preprintbioRxiv (Cold Spring Harbor Laboratory)Jul 22, 2020GREEN OA

Inference and analysis of cell-cell communication using CellChat

University of California, Irvine · Irvine University · +1 more institution

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Abstract

Abstract Understanding global communications among cells requires accurate representation of cell-cell signaling links and effective systems-level analyses of those links. We constructed a database of interactions among ligands, receptors and their cofactors that accurately represents known heteromeric molecular complexes. Based on mass action models, we then developed CellChat, a tool that is able to quantitively infer and analyze intercellular communication networks from single-cell RNA-sequencing (scRNA-seq) data. CellChat predicts major signaling inputs and outputs for cells and how those cells and signals coordinate for functions using network analysis and pattern recognition approaches. Through manifold…

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601
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Authors

7

Topics & keywords

Keywords
  • Inference
  • Context (archaeology)
  • Computational biology
  • Computer science
  • Cell signaling
  • Biology
  • Representation (politics)
  • Cell
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