KnowYourCG: Facilitating base-level sparse methylome interpretation
Decoding DNA methylomes for biological insights is critical in epigenetics research. We present KnowYourCG (KYCG), a data interpretation framework designed for functional DNA methylation analysis. Unlike existing tools that target genes or genomic intervals, KYCG features direct base-level screenings of diverse biological and technical influences, including sequence motifs, transcription factor binding, histone modifications, replication timing, cell-type-specific methylation, and trait associations. Through implementing efficient infrastructure that rapidly screens and investigates thousands of knowledgebases, KYCG addresses the challenges of data sparsity in various methylation datasets, including low-pass or single-cell DNA methylomes, 5-hydroxymethylation (5hmC) profiles, spatial DNA methylation maps, and array-based datasets for epigenome-wide association studies. Applying KYCG to these datasets provides valuable insights into cell differentiation, cancer origins, epigenome-trait associations, and technical issues such as array artifacts, single-cell batch effects, and Nanopore 5hmC detection accuracy. Our tool simplifies large-scale methylation analysis and integrates seamlessly with standard assay technologies.
Authors
- Wanding Zhou (ORCID: https://orcid.org/0000-0001-9126-1932)
- Chin Nien Lee (ORCID: https://orcid.org/0000-0002-5867-5962)
- Yanxiang Deng (ORCID: https://orcid.org/0000-0002-9975-8086)
- David C. Goldberg (ORCID: https://orcid.org/0000-0002-9622-4708)
- Ethan Jacob Moyer (ORCID: https://orcid.org/0000-0002-8023-3810)
- Hongxiang Fu (ORCID: https://orcid.org/0000-0002-9873-8606)
- Daniel Atkins
Institutions
- Children's Hospital of Philadelphia (US)
- University of Pennsylvania (US)
Publication Details
- Journal
- Science Advances
- Published
- 2025-10-24
- DOI
- https://doi.org/10.1126/sciadv.adw3027
- Primary Topic
- Epigenetics and DNA Methylation
- Type
- article
- Field-Weighted Citation Impact
- 0.00