Table 1.
Improvements over the previous integration analysis for human PPI predictions
Rhodes et al. | This study | ||
Gold standard positive (HPRD version) | Aug, 2004 | Sep, 2005 (About 10000 more interactions) | |
Number of data types integrated | 4 (PPI, GO, Microarray, DDI) | 7 (PPI, GO, Microarray, DDI, Phenotypic, Genetic, Gene context) | |
Number of datasets integrated | 13 | 27 | |
Info from model organism | Only the PPI is applied | All the possible large scale data from model organism | |
Datasets for each data type | Gene expression | 5 | 3 |
PPI dataset | 4 yeast, 1 worm and 1 fly | 5 yeast, 1 worm, 2 fly and 2 Human | |
GO dataset | Human | yeast, worm, fly, mouse and human | |
Phenotypic | None | 2 yeast and 1 fly datasets | |
Genetic interaction | None | 2 yeast datasets | |
DDI interactions | Interpro annotation | Domain-domain interaction score dataset | |
Gene context | None | 3 yeast datasets | |
Method to validate the results | One simple test using the old HPRD as training set and the updated HPRD as test set | 10-fold cross-validation | |
Size of integrated network under TP/FP ratio of 1 | 38,379 interactions among 5,791 proteins | 180,010 interactions among 9,901 proteins | |
Data query | One time spread sheet download | Online query options with selectable data types and confidence level; data can be downloaded through spreadsheet or network graphs. | |
Network visualization and analysis | Only support one single gene's search and none for download or analysis | Network cluster extraction, visualization, drill-down and download options |