interFLOW: maximum flow framework for the identification of factors mediating the signaling convergence of multiple receptors.
NPJ Syst Biol Appl
; 10(1): 66, 2024 Jun 10.
Article
em En
| MEDLINE
| ID: mdl-38858414
ABSTRACT
Cell-cell crosstalk involves simultaneous interactions of multiple receptors and ligands, followed by downstream signaling cascades working through receptors converging at dominant transcription factors, which then integrate and propagate multiple signals into a cellular response. Single-cell RNAseq of multiple cell subsets isolated from a defined microenvironment provides us with a unique opportunity to learn about such interactions reflected in their gene expression levels. We developed the interFLOW framework to map the potential ligand-receptor interactions between different cell subsets based on a maximum flow computation in a network of protein-protein interactions (PPIs). The maximum flow approach further allows characterization of the intracellular downstream signal transduction from differentially expressed receptors towards dominant transcription factors, therefore, enabling the association between a set of receptors and their downstream activated pathways. Importantly, we were able to identify key transcription factors toward which the convergence of multiple receptor signaling pathways occurs. These identified factors have a unique role in the integration and propagation of signaling following specific cell-cell interactions.
Texto completo:
1
Base de dados:
MEDLINE
Assunto principal:
Transdução de Sinais
Limite:
Humans
Idioma:
En
Revista:
NPJ Syst Biol Appl
Ano de publicação:
2024
Tipo de documento:
Article
País de afiliação:
Israel