The role of indirect connections in gene networks in predicting function

Motivation: Gene networks have been used widely in gene function prediction algorithms, many based on complex extensions of the ‘guilt by association’ principle. We sought to provide a unified explanation for the performance of gene function prediction algorithms in exploiting network structure and thereby simplify future analysis. Results: We use co-expression networks to show that most exploited network structure simply reconstructs the...