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 …

CellChat for systematic analysis of cell–cell communication from single-cell transcriptomics

S **, MV Plikus, Q Nie - Nature Protocols, 2025 - nature.com
Recent advances in single-cell sequencing technologies offer an opportunity to explore cell–
cell communication in tissues systematically and with reduced bias. A key challenge is …

Inference and analysis of cell-cell communication using CellChat

S **, CF Guerrero-Juarez, L Zhang, I Chang… - Nature …, 2021 - nature.com
Understanding global communications among cells requires accurate representation of cell-
cell signaling links and effective systems-level analyses of those links. We construct a …

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 …

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 …

Benchmarking algorithms for single-cell multi-omics prediction and integration

Y Hu, S Wan, Y Luo, Y Li, T Wu, W Deng, C Jiang… - Nature …, 2024 - nature.com
The development of single-cell multi-omics technology has greatly enhanced our
understanding of biology, and in parallel, numerous algorithms have been proposed to …

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 …

Multi-omics integration in the age of million single-cell data

Z Miao, BD Humphreys, AP McMahon… - Nature Reviews …, 2021 - nature.com
An explosion in single-cell technologies has revealed a previously underappreciated
heterogeneity of cell types and novel cell-state associations with sex, disease, development …

scJoint integrates atlas-scale single-cell RNA-seq and ATAC-seq data with transfer learning

Y Lin, TY Wu, S Wan, JYH Yang, WH Wong… - Nature …, 2022 - nature.com
Single-cell multiomics data continues to grow at an unprecedented pace. Although several
methods have demonstrated promising results in integrating several data modalities from …

The landscape of cell–cell communication through single-cell transcriptomics

AA Almet, Z Cang, S **, Q Nie - Current opinion in systems biology, 2021 - Elsevier
Cell–cell communication is a fundamental process that shapes biological tissue. Historically,
studies of cell–cell communication have been feasible for one or two cell types and a few …