Literature DB >> 33749993

Integrated intra- and intercellular signaling knowledge for multicellular omics analysis.

Dénes Türei1, Alberto Valdeolivas1, Lejla Gul2, Nicolàs Palacio-Escat1,3,4, Michal Klein5, Olga Ivanova1, Márton Ölbei2,6, Attila Gábor1, Fabian Theis5,7, Dezső Módos2,6, Tamás Korcsmáros2,6, Julio Saez-Rodriguez1,3.   

Abstract

Molecular knowledge of biological processes is a cornerstone in omics data analysis. Applied to single-cell data, such analyses provide mechanistic insights into individual cells and their interactions. However, knowledge of intercellular communication is scarce, scattered across resources, and not linked to intracellular processes. To address this gap, we combined over 100 resources covering interactions and roles of proteins in inter- and intracellular signaling, as well as transcriptional and post-transcriptional regulation. We added protein complex information and annotations on function, localization, and role in diseases for each protein. The resource is available for human, and via homology translation for mouse and rat. The data are accessible via OmniPath's web service (https://omnipathdb.org/), a Cytoscape plug-in, and packages in R/Bioconductor and Python, providing access options for computational and experimental scientists. We created workflows with tutorials to facilitate the analysis of cell-cell interactions and affected downstream intracellular signaling processes. OmniPath provides a single access point to knowledge spanning intra- and intercellular processes for data analysis, as we demonstrate in applications studying SARS-CoV-2 infection and ulcerative colitis.
© 2021 The Authors. Published under the terms of the CC BY 4.0 license.

Entities:  

Keywords:  intercellular signaling; ligand-receptor interactions; omics integration; pathways; signaling network

Mesh:

Substances:

Year:  2021        PMID: 33749993      PMCID: PMC7983032          DOI: 10.15252/msb.20209923

Source DB:  PubMed          Journal:  Mol Syst Biol        ISSN: 1744-4292            Impact factor:   11.429


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