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We pursue our dictionary-learning-based approach for biological data, based on the following two motivations.
A better, yet more challenging approach is to reconstruct volume meshes from biological data based on closed surface meshes.
In the following text, we describe several aspects of big biological data based on our recent studies.
Many scientists assert that only biological data based on measurements of the variation in human metabolic responses to arsenic will resolve the low-dose controversy.
While the Pliocene 'Great American Interchange' between continents approximately 3 MYA considerably affected mammalian fauna [ 25] and some avian fauna [ 27, 28], a growing list of biological data based on molecular phylogenetics also supports an earlier, Miocene, land connection: e.g. frogs [ 29, 30], plants [ 31], procyonid mammals [ 32], and snakes [ 33].
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Further, most MeHg exposure data based on biological indicators have been derived from biological samples collected at only a single time point.
In conclusion, this study presented several approaches to search for disease-associated gene-gene interactions from GWAS data based on prior biological knowledge and discrete biological frameworks.
Biofilter also allows for filtering data based on biological criteria, allowing researchers to harness information from multiple sources in a number of potential ways for the reduction of data for analysis and/or interpretation.
In order to understand why, we investigate the properties of the optimization landscape of the error function using synthetic data based on real, biological data.
We present an inference approach for a Boolean Network (BN) model of a GRN from limited transcriptomic or proteomic time series data based on prior biological knowledge of connectivity, constraints on attractor structure and robust design.
Our analysis of spermatogenic and oogenic transcriptomes begins with XX animals possessing germlines of the opposite sex but housed in somas of equivalent sex, RNAs extracted from isolated gonads, RNA-Seq data based on eight biological replicates, and the most recent version of the C. elegans reference genome annotations available in Ensembl (Flicek et al. 2014).
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