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Originally applied to Arabidopsis stress responses, detailed informatics mining of gene expression profiling data and targeted metabolite measurements induced by deficiency of sulfur and nitrogen led to the identification of previously unknown molecular players involved in glucosinolate biosynthesis (Hirai et al. 2005).
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Differentially expressed genes within these pathways were subsequently investigated for any mammalian phenotypes associated with maternal performance, such as post-natal growth retardation, post-natal lethality, mammary gland development and maternal/paternal imprinting by data mining the Mouse Genome informatics (MGI) database [ 61].
We expect that such next generation informatics approach development will play indispensable roles in mining "big data" that emerges from precision medicine era.
Research done in Health Informatics (as in all its subfields) can range from data acquisition, retrieval, storage, analytics employing data mining techniques, and so on.
Such data integration does not encompass only informatics and statistics; for example, it includes the development of tools not only for storing and mining the data, but also modeling of the data in the context of disease pathophysiology.
It has been used on a variety of problems, including recommendation engines, recognition systems, informatics and data mining, and autonomous control systems [20].
CARLSBAD is a database focused on high-quality subsets aggregated from several bioactivity databases, which are integrated in a uniform interface and manner, suitable for chemical biology and drug discovery studies, as well as large scale, 'big data' informatics and knowledge mining.
In addition to gene-level informatics analyses, text-mining for the alternative isoform were performed.
Data-mining informatics allows "hypothesis-free" interactions to be identified (12).
A large body of recent literature reports (for a review, see Saito et al. 2008) has demonstrated the value of integrating these two omics approaches by means of data-mining informatics.
Resulting sequences are clustered and aligned, and the alignments are mined for SNPs using custom-developed bio-informatics tools.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com