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Integrated intra‐ and intercellular signaling knowledge for multicellular omics analysis
- Source :
- Molecular Systems Biology, Molecular Systems Biology, Vol 17, Iss 3, Pp n/a-n/a (2021)
- Publication Year :
- 2021
- Publisher :
- EMBO, 2021.
-
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.<br />Over 100 resources are integrated into OmniPath, a comprehensive knowledge base of intra‐ and inter‐cellular signaling. Workflows are provided and illustrated in case studies analyzing omics data in SARS‐CoV‐2 infection and ulcerative colitis.
- Subjects :
- Medicine (General)
Databases, Factual
pathways
Cell Communication
computer.software_genre
Workflow
intercellular signaling
Bioconductor
Mice
0302 clinical medicine
Single-cell analysis
Biology (General)
0303 health sciences
Applied Mathematics
Articles
Enzymes
3. Good health
Computational Theory and Mathematics
signaling network
Single-Cell Analysis
Signal transduction
Web service
General Agricultural and Biological Sciences
Signal Transduction
Information Systems
Cell signaling
QH301-705.5
Methods & Resources
Computational biology
Biology
Article
General Biochemistry, Genetics and Molecular Biology
03 medical and health sciences
R5-920
ligand‐receptor interactions
Animals
Humans
030304 developmental biology
General Immunology and Microbiology
COVID-19
Computational Biology
Proteins
Rats
Multicellular organism
omics integration
Colitis, Ulcerative
Protein Processing, Post-Translational
computer
Software
030217 neurology & neurosurgery
Function (biology)
Subjects
Details
- ISSN :
- 17444292
- Volume :
- 17
- Database :
- OpenAIRE
- Journal :
- Molecular Systems Biology
- Accession number :
- edsair.doi.dedup.....39017c44eeff40fe05d4dd0a91c41e0d
- Full Text :
- https://doi.org/10.15252/msb.20209923