Single-cell proteomics enabled by next-generation sequencing or mass spectrometry

HM Bennett, W Stephenson, CM Rose, S Darmanis - Nature Methods, 2023 - nature.com
In the last decade, single-cell RNA sequencing routinely performed on large numbers of
single cells has greatly advanced our understanding of the underlying heterogeneity of …

Lineage tracing meets single-cell omics: opportunities and challenges

DE Wagner, AM Klein - Nature Reviews Genetics, 2020 - nature.com
A fundamental goal of developmental and stem cell biology is to map the developmental
history (ontogeny) of differentiated cell types. Recent advances in high-throughput single …

[HTML][HTML] 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 …

Joint probabilistic modeling of single-cell multi-omic data with totalVI

A Gayoso, Z Steier, R Lopez, J Regier, KL Nazor… - Nature …, 2021 - nature.com
The paired measurement of RNA and surface proteins in single cells with cellular indexing
of transcriptomes and epitopes by sequencing (CITE-seq) is a promising approach to …

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 …

[HTML][HTML] 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 …

Multi-omics integration in the age of million single-cell data

Z Miao, BD Humphreys, AP McMahon… - Nature Reviews …, 2021 - nature.com
An explosion in single-cell technologies has revealed a previously underappreciated
heterogeneity of cell types and novel cell-state associations with sex, disease, development …

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 …

[HTML][HTML] A systematic evaluation of single-cell RNA-sequencing imputation methods

W Hou, Z Ji, H Ji, SC Hicks - Genome biology, 2020 - Springer
Background The rapid development of single-cell RNA-sequencing (scRNA-seq)
technologies has led to the emergence of many methods for removing systematic technical …

[HTML][HTML] 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 …