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Utilizing US-EPA Data Dashboards to
Support Exposomics research
Human Health Exposure Analysis Resource (HHEAR) Webinar
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
Antony Williams
Center for Computational Toxicology and Exposure, US-EPA, RTP, NC
The role of cheminformatics at EPA
• Our branch is in the Center for Computational
Toxicology and Exposure (CCTE)
• We develop curated chemistry data streams to
support our applications and models
• We develop prediction models, web-based
applications and data streams to support others
• Today’s presentation: how do our efforts
support Exposomics and especially NTA efforts
– What’s public and what’s in development?
1
Everything is underpinned by the
DSSTox Database
2
• >1.2M substances
• Highly curated data
• Mapped relationships
• The data are made
available via the
Dashboard…
Accessing DSSTox chemistry:
CompTox Chemicals Dashboard
• A publicly accessible website delivering:
– 1.2M chemicals with related property data
– Experimental/predicted physicochemical property data
– Experimental Human and Ecological hazard data
– Integration to “biological assay data” (ToxCast/Tox21)
– Information regarding chemicals in consumer products
– Links to other agency websites and public data resources
– Related substances: transformation products, metabolites
– “Batch searching” for tens to thousands of chemicals
3
CompTox Chemicals Dashboard
https://comptox.epa.gov/dashboard
4
Detailed Chemical Pages
• Chemical page: intrinsic properties, structural identifiers,
linked substances, navigation to Hazard and Exposure data
6
SEARCH
TOX DATA
BIOACTIVITY
SIMILARITY
READ-ACROSS
PUBMED
BATCH SEARCH
CompTox Chemicals Dashboard
https://comptox.epa.gov/dashboard
Batch Search
Batch Search – Excel, CSV, SDF file
Batch Search
Chemical Lists
• Chemical lists are focused on regulations,
specific research efforts and categories
• 425 lists and growing
– TSCA Inventory
– Clean Water Act Hazardous Substances
– Consumer Products database
– Chemicals of Emerging Concern
– PFAS lists
– Extractables and Leachables
– …lists are versioned and updated and new lists added
10
The ELSIE Database
https://comptox.epa.gov/dashboard/chemical-lists/ELSIE
11
Tire Crumb Rubber (298)
12
Hydraulic Fracturing (1640)
13
Disinfection By-Products
14
PFAS lists of Chemicals
15
Why Does EPA Need Measurement Data?
16
• Measurement data are needed to ensure chemical safety
• Characterize risk
• Regulate use & disposal
• Manage human & ecological exposures
• Ensure compliance under federal statutes
Chemical Monitoring Needs
Exposure
Assessment
Dose-
Response
Assessment
Risk
Characterization
Hazard
Identification
“MS-Ready Chemicals”
• MS-Ready chemical standardization is ESSENTIAL to our
support of Non-Targeted Analysis
• It links chemicals across the Dashboard and facilitates
detection linking back to products in commerce
17
https://jcheminf.biomedcentral.com/articles/
10.1186/s13321-018-0299-2
Predicted Mass Spectra
http://cfmid.wishartlab.com/
• MS/MS spectra prediction for ESI+, ESI-, and EI
• Predictions generated for MS-Ready structures
• Use experimental vs predicted spectral searches
for candidate identification
18
We have proven the value…
19
CASMI
20
CASMI
21
Candidate Identification is only
PART of the process
• Whatever the approach for candidate
identification, chemical hazard is important
• Hazard Comparison Profiling is important
https://www.epa.gov/chemical-research/cheminformatics
22
Applications of Exposomics at EPA
• We have ongoing efforts applying NTA
to exposomics challenges including
– PFAS identification
– Pesticides in various matrices
– CECs in water
– Biosolids
• Examples include…
23
Example 1: Consumer Product Analysis
24
Example 2: Recycled Product Analysis
25
Example 3: Placental Tissue Analysis
26
Conclusions
• Our data resources underpin our research
efforts – data quality and curation is key
• Our web-based applications deliver our data
to the community for multiple use cases
• Our support for Exposomics is multi-fold
– Curated chemistry data streams
– Experimental and predicted properties, toxicity, etc.
• The NTA WebApp in development will use
all of these data streams to support analysis
27
Acknowledgments
• The work presented here represents the
collective work of dozens of our scientists
• Our team of DSSTox curators
• Our Dashboard development team
• Our mass spectrometry team
• Our student service contractors and postdocs
28
Contact Information
• Contact info: williams.antony@epa.gov
• Slides available at: https://www.slideshare.net/AntonyWilliams/
• Obtain articles from Google Scholar Profile
29

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Utilizing US-EPA Data Dashboards to Support Exposomics research

  • 1. Utilizing US-EPA Data Dashboards to Support Exposomics research Human Health Exposure Analysis Resource (HHEAR) Webinar 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 Antony Williams Center for Computational Toxicology and Exposure, US-EPA, RTP, NC
  • 2. The role of cheminformatics at EPA • Our branch is in the Center for Computational Toxicology and Exposure (CCTE) • We develop curated chemistry data streams to support our applications and models • We develop prediction models, web-based applications and data streams to support others • Today’s presentation: how do our efforts support Exposomics and especially NTA efforts – What’s public and what’s in development? 1
  • 3. Everything is underpinned by the DSSTox Database 2 • >1.2M substances • Highly curated data • Mapped relationships • The data are made available via the Dashboard…
  • 4. Accessing DSSTox chemistry: CompTox Chemicals Dashboard • A publicly accessible website delivering: – 1.2M chemicals with related property data – Experimental/predicted physicochemical property data – Experimental Human and Ecological hazard data – Integration to “biological assay data” (ToxCast/Tox21) – Information regarding chemicals in consumer products – Links to other agency websites and public data resources – Related substances: transformation products, metabolites – “Batch searching” for tens to thousands of chemicals 3
  • 6. Detailed Chemical Pages • Chemical page: intrinsic properties, structural identifiers, linked substances, navigation to Hazard and Exposure data
  • 7. 6 SEARCH TOX DATA BIOACTIVITY SIMILARITY READ-ACROSS PUBMED BATCH SEARCH CompTox Chemicals Dashboard https://comptox.epa.gov/dashboard
  • 9. Batch Search – Excel, CSV, SDF file
  • 11. Chemical Lists • Chemical lists are focused on regulations, specific research efforts and categories • 425 lists and growing – TSCA Inventory – Clean Water Act Hazardous Substances – Consumer Products database – Chemicals of Emerging Concern – PFAS lists – Extractables and Leachables – …lists are versioned and updated and new lists added 10
  • 13. Tire Crumb Rubber (298) 12
  • 16. PFAS lists of Chemicals 15
  • 17. Why Does EPA Need Measurement Data? 16 • Measurement data are needed to ensure chemical safety • Characterize risk • Regulate use & disposal • Manage human & ecological exposures • Ensure compliance under federal statutes Chemical Monitoring Needs Exposure Assessment Dose- Response Assessment Risk Characterization Hazard Identification
  • 18. “MS-Ready Chemicals” • MS-Ready chemical standardization is ESSENTIAL to our support of Non-Targeted Analysis • It links chemicals across the Dashboard and facilitates detection linking back to products in commerce 17 https://jcheminf.biomedcentral.com/articles/ 10.1186/s13321-018-0299-2
  • 19. Predicted Mass Spectra http://cfmid.wishartlab.com/ • MS/MS spectra prediction for ESI+, ESI-, and EI • Predictions generated for MS-Ready structures • Use experimental vs predicted spectral searches for candidate identification 18
  • 20. We have proven the value… 19
  • 23. Candidate Identification is only PART of the process • Whatever the approach for candidate identification, chemical hazard is important • Hazard Comparison Profiling is important https://www.epa.gov/chemical-research/cheminformatics 22
  • 24. Applications of Exposomics at EPA • We have ongoing efforts applying NTA to exposomics challenges including – PFAS identification – Pesticides in various matrices – CECs in water – Biosolids • Examples include… 23
  • 25. Example 1: Consumer Product Analysis 24
  • 26. Example 2: Recycled Product Analysis 25
  • 27. Example 3: Placental Tissue Analysis 26
  • 28. Conclusions • Our data resources underpin our research efforts – data quality and curation is key • Our web-based applications deliver our data to the community for multiple use cases • Our support for Exposomics is multi-fold – Curated chemistry data streams – Experimental and predicted properties, toxicity, etc. • The NTA WebApp in development will use all of these data streams to support analysis 27
  • 29. Acknowledgments • The work presented here represents the collective work of dozens of our scientists • Our team of DSSTox curators • Our Dashboard development team • Our mass spectrometry team • Our student service contractors and postdocs 28
  • 30. Contact Information • Contact info: williams.antony@epa.gov • Slides available at: https://www.slideshare.net/AntonyWilliams/ • Obtain articles from Google Scholar Profile 29