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 …

The diversification of methods for studying cell–cell interactions and communication

E Armingol, HM Baghdassarian, NE Lewis - Nature Reviews Genetics, 2024 - nature.com
No cell lives in a vacuum, and the molecular interactions between cells define most
phenotypes. Transcriptomics provides rich information to infer cell–cell interactions and …

A new gene set identifies senescent cells and predicts senescence-associated pathways across tissues

D Saul, RL Kosinsky, EJ Atkinson, ML Doolittle… - Nature …, 2022 - nature.com
Although cellular senescence drives multiple age-related co-morbidities through the
senescence-associated secretory phenotype, in vivo senescent cell identification remains …

Cell–cell communication inference and analysis in the tumour microenvironments from single-cell transcriptomics: data resources and computational strategies

L Peng, F Wang, Z Wang, J Tan, L Huang… - Briefings in …, 2022 - academic.oup.com
Carcinomas are complex ecosystems composed of cancer, stromal and immune cells.
Communication between these cells and their microenvironments induces cancer …

Guidelines for bioinformatics of single-cell sequencing data analysis in Alzheimer's disease: review, recommendation, implementation and application

M Wang, W Song, C Ming, Q Wang, X Zhou… - Molecular …, 2022 - Springer
Alzheimer's disease (AD) is the most common form of dementia, characterized by
progressive cognitive impairment and neurodegeneration. Extensive clinical and genomic …

Single-cell network biology for resolving cellular heterogeneity in human diseases

J Cha, I Lee - Experimental & molecular medicine, 2020 - nature.com
Understanding cellular heterogeneity is the holy grail of biology and medicine. Cells
harboring identical genomes show a wide variety of behaviors in multicellular organisms …

Understanding cell‐cell communication and signaling in the colorectal cancer microenvironment

S AlMusawi, M Ahmed, AS Nateri - Clinical and translational …, 2021 - Wiley Online Library
Carcinomas are complex heterocellular systems containing epithelial cancer cells, stromal
fibroblasts, and multiple immune cell‐types. Cell‐cell communication between these tumor …

Omics in systems biology: current progress and future outlook

TD Veenstra - Proteomics, 2021 - Wiley Online Library
Biological research has undergone tremendous changes over the past three decades.
Research used to almost exclusively focus on a single aspect of a single molecule per …

Computational methods for single-cell RNA sequencing

B Hie, J Peters, SK Nyquist, AK Shalek… - Annual Review of …, 2020 - annualreviews.org
Single-cell RNA sequencing (scRNA-seq) has provided a high-dimensional catalog of
millions of cells across species and diseases. These data have spurred the development of …

[HTML][HTML] Network-based approaches for modeling disease regulation and progression

G Galindez, S Sadegh, J Baumbach… - Computational and …, 2023 - Elsevier
Molecular interaction networks lay the foundation for studying how biological functions are
controlled by the complex interplay of genes and proteins. Investigating perturbed processes …