bioRxivPharmacology & Toxicology
Discovery and visualization of uncharacterized drug-protein adducts using mass spectrometry.
M. Riffle, M. R. Hoopmann, D. Jaschob, G. Zhong, R. L. Moritz, M. J. MacCoss, T. N. Davis, N. Isoherranen, A. Zelter
Abstract
Drugs are often metabolized to reactive intermediates that form protein adducts. Adducts can inhibit protein activity, elicit immune responses, and cause life threatening adverse drug reactions. The masses of reactive metabolites are frequently unknown, rendering traditional mass spectrometry-based proteomics incapable of adduct identification. Here, we present Magnum, an open-mass search algorithm optimized for adduct identification, and Limelight, a web-based data processing package for analysis and visualization of data from all existing algorithms. Limelight incorporates tools for sample comparisons and xenobiotic-adduct discovery. We validate our tools with two drug/protein combinations and apply our workflow to identify novel xenobiotic-protein adducts in CYP3A4. Our new methods and software enable accurate identification of xenobiotic-protein adducts with no prior knowledge of adduct masses or protein targets. Magnum outperforms existing tools in xenobiotic-protein adduct discovery, while Limelight fulfills a major need in the rapidly developing field of open-mass searching, which until now lacked comprehensive data visualization tools.
- organism: human
- assay: proteomics
- research focus: drug response / drug discovery
- research focus: benchmarking
- approach: deep learning
- approach: statistical model
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