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 …

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 …

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 …

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 …

[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 …

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 …

Bicycle: Intervention-based causal discovery with cycles

M Rohbeck, B Clarke, K Mikulik… - Causal Learning …, 2024 - proceedings.mlr.press
While a growing number of algorithms for causal discovery of directed acyclic graphs from
observational and interventional data have been proposed, the robust identification of cyclic …

Active repression of cell fate plasticity by PROX1 safeguards hepatocyte identity and prevents liver tumorigenesis

B Lim, A Kamal, B Gomez Ramos, JM Adrian Segarra… - Nature Genetics, 2025 - nature.com
Cell fate plasticity enables development, yet unlocked plasticity is a cancer hallmark. While
transcription master regulators induce lineage-specific genes to restrict plasticity, it remains …

The remission status of AML patients after allo-HCT is associated with a distinct single-cell bone marrow T-cell signature

A Mathioudaki, X Wang, D Sedloev, R Huth, A Kamal… - Blood, 2024 - ashpublications.org
Acute myeloid leukemia (AML) is a hematologic malignancy for which allogeneic
hematopoietic cell transplantation (allo-HCT) often remains the only curative therapeutic …

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 …