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 …

[HTML][HTML] Microglia states and nomenclature: A field at its crossroads

RC Paolicelli, A Sierra, B Stevens, ME Tremblay… - Neuron, 2022 - cell.com
Microglial research has advanced considerably in recent decades yet has been constrained
by a rolling series of dichotomies such as" resting versus activated" and" M1 versus M2." …

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 …

[HTML][HTML] Spatial epigenome–transcriptome co-profiling of mammalian tissues

D Zhang, Y Deng, P Kukanja, E Agirre, M Bartosovic… - Nature, 2023 - nature.com
Emerging spatial technologies, including spatial transcriptomics and spatial epigenomics,
are becoming powerful tools for profiling of cellular states in the tissue context,,,–. However …

Epigenetic regulation in metabolic diseases: mechanisms and advances in clinical study

YL Wu, ZJ Lin, CC Li, X Lin, SK Shan, B Guo… - … and Targeted Therapy, 2023 - nature.com
Epigenetics regulates gene expression and has been confirmed to play a critical role in a
variety of metabolic diseases, such as diabetes, obesity, non-alcoholic fatty liver disease …

SCENIC+: single-cell multiomic inference of enhancers and gene regulatory networks

C Bravo González-Blas, S De Winter, G Hulselmans… - Nature …, 2023 - nature.com
Joint profiling of chromatin accessibility and gene expression in individual cells provides an
opportunity to decipher enhancer-driven gene regulatory networks (GRNs). Here we present …

Slide-tags enables single-nucleus barcoding for multimodal spatial genomics

AJC Russell, JA Weir, NM Nadaf, M Shabet, V Kumar… - Nature, 2024 - nature.com
Recent technological innovations have enabled the high-throughput quantification of gene
expression and epigenetic regulation within individual cells, transforming our understanding …

Dictionary learning for integrative, multimodal and scalable single-cell analysis

Y Hao, T Stuart, MH Kowalski, S Choudhary… - Nature …, 2024 - nature.com
Map** single-cell sequencing profiles to comprehensive reference datasets provides a
powerful alternative to unsupervised analysis. However, most reference datasets are …

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 …