Hu L, et al. (2011) Predicting protein phenotypes based on protein-protein interaction network. PLoS One 6(3):e17668
Abstract: BACKGROUND: Identifying associated phenotypes of proteins is a challenge of the modern genetics since the multifactorial trait often results from contributions of many proteins. Besides the high-through phenotype assays, the computational methods are alternative ways to identify the phenotypes of proteins. METHODOLOGY/PRINCIPAL FINDINGS: Here, we proposed a new method for predicting protein phenotypes in yeast based on protein-protein interaction network. Instead of only the most likely phenotype, a series of possible phenotypes for the query protein were generated and ranked acording to the tethering potential score. As a result, the first order prediction accuracy of our method achieved 65.4% evaluated by Jackknife test of 1,267 proteins in budding yeast, much higher than the success rate (15.4%) of a random guess. And the likelihood of the first 3 predicted phenotypes including all the real phenotypes of the proteins was 70.6%. CONCLUSIONS/SIGNIFICANCE: The candidate phenotypes predicted by our method provided useful clues for the further validation. In addition, the method can be easily applied to the prediction of protein associated phenotypes in other organisms.
| Status: Published | Type: Journal Article | PubMed ID: 21423698 |
Topics addressed in this paper
Number of different genes curated to this paper: 12
- To find other papers on a gene and topic, click on the colored ball in the appropriate box.
- displays other papers with information about that topic for that gene.
- displays other papers in SGD that are associated with that topic.
The topic is addressed in these papers but does not describe a specific gene or chromosomal feature.
- To go to the Locus page for a gene, click on the gene name.
| Topics | Topics not linked to Genes | Genes linked to topics (#1 - 10 ) | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| ADK1 | AMD1 | CIK1 | GGC1 | HSP82 | KAR3 | LHS1 | LIP5 | MRP2 | MRPL6 | ||
| Additional Literature | | | | | | | | | | | |
| Computational analysis |
| ||||||||||
| Mutants/Phenotypes | | | | | | | | | | | |
| Omics |
| ||||||||||
| Protein-protein Interactions | | | | | | | | | | | |
| Topics | Genes linked to topics (#11 - 12 ) | |
|---|---|---|
| PDA1 | SEC63 | |
| Additional Literature | | |
| Mutants/Phenotypes | | |
| Protein-protein Interactions | | |





