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Welcome to OrganAxis documentation!

OrganAxis is a computational approach for the construction of a Common Coordinate Framework (CCF) from a set of spatial landmarks.

Key features:

  • Derived purely from the reference image. This makes it universally applicable across any spatial platform and at any resolution.
  • Straightforward approach that significantly reduces the risk of double-dipping (e.g. it is not derived from high-dimensional gene space).
  • Allows multisample “diagonal” integration while preserving continuous spatial information.
  • Allows modelling of linear and non-linear spatial associations to account for local and global tissue environments, e.g. cellular neighbourhoods and anatomical structures.
  • Hypothesis-driven: Prior knowledge about the tissue in question is needed to derive a biologically robust and meaningful axis.

OrganAxis is implemented to derive the human thymus Cortico-Medullary Axis (CMA) here - https://github.com/Teichlab/thymus_spatial_atlas/tree/main

Note

This project is under active development.

Contents

.. toctree::

   introduction
   annotation_and_sampling
   Model formulation
   Model application


images/egg_thymus.PNG

image credit: DALL-E

Authors:Nadav Yayon, PhD
Version:1.1 of 12/04/2024
In memory of:Daniele Muraro