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 …

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 …

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 …

Optimal transport for single-cell and spatial omics

C Bunne, G Schiebinger, A Krause, A Regev… - Nature Reviews …, 2024 - nature.com
High-throughput single-cell profiling provides an unprecedented ability to uncover the
molecular states of millions of cells. These technologies are, however, destructive to cells …

Dandelion uses the single-cell adaptive immune receptor repertoire to explore lymphocyte developmental origins

C Suo, K Polanski, E Dann, RGH Lindeboom… - Nature …, 2024 - nature.com
Assessment of single-cell gene expression (single-cell RNA sequencing) and adaptive
immune receptor (AIR) sequencing (scVDJ-seq) has been invaluable in studying …

[HTML][HTML] Automatic cell-type harmonization and integration across Human Cell Atlas datasets

C Xu, M Prete, S Webb, L Jardine, BJ Stewart, R Hoo… - Cell, 2023 - cell.com
Harmonizing cell types across the single-cell community and assembling them into a
common framework is central to building a standardized Human Cell Atlas. Here, we present …

Considerations for building and using integrated single-cell atlases

K Hrovatin, L Sikkema, VA Shitov, G Heimberg… - Nature …, 2024 - nature.com
The rapid adoption of single-cell technologies has created an opportunity to build single-cell
'atlases' integrating diverse datasets across many laboratories. Such atlases can serve as a …

Single-cell omics: experimental workflow, data analyses and applications

F Sun, H Li, D Sun, S Fu, L Gu, X Shao, Q Wang… - Science China Life …, 2024 - Springer
Cells are the fundamental units of biological systems and exhibit unique development
trajectories and molecular features. Our exploration of how the genomes orchestrate the …

Benchmarking algorithms for joint integration of unpaired and paired single-cell RNA-seq and ATAC-seq data

MYY Lee, KH Kaestner, M Li - Genome Biology, 2023 - Springer
Background Single-cell RNA-sequencing (scRNA-seq) measures gene expression in single
cells, while single-nucleus ATAC-sequencing (snATAC-seq) quantifies chromatin …

scPerturb: harmonized single-cell perturbation data

S Peidli, TD Green, C Shen, T Gross, J Min, S Garda… - Nature …, 2024 - nature.com
Abstract Analysis across a growing number of single-cell perturbation datasets is hampered
by poor data interoperability. To facilitate development and benchmarking of computational …