Extending signalling pathways with protein-interaction networks. Application to apoptosis.


Extending signalling pathways with protein-interaction networks. Application to apoptosis.
Joan Planas-Iglesias, Emre Guney, Javier Garcia-Garcia, Kevin A. Robertson, Sobia Raza, Tom C. Freeman, Peter Ghazal and Baldo Oliva.
OMICS. 2012 May;16(5):245-56. Epub 2012 Mar 2. (PMID: 22385281)

STRING+ network

Here we present numerical results for STRING+ network. In the following sections we provide the numerals we used to compute the p-Value for our predictions. For the computation of p-Value we consider as candidates the set of nodes in the network with sensitivity higher than 95% and PPV above 90% in the 5-fold cross-validation assay. For each validation set we compute a p-Value describing the likelyhood of obtaining the subset of validated candidates from the total number of proteins in the network according to the sizes of the candidates set and the validation set. Thus, a different p-Value is obtained for each validation set (Keyword, ProMiner).



Individual scoring methods

Validation of candidates posed by each scoring method. First column shows the analyzed scoring method. Second column corresponds to the number of nodes that accomplished quality criteria in the requested scoring methods. Columns 3 to 5 show relevant parameters for Keyword validation: the number of validated candidates, the size of the validation set and the p-Value obtained. Columns 6 to 8 contain analogous information for ProMiner validation.


Scoring method Number of candidates Keyword validated candidates Keyword validation size Keyword validation p-Value ProMiner validated candidates ProMiner validation size ProMiner validation p-Value
FF 1038 132 215 2.971528e-09 63 87 3.043664e-07
SC 738 88 215 1.388576e-05 24 87 3.933955e-01
iALD 846 129 215 2.043028e-14 50 87 9.454172e-06
ALD 944 134 215 1.393944e-12 55 87 5.340283e-06

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Cumulative combinations

Validation of candidates posed by all possible combinations of N scoring methods, where N is shown in the first column. Second column corresponds to the number of nodes that accomplished quality criteria in the requested scoring methods. Columns 3 to 5 show relevant parameters for Keyword validation: the number of validated candidates, the size of the validation set and the p-Value obtained. Columns 6 to 8 contain analogous information for ProMiner validation.


Number of scoring method Number of candidates Keyword validated candidates Keyword validation size Keyword validation p-Value ProMiner validated candidates ProMiner validation size ProMiner validation p-Value
4 104 45 215 1.585617e-52 13 87 2.842785e-15
3 312 80 215 4.749458e-52 35 87 1.032393e-22
2 1127 160 215 1.027311e-26 64 87 3.313019e-11
1 2023 198 215 7.677124e-07 80 87 1.549729e-03

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All Vs all combinations

Validation of candidates posed by each combination of scoring methods. Columns contain relevant parameters for the computation of the p-Value. For each validation method these are: number of candidates posed by the combination of scoring mehtods, number of validated candidates and the p-Value itself. The relevant fields of each validation method are colored in green if the row corresponds to the best combination of scoring methods for the validation method. For best combination of scoring methods rows, links lead to the details of validated protein candidates (under validated candidates columns) or to the details of new protein candidates (under combination of scoring methods column). Signalling-related functions of candidates from best combinations of scoring methods are given in Supplementary table 2.


Combination of scoring methods Number of candidates Keyword validated candidates Keyword validation size Keyword validation p-Value ProMiner validated candidates ProMiner validation size ProMiner validation p-Value
ALD, FF 358 82 215 2.214836e-48 40 87 1.413829e-23
ALD, iALD 269 81 215 2.585335e-58 33 87 1.641726e-23
ALD, SC 345 75 215 2.589862e-45 22 87 8.321837e-14
FF, iALD 737 118 215 4.897934e-36 50 87 1.234815e-15
FF, SC 180 48 215 8.893996e-43 15 87 7.554274e-14
iALD, SC 174 51 215 2.202354e-46 13 87 2.353312e-12
ALD, FF, iALD 229 74 215 1.135743e-58 33 87 8.696051e-26
ALD, FF, SC 134 46 215 1.331499e-47 15 87 9.135504e-16
ALD, iALD, SC 117 48 215 3.251643e-53 13 87 1.361919e-14
FF, iALD, SC 144 47 215 5.619083e-47 13 87 2.066262e-13
ALD, FF, iALD, SC 104 45 215 1.585617e-52 13 87 2.842785e-15

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