bioRxivBiochemistryPreprint
Constructing a consensus serum metabolome
Yuanye ChiiD, Joshua M. MitchelliD, Maheshwor ThapaiD, Shujian Zheng, Zackary Frohock, Liang LiiD, Aleksandr Alekseevich SmirnoviD, Xiuxia DuiD, Shuzhao LiiD
Abstract
Blood analysis is the most common in biomedical applications and a reference metabolome will be critical for effective annotation and for guiding scientific investigations. However, compiling such a reference is hindered by many technical challenges, despite the availability of large amount of metabolomics data today. Based on a new set of data structures and tools, we have assembled a consensus serum metabolome (CSM) from over 100,000 mass spectrometry acquisitions of more than 200 million spectra. This provides a comprehensive survey of human blood chemistry, revealing the frequency dependent nature of metabolome and exposome. Major gaps are found between CSM and the current databases. The CSM enables community-level data alignment and significantly improves annotation quality of LC-MS metabolomics. HighlightsO_LIA reference of human biochemistry linked to observation frequency C_LIO_LIMajor gaps revealed in current databases and experimental methods C_LIO_LIEnabling cross-laboratory, cross-platform data alignment C_LIO_LIAccelerated and cumulative metabolite annotation C_LI
- organism: human
- assay: metabolomics
- research focus: database / resource
- research focus: benchmarking
- approach: statistical model
- Citations
- 6
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