Next, as most genes did not display any level of polymorphic methylation, we considered only those features found to have significant polymorphic methylation (either hypo- or hypermethylation), and compared their gene expression d scores with their polymorphic methylation d scores.
We defined four feature sets, one consists of sequence motifs combined with k-mers (284 features) of which 100 features with highest information gain were used during model training, the second is a combination of IT features with k-mers (175 features), the third comprises of IT features (91 features), and the last considered only k-mers (84 features).
Thus, according to previous published evidences, it can be hypothesized that vitamin D deficiency should not be considered only as a feature of osteo-mineral disorders, but also a risk factor for metabolic and cardiovascular diseases.
The presence of Tas1Rs in the airways is intriguing since hitherto these molecules were considered only to mediate positive features of ingested foods, i.e. the presence of carbohydrates (sweet) or amino acids (umami).
One possible negative implication of considering only local features could be that local features are not sufficient to account for ligand binding quality of certain regions of protein surface since some ligand positions could be fixed by few relatively distant non-covalent bonds.
For adaptation at the sequence level, rather than considering all the features for the distance calculation, we consider only the features that are relevant to the video being analyzed.
However, the accumulation of these contextual features includes the merging of duplicates, and considers only those features that describe contextual elements rather than textual elements.
The three dendrograms were calculated: (1) using the whole transcriptome assessed by the Affymetrix platform), (2) considering only 150 features with highest variances), and (3) using the 150 features with highest discrimination power assessed by the P value of an F-test).
Considering only clinical features, the presence of conjunctival redness or a history of skin rash, in contrast with the absence of these features, showed 84.6% sensitivity and 66.7% specificity for dengue diagnosis.
No flip or "feature" phones were considered; only smartphones.
