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.
Links
Get the data
- GEO FTP directory ftp.ncbi.nlm.nih.gov/geo/series/GSE342nnn/GSE342177 ↗
download · from NCBI GEO
Where it is published
- GEO accession page ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE342177 ↗
landing page · from NCBI GEO
Documentation and papers
- PRJNA1506107 ncbi.nlm.nih.gov/bioproject/PRJNA1506107 ↗
project · from NCBI GEO
Topics
- Stated by source
- Homo sapiens · Methylation profiling by high throughput sequencing
- 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
| Source | Key | Last seen | Raw |
|---|---|---|---|
| NCBI GEO | GSE342177 | 15 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · NCBI GEO | connector:ncbi_geo@1.0.0 | |
| concepts[disease].local:disease:cancer | enrichment · NCBI GEO | keyword-concept-rules@1.0.0 | title+description (65%) |
| concepts[disease].local:disease:disease | enrichment · NCBI GEO | keyword-concept-rules@1.0.0 | title+description (75%) |
| concepts[field].anzsrc:group:3105 | enrichment · NCBI GEO | taxonomy-embedding@1.1.0 | title+keywords+description (73%) |
| concepts[field].local:field:life-sciences | mapping · NCBI GEO | connector:ncbi_geo@1.0.0 | |
| concepts[method].geo_series_type:methylation-profiling-by-high-throughput-sequencing | source · NCBI GEO | connector:ncbi_geo@1.0.0 | /gdstype |
| concepts[method].local:method:dna-methylation-profiling | enrichment · NCBI GEO | keyword-concept-rules@1.0.0 | title+description (65%) |
| concepts[method].local:method:longitudinal-study | enrichment · NCBI GEO | keyword-concept-rules@1.0.0 | title+description (65%) |
| concepts[modality].local:modality:sequencing | enrichment · NCBI GEO | keyword-concept-rules@1.0.0 | title+description (75%) |
| concepts[organism].NCBITaxon:9606 | source · NCBI GEO | connector:ncbi_geo@1.0.0 | /taxon |
| description | source · NCBI GEO | connector:ncbi_geo@1.0.0 | /summary |
| publication_date | source · NCBI GEO | connector:ncbi_geo@1.0.0 | |
| title | source · NCBI GEO | connector:ncbi_geo@1.0.0 | /title |