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. 2018 Sep 8;34(17):i972–i980. doi: 10.1093/bioinformatics/bty613

Table 1.

Features of several methods for identification of altered subnetworks

Feature/Method heinz MUFFINN
  • NetSig

  • HotNet2

  • Hierarchical HotNet

Candidate subnetworks Connected subnetworks Nearest neighbor subnetworks Nearest neighbor subnetworks Unrestricted Unrestricted
Evaluates statistical significance No No Yes, network permutations Yes, multiple options Yes, multiple options
Addresses ascertainment bias in network No No Degree-aware statistical test Penalizes high-degree nodes Penalizes high-degree nodes; degree-aware statistical test
Model selection Yes, on data No Yes, on results No Yes, on results
Consensus across datasets No No No Yes Yes
Supported interaction types Unweighted and undirected Weighted and undirected Unweighted and undirected Unweighted and undirected Weighted and directed