New KEGG pathway-based interpretable features for classifying ageing-related mouse proteins

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New KEGG pathway-based interpretable features for classifying ageing-related mouse proteins

MOTIVATION The incidence of ageing-related diseases has been constantly increasing in the last decades, raising the need for creating effective methods to analyze ageing-related protein data. These methods should have high predictive accuracy and be easily interpretable by ageing experts. To enable this, one needs interpretable classification models (supervised machine learning) and features wi...

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Pathway-level visualization of omics data provides an essential means for systems biology, to capture the systematic properties of the inner activities of cells. Here we describe a web-based resource consisting of a web-application for the visualization of complex omics data onto KEGG pathways to overview all entities in the context of cellular pathways, and databases created with the software ...

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ژورنال

عنوان ژورنال: Bioinformatics

سال: 2016

ISSN: 1367-4803,1460-2059

DOI: 10.1093/bioinformatics/btw363