Nature Communications (Jan 2020)

Surface protein imputation from single cell transcriptomes by deep neural networks

  • Zilu Zhou,
  • Chengzhong Ye,
  • Jingshu Wang,
  • Nancy R. Zhang

DOI
https://doi.org/10.1038/s41467-020-14391-0
Journal volume & issue
Vol. 11, no. 1
pp. 1 – 10

Abstract

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Cell-surface proteins serve as phenotypic cell markers and in many cases are more indicative of cellular function than the transcriptome. Here, the authors introduce a transfer learning framework to impute surface protein abundances from scRNA-seq data.