Predicting disease-specific histone modifications and functional effects of non-coding variants by leveraging DNA language models

Our framework establishes a powerful new paradigm for epigenetic research that can be extended to other complex diseases, offering both a valuable tool for variant effect interpretation and a promising strategy for uncovering novel disease mechanisms through epigenetic profiling.

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Publication Details

Journal
Genome biology
Published
2026-02-14
DOI
https://doi.org/10.1186/s13059-026-04003-3
Primary Topic
Genomics and Rare Diseases
Type
article
Field-Weighted Citation Impact
0.00
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article

Predicting disease-specific histone modifications and functional effects of non-coding variants by leveraging DNA language models

Jiangning Song, M Gerstein, Sihan Chen, Tong Pan et al.
Genome biology
Genomics and Rare Diseases
article

Predicting disease-specific histone modifications and functional effects of non-coding variants by leveraging DNA language models

Jiangning Song, M Gerstein, Sihan Chen, Tong Pan, Geoffrey I. Webb, Xiaoyu Wang
article en

Abstract

Our framework establishes a powerful new paradigm for epigenetic research that can be extended to other complex diseases, offering both a valuable tool for variant effect interpretation and a promising strategy for uncovering novel disease mechanisms through epigenetic profiling.

Genome biologyVol. 27(1)
Discovery Institute (US), Australian Regenerative Medicine Institute (AU), Yale University (US), Sustainable Development Institute (US), Monash University (AU), Monash Institute of Medical Research (AU)
Openalex Percentile: Top 53%
Genomics and Rare Diseases
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Predicting disease-specific histone modifications and functional effects of non-coding variants by leveraging DNA language models — Jiangning Song, M Gerstein, et al. · Genome biology (2026) | TGRS Research Map | TGRS