Sentence examples for biologically data from inspiring English sources

Many of the approaches described above are deterministic models, which are not aimed at accommodating the noise inherent in biologically data [ 14].

Further, application of graph theoretic concepts to biologically data-driven networks has been shown to readily identify structures that can be directly tied to the mechanisms behind cellular function in biological networks such as the protein-protein interaction network [ 4] and the metabolome [ 5], among others [ 6].

Moreover, since each model is enriched with reference information drawn from diverse biologically relevant data resources, BioModels can be regarded as a Web portal for the modeling domain.

Because modules showed genes of biological interest, focusing on them seems to be a biologically meaningful data reduction scheme.

The challenge will be how to use them to generate biologically meaningful data and clear interpretations to drive follow-up experimentation, rather than producing piles of data as an alternative to thinking.

Because the modules may correspond to biological pathways, focusing the analysis on modules amounts to a biologically motivated data reduction scheme.

Classification methods, because of their power to unravel patterns in biologically complex data, have become one of the most important bioinformatics approaches investigated for use with omics data.

We leveraged biological priors as a means of identifying the most robust predictors since1 expression changes at the individual gene level alone may not be sufficient to identify biologically meaningful data and2 there exist substantial statistical advantages to dimension reduction strategies in the analysis of genome-wide data.

The post-natal stages are almost linearly aligned and in the correct biological chronological order, suggesting that expression vectors aggregated from many independent experiments contain biologically representative data.

Modules can be treated as single units for biologically motivated data reduction73.

Existing feature detection in SELDI-TOF MS is not optimal for acquiring biologically relevant data.