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Integrated intra‐ and intercellular signaling knowledge for multicellular omics analysis
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...
Autores principales: | , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley and Sons Inc.
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7983032/ https://www.ncbi.nlm.nih.gov/pubmed/33749993 http://dx.doi.org/10.15252/msb.20209923 |
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author | Türei, Dénes Valdeolivas, Alberto Gul, Lejla Palacio‐Escat, Nicolàs Klein, Michal Ivanova, Olga Ölbei, Márton Gábor, Attila Theis, Fabian Módos, Dezső Korcsmáros, Tamás Saez‐Rodriguez, Julio |
author_facet | Türei, Dénes Valdeolivas, Alberto Gul, Lejla Palacio‐Escat, Nicolàs Klein, Michal Ivanova, Olga Ölbei, Márton Gábor, Attila Theis, Fabian Módos, Dezső Korcsmáros, Tamás Saez‐Rodriguez, Julio |
author_sort | Türei, Dénes |
collection | PubMed |
description | 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. |
format | Online Article Text |
id | pubmed-7983032 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | John Wiley and Sons Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-79830322021-03-24 Integrated intra‐ and intercellular signaling knowledge for multicellular omics analysis Türei, Dénes Valdeolivas, Alberto Gul, Lejla Palacio‐Escat, Nicolàs Klein, Michal Ivanova, Olga Ölbei, Márton Gábor, Attila Theis, Fabian Módos, Dezső Korcsmáros, Tamás Saez‐Rodriguez, Julio Mol Syst Biol Articles 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. John Wiley and Sons Inc. 2021-03-22 /pmc/articles/PMC7983032/ /pubmed/33749993 http://dx.doi.org/10.15252/msb.20209923 Text en © 2021 The Authors. Published under the terms of the CC BY 4.0 license This is an open access article under the terms of the http://creativecommons.org/licenses/by/4.0/ License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Articles Türei, Dénes Valdeolivas, Alberto Gul, Lejla Palacio‐Escat, Nicolàs Klein, Michal Ivanova, Olga Ölbei, Márton Gábor, Attila Theis, Fabian Módos, Dezső Korcsmáros, Tamás Saez‐Rodriguez, Julio Integrated intra‐ and intercellular signaling knowledge for multicellular omics analysis |
title | Integrated intra‐ and intercellular signaling knowledge for multicellular omics analysis |
title_full | Integrated intra‐ and intercellular signaling knowledge for multicellular omics analysis |
title_fullStr | Integrated intra‐ and intercellular signaling knowledge for multicellular omics analysis |
title_full_unstemmed | Integrated intra‐ and intercellular signaling knowledge for multicellular omics analysis |
title_short | Integrated intra‐ and intercellular signaling knowledge for multicellular omics analysis |
title_sort | integrated intra‐ and intercellular signaling knowledge for multicellular omics analysis |
topic | Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7983032/ https://www.ncbi.nlm.nih.gov/pubmed/33749993 http://dx.doi.org/10.15252/msb.20209923 |
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