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
Hauptverfasser: 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
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container_end_page 4481
container_issue 19
container_start_page 4473
container_title Clinical cancer research
container_volume 21
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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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 &gt;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. 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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 &gt;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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source MEDLINE; American Association for Cancer Research; Elektronische Zeitschriftenbibliothek - Frei zugängliche E-Journals; Alma/SFX Local Collection
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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