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 …

Inferring gene regulatory networks from single-cell multiome data using atlas-scale external data

Q Yuan, Z Duren - Nature Biotechnology, 2024 - nature.com
Existing methods for gene regulatory network (GRN) inference rely on gene expression data
alone or on lower resolution bulk data. Despite the recent integration of chromatin …

MICA: a multi-omics method to predict gene regulatory networks in early human embryos

G Alanis-Lobato, TE Bartlett, Q Huang… - Life Science …, 2024 - life-science-alliance.org
Recent advances in single-cell omics have transformed characterisation of cell types in
challenging-to-study biological contexts. In contexts with limited single-cell samples, such as …

The role of GATA2 in adult hematopoiesis and cell fate determination

IJA Peters, E de Pater, W Zhang - Frontiers in Cell and …, 2023 - frontiersin.org
The correct maintenance and differentiation of hematopoietic stem cells (HSC) in bone
marrow is vital for the maintenance and operation of the human blood system. GATA2 plays …

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 …

TDC-2: Multimodal Foundation for Therapeutic Science

A Velez-Arce, K Huang, MM Li, X Lin, W Gao, T Fu… - bioRxiv, 2024 - biorxiv.org
Abstract Therapeutics Data Commons (tdcommons. ai) is an open science initiative with
unified datasets, AI models, and benchmarks to support research across therapeutic …

scMultiSim: simulation of multi-modality single cell data guided by cell-cell interactions and gene regulatory networks

H Li, Z Zhang, M Squires, X Chen… - Research Square, 2023 - pmc.ncbi.nlm.nih.gov
Simulated single-cell data is essential for designing and evaluating computational methods
in the absence of experimental ground truth. Existing simulators typically focus on modeling …

Studying temporal dynamics of single cells: expression, lineage and regulatory networks

X Pan, X Zhang - Biophysical Reviews, 2024 - Springer
Learning how multicellular organs are developed from single cells to different cell types is a
fundamental problem in biology. With the high-throughput scRNA-seq technology …

Neural cell diversity in the light of single-cell transcriptomics

SM Fernández-Moya, AJ Ganesh, M Plass - Transcription, 2023 - Taylor & Francis
The development of highly parallel and affordable high-throughput single-cell
transcriptomics technologies has revolutionized our understanding of brain complexity …