Combinatorial Library Analysis Suite: analysis of NGS data
Project description
clibas
CAREFUL: WORK IN PROGRESS
Welcome to clibas – a Python package for analyzing NGS data from combinatorial genetically encoded libraries, including techniques like mRNA/phage/yeast display and SELEX selections. The library provides fast and scalable tools for parsing, filtering, and analyzing .fastq files at both DNA and translated peptide levels, with a high-level API to build sophisticated analysis pipelines in just a few lines of code.
Quick start
NOT YET AVAILABLE
It is recommended that clibas is installed in a dedicated virtual environment to avoid potential version conflicts with existing packages. Any virtual environment (e.g., conda or pipenv) will work for this purpose.
The library can be installed from PyPI:
pip install clibas[ml]
This will also install scikit-learn, rdkit, umap-learn, hdbscan, plotly, and h5py packages. These libraries are used to run UMAP–HDBSCAN sequence embedding and clustering analyses. If these capabilities are not required, a lightweight package can be installed like this:
pip install clibas
Documentation & examples
For full documentation, including a tutorial, API reference, and jupyter notebook examples, please visit our documentation site. Example .ipynb notebooks are also available in this repo in docs\source\examples
Contact
To report bugs, seek technical assistance, and general correspondence, please contact Alex Vinogradov at vngrdv@nus.edu.sg, or here on github.
Any contributions – code, feature requests, jupyter notebooks – are welcome!
Links
Project on PyPI: link tbd
Documentation: link tbd
Accompanying paper: link tbd
Vinogradov Lab at NUS
Citation
If you use clibas, please cite the accompanying publication: tbd / link tbd
Project details
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