Comparative Clustering (CompaCt) of eukaryote complexomes identifies novel interactions and sheds light on protein
Joeri van Strien1, Felix Evers2, Madhurya Lutikurti3
1Department of Medical BioSciences, Radboud University Medical Center, Nijmegen, the Netherlands.
Plos Computational Biology
|August 7, 2023
Summary
A new computational method, Comparative Clustering (CompaCt), enables automated, large-scale comparative analysis of protein complex data across multiple species. This approach systematically identifies conserved and unique protein complexes, advancing our understanding of complexome evolution.
Area of Science:
- Proteomics
- Systems Biology
- Bioinformatics
Background:
- Complexome profiling characterizes protein complexes using native gel electrophoresis and mass spectrometry.
- Existing computational methods are limited to analyzing individual datasets, hindering large-scale cross-species comparisons.
- A need exists for robust methods to integrate and compare complexome data across diverse species.
Purpose of the Study:
- To develop and present Comparative Clustering (CompaCt), a novel computational tool for automated, large-scale integrative analysis of complexome profiling data.
- To enable systematic characterization and comparison of protein complexes across multiple species.
- To leverage orthology for identifying conserved and taxon-specific protein complexes.
Main Methods:
- CompaCt performs fully automated integrative analysis of complexome profiling data from multiple species.
- The method incorporates a novel approach for using orthology in comparative analyses.
- Applied to 53 complexome profiles across eukaryotic branches.
Main Results:
- CompaCt robustly identifies protein complex composition.
- Integrated analysis of multiple datasets enhances complex characterization compared to single-dataset analyses.
- Novel candidate interactors and complexes were identified in various species, including emp24, V-ATPase, and mitochondrial ATP synthase.
- Demonstrated utility in characterizing the Anopheles stephensi complexome and understanding metazoan protein complex evolution.
Conclusions:
- CompaCt provides a powerful, automated solution for large-scale comparative complexome analysis.
- The tool facilitates the systematic identification of conserved and species-specific protein complexes.
- CompaCt advances the study of protein complex evolution and function across eukaryotes.
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