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NeKo: A tool for automatic network construction from prior knowledge
Marco Ruscone1,2,3,4, Eirini Tsirvouli5, Andrea Checcoli1,2,3,6
1Institut Curie, Université PSL, Paris, France.
Plos Computational Biology
|September 16, 2025
Summary
NeKo is a Python package that automates biological network construction by integrating molecular interactions from databases. This tool streamlines the process, making network analysis more efficient for researchers studying cellular functions.
Area of Science:
- Bioinformatics
- Computational Biology
- Systems Biology
Background:
- Biological networks are crucial for understanding molecular interactions and cellular functions.
- Manual construction of these networks is time-consuming and labor-intensive.
Purpose of the Study:
- To introduce NeKo, a Python package designed to automate the construction of biological networks.
- To provide researchers with a flexible and efficient tool for integrating and prioritizing molecular interactions.
Main Methods:
- NeKo integrates molecular interaction data from various public databases.
- It allows users to specify molecules of interest (genes, proteins, phosphosites).
- Users can apply flexible filtering strategies (e.g., direct/indirect, signed/unsigned interactions).
Main Results:
- NeKo automates the time-consuming process of biological network construction.
- Demonstrated utility in constructing networks from transcriptomics data (medulloblastoma) and modeling drug synergies.
- Provides a streamlined and efficient approach to network building.
Conclusions:
- NeKo enhances accessibility and efficiency for researchers in constructing biological networks.
- The package facilitates deeper insights into cellular functions and biological processes through automated network analysis.
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