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ARI takes into account both effects (Hubert and Arabie, 1985)—two identical clusterings have an ARI of 1.0, while progressively more dissimilar clusters have lower ARIs, becoming slightly negative as the clustering gets anti-correlated.
It is clear that joining dissimilar clusters results in inflated error sum of square (ESS) and leads to much information loss.
In this case, the lower likelihood of the combined alignment reflects the improbability of a very long tree branch connecting two dissimilar clusters of sequences.
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Although not statistically significant, samples in the LPA-positive cluster also contained more deceased patients (N = 18; 67%) than the dissimilar cluster (N = 16, 53%) (Figure 2C).
The LPA-signature-positive cluster (N = 24) contained a greater portion of samples from stage IIIc patients (N = 20, 83%, P = 0.01) than the dissimilar cluster that was evenly split among stage IIIa, IIIb and IIIc (Figure 2B).
Among the LPA-positive cluster, all samples were high-grade serous (N = 12, 100%) and among the dissimilar cluster, nearly all samples were non-malignant (N = 24, 96%) (Figure S2B).
Each voxel initially formed an individual cluster, and a hierarchy was built by progressively merging the least dissimilar cluster to derive successively larger modules.
The overall dissimilar Cluster 'b-metabolites' (Gb) and Cluster 'c-metabolites' (Gh) each contained linoleamide, with high concentration at 15 DPA in both genotypes.
Based on the above mentioned dissimilar sequence clustering, having homologous sequences in database, for each such cluster, the longest sequence was considered as the representative sequence for the unique gene it represented.
A negative Moran's I means that dissimilar values cluster together thus forming a dispersed pattern.
Even at rmsd cut-off values as high as 2.6 Å, all 10,000 structures generated for each sequence were mutually dissimilar, and clustering did not reduce the total number of low energy structures.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com