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Functionality of system components: conservation of protein function in protein feature space
Lars Juhl Jensen1, David W Ussery, Søren Brunak
1Center for Biological Sequence Analysis, BioCentrum-DTU, The Technical University of Denmark, DK-2800 Lyngby, Denmark.
Genome Research
|October 16, 2003
Summary
Protein features crucial for function are more conserved in orthologs than paralogs, enabling accurate function prediction across species using sequence-derived data. This highlights evolutionary conservation and selective pressure on these essential protein attributes.
Area of Science:
- Bioinformatics
- Computational Biology
- Evolutionary Biology
Background:
- Protein features like posttranslational modifications, subcellular localization, and physicochemical properties can be predicted from amino acid sequences.
- These sequence-derived features are valuable for predicting protein function.
Purpose of the Study:
- To investigate the conservation patterns of sequence-derived protein features between orthologs and paralogs.
- To evaluate the performance of a protein function prediction method (ProtFun) that relies solely on sequence-derived features.
- To assess the cross-species applicability of such a prediction method.
Main Methods:
- Comparative analysis of protein feature conservation between orthologous and paralogous proteins.
- Evaluation of the ProtFun prediction method using sequence-derived features as input.
- Performance assessment across different taxonomic domains (Eukaryota, Archaea, Bacteria).
Main Results:
- Sequence-derived protein features are significantly more conserved among orthologs than paralogs.
- The ProtFun method demonstrates robust performance across most eukaryotes and performs better than expected in archaea and bacteria.
- Posttranslational modifications, including cellular use and sequence motifs, show conservation within Eukarya.
Conclusions:
- Conservation of sequence-derived features in orthologs indicates their importance for protein function and evolutionary selection.
- Protein function prediction methods based on sequence features are effective and transferable across diverse organisms.
- Sequence motifs and cellular roles of posttranslational modifications are conserved within eukaryotic proteins.