Literature DB >> 30612177

Using prepared mixtures of ToxCast chemicals to evaluate non-targeted analysis (NTA) method performance.

Jon R Sobus1, Jarod N Grossman2,3, Alex Chao2, Randolph Singh4, Antony J Williams5, Christopher M Grulke5, Ann M Richard5, Seth R Newton6, Andrew D McEachran4, Elin M Ulrich6.   

Abstract

Non-targeted analysis (NTA) methods are increasingly used to discover contaminants of emerging concern (CECs), but the extent to which these methods can support exposure and health studies remains to be determined. EPA's Non-Targeted Analysis Collaborative Trial (ENTACT) was launched in 2016 to address this need. As part of ENTACT, 1269 unique substances from EPA's ToxCast library were combined to make ten synthetic mixtures, with each mixture containing between 95 and 365 substances. As a participant in the trial, we first performed blinded NTA on each mixture using liquid chromatography (LC) coupled with high-resolution mass spectrometry (HRMS). We then performed an unblinded evaluation to identify limitations of our NTA method. Overall, at least 60% of spiked substances could be observed using selected methods. Discounting spiked isomers, true positive rates from the blinded and unblinded analyses reached a maximum of 46% and 65%, respectively. An overall reproducibility rate of 75% was observed for substances spiked into more than one mixture and observed at least once. Considerable discordance in substance identification was observed when comparing a subset of our results derived from two separate reversed-phase chromatography methods. We conclude that a single NTA method, even when optimized, can likely characterize only a subset of ToxCast substances (and, by extension, other CECs). Rigorous quality control and self-evaluation practices should be required of labs generating NTA data to support exposure and health studies. Accurate and transparent communication of performance results will best enable meaningful interpretations and defensible use of NTA data. Graphical abstract ᅟ.

Entities:  

Keywords:  ENTACT; Exposome; Non-targeted analysis; ToxCast

Mesh:

Substances:

Year:  2019        PMID: 30612177      PMCID: PMC6469933          DOI: 10.1007/s00216-018-1526-4

Source DB:  PubMed          Journal:  Anal Bioanal Chem        ISSN: 1618-2642            Impact factor:   4.142


  17 in total

1.  EPA's non-targeted analysis collaborative trial (ENTACT): genesis, design, and initial findings.

Authors:  Elin M Ulrich; Jon R Sobus; Christopher M Grulke; Ann M Richard; Seth R Newton; Mark J Strynar; Kamel Mansouri; Antony J Williams
Journal:  Anal Bioanal Chem       Date:  2018-12-06       Impact factor: 4.142

2.  The Next Generation Blueprint of Computational Toxicology at the U.S. Environmental Protection Agency.

Authors:  Russell S Thomas; Tina Bahadori; Timothy J Buckley; John Cowden; Chad Deisenroth; Kathie L Dionisio; Jeffrey B Frithsen; Christopher M Grulke; Maureen R Gwinn; Joshua A Harrill; Mark Higuchi; Keith A Houck; Michael F Hughes; E Sidney Hunter; Kristin K Isaacs; Richard S Judson; Thomas B Knudsen; Jason C Lambert; Monica Linnenbrink; Todd M Martin; Seth R Newton; Stephanie Padilla; Grace Patlewicz; Katie Paul-Friedman; Katherine A Phillips; Ann M Richard; Reeder Sams; Timothy J Shafer; R Woodrow Setzer; Imran Shah; Jane E Simmons; Steven O Simmons; Amar Singh; Jon R Sobus; Mark Strynar; Adam Swank; Rogelio Tornero-Valez; Elin M Ulrich; Daniel L Villeneuve; John F Wambaugh; Barbara A Wetmore; Antony J Williams
Journal:  Toxicol Sci       Date:  2019-06-01       Impact factor: 4.849

3.  Unsupervised dimensionality reduction for exposome research.

Authors:  Vrinda Kalia; Douglas I Walker; Katherine M Krasnodemski; Dean P Jones; Gary W Miller; Marianthi-Anna Kioumourtzoglou
Journal:  Curr Opin Environ Sci Health       Date:  2020-05-19

4.  Evaluation of In Silico Multifeature Libraries for Providing Evidence for the Presence of Small Molecules in Synthetic Blinded Samples.

Authors:  Jamie R Nuñez; Sean M Colby; Dennis G Thomas; Malak M Tfaily; Nikola Tolic; Elin M Ulrich; Jon R Sobus; Thomas O Metz; Justin G Teeguarden; Ryan S Renslow
Journal:  J Chem Inf Model       Date:  2019-08-20       Impact factor: 4.956

5.  An Introduction to the Benchmarking and Publications for Non-Targeted Analysis Working Group.

Authors:  Benjamin J Place; Elin M Ulrich; Jonathan K Challis; Alex Chao; Bowen Du; Kristin Favela; Yong-Lai Feng; Christine M Fisher; Piero Gardinali; Alan Hood; Ann M Knolhoff; Andrew D McEachran; Sara L Nason; Seth R Newton; Brian Ng; Jamie Nuñez; Katherine T Peter; Allison L Phillips; Natalia Quinete; Ryan Renslow; Jon R Sobus; Eric M Sussman; Benedikt Warth; Samanthi Wickramasekara; Antony J Williams
Journal:  Anal Chem       Date:  2021-11-29       Impact factor: 6.986

6.  Integrative exposomic, transcriptomic, epigenomic analyses of human placental samples links understudied chemicals to preeclampsia.

Authors:  Alex Chao; Jarod Grossman; Celeste Carberry; Yunjia Lai; Antony J Williams; Jeffrey M Minucci; S Thomas Purucker; John Szilagyi; Kun Lu; Kim Boggess; Rebecca C Fry; Jon R Sobus; Julia E Rager
Journal:  Environ Int       Date:  2022-06-30       Impact factor: 13.352

Review 7.  Review of the environmental prenatal exposome and its relationship to maternal and fetal health.

Authors:  Julia E Rager; Jacqueline Bangma; Celeste Carberry; Alex Chao; Jarod Grossman; Kun Lu; Tracy A Manuck; Jon R Sobus; John Szilagyi; Rebecca C Fry
Journal:  Reprod Toxicol       Date:  2020-02-23       Impact factor: 3.143

8.  Examining NTA performance and potential using fortified and reference house dust as part of EPA's Non-Targeted Analysis Collaborative Trial (ENTACT).

Authors:  Seth R Newton; Jon R Sobus; Elin M Ulrich; Randolph R Singh; Alex Chao; James McCord; Sarah Laughlin-Toth; Mark Strynar
Journal:  Anal Bioanal Chem       Date:  2020-04-25       Impact factor: 4.142

9.  Applications of Machine Learning to In Silico Quantification of Chemicals without Analytical Standards.

Authors:  Dimitri Panagopoulos Abrahamsson; June-Soo Park; Randolph R Singh; Marina Sirota; Tracey J Woodruff
Journal:  J Chem Inf Model       Date:  2020-05-20       Impact factor: 4.956

10.  A Comprehensive Non-targeted Analysis Study of the Prenatal Exposome.

Authors:  Dimitri Panagopoulos Abrahamsson; Aolin Wang; Ting Jiang; Miaomiao Wang; Adi Siddharth; Rachel Morello-Frosch; June-Soo Park; Marina Sirota; Tracey J Woodruff
Journal:  Environ Sci Technol       Date:  2021-07-14       Impact factor: 11.357

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