IDSL.CSA: Composite Spectra Analysis for Chemical Annotation of Untargeted Metabolomics Datasets
Year: 2023
Type: article
Abstract: Poor chemical annotation of high-resolution mass spectrometry data limit applications of untargeted metabolomics datasets. Our new software, the Integrated Data Science Laboratory for Metabolomics and Exposomics - Composite Spectra Analysis (IDSL.CSA) R package, generates composite mass spectra libraries from MS1-only data, enabling the chemical annotation of LC/HRMS peaks regardless of the availability of MS2 fragmentation spectra. We demonstrate comparable annotation rates for commonly detected endogenous metabolites in human blood samples using IDSL.CSA libraries versus MS/MS libraries in validation tests. IDSL.CSA can create and search composite spectra libraries from any untargeted metabolomics dataset generated using high-resolution mass spectrometry coupled to liquid or gas chromatography instruments. The cross-applicability of these libraries across independent studies may provide access to new biological insights that may be missed due to the lack of MS2 fragmentation data. The IDSL.CSA package is available in the R CRAN repository at https://cran.r-project.org/package=IDSL.CSA . Detailed documentation and tutorials are provided at https://github.com/idslme/IDSL.CSA .
Source: Analytical Chemistry
Language: English
Subfield: Molecular Biology
Domain: Life Sciences
Open Access status: bronze
Awards: MSHS Translational Science Hub, Perfluoroalkyl substances and non-alcoholic fatty liver disease in children: Leveraging magnetic resonance imaging to unravel potential mechanisms and exposure mixture effects, Research Training Program in Pediatric Exposomics, Perfluoroalkyl substances and incident type 2 diabetes in a US population: A metabolome-genome investigation, Conduits: Mount Sinai Health System Translational Science Hub, Mount Sinai Center for Health and Environment Across the LifeSpan (HEALS), Mount Sinai HHEAR Network Untargeted Lab Hub, Scholars in Environmental Pediatrics, Reproductive Health, and Life Course Science, Mount Sinai HHEAR Network Targeted Lab Hub, Mapping the blood cancer exposome for environmental risk profiles of mature B-cell neoplasms, Human Health Exposure Analysis Resource (HHEAR) Data Center
OpenAlex ID: W4380449832
