TY - JOUR
T1 - FluoroMatch 2.0-making automated and comprehensive non-targeted PFAS annotation a reality
AU - Koelmel, Jeremy P
AU - Stelben, Paul
AU - McDonough, Carrie A
AU - Dukes, David A
AU - Aristizabal-Henao, Juan J
AU - Nason, Sara L
AU - Li, Yang
AU - Sternberg, Sandi
AU - Lin, Elizabeth
AU - Beckmann, Manfred
AU - Williams, Antony J
AU - Draper, John
AU - Finch, Jasen P
AU - Munk, Jens K
AU - Deigl, Chris
AU - Rennie, Emma E
AU - Bowden, John A
AU - Godri Pollitt, Krystal J
N1 - Publisher Copyright:
© 2021, Springer-Verlag GmbH Germany, part of Springer Nature.
Copyright:
Copyright 2021 Elsevier B.V., All rights reserved.
PY - 2022/1
Y1 - 2022/1
N2 - Because of the pervasiveness, persistence, and toxicity of per- and polyfluoroalkyl substances (PFAS), there is growing concern over PFAS contamination, exposures, and health effects. The diversity of potential PFAS is astounding, with nearly 10,000 PFAS catalogued in databases to date (and growing). The ability to detect the thousands of known PFAS, and discover previously uncatalogued PFAS, is necessary to understand the scope of PFAS contamination and to identify appropriate remediation and regulatory solutions. Current non-targeted methods for PFAS analysis require manual curation and are time-consuming, prone to error, and not comprehensive. FluoroMatch Flow 2.0 is the first software to cover all steps of data processing for PFAS discovery in liquid chromatography-high-resolution tandem mass spectrometry samples. These steps include feature detection, feature blank filtering, exact mass matching to catalogued PFAS, mass defect filtering, homologous series detection, retention time pattern analysis, class-based MS/MS screening, fragment screening, and predicted MS/MS from SMILES structures. In addition, a comprehensive confidence level criterion is implemented to help users understand annotation certainty and integrate various layers of evidence to reduce overreporting. Applying the software to aqueous film forming foam analysis, we discovered over one thousand likely PFAS including previously unreported species. Furthermore, we were able to filter out 96% of features which were likely not PFAS. FluoroMatch Flow 2 increased coverage of likely PFAS by over tenfold compared to the previous release. This software will enable researchers to better characterize PFAS in the environment and in biological systems.
AB - Because of the pervasiveness, persistence, and toxicity of per- and polyfluoroalkyl substances (PFAS), there is growing concern over PFAS contamination, exposures, and health effects. The diversity of potential PFAS is astounding, with nearly 10,000 PFAS catalogued in databases to date (and growing). The ability to detect the thousands of known PFAS, and discover previously uncatalogued PFAS, is necessary to understand the scope of PFAS contamination and to identify appropriate remediation and regulatory solutions. Current non-targeted methods for PFAS analysis require manual curation and are time-consuming, prone to error, and not comprehensive. FluoroMatch Flow 2.0 is the first software to cover all steps of data processing for PFAS discovery in liquid chromatography-high-resolution tandem mass spectrometry samples. These steps include feature detection, feature blank filtering, exact mass matching to catalogued PFAS, mass defect filtering, homologous series detection, retention time pattern analysis, class-based MS/MS screening, fragment screening, and predicted MS/MS from SMILES structures. In addition, a comprehensive confidence level criterion is implemented to help users understand annotation certainty and integrate various layers of evidence to reduce overreporting. Applying the software to aqueous film forming foam analysis, we discovered over one thousand likely PFAS including previously unreported species. Furthermore, we were able to filter out 96% of features which were likely not PFAS. FluoroMatch Flow 2 increased coverage of likely PFAS by over tenfold compared to the previous release. This software will enable researchers to better characterize PFAS in the environment and in biological systems.
KW - Aqueous film forming foam
KW - Liquid chromatography
KW - Mass spectrometry
KW - Non-targeted analysis
KW - PFAS
KW - Software
KW - Environmental Monitoring/methods
KW - Chromatography, Liquid/methods
KW - Fluorocarbons/analysis
KW - Tandem Mass Spectrometry/methods
KW - Environmental Pollutants/analysis
UR - http://www.scopus.com/inward/record.url?scp=85106044881&partnerID=8YFLogxK
U2 - 10.1007/s00216-021-03392-7
DO - 10.1007/s00216-021-03392-7
M3 - Journal article
C2 - 34014358
SN - 0016-1152
VL - 414
SP - 1201
EP - 1215
JO - Analytical and Bioanalytical Chemistry
JF - Analytical and Bioanalytical Chemistry
IS - 3
ER -