GNNMF-ATAC: A Web Server-Based ATAC-seq Motif Finding and Annotation Analysis

Transcription Factor Binding Sites (TFBSs) are specific DNA sequences that promote or inhibit gene expression via binding regions, thereby affecting protein synthesis. TFBSs play a crucial role in gene regulatory networks, complex diseases, and the growth of humans. Assay for Transposase-Accessible Chromatin with high-throughput Sequencing (ATAC-seq) is a high-throughput sequencing technology, providing a new perspective for studying transcription factor binding patterns (motifs). Different from sequencing ChIP-seq technologies, ATAC-seq is more efficient in detecting binding sites. Methods based on graph neural network have success on ATAC-seq motifs, but researchers make considerable effort to deploy these models. To address this issue, we developed a web server named GNNMF-ATAC for users. GNNMF-ATAC provides TFBSs prediction, motif finding, and enrichment analysis via deploying tools. Moreover, GNNMF-ATAC provides motif finding results and visualizations of 200 humans and 80 mouse ENCODE ATAC-seq datasets. GNNMF-ATAC is a valuable resource for experimental biologists seeking a user-friendly tool to find ATAC-seq motifs without programming expertise. GNNMF-ATAC is freely available at http://gnnmf.online.

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Published
2025-01-10
DOI
https://doi.org/10.1145/3724979.3725020
Primary Topic
Genomics and Phylogenetic Studies
Type
article
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article

GNNMF-ATAC: A Web Server-Based ATAC-seq Motif Finding and Annotation Analysis

Shuangquan Zhang, Peng Gao, Jinxin Jia, Xuan Li et al.
Genomics and Phylogenetic Studies
article

GNNMF-ATAC: A Web Server-Based ATAC-seq Motif Finding and Annotation Analysis

Shuangquan Zhang, Peng Gao, Jinxin Jia, Xuan Li, Yan Wang
article en

Abstract

Transcription Factor Binding Sites (TFBSs) are specific DNA sequences that promote or inhibit gene expression via binding regions, thereby affecting protein synthesis. TFBSs play a crucial role in gene regulatory networks, complex diseases, and the growth of humans. Assay for Transposase-Accessible Chromatin with high-throughput Sequencing (ATAC-seq) is a high-throughput sequencing technology, providing a new perspective for studying transcription factor binding patterns (motifs). Different from sequencing ChIP-seq technologies, ATAC-seq is more efficient in detecting binding sites. Methods based on graph neural network have success on ATAC-seq motifs, but researchers make considerable effort to deploy these models. To address this issue, we developed a web server named GNNMF-ATAC for users. GNNMF-ATAC provides TFBSs prediction, motif finding, and enrichment analysis via deploying tools. Moreover, GNNMF-ATAC provides motif finding results and visualizations of 200 humans and 80 mouse ENCODE ATAC-seq datasets. GNNMF-ATAC is a valuable resource for experimental biologists seeking a user-friendly tool to find ATAC-seq motifs without programming expertise. GNNMF-ATAC is freely available at http://gnnmf.online.

Jilin University (CN), Nanjing University of Science and Technology (CN), Jilin Province Science and Technology Department (CN)
Openalex Percentile: Top 91%
Genomics and Phylogenetic Studies
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GNNMF-ATAC: A Web Server-Based ATAC-seq Motif Finding and Annotation Analysis — Shuangquan Zhang, Peng Gao, et al. · (2025) | TGRS Research Map | TGRS