TY - JOUR
T1 - EpiPanGI Dx
T2 - A Cell-free DNA Methylation fingerprint for the early detection of Gastrointestinal cancers
AU - Kandimalla, Raju
AU - Xu, Jianfeng
AU - Link, Alexander
AU - Matsuyama, Takatoshi
AU - Yamamura, Kensuke
AU - Parker, M. Iqbal
AU - Uetake, Hiroyuki
AU - Balaguer, Francesc
AU - Borazanci, Erkut
AU - Tsai, Susan
AU - Evans, Douglas
AU - Meltzer, Stephen J.
AU - Baba, Hideo
AU - Brand, Randall
AU - Von Hoff, Daniel
AU - Li, Wei
AU - Goe, Ajay
N1 - Publisher Copyright:
© 2021 American Association for Cancer Research.
PY - 2021/11/15
Y1 - 2021/11/15
N2 - Purpose: DNA methylation alterations have emerged as frontrunners in cell-free DNA (cfDNA) biomarker development. However, much effort to date has focused on single cancers. In this context, gastrointestinal (GI) cancers constitute the second leading cause of cancer-related deaths worldwide; yet there is no bloodbased assay for the early detection and population screening of GI cancers. Experimental Design: Herein, we performed a genome-wide DNA methylation analysis of multiple GI cancers to develop a pan-GI diagnostic assay. By analyzing DNA methylation data from 1, 781 tumor and adjacent normal tissues, we first identified differentially methylated regions (DMR) between individual GI cancers and adjacent normal, as well as across GI cancers. We next prioritized a list of 67, 832 tissue DMRs by incorporating all significant DMRs across various GI cancers to design a custom, targeted bisulfite sequencing platform. We subsequently validated these tissue-specific DMRs in 300 cfDNA specimens and applied machine learning algorithms to develop three distinct categories of DMR panels Results: We identified three distinct DMR panels: (i) cancerspecific biomarker panels with AUC values of 0.98 (colorectal cancer), 0.98 (hepatocellular carcinoma), 0.94 (esophageal squamous cell carcinoma), 0.90 (gastric cancer), 0.90 (esophageal adenocarcinoma), and 0.85 (pancreatic ductal adenocarcinoma); (ii) a pan-GI panel that detected all GI cancers with an AUC of 0.88; and (iii) a multi-cancer (tissue of origin) prediction panel, EpiPanGI Dx, with a prediction accuracy of 0.85-0.95 for most GI cancers. Conclusions: Using a novel biomarker discovery approach, we provide the first evidence for a cfDNA methylation assay that offers robust diagnostic accuracy for GI cancers.
AB - Purpose: DNA methylation alterations have emerged as frontrunners in cell-free DNA (cfDNA) biomarker development. However, much effort to date has focused on single cancers. In this context, gastrointestinal (GI) cancers constitute the second leading cause of cancer-related deaths worldwide; yet there is no bloodbased assay for the early detection and population screening of GI cancers. Experimental Design: Herein, we performed a genome-wide DNA methylation analysis of multiple GI cancers to develop a pan-GI diagnostic assay. By analyzing DNA methylation data from 1, 781 tumor and adjacent normal tissues, we first identified differentially methylated regions (DMR) between individual GI cancers and adjacent normal, as well as across GI cancers. We next prioritized a list of 67, 832 tissue DMRs by incorporating all significant DMRs across various GI cancers to design a custom, targeted bisulfite sequencing platform. We subsequently validated these tissue-specific DMRs in 300 cfDNA specimens and applied machine learning algorithms to develop three distinct categories of DMR panels Results: We identified three distinct DMR panels: (i) cancerspecific biomarker panels with AUC values of 0.98 (colorectal cancer), 0.98 (hepatocellular carcinoma), 0.94 (esophageal squamous cell carcinoma), 0.90 (gastric cancer), 0.90 (esophageal adenocarcinoma), and 0.85 (pancreatic ductal adenocarcinoma); (ii) a pan-GI panel that detected all GI cancers with an AUC of 0.88; and (iii) a multi-cancer (tissue of origin) prediction panel, EpiPanGI Dx, with a prediction accuracy of 0.85-0.95 for most GI cancers. Conclusions: Using a novel biomarker discovery approach, we provide the first evidence for a cfDNA methylation assay that offers robust diagnostic accuracy for GI cancers.
UR - http://www.scopus.com/inward/record.url?scp=85119931744&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85119931744&partnerID=8YFLogxK
U2 - 10.1158/1078-0432.CCR-21-1982
DO - 10.1158/1078-0432.CCR-21-1982
M3 - Article
C2 - 34465601
AN - SCOPUS:85119931744
SN - 1078-0432
VL - 27
SP - 6135
EP - 6144
JO - Clinical Cancer Research
JF - Clinical Cancer Research
IS - 22
ER -