This trend is likely rooted in a multitude of causes, not least of which the fact that smaller networks may not include the highly significant genes from the GWA study or important target genes (as clearly highlighted by the poor performances of the ProteomeHD network, the smallest of the molecular networks considered).
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Network propagation for GWAS analysis: a practical guide to leveraging molecular networks for disease gene discovery.
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