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Proteome-Wide Detection and Annotation of Receptor Tyrosine Kinases (RTKs): RTK-PRED and the TyReK Database
Georgios Filis1, Fotis A Baltoumas1,2, Georgios Spanogiannis1
1Section of Cell Biology and Biophysics, Department of Biology, School of Sciences, National & Kapodistrian University of Athens, 15701 Athens, Greece.
Abstract:
Receptor tyrosine kinases (RTKs) form a highly important group of protein receptors of the eukaryotic cell membrane. They control many vital cellular functions and are involved in the regulation of complex signaling networks. Mutations in RTKs have been associated with different types of cancers and other diseases. Although they are very important for proper cell function, they have been experimentally studied in a limited range of eukaryotic species. Currently, there is no available database for RTKs providing information about their function, expression, and interactions. Therefore, the identification of RTKs in multiple organisms, the documentation of their characteristics, and the collection of related information would be very useful. In this paper, we present a novel RTK detection pipeline (RTK-PRED) and the Receptor Tyrosine Kinases Database (TyReK-DB). RTK-PRED combines profile HMMs with transmembrane topology prediction to identify and classify potential RTKs. Proteins of all eukaryotic reference proteomes of the UniProt database were used as input in RTK-PRED leading to a filtered dataset of 20,478 RTKs. Based on the information collected for these RTKs from multiple databases, the relational TyReK database was created.
Insights
Researchers developed RTK-PRED and TyReK-DB to identify and catalog receptor tyrosine kinases (RTKs) across eukaryotes. This database aids in understanding RTK functions and their roles in diseases like cancer.
Area of Science:
- Molecular Biology
- Bioinformatics
- Genomics
Background:
- Receptor tyrosine kinases (RTKs) are crucial cell membrane proteins regulating vital cellular functions and signaling networks.
- RTK mutations are linked to various cancers and diseases, yet experimental studies are limited across species.
- A centralized database for RTK information (function, expression, interactions) is currently lacking.
Purpose of the Study:
- To develop a novel pipeline for identifying and classifying RTKs in eukaryotic organisms.
- To create a comprehensive relational database, TyReK-DB, for curated RTK information.
- To facilitate broader research into RTK roles in cellular processes and disease.
Main Methods:
- Utilized a novel RTK detection pipeline (RTK-PRED) combining profile Hidden Markov Models (HMMs) with transmembrane topology prediction.
- Applied RTK-PRED to all eukaryotic reference proteomes from the UniProt database.
- Collected and integrated RTK data from multiple sources to build the TyReK-DB.
Main Results:
- Identified and filtered a dataset of 20,478 potential RTKs from eukaryotic proteomes.
- Successfully created the relational Receptor Tyrosine Kinases Database (TyReK-DB).
- RTK-PRED demonstrated efficacy in identifying and classifying RTKs across diverse species.
Conclusions:
- The RTK-PRED pipeline and TyReK-DB provide a valuable resource for studying RTKs.
- This work addresses the gap in RTK knowledge across different eukaryotic species.
- The database will support future research on RTK function, evolution, and disease association.
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