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Accessing information for chemicals in
hydraulic fracturing fluids using the US
EPA CompTox Chemistry Dashboard
Antony Williams1, Andrew McEachran2, Jon Sobus3,
Chris Grulke1 and Ann Richard1
1) National Center for Computational Toxicology, U.S. Environmental Protection Agency, RTP, NC
2) Oak Ridge Institute of Science and Education (ORISE) Research Participant, Research Triangle Park, NC
3) National Exposure Research Laboratory, U.S. Environmental Protection Agency, RTP, NC
March 2018
ACS Spring Meeting, New Orleans
http://www.orcid.org/0000-0002-2668-4821
The views expressed in this presentation are those of the author and do not necessarily reflect the views or policies of the U.S. EPA
The CompTox Chemistry Dashboard
• A publicly accessible website delivering access:
– ~760,000 chemicals with related property data
– Experimental and predicted physicochemical property data
– Experimental Human and Ecological hazard data
– Integration to “biological assay data” for 1000s of chemicals
– Information regarding consumer products containing chemicals
– Links to other agency websites and public data resources
– “Literature” searches for chemicals using public resources
– “Batch searching” for thousands of chemicals
– Real time prediction of physchem and toxicity endpoints
– DOWNLOADABLE Open Data for reuse and repurposing
1
CompTox Chemistry Dashboard
https://comptox.epa.gov/dashboard
2
1 of ~761,000 Chemical Pages
3
Advanced Searches
4
Batch Searches
5
Real-Time Predictions
6
Real-Time Predictions
7
Real-Time Predictions
8
What’s under the Data Tabs?
Focus on Hydraulic Fracturing Chemicals
9
Surfacing Lists of Chemicals
• Specific subsets of chemicals, “lists”, can
be displayed on the dashboard
• If there are chemicals that map together
then these link to existing:
– Property data
– Hazard data
– Exposure data
– In vitro bioassay data
– Documents and Literature
10
EPA’s Hydraulic Fracturing Site
https://www.epa.gov/hfstudy
11
Draft Database
• Early draft database is available
associated with the June 2015 draft report
• Contained list of CAS Numbers/Names
aggregated from various sources
12
What were the original sources?
• Federal- and state-collected data sets
• Databases maintained by federal and state
government agencies
• Publicly available data (e.g )
• Industry data provided to the EPA - two
information requests to oil and gas service
companies and production well operators
(some data claimed as CBI under TSCA)
• http://ofmpub.epa.gov/eims/eimscomm.getfile?p_download_id=530159
13
Delivering a Better Database
• An improved database would provide:
– Curated CAS Number-Name mappings
– Chemical structures
– Access to related data of interest
14
Registration and Curation
• Consolidation and registration of the original
chemical lists into the underlying database
(DSSTox)
• Careful (and time-consuming) curation
– Confirming mappings of chemical names and CASRNs
15
Names to CASRN Mappings
16
Subtleties
17
E/Z-stereochemistry E-stereochemistry
“4-Decene”
Registration and Curation
• Registration of the chemical list into the
underlying database (DSSTox)
• Careful (and time-consuming) curation
– Confirming mappings of chemical names and CASRNs
– CASRN checking – Active, Alternate and Deleted
18
CAS Registry Numbers
19
Registration and Curation
• Registration of the chemical list into the
underlying database (DSSTox)
• Careful (and time-consuming) curation
– Confirming mappings of chemical names and CASRNs
– CASRN checking – Active, Alternate and Deleted
– Misspellings, alternative synonyms, misassociations
20
Alternative Synonyms
21
Registration and Curation
• Registration of the chemical list into the
underlying database (DSSTox)
• Careful (and time-consuming) curation
– Confirming mappings of chemical names and CASRNs
– CASRN checking – Active, Alternate and Deleted
– Misspellings, alternative synonyms, misassociations
– Iterative checking on how the list was assembled
22
A List of Lists of Chemicals
https://comptox.epa.gov/dashboard/chemical_lists
23
The EPA List of
Hydraulic Fracturing Chemicals
24
The List as “Structures”
25
Browsing the List of Chemicals
26
Detailed Chemical Pages
27
Access to Chemical Hazard Data
28
In Vitro Bioassay Screening
ToxCast and Tox21
29
Sources of Exposure to Chemicals
30
Identifiers to Support Searches
31
Literature Searches and Links
32
External Links to Data and Services
33
Integrated Linkouts
34
Integrated Linkouts
Comparative Toxicogenomics DB
35
Batch Access to Dashboard Data
36
Batch Search Through Dashboard
37
Batch Search Through Dashboard
38
Batch Access to Dashboard Data
39
Many Hydraulic Fracturing
Chemicals are “Complex”
40
UVCB Chemicals
41
Di-sec-butylphenol
42
CAS Representation
Dashboard Representation
“Markush Structures”
https://en.wikipedia.org/wiki/Markush_structure
43
AFTER CURATION
1640 Chemicals
• 528/1640 chemicals without explicit structures
• 483/1640 chemicals examined in ToxCast – 94
not active in any assay
• 1036/1640 chemicals with Hazard Data
• 141/1640 chemicals with IRIS Assessment
Reports (Integrated Risk Information System)
44
Curated Database for Download
https://www.epa.gov/hfstudy
45
Download Files from EPA Site
46
Suspect Screening and Non-Targeted
Analysis Workflow
47
DSSTox Chemical Database
“Molecular Features”
Extracted Samples
Raw Samples
Raw Features
Matched Formulas
Mapped Structures
Prioritized Structures
(using ToxPi)
Confirmed Structures
(using ToxCast standards)
Processed Features
Prioritized Features
Predicted Formulas
Candidate Structures
Sorted Structures
Predicted Retention Times
Predicted/Observed Functional Use
Top Candidate Structure(s)
Suspect Screening Non-Targeted Analysis
Predicted Concentrations
Predicted/Observed Media Occurrence
Predicted Mass Spectra
Methodological Concordance
Red = Analytical Chemistry
Blue = Data Processing & Analysis
Green = Informatics & Web Services
Purple = Mathematical & QSPR Modeling
Color Key
Content from J. Sobus, US-EPA-NERL
The Dashboard to Support
MS-Analysis
48
MS-Ready
Structures
Underpin
Analysis
Specific Data-Mappings
“MS-Ready Structures”
49
MS-Ready Mappings
• Input Formula: C10H16N2O8
• EXACT Formula Search: 3 Chemicals
50
MS-Ready Mappings
• Same Input Formula: C10H16N2O8
• MS Ready Formula Search: 88 Chemicals
51
Complexity to Simplicity
88 Chemicals – 7 in EPAHFR
52
Complexity to Simplicity
88 Chemicals – 7 in the list
53
Searching batches
Formula (or mass) searching
54
Conclusions
• The CompTox Chemistry Dashboard is
useful for delivering access to lists
– The EPA Hydraulic Fracturing Chemical List
– The ToxCast Bioassay Screening List
– NIOSH International Chemical Safety Cards
– Algal Toxins
• Lists can be updated with new chemicals
55
Conclusions
• Registering chemical lists gives access to:
– Human and Ecological Hazard data
– ToxCast/Tox21 in vitro screening data
– Exposure data – consumer products & functional use
– Physicochemical and environmental fate and
transport experimental and predicted data
– Integrated mappings into multiple public sites
• Curation is time-consuming, iterative and
high-value
56
Acknowledgments
• Hydraulic Fracturing Drinking Water Study Team
• The CompTox Chemistry Dashboard team
• Todd Martin (TEST Predictions), US-EPA-NRMRL
• NERL colleagues:
– Jon Sobus, Elin Ulrich, Mark Strynar, Seth Newton (NTA Analysis)
– Katherine Phillips, Kathie Dionisio, Kristin Isaacs (Consumer Products
Database)
• Emma Schymanski – Luxembourg Center for
Systems Biomedicine (MS-ready/NTA)
57
Contact
Antony Williams
US EPA Office of Research and Development
National Center for Computational Toxicology (NCCT)
Williams.Antony@epa.gov
ORCID: https://orcid.org/0000-0002-2668-4821
58

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Accessing information for chemicals in hydraulic fracturing fluids using the US EPA CompTox Chemistry Dashboard

  • 1. Accessing information for chemicals in hydraulic fracturing fluids using the US EPA CompTox Chemistry Dashboard Antony Williams1, Andrew McEachran2, Jon Sobus3, Chris Grulke1 and Ann Richard1 1) National Center for Computational Toxicology, U.S. Environmental Protection Agency, RTP, NC 2) Oak Ridge Institute of Science and Education (ORISE) Research Participant, Research Triangle Park, NC 3) National Exposure Research Laboratory, U.S. Environmental Protection Agency, RTP, NC March 2018 ACS Spring Meeting, New Orleans http://www.orcid.org/0000-0002-2668-4821 The views expressed in this presentation are those of the author and do not necessarily reflect the views or policies of the U.S. EPA
  • 2. The CompTox Chemistry Dashboard • A publicly accessible website delivering access: – ~760,000 chemicals with related property data – Experimental and predicted physicochemical property data – Experimental Human and Ecological hazard data – Integration to “biological assay data” for 1000s of chemicals – Information regarding consumer products containing chemicals – Links to other agency websites and public data resources – “Literature” searches for chemicals using public resources – “Batch searching” for thousands of chemicals – Real time prediction of physchem and toxicity endpoints – DOWNLOADABLE Open Data for reuse and repurposing 1
  • 4. 1 of ~761,000 Chemical Pages 3
  • 10. What’s under the Data Tabs? Focus on Hydraulic Fracturing Chemicals 9
  • 11. Surfacing Lists of Chemicals • Specific subsets of chemicals, “lists”, can be displayed on the dashboard • If there are chemicals that map together then these link to existing: – Property data – Hazard data – Exposure data – In vitro bioassay data – Documents and Literature 10
  • 12. EPA’s Hydraulic Fracturing Site https://www.epa.gov/hfstudy 11
  • 13. Draft Database • Early draft database is available associated with the June 2015 draft report • Contained list of CAS Numbers/Names aggregated from various sources 12
  • 14. What were the original sources? • Federal- and state-collected data sets • Databases maintained by federal and state government agencies • Publicly available data (e.g ) • Industry data provided to the EPA - two information requests to oil and gas service companies and production well operators (some data claimed as CBI under TSCA) • http://ofmpub.epa.gov/eims/eimscomm.getfile?p_download_id=530159 13
  • 15. Delivering a Better Database • An improved database would provide: – Curated CAS Number-Name mappings – Chemical structures – Access to related data of interest 14
  • 16. Registration and Curation • Consolidation and registration of the original chemical lists into the underlying database (DSSTox) • Careful (and time-consuming) curation – Confirming mappings of chemical names and CASRNs 15
  • 17. Names to CASRN Mappings 16
  • 19. Registration and Curation • Registration of the chemical list into the underlying database (DSSTox) • Careful (and time-consuming) curation – Confirming mappings of chemical names and CASRNs – CASRN checking – Active, Alternate and Deleted 18
  • 21. Registration and Curation • Registration of the chemical list into the underlying database (DSSTox) • Careful (and time-consuming) curation – Confirming mappings of chemical names and CASRNs – CASRN checking – Active, Alternate and Deleted – Misspellings, alternative synonyms, misassociations 20
  • 23. Registration and Curation • Registration of the chemical list into the underlying database (DSSTox) • Careful (and time-consuming) curation – Confirming mappings of chemical names and CASRNs – CASRN checking – Active, Alternate and Deleted – Misspellings, alternative synonyms, misassociations – Iterative checking on how the list was assembled 22
  • 24. A List of Lists of Chemicals https://comptox.epa.gov/dashboard/chemical_lists 23
  • 25. The EPA List of Hydraulic Fracturing Chemicals 24
  • 26. The List as “Structures” 25
  • 27. Browsing the List of Chemicals 26
  • 29. Access to Chemical Hazard Data 28
  • 30. In Vitro Bioassay Screening ToxCast and Tox21 29
  • 31. Sources of Exposure to Chemicals 30
  • 32. Identifiers to Support Searches 31
  • 34. External Links to Data and Services 33
  • 37. Batch Access to Dashboard Data 36
  • 38. Batch Search Through Dashboard 37
  • 39. Batch Search Through Dashboard 38
  • 40. Batch Access to Dashboard Data 39
  • 41. Many Hydraulic Fracturing Chemicals are “Complex” 40
  • 45. AFTER CURATION 1640 Chemicals • 528/1640 chemicals without explicit structures • 483/1640 chemicals examined in ToxCast – 94 not active in any assay • 1036/1640 chemicals with Hazard Data • 141/1640 chemicals with IRIS Assessment Reports (Integrated Risk Information System) 44
  • 46. Curated Database for Download https://www.epa.gov/hfstudy 45
  • 47. Download Files from EPA Site 46
  • 48. Suspect Screening and Non-Targeted Analysis Workflow 47 DSSTox Chemical Database “Molecular Features” Extracted Samples Raw Samples Raw Features Matched Formulas Mapped Structures Prioritized Structures (using ToxPi) Confirmed Structures (using ToxCast standards) Processed Features Prioritized Features Predicted Formulas Candidate Structures Sorted Structures Predicted Retention Times Predicted/Observed Functional Use Top Candidate Structure(s) Suspect Screening Non-Targeted Analysis Predicted Concentrations Predicted/Observed Media Occurrence Predicted Mass Spectra Methodological Concordance Red = Analytical Chemistry Blue = Data Processing & Analysis Green = Informatics & Web Services Purple = Mathematical & QSPR Modeling Color Key Content from J. Sobus, US-EPA-NERL
  • 49. The Dashboard to Support MS-Analysis 48 MS-Ready Structures Underpin Analysis
  • 51. MS-Ready Mappings • Input Formula: C10H16N2O8 • EXACT Formula Search: 3 Chemicals 50
  • 52. MS-Ready Mappings • Same Input Formula: C10H16N2O8 • MS Ready Formula Search: 88 Chemicals 51
  • 53. Complexity to Simplicity 88 Chemicals – 7 in EPAHFR 52
  • 54. Complexity to Simplicity 88 Chemicals – 7 in the list 53
  • 55. Searching batches Formula (or mass) searching 54
  • 56. Conclusions • The CompTox Chemistry Dashboard is useful for delivering access to lists – The EPA Hydraulic Fracturing Chemical List – The ToxCast Bioassay Screening List – NIOSH International Chemical Safety Cards – Algal Toxins • Lists can be updated with new chemicals 55
  • 57. Conclusions • Registering chemical lists gives access to: – Human and Ecological Hazard data – ToxCast/Tox21 in vitro screening data – Exposure data – consumer products & functional use – Physicochemical and environmental fate and transport experimental and predicted data – Integrated mappings into multiple public sites • Curation is time-consuming, iterative and high-value 56
  • 58. Acknowledgments • Hydraulic Fracturing Drinking Water Study Team • The CompTox Chemistry Dashboard team • Todd Martin (TEST Predictions), US-EPA-NRMRL • NERL colleagues: – Jon Sobus, Elin Ulrich, Mark Strynar, Seth Newton (NTA Analysis) – Katherine Phillips, Kathie Dionisio, Kristin Isaacs (Consumer Products Database) • Emma Schymanski – Luxembourg Center for Systems Biomedicine (MS-ready/NTA) 57
  • 59. Contact Antony Williams US EPA Office of Research and Development National Center for Computational Toxicology (NCCT) Williams.Antony@epa.gov ORCID: https://orcid.org/0000-0002-2668-4821 58