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Gene regulatory network inference in the era of single-cell multi-omics
The interplay between chromatin, transcription factors and genes generates complex
regulatory circuits that can be represented as gene regulatory networks (GRNs). The study …
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
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 …
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
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 …
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
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 …
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
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 …
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
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 …
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 …
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
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 …
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
Acute myeloid leukemia (AML) is a hematologic malignancy for which allogeneic
hematopoietic cell transplantation (allo-HCT) often remains the only curative therapeutic …
hematopoietic cell transplantation (allo-HCT) often remains the only curative therapeutic …
Probabilistic association of differentially expressed genes with cis-regulatory elements
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 …
changes in binding of transcription factors (TFs) and other proteins at specific genomic …