SeATAC: a tool for exploring the chromatin landscape and the role of pioneer factors.
SeATAC: a tool for exploring the chromatin landscape and the role of pioneer factors.
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DOI:
10.1186/s13059-023-02954-5
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发表时间:
2023-05-22
期刊:
影响因子:
12.3
通讯作者:
Garry, Daniel J.
中科院分区:
文献类型:
--
作者:
Gong, Wuming;Dsouza, Nikita;Garry, Daniel J.
Assay for Transposase-Accessible Chromatin with sequencing (ATAC-seq) reveals chromatin accessibility across the genome. Currently, no method specifically detects differential chromatin accessibility. Here, SeATAC uses a conditional variational autoencoder model to learn the latent representation of ATAC-seq V-plots and outperforms MACS2 and NucleoATAC on six separate tasks. Applying SeATAC to several pioneer factor-induced differentiation or reprogramming ATAC-seq datasets suggests that induction of these factors not only relaxes the closed chromatin but also decreases chromatin accessibility of 20% to 30% of their target sites. SeATAC is a novel tool to accurately reveal genomic regions with differential chromatin accessibility from ATAC-seq data. The online version contains supplementary material available at 10.1186/s13059-023-02954-5.
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