Characterizing cis-regulatory elements using single-cell epigenomics

S Preissl, KJ Gaulton, B Ren - Nature Reviews Genetics, 2023 - nature.com
Cell type-specific gene expression patterns and dynamics during development or in disease
are controlled by cis-regulatory elements (CREs), such as promoters and enhancers …

Emerging evidence that the mammalian sperm epigenome serves as a template for embryo development

A Lismer, S Kimmins - Nature communications, 2023 - nature.com
Although more studies are demonstrating that a father's environment can influence child
health and disease, the molecular mechanisms underlying non-genetic inheritance remain …

scGPT: toward building a foundation model for single-cell multi-omics using generative AI

H Cui, C Wang, H Maan, K Pang, F Luo, N Duan… - Nature …, 2024 - nature.com
Generative pretrained models have achieved remarkable success in various domains such
as language and computer vision. Specifically, the combination of large-scale diverse …

Single-cell chromatin state analysis with Signac

T Stuart, A Srivastava, S Madad, CA Lareau, R Satija - Nature methods, 2021 - nature.com
The recent development of experimental methods for measuring chromatin state at single-
cell resolution has created a need for computational tools capable of analyzing these …

Benchmarking atlas-level data integration in single-cell genomics

MD Luecken, M Büttner, K Chaichoompu, A Danese… - Nature …, 2022 - nature.com
Single-cell atlases often include samples that span locations, laboratories and conditions,
leading to complex, nested batch effects in data. Thus, joint analysis of atlas datasets …

A fast, scalable and versatile tool for analysis of single-cell omics data

K Zhang, NR Zemke, EJ Armand, B Ren - Nature methods, 2024 - nature.com
Single-cell omics technologies have revolutionized the study of gene regulation in complex
tissues. A major computational challenge in analyzing these datasets is to project the large …

Chromatin accessibility profiling methods

L Minnoye, GK Marinov, T Krausgruber, L Pan… - Nature Reviews …, 2021 - nature.com
Chromatin accessibility, or the physical access to chromatinized DNA, is a widely studied
characteristic of the eukaryotic genome. As active regulatory DNA elements are generally …

[HTML][HTML] Single cell cancer epigenetics

M Casado-Pelaez, A Bueno-Costa, M Esteller - Trends in Cancer, 2022 - cell.com
Bulk sequencing methodologies have allowed us to make great progress in cancer
research. Unfortunately, these techniques lack the resolution to fully unravel the epigenetic …

MUON: multimodal omics analysis framework

D Bredikhin, I Kats, O Stegle - Genome biology, 2022 - Springer
Advances in multi-omics have led to an explosion of multimodal datasets to address
questions from basic biology to translation. While these data provide novel opportunities for …

Guidelines for bioinformatics of single-cell sequencing data analysis in Alzheimer's disease: review, recommendation, implementation and application

M Wang, W Song, C Ming, Q Wang, X Zhou… - Molecular …, 2022 - Springer
Alzheimer's disease (AD) is the most common form of dementia, characterized by
progressive cognitive impairment and neurodegeneration. Extensive clinical and genomic …