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Omics · study · 2026

REMODEL: A modular framework for longitudinal ctDNA methylation profiling reveals treatment response and relapse-associated epigenetic remodeling

Listed in NCBI GEO

Circulating tumour DNA (ctDNA) methylation profiling is a promising non-invasive tool for disease monitoring, but longitudinal interpretation is limited by variable sequencing coverage and the loss of clinically relevant signals.

Description

We developed REMODEL (Recovery-based Epigenetic Monitoring of Dynamic methylation for Longitudinal analysis), an integrated framework combining coverage-aware binning, count-based longitudinal statistics, and a novel Epigenetic Recovery Score (ERS) to quantify post-treatment methylation recovery.

Applied to 17 serial plasma samples from two T-cell lymphoma patients (2,025 genomic bins), REMODEL distinguished durable remission, characterized by coordinated demethylation (86.4% of bins) and sustained positive ERS, from relapse, marked by widespread hypermethylation (64.9% of bins) and persistently negative ERS despite clinical remission. By integrating dynamic methylation detection with recovery modelling, REMODEL provides an interpretable framework for longitudinal ctDNA methylation analysis and minimal residual disease monitoring.

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From keywords
Life Sciences
Inferred from text
Cancer 65% · Disease 75% · DNA methylation profiling 65% · Genetics 73% · Longitudinal study 65% · Sequencing 75%
Provenance · 1 source records, 13 field assertions
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NCBI GEOGSE34217715 d agoJSON v1
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concepts[disease].local:disease:cancerenrichment · NCBI GEOkeyword-concept-rules@1.0.0title+description (65%)
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concepts[field].local:field:life-sciencesmapping · NCBI GEOconnector:ncbi_geo@1.0.0
concepts[method].geo_series_type:methylation-profiling-by-high-throughput-sequencingsource · NCBI GEOconnector:ncbi_geo@1.0.0/gdstype
concepts[method].local:method:dna-methylation-profilingenrichment · NCBI GEOkeyword-concept-rules@1.0.0title+description (65%)
concepts[method].local:method:longitudinal-studyenrichment · NCBI GEOkeyword-concept-rules@1.0.0title+description (65%)
concepts[modality].local:modality:sequencingenrichment · NCBI GEOkeyword-concept-rules@1.0.0title+description (75%)
concepts[organism].NCBITaxon:9606source · NCBI GEOconnector:ncbi_geo@1.0.0/taxon
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