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. 2009 Dec 14;10:419. doi: 10.1186/1471-2105-10-419

Table 7.

Analysis of prediction results by the gene ontology slims

Results on the yeast data sorted according to AUC
GO term # of cases Best method AUC GO term explanation

1 0005198 39513 C1 0.90 Structural molecular activity

2 0007124 9192 C 0.89 Pseudohyphal growth

3 0006997 10093 C 0.89 Nucleus organization

4 0007047 18668 C 0.89 Cell wall organization

5 0005215 44019 C 0.89 Transporter activity

Results on the yeast data sorted according to P20R

GO term # of cases Best method P20R GO term explanation

1 0005618 8689 M2 1.00 Cell wall

2 0006997 10093 C 0.97 Nucleus organization

3 0042254 44304 C 0.95 Ribosome biogenesis

4 0005198 39513 C 0.92 Structural molecule activity

5 0008289 10690 M2 0.92 Lipid binding

Results on the human data sorted according to AUC

GO term # of cases Best method AUC GO term explanation

1 0008907 245 C 1.00 Integrase activity

2 0004871 71939 C 0.92 Signal transducer activity

3 0051704 88280 C 0.92 Multi-organism process

4 0008219 98990 C 0.92 Cell death

5 0016740 244001 C 0.91 Transferase activity

Results on the human data sorted according to P20R

GO term # of cases Best method P20R GO term explanation

1 0009405 1017 M2 1.00 Pathogenesis

2 0008907 245 M2 1.00 Integrase activity

3 0004871 71939 C 0.91 Signal transducer activity

4 0004872 208752 C 0.88 Receptor activity

5 0016301 110554 C 0.88 Kinase activity

Results on the combined data sorted according to AUC

GO term # of cases Best method AUC GO term explanation

1 0008907 245 C 0.99 Integrase activity

2 0004871 77553 C 0.92 Signal transducer activity

3 0015267 7183 C 0.91 Channel activity

4 0004872 208752 C 0.91 Receptor activity

5 0051704 88280 C 0.91 Multi-organism process

Results on the combined data sorted according to P20R

GO term # of cases Best method P20R GO term explanation

1 0005618 8689 M2 1.00 Cell wall

2 0009405 1017 M2 1.00 Pathogenesis

3 0008907 245 M2 1.00 Integrase activity

4 0006997 10093 M2 0.97 Nucleus organization

5 0008289 10690 M2 0.92 Lipid binding

1C: the consensus method that integrates the four methods M1 through M4.

For each combination of a data set (the yeast, the human or the combined data) and an evaluation scheme (AUC or P20R), five GO terms are listed for which best performance was achieved. For each GO term, the number of protein-protein pairs in the data set is shown in the third column for which either protein in the pair is annotated with that GO term. Also shown are the best-performing method (column 4) and its performance (column 5).