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When the gene signatures are mapped to the deregulated pathway space, two things become clear.
Further, FAIME-based methods provide an improvement in overall percentage coverage and sensitivity even in the same pathway space.
Thus in terms of pathway space a synthetic lethality screen performed by SGA yields close and distant genetic interaction partners of a given query gene.
Thereafter the pathway expression data can be used for differential expression and classification analyses in pathway space, leveraging existing algorithms usually applied to gene expression data.
Transforming the expression data from gene space to pathway space is also expected to yield a more robust representation of the data in which intrinsic technological and biological variances across samples are reduced [ 5].
The first limitation is that, in the studies in which classification accuracy was assessed in the pathway space [ 3, 5, 8, 9], external validation of accuracy on related but independent test datasets was either skipped (employing internal cross-validation only) [ 5], or insufficiently done on a limited number of datasets (only two pairs of training and test datasets) [ 3, 8, 9].
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We demonstrate the utility and power of transforming gene expression arrays into unbiased pathway spaces comparable in accuracy to the FAIME-transformation using Gene Ontology that we had previously validated in head and neck and lung cancers.
This has not been seen in an Earthly laboratory, but Dr Remijan thinks it is an important pathway in space, and ALMA should soon tell him if he is right.Probably, that particular discovery will have no practical consequences.
Employing effective methods to search and narrow the immense pathway parameter space is essential to meet performance metrics such as high titer, yield and productivity with efficiency.
The first education project funded under the Australian Government׳s Australian Space Research Program ASRPPathwaysways to Space was a unique project combining education, science communication research and research in astrobiology and robotics.
Mathematical Chaos Theory calculations, as seen in this image, leads to finding faster pathways in Space.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com