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While a number of future discoveries will concern basic processes in gene action and development, the natural history of D. melanogaster can also inform and guide discoveries relevant to contemporary and pressing problems in human health and environmental change.
In particular, much care was taken to incorporate both the covariate information and asthma status in a way that would guide discoveries toward those most informative for distinguishing asthma endotypes while at the same time minimizing the bias against discovery of novel mechanisms associated with a heavy reliance on known asthma etiology.
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With some of those applications, like suggesting innovative recipes, Watson is starting to move beyond producing "Jeopardy" style answers to investigating the edges of human knowledge to guide discovery.
Further discussion is provided on efforts to target TRIM proteins as therapeutic agents and how our increasing understanding of the nature of TRIM proteins can guide discovery of other therapeutics in the future.
Therefore, serendipity is as likely to guide discovery now as it was in the past.
Many companies are now aware of the value of using in silico techniques to guide discovery, but these analyses may rely too heavily on model accuracy.
Overall, the analysis illustrated in Fig. 9 provides an example of how transcriptome profiles may be used in conjunction with pathways analysis to guide discovery and generate testable hypotheses.
However, TSS data can be used to provide information on promoter structure where binding sites are predicted or known, and to guide discovery of transcription factor binding sites where some functional information exists.
Direct experimental testing of a relatively large number of genes from both the positive and negative classes is underway and will illuminate the power of this machine learning approach to guide discovery.
According to Redish, the characteristics of active learning include student centeredness, laboratories allowing guided discoveries, explicit training for reasoning, and intellectual activities during the class (Redish 2003).
The modules guided discoveries toward understanding gene function in several areas of study: gene expression throughout the life cycle or in response to different stresses, localization of encoded proteins, in silico analyses of DNA and protein sequences, and analysis of gene knockout phenotypes.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com