Code Monkey home page Code Monkey logo

survival-analysis-tool's Introduction

Survival Analysis Tool

Datasets

Datasets were obtained from UCSC Xena GDC Pan-Cancer (PANCAN) cohort:

  • RNA matrix & ID/Gene Mapping matrix: here
  • Phenotype matrix: here
  • Survival matrix: here

Packages

  • pip install streamlit -- For the UI of the application
  • pip install pandas -- For data analysis
  • pip install numpy -- For scientific computing
  • pip install GSVA -- For the GSVA calculation
  • pip install kaplanmeier -- For the creation of a Kaplan Meier plot
  • pip install matplotlib -- For the output of the Kaplan Meier plot

Development

Data was originally transformed from csv files to parquet files for faster overall application runtime. In addition to this, Streamlit's @st.cache_data decorator was used in order to cache the data after the first data read-in.

Run - Developer

  1. Open Terminal and navigate to project folder
  2. Type streamlit run SurvivalAnalysisTool.py to open the streamlit app in the browser
  3. Use preferred editing software to edit the file and see changes reflected in the streamlit app browser

survival-analysis-tool's People

Contributors

erincameron11 avatar

Watchers

 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.