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Revisiting Five Years of CASMI Contests with EPA Identification Tools
Andrew D McEachran1, Alex Chao1, Hussein Al-Ghoul1
1Oak Ridge Institute for Science and Education (ORISE) Participant, 109 T.W. Alexander Drive, Research Triangle Park, NC 27709, USA.
The US EPA CompTox Chemicals Dashboard shows strong performance in identifying small molecules using high-resolution mass spectrometry (HRMS) non-targeted analysis (NTA). Its tools and data rivaled top performers in CASMI contests, enhancing chemical identification capabilities.
Area of Science:
- Analytical Chemistry
- Environmental Science
- Computational Chemistry
Background:
- High-resolution mass spectrometry (HRMS) is crucial for non-targeted analysis (NTA).
- Evaluating software for chemical identification in NTA is challenging due to diverse tools.
- The Critical Assessment of Small Molecule Identification (CASMI) contests provide standardized MS/MS data for tool evaluation.
Purpose of the Study:
- To evaluate the performance of the US EPA's CompTox Chemicals Dashboard for chemical identification in HRMS-based NTA.
- To compare the Dashboard's capabilities against other tools using historical CASMI contest data.
- To assess the utility of the Dashboard's data and tools for NTA practitioners.
Main Methods:
- Utilized five historical CASMI contest datasets for compound identification.
- Employed the CompTox Chemicals Dashboard's tools and data within a spectral matching workflow.
- Accessed and processed CASMI data via the CASMI webpage.
- Reviewed and made available the CASMI structure sets through the Dashboard.
Main Results:
- The CompTox Chemicals Dashboard workflow performed competitively with tools used in previous CASMI contests.
- The Dashboard workflow ranked more challenge compounds in the top five than winners in three CASMI years and tied in a fourth.
- Reviewed CASMI structure sets are now accessible via the CompTox Chemicals Dashboard.
Conclusions:
- The CompTox Chemicals Dashboard demonstrates significant potential for enhancing chemical identification in HRMS-based NTA.
- Dashboard data and tools offer a valuable resource for NTA practitioners.
- The Dashboard's performance suggests its suitability for critical chemical identification tasks.
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