Torch-eCpG: a fast and scalable eQTM mapper for thousands of molecular phenotypes with GPUs

Gene expression may be regulated by the DNA methylation of regulatory elements in promoter, gene-body, cis, distal, and trans regions. One method to evaluate the relationship between DNA methylation and gene expression is the mapping of expression quantitative trait methylation (eQTM) loci (also called expression-associated CpG loci, eCpG). However, no open-source tools are available to provide eQTM mapping. In addition, eQTM mapping can involve a large number of comparisons which may prevent the analyses due to limitations of computational resources. Here, we describe Torch-eCpG (tecpg), an open-source tool developed in Python to perform eQTM mapping that includes an optimized implementation that can use the graphical processing unit (GPU) to reduce runtime.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2025-08-25
DOI
https://doi.org/10.5281/zenodo.16943721
Primary Topic
Geochemistry and Geologic Mapping
Type
article
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article

Torch-eCpG: a fast and scalable eQTM mapper for thousands of molecular phenotypes with GPUs

Zenodo (CERN European Organization for Nuclear Research)
Geochemistry and Geologic Mapping
article

Torch-eCpG: a fast and scalable eQTM mapper for thousands of molecular phenotypes with GPUs

article en

Abstract

Gene expression may be regulated by the DNA methylation of regulatory elements in promoter, gene-body, cis, distal, and trans regions. One method to evaluate the relationship between DNA methylation and gene expression is the mapping of expression quantitative trait methylation (eQTM) loci (also called expression-associated CpG loci, eCpG). However, no open-source tools are available to provide eQTM mapping. In addition, eQTM mapping can involve a large number of comparisons which may prevent the analyses due to limitations of computational resources. Here, we describe Torch-eCpG (tecpg), an open-source tool developed in Python to perform eQTM mapping that includes an optimized implementation that can use the graphical processing unit (GPU) to reduce runtime.

Zenodo (CERN European Organization for Nuclear Research)
University of California, San Francisco (US)
Industry, innovation and infrastructure
Openalex Percentile: Top 67%
Geochemistry and Geologic Mapping
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