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Characterization and comparison of gene-centered human interactomes.
Ettore Mosca1, Matteo Bersanelli2, Tommaso Matteuzzi3
1Institute of Biomedical Technologies, National Research Council, Segrate (Milan), 20090, Italy.
Briefings in Bioinformatics
|May 19, 2021
Summary
Understanding the human interactome is crucial for network biology. This study compares various human interactome maps, revealing heterogeneity and offering guidelines for selecting optimal datasets in network biology research.
Area of Science:
- Biochemistry
- Systems Biology
- Bioinformatics
Background:
- The cellular macromolecular interaction network, or interactome, is fundamental to biological studies.
- Current human interactome maps, generated through diverse experimental and computational methods, lack consensus on their structural representation.
- Enrichment of interactome maps using literature mining and various database combinations further complicates direct comparisons.
Purpose of the Study:
- To systematically compare multiple human interactome maps.
- To assess the similarity and differences in topological properties, protein complexes, and pathway associations.
- To provide quantitative parameters and guidelines for selecting appropriate interactomes in network biology applications.
Main Methods:
- Comparative analysis of a comprehensive list of human interactomes.
- Evaluation based on network topology, protein complex identification, and molecular pathway enrichment.
- Assessment of pathway cross-talk and disease gene prediction capabilities.
- Utilizing literature-mining derived interactomes and various source databases.
Main Results:
- Significant heterogeneity exists among different human interactome maps.
- Variations were observed in topological features, identified protein complexes, and pathway representations.
- The study provides a quantitative assessment of the state-of-the-art in human interactome mapping.
Conclusions:
- No single human interactome map is universally superior; selection depends on the specific network biology application.
- Guidelines are provided for researchers to choose the most suitable interactome datasets.
- This work clarifies the landscape of human interactome data and aids in future research directions.
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