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Detection of Heterodimerization of Protein Isoforms Using an in Situ Proximity Ligation Assay
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Isopeptor: a tool for detecting intramolecular isopeptide bonds in protein structures
Francesco Costa1, Rob Barringer2, Ioannis Riziotis1
1European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Hinxton CB10 1SD, United Kingdom.
Bioinformatics Advances
|March 20, 2025
Summary
A new computational tool, Isopeptor, accurately predicts intramolecular isopeptide bonds in protein structures. This aids in correcting mis-annotations and improving structural modeling of these stability-enhancing protein linkages.
Area of Science:
- Structural biology
- Computational biology
- Bioinformatics
Background:
- Intramolecular isopeptide bonds enhance protein structural stability, particularly in bacterial adhesins and pili.
- Current methods lack systematic detection of these bonds in new molecular structures, leading to potential mis-annotations and modeling errors.
Purpose of the Study:
- To develop and present Isopeptor, a computational tool for predicting intramolecular isopeptide bonds in experimentally determined protein structures.
- To address the limitations in identifying isopeptide bonds, thereby improving the accuracy of protein structural analysis.
Main Methods:
- Isopeptor employs structure-guided template matching using Jess software.
- A logistic regression classifier is utilized, incorporating root mean square deviation and relative solvent accessible area as key predictive features.
Main Results:
- Isopeptor achieved a precision of 1.0 and a recall of 0.947 in tests.
- The tool was validated on Protein Data Bank domains with known intramolecular isopeptide bonds but incorrectly modeled geometries.
Conclusions:
- Isopeptor provides a reliable method for detecting intramolecular isopeptide bonds.
- The tool enhances the accuracy of protein structure analysis and modeling, particularly in cases of mis-annotation.
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