Intelligent Selection of Human miRNAs and Mouse mRNAs Related to Obstructive Nephropathy

Abstract : Obstructive Nephropathy (ON) is a renal disease and its pathology is believed to be magnified by various molecular processes. In the current study, we apply an intelligent workflow implemented in Rapidminer data mining platform to two different ON datasets. Our scope is to select the most important actors in two corresponding molecular information levels: human miRNA and mouse mRNA. A forward selection method with an embedded nearest neighbor classifier is initially applied to select the most important features in each level. The resulting features are next fed to classifiers appropriately tested utilizing a leave-one-out resampling technique in order to evaluate the relevance of the selected input features when used to classify subjects into output classes defined by ON severity. Preliminary results show that high classification accuracies are obtained, and are supported by the fact that the selected miRNAs or mRNAs have been found significant within differential expression analysis using the same datasets.
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Lazaros Iliadis; Ilias Maglogiannis; Harris Papadopoulos. 12th Engineering Applications of Neural Networks (EANN 2011) and 7th Artificial Intelligence Applications and Innovations (AIAI), Sep 2011, Corfu, Greece. Springer, IFIP Advances in Information and Communication Technology, AICT-364 (Part II), pp.464-471, 2011, Artificial Intelligence Applications and Innovations. 〈10.1007/978-3-642-23960-1_54〉
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Ioannis Valavanis, P. Moulos, Ilias Maglogiannis, Julie Klein, Joost Schanstra, et al.. Intelligent Selection of Human miRNAs and Mouse mRNAs Related to Obstructive Nephropathy. Lazaros Iliadis; Ilias Maglogiannis; Harris Papadopoulos. 12th Engineering Applications of Neural Networks (EANN 2011) and 7th Artificial Intelligence Applications and Innovations (AIAI), Sep 2011, Corfu, Greece. Springer, IFIP Advances in Information and Communication Technology, AICT-364 (Part II), pp.464-471, 2011, Artificial Intelligence Applications and Innovations. 〈10.1007/978-3-642-23960-1_54〉. 〈hal-01571471〉

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