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 …
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
Single-cell multi-omics technologies and methods characterize cell states and activities by
simultaneously integrating various single-modality omics methods that profile the …
simultaneously integrating various single-modality omics methods that profile the …
An integrated cell atlas of the lung in health and disease
Single-cell technologies have transformed our understanding of human tissues. Yet, studies
typically capture only a limited number of donors and disagree on cell type definitions …
typically capture only a limited number of donors and disagree on cell type definitions …
scGPT: toward building a foundation model for single-cell multi-omics using generative AI
Generative pretrained models have achieved remarkable success in various domains such
as language and computer vision. Specifically, the combination of large-scale diverse …
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 …
regulatory circuits that can be represented as gene regulatory networks (GRNs). The study …
[HTML][HTML] A high-resolution transcriptomic and spatial atlas of cell types in the whole mouse brain
The mammalian brain consists of millions to billions of cells that are organized into many cell
types with specific spatial distribution patterns and structural and functional properties …
types with specific spatial distribution patterns and structural and functional properties …
15 years of GWAS discovery: realizing the promise
It has been 15 years since the advent of the genome-wide association study (GWAS) era.
Here, we review how this experimental design has realized its promise by facilitating an …
Here, we review how this experimental design has realized its promise by facilitating an …
The dawn of spatial omics
Spatial omics has been widely heralded as the new frontier in life sciences. This term
encompasses a wide range of techniques that promise to transform many areas of biology …
encompasses a wide range of techniques that promise to transform many areas of biology …
An introduction to spatial transcriptomics for biomedical research
CG Williams, HJ Lee, T Asatsuma, R Vento-Tormo… - Genome Medicine, 2022 - Springer
Single-cell transcriptomics (scRNA-seq) has become essential for biomedical research over
the past decade, particularly in developmental biology, cancer, immunology, and …
the past decade, particularly in developmental biology, cancer, immunology, and …
Dictionary learning for integrative, multimodal and scalable single-cell analysis
Mapping single-cell sequencing profiles to comprehensive reference datasets provides a
powerful alternative to unsupervised analysis. However, most reference datasets are …
powerful alternative to unsupervised analysis. However, most reference datasets are …