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Identification of spatial homogeneous regions in tissues with concordex.

Kayla C JacksonAli Sina BooeshaghiÁngel Gálvez-MerchánLambda MosesTara ChariAlexandra KimLior Pachter
Published in: bioRxiv : the preprint server for biology (2024)
Spatial homogeneous regions (SHRs) in tissues are domains that are homogeneous with respect to cell type composition. We present a method for identifying SHRs using spatial transcriptomics data, and demonstrate that it is efficient and effective at finding SHRs for a wide variety of tissue types. The method is implemented in a tool called concordex, which relies on analysis of k-nearest-neighbor (kNN) graphs. The concordex tool is also useful for analysis of non-spatial transcriptomics data, and can elucidate the extent of concordance between partitions of cells derived from clustering algorithms, and transcriptomic similarity as represented in kNN graphs.
Keyphrases
  • single cell
  • rna seq
  • electronic health record
  • gene expression
  • machine learning
  • induced apoptosis
  • big data
  • cell cycle arrest
  • oxidative stress
  • cell proliferation
  • signaling pathway
  • artificial intelligence
  • pi k akt