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Methylated DNA markers for plasma detection of ovarian cancer: Discovery, validation, and clinical feasibility.

Authors :
Marinelli LM
Kisiel JB
Slettedahl SW
Mahoney DW
Lemens MA
Shridhar V
Taylor WR
Staub JK
Cao X
Foote PH
Burger KN
Berger CK
O'Connell MC
Doering KA
Giakoumopoulos M
Berg H
Volkmann C
Solsrud A
Allawi HT
Kaiser M
Vaccaro AM
Albright Crawford C
Moehlenkamp C
Shea G
Deist MS
Schoolmeester JK
Kerr SE
Sherman ME
Bakkum-Gamez JN
Source :
Gynecologic oncology [Gynecol Oncol] 2022 Jun; Vol. 165 (3), pp. 568-576. Date of Electronic Publication: 2022 Mar 31.
Publication Year :
2022

Abstract

Objective: Aberrant DNA methylation is an early event in carcinogenesis which could be leveraged to detect ovarian cancer (OC) in plasma.<br />Methods: DNA from frozen OC tissues, benign fallopian tube epithelium (FTE), and buffy coats from cancer-free women underwent reduced representation bisulfite sequencing (RRBS) to identify OC MDMs. Candidate MDM selection was based on receiver operating characteristic (ROC) discrimination, methylation fold change, and low background methylation among controls. Blinded biological validation was performed using methylated specific PCR on DNA extracted from independent OC and FTE FFPE tissues. MDMs were tested using Target Enrichment Long-probe Quantitative Amplified Signal (TELQAS) assays in pre-treatment plasma from women newly diagnosed with OC and population-sampled healthy women. A random forest modeling analysis was performed to generate predictive probability of disease; results were 500-fold in silico cross-validated.<br />Results: Thirty-three MDMs showed marked methylation fold changes (10 to >1000) across all OC subtypes vs FTE. Eleven MDMs (GPRIN1, CDO1, SRC, SIM2, AGRN, FAIM2, CELF2, RIPPLY3, GYPC, CAPN2, BCAT1) were tested on plasma from 91 women with OC (73 (80%) high-grade serous (HGS)) and 91 without OC; the cross-validated 11-MDM panel highly discriminated OC from controls (96% (95% CI, 89-99%) specificity; 79% (69-87%) sensitivity, and AUC 0.91 (0.86-0.96)). Among the 5 stage I/II HGS OCs included, all were correctly identified.<br />Conclusions: Whole methylome sequencing, stringent filtering criteria, and biological validation yielded candidate MDMs for OC that performed with high sensitivity and specificity in plasma. Larger plasma-based OC MDM studies, including testing of pre-diagnostic specimens, are warranted.<br /> (Copyright © 2022 Elsevier Inc. All rights reserved.)

Details

Language :
English
ISSN :
1095-6859
Volume :
165
Issue :
3
Database :
MEDLINE
Journal :
Gynecologic oncology
Publication Type :
Academic Journal
Accession number :
35370009
Full Text :
https://doi.org/10.1016/j.ygyno.2022.03.018