Comprehensive analysis of single cell ATAC-seq data with SnapATAC

R Fang, S Preissl, Y Li, X Hou, J Lucero, X Wang… - Nature …, 2021 - nature.com
Identification of the cis-regulatory elements controlling cell-type specific gene expression
patterns is essential for understanding the origin of cellular diversity. Conventional assays to …

SCALE method for single-cell ATAC-seq analysis via latent feature extraction

L Xiong, K Xu, K Tian, Y Shao, L Tang, G Gao… - Nature …, 2019 - nature.com
Single-cell ATAC-seq (scATAC-seq) profiles the chromatin accessibility landscape at single
cell level, thus revealing cell-to-cell variability in gene regulation. However, the high …

Fast and accurate clustering of single cell epigenomes reveals cis-regulatory elements in rare cell types

R Fang, S Preissl, X Hou, J Lucero, X Wang… - BioRxiv, 2019 - biorxiv.org
Mammalian tissues are composed of highly specialized cell types defined by distinct gene
expression patterns. Identification of cis-regulatory elements responsible for cell-type …

Assessment of computational methods for the analysis of single-cell ATAC-seq data

H Chen, C Lareau, T Andreani, ME Vinyard, SP Garcia… - Genome biology, 2019 - Springer
Background Recent innovations in single-cell Assay for Transposase Accessible Chromatin
using sequencing (scATAC-seq) enable profiling of the epigenetic landscape of thousands …

EpiScanpy: integrated single-cell epigenomic analysis

A Danese, ML Richter, K Chaichoompu… - Nature …, 2021 - nature.com
EpiScanpy is a toolkit for the analysis of single-cell epigenomic data, namely single-cell
DNA methylation and single-cell ATAC-seq data. To address the modality specific …

Unsupervised clustering and epigenetic classification of single cells

M Zamanighomi, Z Lin, T Daley, X Chen… - Nature …, 2018 - nature.com
Characterizing epigenetic heterogeneity at the cellular level is a critical problem in the
modern genomics era. Assays such as single cell ATAC-seq (scATAC-seq) offer an …

Quantification, dynamic visualization, and validation of bias in ATAC-seq data with ataqv

P Orchard, Y Kyono, J Hensley, JO Kitzman… - Cell systems, 2020 - cell.com
The assay for transposase-accessible chromatin using sequencing (ATAC-seq) has become
the preferred method for mapping chromatin accessibility due to its time and input material …

[HTML][HTML] Comprehensive integration of single-cell data

T Stuart, A Butler, P Hoffman, C Hafemeister… - cell, 2019 - cell.com
Single-cell transcriptomics has transformed our ability to characterize cell states, but deep
biological understanding requires more than a taxonomic listing of clusters. As new methods …

Classifying cells with Scasat, a single-cell ATAC-seq analysis tool

SM Baker, C Rogerson, A Hayes… - Nucleic acids …, 2019 - academic.oup.com
ATAC-seq is a recently developed method to identify the areas of open chromatin in a cell.
These regions usually correspond to active regulatory elements and their location profile is …

Simultaneous deep generative modelling and clustering of single-cell genomic data

Q Liu, S Chen, R Jiang, WH Wong - Nature machine intelligence, 2021 - nature.com
Recent advances in single-cell technologies, including single-cell ATAC-seq (scATAC-seq),
have enabled large-scale profiling of the chromatin accessibility landscape at the single-cell …