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Center for Computational Toxicology and Exposure, US-EPA, RTP, NC
http://www.orcid.org/0000-0002-2668-4821
Accessing Environmental Chemistry
Data via Data Dashboards
The views expressed in this presentation are those of the authors and do not necessarily reflect the views or policies of the U.S. EPA
Antony J. Williams
BfR – German Federal Institute for Risk Assessment – April 7th 2022
Many other talks on SlideShare
https://www.slideshare.net/AntonyWilliams/
• Slides will be circulated after the presentation
This talk is an overview
• This talk is a high-level overview only. We can provide trainings into
the individual modules and data as required
• LOTS of training materials are available https://www.epa.gov/chemical-
research/new-approach-methods-nams-training
20 Years of Curating Data in Our Team
CompTox Chemicals Dashboard
>1.2 million chemicals
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
7
SEARCH
TOX DATA
BIOACTIVITY
SIMILARITY
READ-ACROSS
PUBMED
BATCH SEARCH
Detailed Chemical Pages
• Chemical page: Wikipedia snippet when available, intrinsic
properties, structural identifiers, linked substances
“Executive Summary”
• Overview of toxicity-
related info
• Quantitative values
• Physchem. and Fate &
Transport
• Adverse Outcome
Pathway links
• In vitro bioactivity
summary plot
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
ToxVal Database
• >50k chemicals
• >770k tox. values
• >30 sources of data
• ~5k journals cited
• ~70k citations
Safety Data
Sources of Exposure to Chemicals
Bioactivity Data
ToxCast
Bioactivity Data
Summary views of >2000 Assay Endpoints
Bioactivity Data
Full transparency of data…
Bioactivity Data
…including concentration-response
How can these data be used?
Combine in vitro and httk
Combine in vitro data
(AC50s in uM) with httk
data to get bioactivity-
exposure ratios and PODs
Bioactivity Data
NEW High-Throughput Transcriptomics
Use Models Derived from the Data
CERAPP and CoMPARA
available in OPERA
Searching Literature
and the Internet
Literature Searching
• Real-time retrieval of data from PubMed ~30
million abstracts and growing)
• Choose from set of pre-defined queries
• Adjust and fine tune queries based on interests
Literature Searching
• “Sifting” of results using
multiple terms
• Frequency counting terms
• Color highlighting of terms
• Download list to Excel
• Send list to PubMed for
downloading ref. file
• Direct link via PubMed ID
What’s the best way to search the
internet for chemical data?
• We know how complex chemicals identifiers are…
• CASRN(s)
• Hundreds of names (maybe)
• SMILES
• InChIs
• EINECS, EC numbers
• What can WE do to help you navigate the internet?
External Links – Also use Identifiers
Names, CASRN, PubChem IDs, InChIs…
26
External Links
• Links to ~90 websites providing access to
additional data on the chemical of interest
Chemical Lists and
Categories
A List of Lists of Chemicals
https://comptox.epa.gov/dashboard/chemical_lists
The OECD List of PFAS
http://www.oecd.org/chemicalsafety/portal-perfluorinated-chemicals/
30
PFAS List Paper
https://doi.org/10.3389/fenvs.2022.850019
• What makes our efforts
different?
• MANUAL curation work
• Building lists, cross-
referencing, mapping
relationships, sourcing
and curating data
What about PFAS?
Are there Similar Compounds?
Relationships in the data
Markush Chemicals
• PFOS is a member of linear perfluoroalkyl sulfonates
35
…and their Markush Children…
• Linear perfluoroalkyl sulfonates has children…
EFSA List
MTOX biomarkers
Batch Searching
Batch Searching
• Singleton searches are great but…
• …we generally want data on LOTS of chemicals!
• Typical questions
• What are the structures for a set of chemical names? Set of
CASRNs?
• Can I get chemical lists in Excel files? As a list of SMILES strings?
Can I get an SDF file?
• Can I include predicted properties? OPERA? TEST?
• Are “these chemicals” screened in Toxcast?
• I need masses and formulae for a list of chemicals
Batch Search
Batch Search – Excel, CSV, SDF file
Batch Search
Open Data
Exchange
Since our data are Open…
• They flow into other systems for benefit …
• ECHA eChemPortal
• ChemSpider
• EBI’s UniChem
• PubChem
Cheminformatics
“PoC Modules”
https://www.epa.gov/chemical-
research/cheminformatics
Six Modules
• Hazard Comparison Profiling – profile chemicals based on hazard
• Alerts – structure, substructure, SMARTS based alerts and flags
• Predict – batch prediction using WebTEST (100s of structures)
• Search – structure/substructure/similarity searches
• Standardize – convert structures into QSAR/MS-Ready forms
• ToxPrints – generate ToxPrint substructural fragments and profile
Module 1: Hazard Module
Module 2: Alerts
Module 3: WebTEST Batch Prediction
Module 4: Structure/Substructure/Similarity
Chemical Transformation Database
(Work in Progress)
Chemical Transformation Database
Chemical Transformation Database
• The database of reactions under the Chemical Transformation Simulator
54
Chemical Transformation Database
55
Reaction, Original References etc
56
Migrating MetaPath data
Work in Progress: MetaPath migration
What’s Next?
• Adding Thousands of Parent-Product mappings from the Dashboard
59
Supporting Analytical Chemistry
1) Non-Targeted Analysis
2) Open Spectral Data
3) Analytical Methods
(Work in Progress)
Chemical Identification and Exposure
Rudimentary NTA Workflow
Non-Targeted Analysis Informatics
The Next Phase
Assembling Public Domain Spectra
• Assemble data from
MoNA, MassBank,
internal EPA data
• Already have CFM-ID
data for 1.2M chemicals
• Experimental searching
Integrated Methods Database
• Simple Vision: Find the best method(s) for a particular chemical
• Approach:
• Aggregate MS method documents
• Extract chemistry (mostly CASRN and Names)
• Map CASRN and Names to structures
• Build a searchable database of chemicals mapped to methods
• Chemical identifier search
• Structure/substructure and similarity search
65
Where are there methods?
• 900 method documents
66
Embedding old Method PDFs
67
Vendor Methods
68
Structure Tables/Tiles view
69
How many methods do we have?
• We have 2785 method documents to extract
• 40% have been extracted – ca. 25 documents per day
70
Summary and Conclusion
• CompTox Chemicals Dashboard - a central
hub for environmental data
• 1.2M chemical substances integrating property
data, hazard data, exposure data, in vitro
bioactivity data
• Batch search for thousands of chemicals
• Real-time property and toxicity predictions
• Proof-of-concept cheminformatics modules
• Informatics support for Non-Targeted Analysis
• Open Spectral data
• Analytical Methods database
Some Related Publications of Interest
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
73
Acknowledgments
• Contact:Williams.Antony@epa.gov
• Feedback and follow-up is
welcomed! Your questions help
• If anyone wants a deep dive into
any of the software applications
feel free to contact me
74
EPA’s Center for Computational Toxicology and Exposure

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Accessing Environmental Chemistry Data via Data Dashboards