Transition states and cell fate decisions in epigenetic landscapes

N Moris, C Pina, AM Arias - Nature Reviews Genetics, 2016 - nature.com
Waddington's epigenetic landscape is an abstract metaphor frequently used to represent the
relationship between gene activity and cell fates during development. Over the past few …

The myeloid cell compartment—cell by cell

K Bassler, J Schulte-Schrep**… - Annual review of …, 2019 - annualreviews.org
Myeloid cells are a major cellular compartment of the immune system comprising
monocytes, dendritic cells, tissue macrophages, and granulocytes. Models of cellular …

SCENIC: single-cell regulatory network inference and clustering

S Aibar, CB González-Blas, T Moerman… - Nature …, 2017 - nature.com
We present SCENIC, a computational method for simultaneous gene regulatory network
reconstruction and cell-state identification from single-cell RNA-seq data (http://scenic …

Gene regulatory network inference from single-cell data using multivariate information measures

TE Chan, MPH Stumpf, AC Babtie - Cell systems, 2017 - cell.com
While single-cell gene expression experiments present new challenges for data processing,
the cell-to-cell variability observed also reveals statistical relationships that can be used by …

SCODE: an efficient regulatory network inference algorithm from single-cell RNA-Seq during differentiation

H Matsumoto, H Kiryu, C Furusawa, MSH Ko… - …, 2017 - academic.oup.com
Motivation The analysis of RNA-Seq data from individual differentiating cells enables us to
reconstruct the differentiation process and the degree of differentiation (in pseudo-time) of …

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 …

Single-cell transcriptomics unveils gene regulatory network plasticity

G Iacono, R Massoni-Badosa, H Heyn - Genome biology, 2019 - Springer
Background Single-cell RNA sequencing (scRNA-seq) plays a pivotal role in our
understanding of cellular heterogeneity. Current analytical workflows are driven by …

Map** gene regulatory networks from single-cell omics data

MWEJ Fiers, L Minnoye, S Aibar… - Briefings in …, 2018 - academic.oup.com
Single-cell techniques are advancing rapidly and are yielding unprecedented insight into
cellular heterogeneity. Map** the gene regulatory networks (GRNs) underlying cell states …

Single-cell network biology for resolving cellular heterogeneity in human diseases

J Cha, I Lee - Experimental & molecular medicine, 2020 - nature.com
Understanding cellular heterogeneity is the holy grail of biology and medicine. Cells
harboring identical genomes show a wide variety of behaviors in multicellular organisms …

Single-cell entropy for accurate estimation of differentiation potency from a cell's transcriptome

AE Teschendorff, T Enver - Nature communications, 2017 - nature.com
The ability to quantify differentiation potential of single cells is a task of critical importance.
Here we demonstrate, using over 7,000 single-cell RNA-Seq profiles, that differentiation …