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 …

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 …

scGPT: toward building a foundation model for single-cell multi-omics using generative AI

H Cui, C Wang, H Maan, K Pang, F Luo, N Duan… - Nature …, 2024 - nature.com
Generative pretrained models have achieved remarkable success in various domains such
as language and computer vision. Specifically, the combination of large-scale diverse …

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] Organization of the human intestine at single-cell resolution

JW Hickey, WR Becker, SA Nevins, A Horning… - Nature, 2023 - nature.com
The intestine is a complex organ that promotes digestion, extracts nutrients, participates in
immune surveillance, maintains critical symbiotic relationships with microbiota and affects …

Gene function and cell surface protein association analysis based on single-cell multiomics data

H Hu, Z Feng, H Lin, J Cheng, J Lyu, Y Zhang… - Computers in Biology …, 2023 - Elsevier
Single-cell transcriptomics provides researchers with a powerful tool to resolve the
transcriptome heterogeneity of individual cells. However, this method falls short in revealing …

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 …

Decoding the tumor microenvironment with spatial technologies

LA Walsh, DF Quail - Nature Immunology, 2023 - nature.com
Visualization of the cellular heterogeneity and spatial architecture of the tumor
microenvironment (TME) is becoming increasingly important to understand mechanisms of …

Epigenomic dissection of Alzheimer's disease pinpoints causal variants and reveals epigenome erosion

X Xiong, BT James, CA Boix, YP Park, K Galani… - Cell, 2023 - cell.com
Recent work has identified dozens of non-coding loci for Alzheimer's disease (AD) risk, but
their mechanisms and AD transcriptional regulatory circuitry are poorly understood. Here …

A fast, scalable and versatile tool for analysis of single-cell omics data

K Zhang, NR Zemke, EJ Armand, B Ren - Nature methods, 2024 - nature.com
Single-cell omics technologies have revolutionized the study of gene regulation in complex
tissues. A major computational challenge in analyzing these datasets is to project the large …