Article
PaIRKAT: A pathway integrated regression-based kernel association test with applications to metabolomics and COPD phenotypes.
PLoS computational biology - 1 Oct 2021
Carpenter Charlie M, Zhang Weiming, Gillenwater Lucas, Severn Cameron, Ghosh Tusharkanti, Bowler Russell, Kechris Katerina, Ghosh Debashis
Abstract excerpt
High-throughput data such as metabolomics, genomics, transcriptomics, and proteomics have become familiar data types within the "-omics" family. For this work, we focus on subsets that interact with one another and represent these "pathways" as graphs. Observed pathways often have disjoint components, i.e., nodes or sets of nodes (metabolites, etc.) not connected to any other within the pathway, which notably...
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