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 …

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 …

Single‐cell RNA sequencing technologies and applications: A brief overview

D Jovic, X Liang, H Zeng, L Lin, F Xu… - Clinical and …, 2022 - Wiley Online Library
Single‐cell RNA sequencing (scRNA‐seq) technology has become the state‐of‐the‐art
approach for unravelling the heterogeneity and complexity of RNA transcripts within …

The expanding vistas of spatial transcriptomics

L Tian, F Chen, EZ Macosko - Nature Biotechnology, 2023 - nature.com
The formation and maintenance of tissue integrity requires complex, coordinated activities
by thousands of genes and their encoded products. Until recently, transcript levels could …

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

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

Graph representation learning in biomedicine and healthcare

MM Li, K Huang, M Zitnik - Nature Biomedical Engineering, 2022 - nature.com
Networks—or graphs—are universal descriptors of systems of interacting elements. In
biomedicine and healthcare, they can represent, for example, molecular interactions …

Dynamics and specificities of T cells in cancer immunotherapy

G Oliveira, CJ Wu - Nature Reviews Cancer, 2023 - nature.com
Recent advances in cancer immunotherapy—ranging from immune-checkpoint blockade
therapy to adoptive cellular therapy and vaccines—have revolutionized cancer treatment …

The emerging landscape of spatial profiling technologies

JR Moffitt, E Lundberg, H Heyn - Nature Reviews Genetics, 2022 - nature.com
Improved scale, multiplexing and resolution are establishing spatial nucleic acid and protein
profiling methods as a major pillar for cellular atlas building of complex samples, from …

Comparison of methods and resources for cell-cell communication inference from single-cell RNA-Seq data

D Dimitrov, D Türei, M Garrido-Rodriguez… - Nature …, 2022 - nature.com
The growing availability of single-cell data, especially transcriptomics, has sparked an
increased interest in the inference of cell-cell communication. Many computational tools …