Single-cell multiomics: technologies and data analysis methods

J Lee, DY Hyeon, D Hwang - Experimental & Molecular Medicine, 2020 - nature.com
Advances in single-cell isolation and barcoding technologies offer unprecedented
opportunities to profile DNA, mRNA, and proteins at a single-cell resolution. Recently, bulk …

Eleven grand challenges in single-cell data science

D Lähnemann, J Köster, E Szczurek, DJ McCarthy… - Genome biology, 2020 - Springer
The recent boom in microfluidics and combinatorial indexing strategies, combined with low
sequencing costs, has empowered single-cell sequencing technology. Thousands—or even …

Mitochondria metabolism sets the species-specific tempo of neuronal development

R Iwata, P Casimir, E Erkol, L Boubakar, M Planque… - Science, 2023 - science.org
Neuronal development in the human cerebral cortex is considerably prolonged compared
with that of other mammals. We explored whether mitochondria influence the species …

Lineage plasticity in prostate cancer depends on JAK/STAT inflammatory signaling

JM Chan, S Zaidi, JR Love, JL Zhao, M Setty… - Science, 2022 - science.org
Drug resistance in cancer is often linked to changes in tumor cell state or lineage, but the
molecular mechanisms driving this plasticity remain unclear. Using murine organoid and …

Highly sensitive spatial transcriptomics at near-cellular resolution with Slide-seqV2

RR Stickels, E Murray, P Kumar, J Li, JL Marshall… - Nature …, 2021 - nature.com
Measurement of the location of molecules in tissues is essential for understanding tissue
formation and function. Previously, we developed Slide-seq, a technology that enables …

CellRank for directed single-cell fate mapping

M Lange, V Bergen, M Klein, M Setty, B Reuter… - Nature …, 2022 - nature.com
Computational trajectory inference enables the reconstruction of cell state dynamics from
single-cell RNA sequencing experiments. However, trajectory inference requires that the …

Differential abundance testing on single-cell data using k-nearest neighbor graphs

E Dann, NC Henderson, SA Teichmann… - Nature …, 2022 - nature.com
Current computational workflows for comparative analyses of single-cell datasets typically
use discrete clusters as input when testing for differential abundance among experimental …

Generalizing RNA velocity to transient cell states through dynamical modeling

V Bergen, M Lange, S Peidli, FA Wolf, FJ Theis - Nature biotechnology, 2020 - nature.com
RNA velocity has opened up new ways of studying cellular differentiation in single-cell RNA-
sequencing data. It describes the rate of gene expression change for an individual gene at a …

Visualizing structure and transitions in high-dimensional biological data

KR Moon, D Van Dijk, Z Wang, S Gigante… - Nature …, 2019 - nature.com
The high-dimensional data created by high-throughput technologies require visualization
tools that reveal data structure and patterns in an intuitive form. We present PHATE, a …

Integrative single-cell analysis

T Stuart, R Satija - Nature reviews genetics, 2019 - nature.com
The recent maturation of single-cell RNA sequencing (scRNA-seq) technologies has
coincided with transformative new methods to profile genetic, epigenetic, spatial, proteomic …