Nature Communications (Feb 2022)

UINMF performs mosaic integration of single-cell multi-omic datasets using nonnegative matrix factorization

  • April R. Kriebel,
  • Joshua D. Welch

DOI
https://doi.org/10.1038/s41467-022-28431-4
Journal volume & issue
Vol. 13, no. 1
pp. 1 – 17

Abstract

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Single-cell genomic technologies present unique data integration challenges. Here the authors introduce an integrative nonnegative matrix factorization algorithm that incorporates features unshared between datasets when performing dataset integrations, improving integration results for spatial transcriptomic, cross-modality, and cross-species data.