Table 1 |
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|
Comparison of performance measures. For evaluation of our method, we compared our predicted TF-gene functional pairs (fourth column in bold, 'Our_final') with ChIP-chip results with annotated genes only (first column, 'ChIP-chip'), two prescription steps of our method (second and third columns, 'CM' and 'FI_TM'), and two other previous algorithms (fifth and sixth columns, 'GRAM' and 'MA-Networker'). Two performance measures were calculated, PPV and SNST for two reference datasets (see Methods). CM = all TF-gene pairs from coherent modules; FI_TM = TF-gene pairs from functional intersection among the initial putative transcriptional modules from ChIP-chip; lit = literature reference; con_mot = conserved motif reference; N_pairs = number of TF-gene pairs; N_genes = number of genes in the pairs; N_TFs = number of TFs in the pairs. Further comparison analysis is performed in Additional file 1. See the main text for details. |
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|
ChIP-chip |
CM |
FI_TM |
Our_final |
GRAM |
MA-Networker |
|
|
|
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|
PPV (%)(lit; con_mot) |
4.6; 32.7 |
6.0; 35.8 |
18.2; 24.5 |
13.6; 48 |
6.3; 24.6 |
6.5; 38.6 |
|
SNST (%)(lit; con_mot) |
13.7; 40.2 |
4.2; 10.5 |
1.7; 0.9 |
2.0; 2.9 |
7.9; 12.8 |
6.9; 16.8 |
|
N_pairs |
3598 |
857 |
110 |
177 |
1518 |
1272 |
|
N_genes |
1837 |
393 |
44 |
66 |
655 |
989 |
|
N_TFs |
95 |
24 |
30 |
18 |
69 |
36 |
|
|
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Lee et al. BMC Bioinformatics 2008 9:32 doi:10.1186/1471-2105-9-32 |
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