Best practices for single-cell analysis across modalities

L Heumos, AC Schaar, C Lance, A Litinetskaya… - Nature Reviews …, 2023 - nature.com
Recent advances in single-cell technologies have enabled high-throughput molecular
profiling of cells across modalities and locations. Single-cell transcriptomics data can now …

Methods and applications for single-cell and spatial multi-omics

K Vandereyken, A Sifrim, B Thienpont… - Nature Reviews Genetics, 2023 - nature.com
The joint analysis of the genome, epigenome, transcriptome, proteome and/or metabolome
from single cells is transforming our understanding of cell biology in health and disease. In …

The technological landscape and applications of single-cell multi-omics

A Baysoy, Z Bai, R Satija, R Fan - Nature Reviews Molecular Cell …, 2023 - nature.com
Single-cell multi-omics technologies and methods characterize cell states and activities by
simultaneously integrating various single-modality omics methods that profile the …

Gene regulatory network inference in the era of single-cell multi-omics

P Badia-i-Mompel, L Wessels, S Müller-Dott… - Nature Reviews …, 2023 - nature.com
The interplay between chromatin, transcription factors and genes generates complex
regulatory circuits that can be represented as gene regulatory networks (GRNs). The study …

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 …

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 …

Computational principles and challenges in single-cell data integration

R Argelaguet, ASE Cuomo, O Stegle… - Nature biotechnology, 2021 - nature.com
The development of single-cell multimodal assays provides a powerful tool for investigating
multiple dimensions of cellular heterogeneity, enabling new insights into development …

Inflammation, epigenetics, and metabolism converge to cell senescence and ageing: the regulation and intervention

X Zhu, Z Chen, W Shen, G Huang, JM Sedivy… - Signal transduction and …, 2021 - nature.com
Remarkable progress in ageing research has been achieved over the past decades.
General perceptions and experimental evidence pinpoint that the decline of physical …

The epigenetic basis of cellular heterogeneity

B Carter, K Zhao - Nature Reviews Genetics, 2021 - nature.com
Single-cell sequencing-based methods for profiling gene transcript levels have revealed
substantial heterogeneity in expression levels among morphologically indistinguishable …

Single-cell sequencing techniques from individual to multiomics analyses

Y Kashima, Y Sakamoto, K Kaneko, M Seki… - … & Molecular Medicine, 2020 - nature.com
Here, we review single-cell sequencing techniques for individual and multiomics profiling in
single cells. We mainly describe single-cell genomic, epigenomic, and transcriptomic …