Discovery and Validation of Methylated DNA Markers From Pancreatic Neuroendocrine Tumors

Background and Aims: Methylated DNA markers (MDMs) accurately identify several different cancer types, but there are limited data for pancreatic neuroendocrine tumors (pNETs). We aimed to identify MDM candidates in tissue that differentiate pNETs from normal pancreas. Methods: wUsing DNA from frozen...

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Main Authors: Shounak Majumder, Thorvardur R. Halfdanarson, Calise K. Berger, Patrick H. Foote, Xiaoming Cao, Maria C. McGlinch, Brianna J. Gysbers, Jaime de La Fuente, Mariah J. Robran, Karen A. Doering, Kelli N. Burger, William E. Bamlet, Ann L. Oberg, Douglas W. Mahoney, Rondell P. Graham, William R. Taylor, Gloria M. Petersen, John B. Kisiel
Format: Article
Language:English
Published: Elsevier 2022-01-01
Series:Gastro Hep Advances
Subjects:
Online Access:http://www.sciencedirect.com/science/article/pii/S2772572322000139
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author Shounak Majumder
Thorvardur R. Halfdanarson
Calise K. Berger
Patrick H. Foote
Xiaoming Cao
Maria C. McGlinch
Brianna J. Gysbers
Jaime de La Fuente
Mariah J. Robran
Karen A. Doering
Kelli N. Burger
William E. Bamlet
Ann L. Oberg
Douglas W. Mahoney
Rondell P. Graham
William R. Taylor
Gloria M. Petersen
John B. Kisiel
author_facet Shounak Majumder
Thorvardur R. Halfdanarson
Calise K. Berger
Patrick H. Foote
Xiaoming Cao
Maria C. McGlinch
Brianna J. Gysbers
Jaime de La Fuente
Mariah J. Robran
Karen A. Doering
Kelli N. Burger
William E. Bamlet
Ann L. Oberg
Douglas W. Mahoney
Rondell P. Graham
William R. Taylor
Gloria M. Petersen
John B. Kisiel
author_sort Shounak Majumder
collection DOAJ
description Background and Aims: Methylated DNA markers (MDMs) accurately identify several different cancer types, but there are limited data for pancreatic neuroendocrine tumors (pNETs). We aimed to identify MDM candidates in tissue that differentiate pNETs from normal pancreas. Methods: wUsing DNA from frozen normal pancreas (13) and pNET (51) tissues, we performed reduced representation bisulfite sequencing for MDM discovery. Validation in independent formalin fixed paraffin embedded tissues used pNET cases (67; solid = 50, cystic = 17), normal pancreas (24), and buffy coat (36) controls. Primary pNET MDM distributions were compared with lung (36), small bowel (36) NETs, and metastatic pNET (25) tissues. The discrimination accuracy was summarized as the area under the receiver operator characteristic curve (AUC) with corresponding 95% confidence intervals (CIs). Fisher’s linear discriminant analysis was performed to estimate a linear discriminate score (LDS) differentiating normal from pNET tissue and applied to all patient groups; discrimination accuracy of the LDS was summarized as the bootstrap cross-validated AUC. Results: Median AUC for distinguishing normal pancreas from pNET tissue was 0.91 (interquartile range: 0.80–0.93). The cross-validated AUC for the LDS discriminating normal pancreatic tissue from primary and metastatic pNETs was 0.957 (95% CI 0.858–1.0, P < .0001) and 0.963 (95% CI 0.865–1.0, P < .0001), respectively. The LDS for the MDM panel was significantly higher for primary pNET, metastatic pNET, lung NET, and small bowel NET, each compared with normal pancreas tissue (P < .0001). There was no statistical difference between primary pNET and metastatic pNET (P = .1947). Conclusion: In independent tissue validation, MDMs accurately discriminate pNETs from normal pancreas. These results provide scientific rationale for exploration of these tissue MDMs in a plasma-based assay for clinical application.
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spelling doaj.art-90339e48a18143f3be865fc2ccd81cc12022-12-22T00:57:21ZengElsevierGastro Hep Advances2772-57232022-01-0113409416Discovery and Validation of Methylated DNA Markers From Pancreatic Neuroendocrine TumorsShounak Majumder0Thorvardur R. Halfdanarson1Calise K. Berger2Patrick H. Foote3Xiaoming Cao4Maria C. McGlinch5Brianna J. Gysbers6Jaime de La Fuente7Mariah J. Robran8Karen A. Doering9Kelli N. Burger10William E. Bamlet11Ann L. Oberg12Douglas W. Mahoney13Rondell P. Graham14William R. Taylor15Gloria M. Petersen16John B. Kisiel17Division of Gastroenterology and Hepatology, Mayo Clinic, Rochester, Minnesota; Correspondence: Address correspondence to: Shounak Majumder, MD, Mayo Clinic, 200 First SW, Rochester, MN 55905.Division of Medical Oncology, Mayo Clinic, Rochester, MinnesotaDivision of Gastroenterology and Hepatology, Mayo Clinic, Rochester, MinnesotaDivision of Gastroenterology and Hepatology, Mayo Clinic, Rochester, MinnesotaDivision of Gastroenterology and Hepatology, Mayo Clinic, Rochester, MinnesotaDivision of Gastroenterology and Hepatology, Mayo Clinic, Rochester, MinnesotaDivision of Gastroenterology and Hepatology, Mayo Clinic, Rochester, MinnesotaDivision of Gastroenterology and Hepatology, Mayo Clinic, Rochester, MinnesotaDivision of Gastroenterology and Hepatology, Mayo Clinic, Rochester, MinnesotaDivision of Gastroenterology and Hepatology, Mayo Clinic, Rochester, MinnesotaDivision of Clinical Trials and Biostatistics, Mayo Clinic, Rochester, MinnesotaDivision of Clinical Trials and Biostatistics, Mayo Clinic, Rochester, MinnesotaDivision of Quantitative Health Sciences, Mayo Clinic, Rochester, MinnesotaDivision of Clinical Trials and Biostatistics, Mayo Clinic, Rochester, MinnesotaDivision of Anatomic Pathology, Mayo Clinic, Rochester, MinnesotaDivision of Quantitative Health Sciences, Mayo Clinic, Rochester, MinnesotaDivision of Epidemiology, Mayo Clinic, Rochester, MinnesotaDivision of Gastroenterology and Hepatology, Mayo Clinic, Rochester, MinnesotaBackground and Aims: Methylated DNA markers (MDMs) accurately identify several different cancer types, but there are limited data for pancreatic neuroendocrine tumors (pNETs). We aimed to identify MDM candidates in tissue that differentiate pNETs from normal pancreas. Methods: wUsing DNA from frozen normal pancreas (13) and pNET (51) tissues, we performed reduced representation bisulfite sequencing for MDM discovery. Validation in independent formalin fixed paraffin embedded tissues used pNET cases (67; solid = 50, cystic = 17), normal pancreas (24), and buffy coat (36) controls. Primary pNET MDM distributions were compared with lung (36), small bowel (36) NETs, and metastatic pNET (25) tissues. The discrimination accuracy was summarized as the area under the receiver operator characteristic curve (AUC) with corresponding 95% confidence intervals (CIs). Fisher’s linear discriminant analysis was performed to estimate a linear discriminate score (LDS) differentiating normal from pNET tissue and applied to all patient groups; discrimination accuracy of the LDS was summarized as the bootstrap cross-validated AUC. Results: Median AUC for distinguishing normal pancreas from pNET tissue was 0.91 (interquartile range: 0.80–0.93). The cross-validated AUC for the LDS discriminating normal pancreatic tissue from primary and metastatic pNETs was 0.957 (95% CI 0.858–1.0, P < .0001) and 0.963 (95% CI 0.865–1.0, P < .0001), respectively. The LDS for the MDM panel was significantly higher for primary pNET, metastatic pNET, lung NET, and small bowel NET, each compared with normal pancreas tissue (P < .0001). There was no statistical difference between primary pNET and metastatic pNET (P = .1947). Conclusion: In independent tissue validation, MDMs accurately discriminate pNETs from normal pancreas. These results provide scientific rationale for exploration of these tissue MDMs in a plasma-based assay for clinical application.http://www.sciencedirect.com/science/article/pii/S2772572322000139Neuroendocrine TumorsDNA MethylationBiomarkerPancreatic Neoplasms
spellingShingle Shounak Majumder
Thorvardur R. Halfdanarson
Calise K. Berger
Patrick H. Foote
Xiaoming Cao
Maria C. McGlinch
Brianna J. Gysbers
Jaime de La Fuente
Mariah J. Robran
Karen A. Doering
Kelli N. Burger
William E. Bamlet
Ann L. Oberg
Douglas W. Mahoney
Rondell P. Graham
William R. Taylor
Gloria M. Petersen
John B. Kisiel
Discovery and Validation of Methylated DNA Markers From Pancreatic Neuroendocrine Tumors
Gastro Hep Advances
Neuroendocrine Tumors
DNA Methylation
Biomarker
Pancreatic Neoplasms
title Discovery and Validation of Methylated DNA Markers From Pancreatic Neuroendocrine Tumors
title_full Discovery and Validation of Methylated DNA Markers From Pancreatic Neuroendocrine Tumors
title_fullStr Discovery and Validation of Methylated DNA Markers From Pancreatic Neuroendocrine Tumors
title_full_unstemmed Discovery and Validation of Methylated DNA Markers From Pancreatic Neuroendocrine Tumors
title_short Discovery and Validation of Methylated DNA Markers From Pancreatic Neuroendocrine Tumors
title_sort discovery and validation of methylated dna markers from pancreatic neuroendocrine tumors
topic Neuroendocrine Tumors
DNA Methylation
Biomarker
Pancreatic Neoplasms
url http://www.sciencedirect.com/science/article/pii/S2772572322000139
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