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BioMedGPS Studio

A knowledge graph system with graph neural network for drug discovery, disease mechanism, biomarker screening and discovering response to toxicant exposure.

Features

  • Knowledge graph studio for graph query, visualization and analysis.
  • Graph neural network for drug discovery, disease mechanism, biomarker screening and discovering response to toxicant exposure.
  • Support customized knowledge graph schema and data source.
  • Support customized graph neural network model.
  • Support customized omics datasets.
  • Integrated large language models (such as vicuna, rwkv, chatgpt etc. more details on chat-publications) for answering questions.

Demo

Ask questions with chatbot

chatbot

Find similar diseases with your queried disease

disease

Predict drugs and related genes for your queried disease

disease

Find potential paths between two nodes

path

Launch frontend

Clone the repo and install dependencies.

git clone https://github.com/yjcyxky/biomedgps-studio.git

# Recommend using yarn and node v16.13.1

cd biomedgps-studio && yarn

Start the frontend server.

# Use the remote backend
yarn start:remote-dev

# If you have launched the backend server locally, please use the following command.
# You can find the backend server code on [biomedgps](https://github.com/yjcyxky/biomedgps) or [rapex](https://github.com/yjcyxky/rapex)
yarn start:local-dev

# Release it to GitHub
yarn build && yarn gh-pages

License

Copyright © 2022 Jingcheng Yang

This program and the accompanying materials are made available under the terms of the Eclipse Public License 2.0 which is available at http://www.eclipse.org/legal/epl-2.0.

This Source Code may also be made available under the following Secondary Licenses when the conditions for such availability set forth in the Eclipse Public License, v. 2.0 are satisfied: GNU General Public License as published by the Free Software Foundation, either version 2 of the License, or (at your option) any later version, with the GNU Classpath Exception which is available at https://www.gnu.org/software/classpath/license.html.