Skip to main navigation Skip to search Skip to main content

Optimization of methylated DNA markers to rule out endometrial cancer in patients with abnormal uterine bleeding

  • Jamie N. Bakkum-Gamez
  • , Shariska P. Harrington
  • , Seth W. Slettedahl
  • , Calise K. Berger
  • , Katelyn N. Krakowski
  • , Maureen A. Lemens
  • , Kelli N. Burger
  • , Anna M. Gonser
  • , William R. Taylor
  • , Douglas W. Mahoney
  • , Patrick H. Foote
  • , Mark E. Sherman
  • , Shannon K. Laughlin-Tommaso
  • , Matthew R. Hopkins
  • , Kristina A. Butler
  • , Christopher C. DeStephano
  • , J. Kenneth Schoolmeester
  • , Olivia Phifer-Combs
  • , Kelly McCullagh
  • , Mariam M. AlHilli
  • Emily R.W. Davidson, Pablo Uribasterra, Andre Hani Saad, Joyce Miller, Toni M. Kilts, Kenneth Finkelstein, Guillermo Lievano, Kathryn A. Mills, Collette R. Lessard-Anderson, Leda Portia Gattoc, Laura Kroll, Gagandeep Narula, Paige Schroeder, Hallie Hanson, Kathleen Harings, Martin Krockenberger, Tomasz M. Beer, Elle Kielar-Grevstad, Bridget Z. Gagrat, Marilyn C. Olson, John B. Kisiel

Research output: Contribution to journalArticlepeer-review

Abstract

Introduction: While only 5–10% of postmenopausal bleeding (PMB) and perimenopausal abnormal uterine bleeding (AUB) represents an underlying endometrial cancer (EC) or precancerous lesion, the current standard of care recommends endometrial sampling to evaluate all presenting with this clinical concern. We aimed to develop a highly sensitive panel of methylated DNA markers (MDMs) to identify patients with underlying EC through less invasive testing of self-collected vaginal fluid. Methods: Patients with AUB/PMB ≥45 years or EC or atypical endometrial hyperplasia (AEH) ≥18 years were prospectively enrolled to self-collect vaginal fluid using a tampon. Bisulfite-converted DNA from vaginal fluid was assayed with long-probe quantitative amplified signal (LQAS) for the quantification of MDM signal. Samples were tested with the goal of building a parsimonious model to discriminate EC from benign endometrium (BE). This marker reduction study started with 19 previously identified MDMs. Down-selection was then performed on a panel of 12 MDMs in an independent marker selection study. A random forest model was developed and validated in an independent test set. Results: In marker reduction, a 19-MDM model achieved a sensitivity of 91% (83–96%) in EC with a specificity of 87% (80–92%) observed in BE in an independent set. In marker selection, a 2-MDM model generated a sensitivity for EC of 96% (84–99%), specificity of 82% (67–91%), and an AUC of 0.97 (0.94–1) in an independent test set. Conclusions: Rigorous marker reduction from 19 MDMs to 12 allowed for marker selection of a 2-MDM panel with high sensitivity and specificity to detect EC in vaginal fluid.

Original languageEnglish (US)
Pages (from-to)91-99
Number of pages9
JournalGynecologic Oncology
Volume208
DOIs
StatePublished - May 2026
Externally publishedYes

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

  1. SDG 3 - Good Health and Well-being
    SDG 3 Good Health and Well-being

Keywords

  • Cell-free nucleic acids
  • DNA methylation
  • Endometrial cancer
  • Endometrial neoplasm/diagnosis
  • Endometrial neoplasm/prevention & control
  • Liquid biopsy

ASJC Scopus subject areas

  • Oncology
  • Obstetrics and Gynecology

Fingerprint

Dive into the research topics of 'Optimization of methylated DNA markers to rule out endometrial cancer in patients with abnormal uterine bleeding'. Together they form a unique fingerprint.

Cite this