In this methodology, we successively perform the analysis of model nonlinearity, module importance ranking and its evolution with time, module-by-module parameter screening, quantitative analysis of both intra- and inter-module interactions, and the analysis of the complete model with a reduced number of parameters due to parameter screening.
In the descriptor module, variable importance and patient segmentation are described.
Our approach is based on the hypothesis that tumors target specific biological modules of critical importance, and that such modules can be algorithmically identified based on network topology alone.
One can view the correlation of k.in and essentiality as a test of the modules importance.
On the other hand, the descriptor module post-processes the results of the predictor module, and provides variable importance and patient segmentation: which variables are more highly or less significantly ranked when describing the results of the prediction, and how patients are segmented into several groups according to the trait of common patterns, respectively.
This module begins by discussing the importance and rationale for exercise, particularly its ability to enhance mood for individuals with bipolar disorder.
Learning to enjoy: This module is devoted to teach the importance and performance of positive experiences that generate positive emotions, promoting the involvement in pleasant and significant activities, and contact with other people.
To compare the performances of unsigned and signed WGCNA in identifying gene groups that are important for the regulation of the pluripotent state, we defined gene modules in unsigned and signed networks and assessed module function and importance by determining gene ontology terms associated with each module and examining module membership of genes known to play a role in ES cells.
The results let us to set design criteria, which account for the Young's module and the importance of an adequate machining and further adjustment of clearances on the shaft-bearing system, thus improving the reliability of such elements.
Recently, we used this approach to identify a gene module of importance for the extent of coronary atherosclerosis [14].
