Current best practices in single‐cell RNA‐seq analysis: a tutorial

MD Luecken, FJ Theis - Molecular systems biology, 2019 - embopress.org
Single‐cell RNA‐seq has enabled gene expression to be studied at an unprecedented
resolution. The promise of this technology is attracting a growing user base for single‐cell …

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 …

Integrated analysis of multimodal single-cell data

Y Hao, S Hao, E Andersen-Nissen, WM Mauck… - Cell, 2021 - cell.com
The simultaneous measurement of multiple modalities represents an exciting frontier for
single-cell genomics and necessitates computational methods that can define cellular states …

Pan-cancer single-cell landscape of tumor-infiltrating T cells

L Zheng, S Qin, W Si, A Wang, B **ng, R Gao, X Ren… - Science, 2021 - science.org
INTRODUCTION Cancer immunotherapies that target tumor-specific T cells have benefited
many cancer patients, but the clinical efficacy varies greatly among different cancer types …

SCANPY: large-scale single-cell gene expression data analysis

FA Wolf, P Angerer, FJ Theis - Genome biology, 2018 - Springer
Scanpy is a scalable toolkit for analyzing single-cell gene expression data. It includes
methods for preprocessing, visualization, clustering, pseudotime and trajectory inference …

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 …

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 …

Reversed graph embedding resolves complex single-cell trajectories

X Qiu, Q Mao, Y Tang, L Wang, R Chawla, HA Pliner… - Nature …, 2017 - nature.com
Single-cell trajectories can unveil how gene regulation governs cell fate decisions. However,
learning the structure of complex trajectories with multiple branches remains a challenging …

Single-cell transcriptomic characterization of a gastrulating human embryo

RCV Tyser, E Mahammadov, S Nakanoh, L Vallier… - Nature, 2021 - nature.com
Gastrulation is the fundamental process in all multicellular animals through which the basic
body plan is first laid down,,–. It is pivotal in generating cellular diversity coordinated with …

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 …