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PIKE-R2P: Protein-protein interaction network-based knowledge embedding with graph neural network for single-cell RNA to protein prediction.

Xinnan DaiFan XuShike WangPiyushkumar A MundraJie Zheng
Published in: BMC bioinformatics (2021)
The superior performance of PIKE-R2P indicates that adding the prior knowledge of PPI to graph neural networks can be a powerful strategy for cross-modality prediction of protein abundances at the single-cell level.
Keyphrases
  • neural network
  • protein protein
  • single cell
  • small molecule
  • rna seq
  • healthcare
  • high throughput
  • machine learning