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In this approach, pathways of toxicity (PoTs) are central, defined as cellular response pathways that, when sufficiently perturbed by an environmental agent, are expected to result in adverse health effects (NRC 2007b).
In this approach, pathways in different source databases that are meant to represent the same pathway are merged and molecular objects mentioned in the different source pathways that are meant to represent the same objects are matched.
Therefore, in contrast to the experimental studies, for which the two oxidative addition approach pathways are diastereomeric, the above and below plane pathways in the model reaction are enantiomeric and equivalent in energy.
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Compared with the individual gene/molecule-based approach, pathway analysis is more sensitive, consistent and informative (Luo et al., 2009).
ADHD possibly represents the final outcome of diverse and discrete neurodevelopmental pathways with an 'extreme reward approach pathway' leading to impulsive and overactive behavior [ 2].
Kanehisa et al. proposed an approach, Pathway Miner, which extracts gene-association networks from molecular pathways for predicting the biological significance of gene expression microarray data [ 12].
A gene set-based approach (pathway analysis) was recently shown to partly overcome the heterogeneity of microarray analysis [ 10, 13, 14].
PathFinder [ 7] and BioMiner [ 8] use a different approach in that they utilize some of the data the KEGG database provides and then approach pathway reconstruction using software specific algorithms.
The first approach (Pathway) is to train an SVM classifier on the pairs with pseudo-negative pairs randomly selected from the pairs retrieved by PathText 2. The second approach (SVM + Pathway) is to train an SVM classifier on the annotated corpus with an additional feature, which denotes the prediction by the SVM classifier in the first approach (stacking).
In this work, we developed a novel pathway-based approach, PRObabilistic Pathway Score, which uses genes to calculate individualized pathway scores for classification.
As a result, panmetabolic engineering is a whole pathway approach emphasizing better pathways, reduced glucose-induced repression and increased product tolerance.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com