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Updated: May 13, 2025

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Identification of Kinase-substrate Pairs Using High Throughput Screening
Published on: August 29, 2015
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KINAID: an orthology-based kinase-substrate prediction and analysis tool for phosphoproteomics
Javed M Aman1,2, Audrey W Zhu3,2, Martin Wühr4,2
1Computer Science Department, Princeton University, 35 Olden St, 08544, New Jersey, USA.
Bioinformatics (Oxford, England)
|May 10, 2025
Summary
KINAID is a new tool that predicts kinase-substrate interactions using phosphoproteomics data. It analyzes data from humans and 10 other model organisms, aiding in biological discovery.
Area of Science:
- Biochemistry
- Bioinformatics
- Systems Biology
Background:
- Proteome-wide phosphoproteomics data is rapidly expanding for various model organisms.
- Understanding kinase-substrate interactions is crucial for deciphering cellular signaling pathways.
Purpose of the Study:
- To introduce KINAID (KINase Activity and Inference Dashboard), a novel computational tool.
- To enable prediction and visualization of kinase-substrate interactions across multiple species.
Main Methods:
- KINAID is an interactive web-based tool developed using Dash/Plotly.
- It analyzes phosphopeptide datasets to identify enriched kinases and cluster phosphopeptides.
- The tool supports data from Homo sapiens and 10 additional model organisms.
Main Results:
- KINAID successfully predicts kinase-substrate interactions.
- It identifies kinases targeted by enriched phosphopeptides.
- The tool interactively visualizes these interactions and clusters phosphopeptides.
Conclusions:
- KINAID is the first tool capable of analyzing kinase-substrate interactions across a wide range of model organisms.
- Its application to yeast phosphoproteomics data demonstrates its utility.
- KINAID facilitates the exploration of kinase activity and signaling networks.
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