As PPI networks are an important case of complex networks and exhibit global properties such as 'small-world', 'scale-free' and relatively larger clustering coefficient, in this paper, we try to integrate the clustering coefficient feature as prior known knowledge into the computational model.
Meanwhile, the GO functional enrichment analysis also integrates the clustering analysis of expression patterns.
In ensemble clustering framework, we generated a consensus matrix that integrated the clustering results derived from different clustering algorithms.
The GO functional enrichment analysis also integrated the clustering analysis of expression patterns to easily determine the expression patterns of DEGs annotated to the given GO-term.
For each arm, comparison of outcome changes between pre- and post-intervention periods will be computed using a GEE regression model, integrating the clustering of children by department.
By integrating the clusters from our approach with histone modifications and data for open chromatin, we identified general methylation of lysine 4 on histone H3 (H3K4me) as the most specific marker for transcription factor clusters.
We proposed semi-supervised consensus clustering (SSCC) to integrate the consensus clustering with semi-supervised clustering for analyzing gene expression data.
We incrementally integrate the proposed clustering, routing, and topology control approaches to construct the framework.
We also integrate the subtractive clustering-multi-criteria tournament decision-gain analysis method (SC MTD GAM) to select the best trade-off solutions on the optimal Pareto fronts.
Data show that naïve OT-I cells failed to integrate the effector clusters in both groups of mice.
