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 …

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 …

Multi-omics single-cell data integration and regulatory inference with graph-linked embedding

ZJ Cao, G Gao - Nature Biotechnology, 2022 - nature.com
Despite the emergence of experimental methods for simultaneous measurement of multiple
omics modalities in single cells, most single-cell datasets include only one modality. A major …

Single-cell proteomics enabled by next-generation sequencing or mass spectrometry

HM Bennett, W Stephenson, CM Rose, S Darmanis - Nature Methods, 2023 - nature.com
In the last decade, single-cell RNA sequencing routinely performed on large numbers of
single cells has greatly advanced our understanding of the underlying heterogeneity of …

Spatial components of molecular tissue biology

G Palla, DS Fischer, A Regev, FJ Theis - Nature Biotechnology, 2022 - nature.com
Methods for profiling RNA and protein expression in a spatially resolved manner are rapidly
evolving, making it possible to comprehensively characterize cells and tissues in health and …

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 …

Single-cell atlases: shared and tissue-specific cell types across human organs

R Elmentaite, C Domínguez Conde, L Yang… - Nature Reviews …, 2022 - nature.com
The development of single-cell and spatial transcriptomics methods was instrumental in the
conception of the Human Cell Atlas initiative, which aims to generate an integrated map of …

Single-cell biological network inference using a heterogeneous graph transformer

A Ma, X Wang, J Li, C Wang, T Xiao, Y Liu… - Nature …, 2023 - nature.com
Single-cell multi-omics (scMulti-omics) allows the quantification of multiple modalities
simultaneously to capture the intricacy of complex molecular mechanisms and cellular …

A harmonized atlas of mouse spinal cord cell types and their spatial organization

DE Russ, RBP Cross, L Li, SC Koch… - Nature …, 2021 - nature.com
Single-cell RNA sequencing data can unveil the molecular diversity of cell types. Cell type
atlases of the mouse spinal cord have been published in recent years but have not been …