PLoS Comput BiolJClub
Sequence-based coevolutionary prediction of species-specific interactomes.
PLOS Computational Biology · · Journal Article
Fernandez-Martin, Pontes + more
Abstract ↗AI summary
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ContextMirror2.0 predicts species-specific protein-protein interactions for Escherichia coli, Salmonella enterica, and Staphylococcus aureus, with about 40% of its top-1000 predictions supported by experimental PPI databases.
- Why it matters: Predicting protein function from conserved PPIs is incomplete, and computational PPI methods are limited by sparse functional annotations, especially for species-specific interaction networks.
- What they did: The study developed ContextMirror2.0, a coevolution-based approach that avoids labelled training data by using phylogenetic coevolution signals to generate predicted interactomes.
- The result: Functional community comparisons show both highly conserved interaction patterns and species-specific interactions, enabling hypotheses about how species variations may shape functional outcomes and adaptation.
The findingWhy it mattersWhat they didThe result
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