Plasma Methylated DNA Markers for Melanoma Surveillance.


Journal

JCO precision oncology
ISSN: 2473-4284
Titre abrégé: JCO Precis Oncol
Pays: United States
ID NLM: 101705370

Informations de publication

Date de publication:
09 2023
Historique:
medline: 30 10 2023
pubmed: 26 10 2023
entrez: 26 10 2023
Statut: ppublish

Résumé

Surveillance after primary melanoma treatment aims to detect early signs of low-volume systemic disease. The current standard of care, surveillance imaging, is costly and difficult to access. We therefore sought to develop methylated DNA markers (MDMs) as promising alternatives for disease surveillance. We used reduced representation bisulfite sequencing (RRBS) to identify MDMs in DNA samples obtained from metastatic melanoma, benign nevi, and normal skin tissues. The identified MDMs underwent validation in an independent cohort of tissue and buffy coat DNA samples. Subsequently, we tested the validated MDMs in the plasma DNA of patients with metastatic melanoma undergoing surveillance with total body imaging and compared them with cancer-free controls. To estimate the overall predictive accuracy of the MDMs, we used random forest modeling with bootstrap cross-validation. Forty MDMs demonstrated discrimination between melanoma cases and controls consisting of benign nevi and normal skin. Nine MDMs passing biological validation in tissue were run on 77 plasma samples from individuals with a history of metastatic melanoma, 49 of whom had evidence of disease detected by imaging at the time of blood draw, and 100 cancer-free controls. The cross-validated sensitivity of the panel for imaging-positive disease was 80% with a specificity of 100% in cancer-free controls, resulting in an overall AUC of 0.88 (95% CI, 0.81 to 0.96). The survival estimates for patients with melanoma who tested positive for the panel at 6 months and 1 year were 67% and 56%, respectively, while those who tested negative had survival rates of 100% and 92%. MDMs identified by RRBS demonstrate a high degree of concordance with imaging results in the plasma of patients with metastatic melanoma. Further prospective studies in larger intended use cohorts are needed to confirm these findings.

Identifiants

pubmed: 37883729
doi: 10.1200/PO.23.00389
doi:

Substances chimiques

Genetic Markers 0
DNA 9007-49-2

Types de publication

Journal Article Research Support, N.I.H., Extramural Research Support, Non-U.S. Gov't

Langues

eng

Sous-ensembles de citation

IM

Pagination

e2300389

Subventions

Organisme : NCI NIH HHS
ID : P30 CA015083
Pays : United States

Auteurs

Calise K Berger (CK)

Division of Gastroenterology and Hepatology, Mayo Clinic, Rochester, MN.

William R Taylor (WR)

Division of Gastroenterology and Hepatology, Mayo Clinic, Rochester, MN.

Douglas W Mahoney (DW)

Division of Clinical Trials and Biostatistics, Mayo Clinic, Rochester, MN.

Kelli N Burger (KN)

Division of Clinical Trials and Biostatistics, Mayo Clinic, Rochester, MN.

Karen A Doering (KA)

Division of Gastroenterology and Hepatology, Mayo Clinic, Rochester, MN.

Anna M Gonser (AM)

Division of Gastroenterology and Hepatology, Mayo Clinic, Rochester, MN.

Xiaoming Cao (X)

Division of Gastroenterology and Hepatology, Mayo Clinic, Rochester, MN.

Justin Heilberger (J)

Exact Sciences Development Company, LLC, Madison, WI.

Brianna J Gysbers (BJ)

Division of Gastroenterology and Hepatology, Mayo Clinic, Rochester, MN.

Patrick H Foote (PH)

Division of Gastroenterology and Hepatology, Mayo Clinic, Rochester, MN.

Lisa A Kottschade (LA)

Department of Oncology, Mayo Clinic, Rochester, MN.

Svetomir N Markovic (SN)

Department of Oncology, Mayo Clinic, Rochester, MN.

Julia S Lehman (JS)

Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN.
Department of Dermatology, Mayo Clinic, Rochester, MN.

Viatcheslav E Katerov (VE)

Exact Sciences Development Company, LLC, Madison, WI.

Hatim T Allawi (HT)

Exact Sciences Development Company, LLC, Madison, WI.

John B Kisiel (JB)

Division of Gastroenterology and Hepatology, Mayo Clinic, Rochester, MN.

Alexander Meves (A)

Department of Dermatology, Mayo Clinic, Rochester, MN.

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Classifications MeSH