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 …

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 …

Inference of cell type-specific gene regulatory networks on cell lineages from single cell omic datasets

S Zhang, S Pyne, S Pietrzak, S Halberg… - Nature …, 2023 - nature.com
Cell type-specific gene expression patterns are outputs of transcriptional gene regulatory
networks (GRNs) that connect transcription factors and signaling proteins to target genes …

Decoding the gene regulatory network of endosperm differentiation in maize

Y Yuan, Q Huo, Z Zhang, Q Wang, J Wang… - Nature …, 2024 - nature.com
The persistent cereal endosperm constitutes the majority of the grain volume. Dissecting the
gene regulatory network underlying cereal endosperm development will facilitate yield and …

MINI‐AC: inference of plant gene regulatory networks using bulk or single‐cell accessible chromatin profiles

N Manosalva Pérez, C Ferrari, J Engelhorn… - The Plant …, 2024 - Wiley Online Library
Gene regulatory networks (GRNs) represent the interactions between transcription factors
(TF) and their target genes. Plant GRNs control transcriptional programs involved in growth …

[HTML][HTML] Resolving tumor evolution: a phylogenetic approach

L Li, W Xie, L Zhan, S Wen, X Luo, S Xu, Y Cai… - Journal of the National …, 2024 - Elsevier
The evolutionary dynamics of cancer, characterized by its profound heterogeneity, demand
sophisticated tools for a holistic understanding. This review delves into tumor phylogenetics …

scGAA: a general gated axial-attention model for accurate cell-type annotation of single-cell RNA-seq data

T Kong, T Yu, J Zhao, Z Hu, N Xiong, J Wan, X Dong… - Scientific Reports, 2024 - nature.com
Single-cell RNA sequencing (scRNA-seq) is a key technology for investigating cell
development and analysing cell diversity across various diseases. However, the high …

Molecular mechanisms reconstruction from single-cell multi-omics data with HuMMuS

R Trimbour, IM Deutschmann, L Cantini - Bioinformatics, 2024 - academic.oup.com
Motivation The molecular identity of a cell results from a complex interplay between
heterogeneous molecular layers. Recent advances in single-cell sequencing technologies …

NetREm Network Regression Embeddings reveal cell-type transcription factor coordination for gene regulation

S Khullar, X Huang, R Ramesh, J Svaren… - Bioinformatics …, 2024 - academic.oup.com
Motivation Transcription factor (TF) coordination plays a key role in gene regulation via
direct and/or indirect protein-protein interactions (PPIs) and DNA co-binding to regulatory …

MINI-EX version 2: cell-type-specific gene regulatory network inference using an integrative single-cell transcriptomics approach

J Staut, N Manosalva Perez, T Depuydt, K Vandepoele… - bioRxiv, 2023 - biorxiv.org
Understanding and predicting cell-type-specific gene regulatory networks (GRNs) is
essential for unraveling the complex interactions between transcription factors (TFs) that …