Clinical Cancer ResearchCancer BiologyPeer-reviewed journal article
Epigenetic Liquid Biopsy Enables Universal Mutation-Agnostic Molecular Surveillance for High-Risk Neuroblastoma
Nurit Gal-MarkiD, Galina Feinberg‐GorenshteiniD, Valid GahramanoviD, Michal Hameiri-GrossmaniD, Elena Shinderman-MamaniD, Dafna GaasiD, Keren ShichruriD, Jaques MordoukhiD, Nino OniashviliiD, Eva Chausky BarzakhiD, Aviv SeveriD, Shirah AmariD, Shifra AshiD, Yehudit BirgeriD, Shai IzraeliiD, Yuval EbensteiniD, Esther R. BerkoiD
Abstract
Pediatric solid tumors present a challenge for precision oncology as most tumors harbor low mutational burden, limiting the applicability of standard mutation-based liquid biopsy approaches for molecular monitoring. To overcome this, we developed a mutation-independent liquid biopsy framework based on Oxford Nanopore Technology sequencing, utilizing robust DNA methylation-based biomarkers for detection and surveillance of high-risk neuroblastoma (HR-NBL), a common pediatric solid tumor. Comparative analysis of tumor-derived DNA methylation profiles against a comprehensive atlas of normal human cell types identified 72 NBL-specific differentially methylated regions (termed meNBLs). Integration of 25 selected meNBLs into the methylation atlas enabled quantitative deconvolution of NBL-derived cfDNA, outperforming copy number and mutation-based estimates. NBL-specific blood plasma-derived cfDNA was detected at diagnosis but not in healthy controls, absent during remission, and markedly elevated at relapse, even before clinical detection of disease recurrence. These findings establish methylation-based deconvolution as a robust, mutation-independent approach for cfDNA monitoring in HR-NBL.
- organism: human
- assay: DNA methylation
- assay: whole-genome sequencing
- research focus: cell type annotation
- research focus: deconvolution
- approach: deep learning
- approach: statistical model
- Citations
- 0
- FWCI
- 0.00
- Field percentile
- 48th percentile
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