spatialproteomics provides tools for the analysis of highly multiplexed immunofluorescence data
Project description
spatialproteomics
spatialproteomics
is a light weight wrapper around xarray
with the intention to facilitate the processing, exploration and analysis of highly multiplexed immunohistochemistry data.
Principles
Multiplexed imaging data comprises at least 3 dimensions (i.e. channels
, x
, and y
) and has often additional data such as segmentation masks or cell type annotations associated with it. In spatialproteomics
, we use xarray
to create a data structure that keeps all of these data dimension in sync. This data structure can then be used to apply all sorts of operations to the data. Users can segment cells, perform different image processing steps, quantify protein expression, predict cell types, and plot their data in various ways. By providing researchers with those tools, spatialproteomics
can be used to quickly explore highly multiplexed spatial proteomics data directly within jupyter notebooks.
Installation
To install spatialproteomics
first create a python environment and install the package using
pip install spatialproteomics
Check the documentation for further information https://sagar87.github.io/spatialproteomics/.
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