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 …

Single-cell RNA sequencing technologies and bioinformatics pipelines

B Hwang, JH Lee, D Bang - Experimental & molecular medicine, 2018 - nature.com
Rapid progress in the development of next-generation sequencing (NGS) technologies in
recent years has provided many valuable insights into complex biological systems, ranging …

[HTML][HTML] A single-cell molecular map of mouse gastrulation and early organogenesis

B Pijuan-Sala, JA Griffiths, C Guibentif, TW Hiscock… - Nature, 2019 - nature.com
Across the animal kingdom, gastrulation represents a key developmental event during which
embryonic pluripotent cells diversify into lineage-specific precursors that will generate the …

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 …

[HTML][HTML] A comparison of single-cell trajectory inference methods

W Saelens, R Cannoodt, H Todorov, Y Saeys - Nature biotechnology, 2019 - nature.com
Trajectory inference approaches analyze genome-wide omics data from thousands of single
cells and computationally infer the order of these cells along developmental trajectories …

A cellular taxonomy of the bone marrow stroma in homeostasis and leukemia

N Baryawno, D Przybylski, MS Kowalczyk, Y Kfoury… - Cell, 2019 - cell.com
Stroma is a poorly defined non-parenchymal component of virtually every organ with key
roles in organ development, homeostasis, and repair. Studies of the bone marrow stroma …

RNA velocity of single cells

G La Manno, R Soldatov, A Zeisel, E Braun… - Nature, 2018 - nature.com
RNA abundance is a powerful indicator of the state of individual cells. Single-cell RNA
sequencing can reveal RNA abundance with high quantitative accuracy, sensitivity and …

Lineage tracing on transcriptional landscapes links state to fate during differentiation

C Weinreb, A Rodriguez-Fraticelli, FD Camargo… - Science, 2020 - science.org
INTRODUCTION During tissue turnover, stem and progenitor cells differentiate to produce
mature cell types. To understand and ultimately control differentiation, it is important to …

The dynamics of gene expression in vertebrate embryogenesis at single-cell resolution

JA Briggs, C Weinreb, DE Wagner, S Megason… - Science, 2018 - science.org
INTRODUCTION Metazoan development represents a big jump in complexity compared
with unicellular life in two aspects: cell-type differentiation and cell spatial organization. In …

[HTML][HTML] Single-cell RNA-seq analysis of retinal development identifies NFI factors as regulating mitotic exit and late-born cell specification

BS Clark, GL Stein-O'Brien, F Shiau, GH Cannon… - Neuron, 2019 - cell.com
Precise temporal control of gene expression in neuronal progenitors is necessary for correct
regulation of neurogenesis and cell fate specification. However, the cellular heterogeneity of …