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 …

Functional roles of reactive astrocytes in neuroinflammation and neurodegeneration

R Patani, GE Hardingham, SA Liddelow - Nature Reviews Neurology, 2023 - nature.com
Despite advances in uncovering the mechanisms that underlie neuroinflammation and
neurodegenerative disease, therapies that prevent neuronal loss remain elusive. Targeting …

CellRank 2: unified fate map** in multiview single-cell data

P Weiler, M Lange, M Klein, D Pe'er, F Theis - Nature Methods, 2024 - nature.com
Single-cell RNA sequencing allows us to model cellular state dynamics and fate decisions
using expression similarity or RNA velocity to reconstruct state-change trajectories; however …

A reference cell tree will serve science better than a reference cell atlas

S Domcke, J Shendure - Cell, 2023 - cell.com
Single-cell biology is facing a crisis of sorts. Vast numbers of single-cell molecular profiles
are being generated, clustered and annotated. However, this is overwhelmingly ad hoc, and …

Multi-omic single-cell velocity models epigenome–transcriptome interactions and improves cell fate prediction

C Li, MC Virgilio, KL Collins, JD Welch - Nature biotechnology, 2023 - nature.com
Multi-omic single-cell datasets, in which multiple molecular modalities are profiled within the
same cell, offer an opportunity to understand the temporal relationship between epigenome …

A relay velocity model infers cell-dependent RNA velocity

S Li, P Zhang, W Chen, L Ye, KW Brannan, NT Le… - Nature …, 2024 - nature.com
RNA velocity provides an approach for inferring cellular state transitions from single-cell
RNA sequencing (scRNA-seq) data. Conventional RNA velocity models infer universal …

RNA velocity unraveled

G Gorin, M Fang, T Chari, L Pachter - PLOS Computational …, 2022 - journals.plos.org
We perform a thorough analysis of RNA velocity methods, with a view towards
understanding the suitability of the various assumptions underlying popular …

A human fetal lung cell atlas uncovers proximal-distal gradients of differentiation and key regulators of epithelial fates

P He, K Lim, D Sun, JP Pett, Q Jeng, K Polanski… - Cell, 2022 - cell.com
We present a multiomic cell atlas of human lung development that combines single-cell RNA
and ATAC sequencing, high-throughput spatial transcriptomics, and single-cell imaging …

Deep generative modeling of transcriptional dynamics for RNA velocity analysis in single cells

A Gayoso, P Weiler, M Lotfollahi, D Klein, J Hong… - Nature …, 2024 - nature.com
RNA velocity has been rapidly adopted to guide interpretation of transcriptional dynamics in
snapshot single-cell data; however, current approaches for estimating RNA velocity lack …

Data analysis guidelines for single-cell RNA-seq in biomedical studies and clinical applications

M Su, T Pan, QZ Chen, WW Zhou, Y Gong, G Xu… - Military Medical …, 2022 - Springer
The application of single-cell RNA sequencing (scRNA-seq) in biomedical research has
advanced our understanding of the pathogenesis of disease and provided valuable insights …