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.

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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
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article

KnowYourCG: Facilitating base-level sparse methylome interpretation

Wanding Zhou, Chin Nien Lee, Yanxiang Deng, David C. Goldberg et al.
Science Advances
Epigenetics and DNA Methylation
article

KnowYourCG: Facilitating base-level sparse methylome interpretation

Wanding Zhou, Chin Nien Lee, Yanxiang Deng, David C. Goldberg, Ethan Jacob Moyer, Hongxiang Fu, Daniel Atkins
article en

Abstract

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.

Science AdvancesVol. 11(43)
Children's Hospital of Philadelphia (US), University of Pennsylvania (US)
Openalex Percentile: Top 73%
Epigenetics and DNA Methylation
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KnowYourCG: Facilitating base-level sparse methylome interpretation — Wanding Zhou, Chin Nien Lee, et al. · Science Advances (2025) | TGRS Research Map | TGRS