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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
Data delivery from the US-EPA Center for
Computational Toxicology and Exposure to
support mycotoxin researchers
Antony Williams1, Greg Janesch2, Tyler Carr2
and Valery Tkachenko3
1. Center for Computational Toxicology and Exposure, US-EPA, RTP, NC
2. ORAU Student Services Contractor
3. ScienceDataExperts Inc.
March 2024: Spring Fall Meeting, New Orleans, LA
Free-Access Cheminformatics Tools
• The Center for Computational Toxicology and Exposure has
delivered many tools including
– CompTox Chemicals Dashboard
– Proof-of-Concept cheminformatics modules
• Chemicals Hazard Profiling
• Chemical Transformations Database
• Analytical Methods and Spectra
• Chemical Safety Profiling
1
2
Research Projects we apply them to
3
Research Projects we apply them to
Curating Chemistry into the DSSTox Database
4
• Chemistry underpins all of our tools
• Data assembly and curation is critical
• DSSTox assembled over 25 years
The Charge for the Dashboard
• Develop a “first-stop-shop” for environmental chemical data to
support EPA and partner decision making:
– Centralized location for relevant chemical data
– Chemistry, exposure, hazard and dosimetry
– Combination of existing data and predictive models
– Publicly accessible, periodically updated, curated
• Easy access to data improves efficiency and ultimately
accelerates chemical risk assessment
CompTox Chemicals Dashboard
https://comptox.epa.gov/dashboard/
Detailed Chemical Pages
Experimental and Predicted Data
• Physchem and Fate & Transport
experimental and predicted data
• Data can be downloaded as Excel,
TSV and CSV files
Chemical Hazard Data
Hazard Data for Aflatoxin B1
• Human/eco hazard data harvested with three clicks
Substance Categories and Mappings
11
Substance Categories and Mappings
12
Integrated Modules – Abstract Sifter
https://comptox.epa.gov/dashboard/chemical/pubmed-abstract-sifter/
Integrated Modules – Abstract Sifter
14
Chemical Lists
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
– Mycotoxins
– …lists are versioned and updated and new lists added
16
Some Research Projects…
Some Research Projects…
Some Research Projects…
Harvesting Data en masse
• Harvesting data for Mycotoxins
– Physicochemical properties
– Fate and transport
– Toxicity values
– Bioactivity data in 100s of in vitro data
– Exposure data
– Chemical identifiers
– Links to regulatory assessments
Batch Searching is a big enabler
https://pubs.acs.org/doi/10.1021/acs.jcim.0c01273
21
Batch Search
Batch Search – Excel, CSV, SDF file
Batch Search
How to compare Hazard Data?
NOT Easy to interpret…
25
Hazard Profile
26
• Hazard Comparison module profiles toxicity across chemicals
https://www.epa.gov/chemical-research/cheminformatics
Hazard Profile
On-Hover view of trumping scheme call
27
Hazard Profile
On-click view of underlying data
28
Data to Excel in <60s
29
EPA Measurement Data
30
• 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
When Methods are Not Enough
• EPA is highly active in the field of non-targeted analysis
• We have been applying lots of cheminformatics approaches
31
Our latest Analytical Project: AMOS
• Simple Vision: I want to find the best method(s) associated with a
chemical and/or class of chemicals
• Answer the question “I cannot find a method for my chemical” - HELP
• The Approach:
– Aggregate MS method documents (and adjust the definition of “what is a useful method”)
– Extract chemistry (mostly CASRN and Names)
– Map CASRN and Names to structures
– Deliver a proof-of-concept application to search a database by names, CASRNs,
InChIKeys and ultimately structure
32
Synonyms, Abbreviations and Chemicals
33
• CAS Numbers, Names
and Abbreviations can
limit what’s possible…
Might this be a better view?
34
When articles are not closed access….
35
Introducing AMOS
Analytical Methods and Spectra Database
• Three types of data in the database:
– Methods (regulatory, lab manuals and SOPs, publications, tech notes)
– Spectra (from public domain and our own laboratories)
– Monographs (harvested from SWGDRUG and other sites)
• Some methods have associated spectra
• Some data are just externally linked
• Currently contains around 263,000 spectra, 600,000 external
links, 4800 “Fact Sheets” and ~5000 methods
• Spectra – LC-MS, GC-MS, NMR
• ALL data are growing in number
36
Where are there methods?
• Agency-based methods
– EPA, USGS, USDA, CDC, FDA, OSHA, DEA, ATSDR, NIOSH …
• ASTM and ISO methods
• Vendor application notes – Bruker, Waters, Agilent, Sciex,
Shimadzu, LECO, Thermo
• Peer-reviewed articles
• Laboratory Documents – lab manuals, SOPs
37
A view of the methods list
38
Embedding New Method PDFs
39
When Methods are OPEN Access
40
When Methods are PubMed OPEN Access
41
Proprietary Methods for INTERNAL Access
42
Fact Sheets – 4800 of them and growing
43
Building a spectrum library to search against
44
Linking to actual spectra
45
Linking to actual spectra
46
You want to know more…
• Lots of resources available
– Presentations: https://tinyurl.com/w5hqs55
– Communities of Practice Videos: https://rb.gy/qsbno1
– Manual: https://rb.gy/4fgydc
– Latest News: https://comptox.epa.gov/dashboard/news_info
47
Conclusions
• Mycotoxins are a class of chemicals of interest to EPA
• The CompTox Chemicals Dashboard is public access to
DSSTox and related data containing many mycotoxins
• A number of other proof-of-concept tools are available publicly
and in development
– Structure/Substructure/Similarity searching (for 1.2 million chemicals)
– Hazard Comparison Dashboard
– AMOS: Analytical Method and Open Spectra database
48
Contact Information
• Contact info: williams.antony@epa.gov
• Slides available at: https://www.slideshare.net/AntonyWilliams/
• Obtain articles from Google Scholar Profile
49

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Data delivery from the US-EPA Center for Computational Toxicology and Exposure to support mycotoxin researchers

  • 1. 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 Data delivery from the US-EPA Center for Computational Toxicology and Exposure to support mycotoxin researchers Antony Williams1, Greg Janesch2, Tyler Carr2 and Valery Tkachenko3 1. Center for Computational Toxicology and Exposure, US-EPA, RTP, NC 2. ORAU Student Services Contractor 3. ScienceDataExperts Inc. March 2024: Spring Fall Meeting, New Orleans, LA
  • 2. Free-Access Cheminformatics Tools • The Center for Computational Toxicology and Exposure has delivered many tools including – CompTox Chemicals Dashboard – Proof-of-Concept cheminformatics modules • Chemicals Hazard Profiling • Chemical Transformations Database • Analytical Methods and Spectra • Chemical Safety Profiling 1
  • 3. 2 Research Projects we apply them to
  • 4. 3 Research Projects we apply them to
  • 5. Curating Chemistry into the DSSTox Database 4 • Chemistry underpins all of our tools • Data assembly and curation is critical • DSSTox assembled over 25 years
  • 6. The Charge for the Dashboard • Develop a “first-stop-shop” for environmental chemical data to support EPA and partner decision making: – Centralized location for relevant chemical data – Chemistry, exposure, hazard and dosimetry – Combination of existing data and predictive models – Publicly accessible, periodically updated, curated • Easy access to data improves efficiency and ultimately accelerates chemical risk assessment
  • 9. Experimental and Predicted Data • Physchem and Fate & Transport experimental and predicted data • Data can be downloaded as Excel, TSV and CSV files
  • 11. Hazard Data for Aflatoxin B1 • Human/eco hazard data harvested with three clicks
  • 14. Integrated Modules – Abstract Sifter https://comptox.epa.gov/dashboard/chemical/pubmed-abstract-sifter/
  • 15. Integrated Modules – Abstract Sifter 14
  • 17. 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 – Mycotoxins – …lists are versioned and updated and new lists added 16
  • 21. Harvesting Data en masse • Harvesting data for Mycotoxins – Physicochemical properties – Fate and transport – Toxicity values – Bioactivity data in 100s of in vitro data – Exposure data – Chemical identifiers – Links to regulatory assessments
  • 22. Batch Searching is a big enabler https://pubs.acs.org/doi/10.1021/acs.jcim.0c01273 21
  • 24. Batch Search – Excel, CSV, SDF file
  • 26. How to compare Hazard Data? NOT Easy to interpret… 25
  • 27. Hazard Profile 26 • Hazard Comparison module profiles toxicity across chemicals https://www.epa.gov/chemical-research/cheminformatics
  • 28. Hazard Profile On-Hover view of trumping scheme call 27
  • 29. Hazard Profile On-click view of underlying data 28
  • 30. Data to Excel in <60s 29
  • 31. EPA Measurement Data 30 • 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
  • 32. When Methods are Not Enough • EPA is highly active in the field of non-targeted analysis • We have been applying lots of cheminformatics approaches 31
  • 33. Our latest Analytical Project: AMOS • Simple Vision: I want to find the best method(s) associated with a chemical and/or class of chemicals • Answer the question “I cannot find a method for my chemical” - HELP • The Approach: – Aggregate MS method documents (and adjust the definition of “what is a useful method”) – Extract chemistry (mostly CASRN and Names) – Map CASRN and Names to structures – Deliver a proof-of-concept application to search a database by names, CASRNs, InChIKeys and ultimately structure 32
  • 34. Synonyms, Abbreviations and Chemicals 33 • CAS Numbers, Names and Abbreviations can limit what’s possible…
  • 35. Might this be a better view? 34
  • 36. When articles are not closed access…. 35
  • 37. Introducing AMOS Analytical Methods and Spectra Database • Three types of data in the database: – Methods (regulatory, lab manuals and SOPs, publications, tech notes) – Spectra (from public domain and our own laboratories) – Monographs (harvested from SWGDRUG and other sites) • Some methods have associated spectra • Some data are just externally linked • Currently contains around 263,000 spectra, 600,000 external links, 4800 “Fact Sheets” and ~5000 methods • Spectra – LC-MS, GC-MS, NMR • ALL data are growing in number 36
  • 38. Where are there methods? • Agency-based methods – EPA, USGS, USDA, CDC, FDA, OSHA, DEA, ATSDR, NIOSH … • ASTM and ISO methods • Vendor application notes – Bruker, Waters, Agilent, Sciex, Shimadzu, LECO, Thermo • Peer-reviewed articles • Laboratory Documents – lab manuals, SOPs 37
  • 39. A view of the methods list 38
  • 41. When Methods are OPEN Access 40
  • 42. When Methods are PubMed OPEN Access 41
  • 43. Proprietary Methods for INTERNAL Access 42
  • 44. Fact Sheets – 4800 of them and growing 43
  • 45. Building a spectrum library to search against 44
  • 46. Linking to actual spectra 45
  • 47. Linking to actual spectra 46
  • 48. You want to know more… • Lots of resources available – Presentations: https://tinyurl.com/w5hqs55 – Communities of Practice Videos: https://rb.gy/qsbno1 – Manual: https://rb.gy/4fgydc – Latest News: https://comptox.epa.gov/dashboard/news_info 47
  • 49. Conclusions • Mycotoxins are a class of chemicals of interest to EPA • The CompTox Chemicals Dashboard is public access to DSSTox and related data containing many mycotoxins • A number of other proof-of-concept tools are available publicly and in development – Structure/Substructure/Similarity searching (for 1.2 million chemicals) – Hazard Comparison Dashboard – AMOS: Analytical Method and Open Spectra database 48
  • 50. Contact Information • Contact info: williams.antony@epa.gov • Slides available at: https://www.slideshare.net/AntonyWilliams/ • Obtain articles from Google Scholar Profile 49