Orchestrating single-cell analysis with Bioconductor

RA Amezquita, ATL Lun, E Becht, VJ Carey… - Nature …, 2020 - nature.com
Recent technological advancements have enabled the profiling of a large number of
genome-wide features in individual cells. However, single-cell data present unique …

Tutorial: guidelines for annotating single-cell transcriptomic maps using automated and manual methods

ZA Clarke, TS Andrews, J Atif, D Pouyabahar… - Nature protocols, 2021 - nature.com
Single-cell transcriptomics can profile thousands of cells in a single experiment and identify
novel cell types, states and dynamics in a wide variety of tissues and organisms. Standard …

Dysregulation of brain and choroid plexus cell types in severe COVID-19

AC Yang, F Kern, PM Losada, MR Agam, CA Maat… - Nature, 2021 - nature.com
Although SARS-CoV-2 primarily targets the respiratory system, patients with and survivors of
COVID-19 can suffer neurological symptoms,–. However, an unbiased understanding of the …

scPred: accurate supervised method for cell-type classification from single-cell RNA-seq data

J Alquicira-Hernandez, A Sathe, HP Ji, Q Nguyen… - Genome biology, 2019 - Springer
Single-cell RNA sequencing has enabled the characterization of highly specific cell types in
many tissues, as well as both primary and stem cell-derived cell lines. An important facet of …

Identification of a T follicular helper cell subset that drives anaphylactic IgE

U Gowthaman, JS Chen, B Zhang, WF Flynn, Y Lu… - Science, 2019 - science.org
INTRODUCTION Cross-linking of high-affinity, allergen-specific immunoglobulin E (IgE) on
mast cells results in anaphylaxis, a potentially life-threatening allergic reaction. The cellular …

Comparative analysis of differential gene expression analysis tools for single-cell RNA sequencing data

T Wang, B Li, CE Nelson, S Nabavi - BMC bioinformatics, 2019 - Springer
Background The analysis of single-cell RNA sequencing (scRNAseq) data plays an
important role in understanding the intrinsic and extrinsic cellular processes in biological …

Integrated single cell analysis of blood and cerebrospinal fluid leukocytes in multiple sclerosis

D Schafflick, CA Xu, M Hartlehnert, M Cole… - Nature …, 2020 - nature.com
Cerebrospinal fluid (CSF) protects the central nervous system (CNS) and analyzing CSF
aids the diagnosis of CNS diseases, but our understanding of CSF leukocytes remains …

A practical solution to pseudoreplication bias in single-cell studies

KD Zimmerman, MA Espeland, CD Langefeld - Nature communications, 2021 - nature.com
Cells from the same individual share common genetic and environmental backgrounds and
are not statistically independent; therefore, they are subsamples or pseudoreplicates. Thus …

Exploring the single-cell RNA-seq analysis landscape with the scRNA-tools database

L Zappia, B Phipson, A Oshlack - PLoS computational biology, 2018 - journals.plos.org
As single-cell RNA-sequencing (scRNA-seq) datasets have become more widespread the
number of tools designed to analyse these data has dramatically increased. Navigating the …

Evaluating methods of inferring gene regulatory networks highlights their lack of performance for single cell gene expression data

S Chen, JC Mar - BMC bioinformatics, 2018 - Springer
Background A fundamental fact in biology states that genes do not operate in isolation, and
yet, methods that infer regulatory networks for single cell gene expression data have been …