Giter VIP home page Giter VIP logo

bgee's Introduction

Extracting anatomy-specific gene expression in humans from Bgee

DOI: 10.5281/zenodo.47157

Bgee is a database that integrates gene expression data from both microarray and RNA-seq experiments. The Bgee curators annotate samples by their species, anatomical structure, and developmental stage. Bgee leverages anatomical and developmental ontologies to call whether a gene is present or absent and under/over-expressed in a given condition.

Here, we process Bgee to generate gene expression profiles for human anatomical structures (tissues). We extract two gene expression measures:

  • gene presence — whether a gene is expressed or not in a given anatomy for adult humans. See the results at data/present-in-adult.tsv.gz.
  • differential expression — whether a gene is under or over-expressed in a given anatomy for post-juvenile adults. See the results at data/diffex.tsv.gz.

See our Thinklab project and discussion on processing Bgee for additional context.

Execution

Execute download.sh from the download directory to retrieve the raw Bgee downloads.

Then the notebooks are executed in the following order:

  1. developmental-stages.ipynb — extract a table of developmental stages (data/stages.tsv). This table is used to filter for adult stages.
  2. bgee.ipynb — process raw Bgee data and extract gene presence and differential expression datasets.

License

All original content in this repository is released under CC0 1.0. Please refer to Bgee for the licensing and reuse of their data.

bgee's People

Contributors

dhimmel avatar

Stargazers

 avatar  avatar

Watchers

 avatar  avatar  avatar

Forkers

gpcr krishanudb

Recommend Projects

  • React photo React

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

  • Vue.js photo Vue.js

    🖖 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. 📊📈🎉

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 ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.