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# LIANA+: an all-in-one cell-cell communication framework <img src="https://raw.githubusercontent.com/saezlab/liana-py/dev/docs/source/_static/logo.svg?raw=true" align="right" height="125">
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# LIANA+: an all-in-one cell-cell communication framework <img src="https://raw.githubusercontent.com/saezlab/liana-py/dev/docs/source/_static/logo.png?raw=true" align="right" height="125">
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[![main](https://github.com/saezlab/liana-py/actions/workflows/main.yml/badge.svg)](https://github.com/saezlab/liana-py/actions)
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LIANA+ is a scalable framework that adapts and extends existing methods and knowledge to study cell-cell communication in single-cell, spatially-resolved, and multi-modal omics data. It is part of the [scverse ecosystem](https://github.com/scverse), and relies on [AnnData](https://github.com/scverse/anndata) & [MuData](https://github.com/scverse/mudata) objects as input.
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<img src="https://raw.githubusercontent.com/saezlab/liana-py/main/docs/_static/abstract.svg" width="700" align="center">
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<img src="https://raw.githubusercontent.com/saezlab/liana-py/main/docs/_static/abstract.png" width="700" align="center">
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## Contributions
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docs/_static/abstract.png

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