LIANA+ provides an all-in-one framework for cell-cell communication inference

Nat Cell Biol. 2024 Sep;26(9):1613-1622. doi: 10.1038/s41556-024-01469-w. Epub 2024 Sep 2.

Abstract

The growing availability of single-cell and spatially resolved transcriptomics has led to the development of many approaches to infer cell-cell communication, each capturing only a partial view of the complex landscape of intercellular signalling. Here we present LIANA+, a scalable framework built around a rich knowledge base to decode coordinated inter- and intracellular signalling events from single- and multi-condition datasets in both single-cell and spatially resolved data. By extending and unifying established methodologies, LIANA+ provides a comprehensive set of synergistic components to study cell-cell communication via diverse molecular mediators, including those measured in multi-omics data. LIANA+ is accessible at https://github.com/saezlab/liana-py with extensive vignettes ( https://liana-py.readthedocs.io/ ) and provides an all-in-one solution to intercellular communication inference.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Animals
  • Cell Communication*
  • Computational Biology / methods
  • Gene Expression Profiling / methods
  • Humans
  • Signal Transduction*
  • Single-Cell Analysis* / methods
  • Software
  • Transcriptome