Giter VIP home page Giter VIP logo

athena's Introduction

ATHENA - Analysis of Tumor Heterogeneity in Spatial Omics Measurements

Build Status GitHub Pages

ATHENA is a computational framwork to analyse spatial heterogeneity in spatial single-cell omics data.

Overview ATHENA

  1. Spatially resolved omics measurements are acquired, resulting in highly dimensional images.

  2. If necessary (for IMC, MIBI) images are segmented into single cells (cellmasks) and single cell expression values are extracted. Based on the single cell expression values, cells are classified into different type, aka phenotyping.

  3. Cellmasks are used to construct a graph representation of the data. The framework currently supports three flavours (radius, knn, contact) that we will showcase later in this tutorial

  4. The framework provides a variety of methods to quantify the observed diversity in samples. Furthermore, methods to analyse the interaction strength of different phenotypes are provided.

  5. The quantification methods can be used to featurise samples, this featurization can be used in downstream ML models to stratify patients and to discover new biomarkers.

overview.png

Installation

Install the package as outlined in the docs.

athena's People

Contributors

adrianomartinelli avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.