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Evaluation of cell-cell interaction methods by integrating single-cell RNA sequencing data with spatial information.

Zhaoyang LiuDongqing SunChenfei Wang
Published in: Genome biology (2022)
Our study presents a comprehensive evaluation of cell-cell interaction tools for scRNA-seq. CellChat, CellPhoneDB, NicheNet, and ICELLNET show overall better performance than other tools in terms of consistency with spatial tendency and software scalability. We recommend using results from at least two methods to ensure the accuracy of identified interactions. We have packaged the benchmark workflow with detailed documentation at GitHub ( https://github.com/wanglabtongji/CCI ).
Keyphrases
  • single cell
  • rna seq
  • cell therapy
  • high throughput
  • healthcare
  • gene expression
  • machine learning
  • neuropathic pain
  • mesenchymal stem cells
  • spinal cord injury
  • bone marrow
  • artificial intelligence