CellPhoneDB v5: inferring cell-cell communication from single-cell multiomics data
Autor: | Troulé, Kevin, Petryszak, Robert, Prete, Martin, Cranley, James, Harasty, Alicia, Tuong, Zewen Kelvin, Teichmann, Sarah A, Garcia-Alonso, Luz, Vento-Tormo, Roser |
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Rok vydání: | 2023 |
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Druh dokumentu: | Working Paper |
Popis: | Cell-cell communication is essential for tissue development, regeneration and function, and its disruption can lead to diseases and developmental abnormalities. The revolution of single-cell genomics technologies offers unprecedented insights into cellular identities, opening new avenues to resolve the intricate cellular interactions present in tissue niches. CellPhoneDB is a bioinformatics toolkit designed to infer cell-cell communication by combining a curated repository of bona fide ligand-receptor interactions with a set of computational and statistical methods to integrate them with single-cell genomics data. Importantly, CellPhoneDB captures the multimeric nature of molecular complexes, thus representing cell-cell communication biology faithfully. Here we present CellPhoneDB v5, an updated version of the tool, which offers several new features. Firstly, the repository has been expanded by one-third with the addition of new interactions. These encompass interactions mediated by non-protein ligands such as endocrine hormones and GPCR ligands. Secondly, it includes a differentially expression-based methodology for more tailored interaction queries. Thirdly, it incorporates novel computational methods to prioritise specific cell-cell interactions, leveraging other single-cell modalities, such as spatial information or TF activities (i.e. CellSign module). Finally, we provide CellPhoneDBViz, a module to interactively visualise and share results amongst users. Altogether, CellPhoneDB v5 elevates the precision of cell-cell communication inference, ushering in new perspectives to comprehend tissue biology in both healthy and pathological states. Comment: 30 pages, 3 figures and 2 tables. Added previously missing figures and tables; Updated the reference for 'An integrated single-cell reference atlas of the human endometrium' paper |
Databáze: | arXiv |
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