481</epage><pages>4473-4481</pages><issn>1078-0432</issn><eissn>1557-3265</eissn><abstract>Discriminant markers for pancreatic cancer detection are needed. We sought to identify and validate methylated DNA markers for pancreatic cancer using next-generation sequencing unbiased by known targets.
At a referral center, we conducted four sequential case-control studies: discovery, technical validation, biologic validation, and clinical piloting. Candidate markers were identified using variance-inflated logistic regression on reduced-representation bisulfite DNA sequencing results from matched pancreatic cancers, benign pancreas, and normal colon tissues. Markers were validated technically on replicate discovery study DNA and biologically on independent, matched, blinded tissues by methylation-specific PCR. Clinical testing of six methylation candidates and mutant KRAS was performed on secretin-stimulated pancreatic juice samples from 61 patients with pancreatic cancer, 22 with chronic pancreatitis, and 19 with normal pancreas on endoscopic ultrasound. Areas under receiver-operating characteristics curves (AUC) for markers were calculated.
Sequencing identified >500 differentially hyper-methylated regions. On independent tissues, AUC on 19 selected markers ranged between 0.73 and 0.97. Pancreatic juice AUC values for CD1D, KCNK12, CLEC11A, NDRG4, IKZF1, PKRCB, and KRAS were 0.92*, 0.88, 0.85, 0.85, 0.84, 0.83, and 0.75, respectively, for pancreatic cancer compared with normal pancreas and 0.92*, 0.73, 0.76, 0.85*, 0.73, 0.77, and 0.62 for pancreatic cancer compared with chronic pancreatitis (*, P = 0.001 vs. KRAS).
We identified and validated novel DNA methylation markers strongly associated with pancreatic cancer. On pilot testing in pancreatic juice, best markers (especially CD1D) highly discriminated pancreatic cases from controls.</abstract><cop>United States</cop><pmid>26023084</pmid><doi>10.1158/1078-0432.CCR-14-2469</doi><tpages>9</tpages><oa>free_for_read</oa></addata></record> |
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subjects | Aged Area Under Curve Biomarkers, Tumor Case-Control Studies CpG Islands DNA Methylation Epigenesis, Genetic Epigenomics - methods Female Gene Dosage Humans Male Middle Aged Neoplasm Staging Pancreatic Juice Pancreatic Neoplasms - diagnosis Pancreatic Neoplasms - genetics Real-Time Polymerase Chain Reaction Reproducibility of Results Sequence Analysis, DNA |
title | New DNA Methylation Markers for Pancreatic Cancer: Discovery, Tissue Validation, and Pilot Testing in Pancreatic Juice |
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