ersilia-os / ersilia

The Ersilia Model Hub, a repository of AI/ML models for infectious and neglected disease research.
https://ersilia.io
GNU General Public License v3.0
225 stars 146 forks source link

🦠 Model Request: OSM Models #767

Closed GemmaTuron closed 1 year ago

GemmaTuron commented 1 year ago

Model Name

Antimalarial activity from OSM

Model Description

This model predicts the antimalarial potential of small molecules in vitro. We have collected the data available from the Open Source Malaria Series 4 molecules and used two cut-offs to define activity, 1 uM and 2.5 uM. The training has been done with the LazyQSAR package (Morgan Binary Classifier) and shows an AUROC >0.8 in a 5-fold cross-validation on 20% of the data held out as test. These models have been used to generate new series 4 candidates by Ersilia.

Slug

osm-series4

Tag

Malaria,P.falciparum,IC50

Publication

https://pubs.acs.org/doi/10.1021/acscentsci.6b00086

Source Code

https://github.com/ersilia-os/lazy-qsar

License

GPL-3.0

GemmaTuron commented 1 year ago

/approve

github-actions[bot] commented 1 year ago

New Model Repository Created! 🎉

@GemmaTuron ersilia model respository has been successfully created and is available at:

🔗 ersilia-os/eos7yti

Next Steps ⭐

Now that your new model respository has been created, you are ready to start contributing to it!

Here are some brief starter steps for contributing to your new model repository:

Note: Many of the bullet points below will have extra links if this is your first time contributing to a GitHub repository

Additional Resources 📚

If you have any questions, please feel free to open an issue and get support from the community!

GemmaTuron commented 1 year ago

This model is incorporated