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We conclude that extensive reticulation deep in the tree and incomplete lineage sorting are the likely reason for the lack of support at higher level nodes.
The aim of sorting is to assign levels to the nodes, to propagate the signal from lower to higher level nodes.
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Examination of the MeSH annotations in MEDLINE finds that the indexers will sometimes select a higher level node in the MeSH tree than the nodes that correspond exactly to the chemicals mentioned in an abstract.
Beside P53, only TTN was reconstructed to change on a higher level node: it was 'gained' (mutated) at branch m3 and was present in 83 of 85 patients of the red cluster.
First, in a priority trie, prefixes are reversely assigned, i.e., longer prefixes are associated with higher levels nodes and shorter prefixes are associated with lower level nodes, allowing the search to finish immediately whenever a match occurs (a binary trie always requires the traversal until a leaf).
Moreover, and unlike existing name resolution systems, the root and high level nodes are rarely reached.
In any kind of network, the presence of hierarchical structures such as 'hubs' and the associated overall high level node connectivity (node degree) are hallmarks of non-randomness.
We specifically evaluated character state likelihoods for the high-level nodes of the best ML tree recovered in at least 90% of bootstrap replicates.
We chose a value for α that generally shrinks the diffusion scores of high-level nodes, and confirmed that the final prediction performance is stable for different values of α between 0.5 and 0.8.
In other words, they can visualize the members of one cluster at a time but do not support visualization and navigation of members of different clusters, despite the fact that nodes/clusters of interest to biologists may belong to various high-level nodes in the hierarchy (e.g. nodes in the light blue area in Supplementary Figure S1).
As a consequence of this hierarchical structure, which is generally not present in molecular networks, a naive application of RWR on the ontology graph where the edges are treated as undirected unfairly favors high-level nodes, which tend to have higher centrality.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com