Pathway information on methylation analysis using deep neural network (PROMINENT): An interpretable deep learning method with pathway prior for phenotype prediction using gene-level DNA methylation

PROMINENT represents a significant advancement in leveraging DNA methylation data for phenotype prediction, offering both high accuracy and interpretability within reasonable computational time. This method holds promise for elucidating the epigenetic underpinnings of complex diseases and enhancing the utility of DNA methylation data in biomedical research.

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Publication Details

Journal
Artificial Intelligence in Medicine
Published
2025-08-29
DOI
https://doi.org/10.1016/j.artmed.2025.103236
Citations
2
Primary Topic
Epigenetics and DNA Methylation
Type
article
Field-Weighted Citation Impact
1.61
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article

Pathway information on methylation analysis using deep neural network (PROMINENT): An interpretable deep learning method with pathway prior for phenotype prediction using gene-level DNA methylation

Rebecca I. Caldino Bohn, Laizhi Zhang, Soyeon Kim, Hyun Jung Park et al.
2 citations
Artificial Intelligence in Medicine
Epigenetics and DNA Methylation
1.61
article

Pathway information on methylation analysis using deep neural network (PROMINENT): An interpretable deep learning method with pathway prior for phenotype prediction using gene-level DNA methylation

Rebecca I. Caldino Bohn, Laizhi Zhang, Soyeon Kim, Hyun Jung Park, Yidi Qin
article en
2 citations

Abstract

PROMINENT represents a significant advancement in leveraging DNA methylation data for phenotype prediction, offering both high accuracy and interpretability within reasonable computational time. This method holds promise for elucidating the epigenetic underpinnings of complex diseases and enhancing the utility of DNA methylation data in biomedical research.

Artificial Intelligence in MedicineVol. 170
University of Pittsburgh (US)
Zero hunger
Openalex Percentile: Top 15%
Epigenetics and DNA Methylation
1.61
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