Gene regulatory network inference in the era of single-cell multi-omics

P Badia-i-Mompel, L Wessels, S Müller-Dott… - Nature Reviews …, 2023 - nature.com
The interplay between chromatin, transcription factors and genes generates complex
regulatory circuits that can be represented as gene regulatory networks (GRNs). The study …

Gene regulatory network reconstruction: harnessing the power of single-cell multi-omic data

D Kim, A Tran, HJ Kim, Y Lin, JYH Yang… - NPJ Systems Biology and …, 2023 - nature.com
Inferring gene regulatory networks (GRNs) is a fundamental challenge in biology that aims
to unravel the complex relationships between genes and their regulators. Deciphering these …

SCENIC+: single-cell multiomic inference of enhancers and gene regulatory networks

C Bravo González-Blas, S De Winter, G Hulselmans… - Nature …, 2023 - nature.com
Joint profiling of chromatin accessibility and gene expression in individual cells provides an
opportunity to decipher enhancer-driven gene regulatory networks (GRNs). Here we present …

[HTML][HTML] Single-cell spatial multi-omics and deep learning dissect enhancer-driven gene regulatory networks in liver zonation

C Bravo Gonzalez-Blas, I Matetovici, H Hillen… - Nature Cell …, 2024 - nature.com
In the mammalian liver, hepatocytes exhibit diverse metabolic and functional profiles based
on their location within the liver lobule. However, it is unclear whether this spatial variation …

Decoding gene regulation in the mouse embryo using single-cell multi-omics

R Argelaguet, T Lohoff, JG Li, A Nakhuda, D Drage… - BioRxiv, 2022 - biorxiv.org
Following gastrulation, the three primary germ layers develop into the major organs in a
process known as organogenesis. Single-cell RNA sequencing has enabled the profiling of …

Integrating single-cell multi-omics and prior biological knowledge for a functional characterization of the immune system

PSL Schäfer, D Dimitrov, EJ Villablanca… - Nature …, 2024 - nature.com
The immune system comprises diverse specialized cell types that cooperate to defend the
host against a wide range of pathogenic threats. Recent advancements in single-cell and …

Histone H3. 3 lysine 9 and 27 control repressive chromatin at cryptic enhancers and bivalent promoters

M Trovato, D Bunina, U Yildiz… - Nature …, 2024 - nature.com
Histone modifications are associated with distinct transcriptional states, but it is unclear
whether they instruct gene expression. To investigate this, we mutate histone H3. 3 K9 and …

A single-cell multimodal view on gene regulatory network inference from transcriptomics and chromatin accessibility data

JU Loers, V Vermeirssen - Briefings in Bioinformatics, 2024 - academic.oup.com
Eukaryotic gene regulation is a combinatorial, dynamic, and quantitative process that plays
a vital role in development and disease and can be modeled at a systems level in gene …

REUNION: transcription factor binding prediction and regulatory association inference from single-cell multi-omics data

Y Yang, D Pe'er - Bioinformatics, 2024 - academic.oup.com
Motivation Profiling of gene expression and chromatin accessibility by single-cell multi-
omics approaches can help to systematically decipher how transcription factors (TFs) …

Probabilistic association of differentially expressed genes with cis-regulatory elements

BS Roberts, AG Anderson, EC Partridge… - Genome …, 2024 - genome.cshlp.org
Differential gene expression in response to perturbations is mediated at least in part by
changes in binding of transcription factors (TFs) and other proteins at specific genomic …