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Integrating Mass Spectrometry
Non-Targeted Analysis and Computational
Toxicology to Characterize Chemicals
June 2022
Medical Device and Combination Product Specialty Section 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
CompTox Chemicals Dashboard
>906k 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
3
SEARCH
TOX DATA
BIOACTIVITY
SIMILARITY
READ-ACROSS
PUBMED
BATCH SEARCH
CompTox Chemicals Dashboard
https://comptox.epa.gov/dashboard
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
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
Markup of abstracts
12
What’s the best way to search the
internet for chemical data?
• We know how complex identifiers are…
– CASRN(s)
– Hundreds of names (maybe)
– SMILES
– InChIs
– EINECS, EC numbers
• What can WE do to help navigate the internet?
External Links – Also use Identifiers
Names, CASRN, PubChem IDs, InChIs…
14
External Links
• Links to ~90 websites providing access to
additional data on the chemical of interest
NIST WebBook
https://webbook.nist.gov/chemistry/
16
MassBank of North America
https://mona.fiehnlab.ucdavis.edu
17
Chemical Lists of
Interest…
18
Lists of Extractables and Leachables
https://comptox.epa.gov/dashboard/chemical-
lists?filtered=&search=extractables
19
• Chemical lists with extractables & leachables
• Expands with literature extraction
The ELSIE Database
https://comptox.epa.gov/dashboard/chemical-lists/ELSIE
20
Extractables
21
Download data, send to batch
search for data harvesting
22
“MS-ready”
structures
23
Overview of MS-Ready Structures
• All structure-based chemical substances are
algorithmically processed to
– Split multicomponent chemicals into individual structures
– Desalt and neutralize individual structures
– Remove stereochemical bonds from all chemicals
• MS-Ready structures are then mapped to
original substances to provide a path between
chemicals detected by mass spectrometry to
original substances
24
25
Mass and Formula
Searching
26
Advanced Searches: Mass Search
27
Advanced Searches: Mass Search
28
Advanced Searches: Formula Search
29
Batch Searching
Batch Searching
• Singleton searches are useful but we work
with thousands of masses and formulae!
• Typical questions
– What is the list of chemicals for the formula CxHyOz
– What is the list of chemicals for a mass +/- error
– Can I get chemical lists in Excel files? In SDF files?
– Can I include properties in the download file?
31
Batch Search
Batch Search – Excel, CSV, SDF file
Batch Search
Work in
Progress
35
New lists added regularly
In progress
• New chemicals registered daily and released
with each new version of the Dashboard
36
Predicted Mass Spectra
http://cfmid.wishartlab.com/
• MS/MS spectra prediction for ESI+, ESI-, and EI
• Predictions generated and stored for >800,000
structures, to be accessible via Dashboard
37
Spectral Viewer Comparison
38
Already published…
39
CASMI
40
CASMI
41
Hazard Module
Structure/Substructure/Similarity
Database of Public Domain MS Data
• Metadata ranking of candidates based on mass/formula
searching was a starting point
• Searching experimental spectra against in silico predictions
was next.
• Searching experimental spectra against experimental spectra
is the next phase.
• Assembling experimental mass spec data from the internet,
homogenize formats and database – includes curation
44
Database of MS Methods
• There are hundreds of methods distributed across the EPA
website – that can be enabled by cheminformatics
– Focus: Aggregate MS method documents and extract
chemicals to make methods structure searchable
– Vision: Search by structure/substructure/similarity to find
existing method(s) as a starting point
45
Work in Progress
https://acs.digitellinc.com/acs/sessions/445216/view
• Presently working with scientists from NIST
• Dataset to be released as a list
• Spectra will be added to our experimental spectral database
for searching
46
Collaboration with NIST
>10,000 plastic related chemicals
47
Request for participation
• Please point us to relevant datasets and articles
• Nothing is perfect – so please flag issues
48
Conclusion
• Dashboard access to data for ~900,000 chemicals,
next release will update to 1.2 million substances
• Extractable and leachables lists continue to expand
• “MS-Ready data” facilitates structure identification
49
• Data continues to grow with
ongoing curation activities
• Proof-of-concept developments
will release in future versions
• Do you want to learn more?
Contact
Antony Williams
CCTE, US EPA Office of Research and Development,
Williams.Antony@epa.gov
ORCID: https://orcid.org/0000-0002-2668-4821
50
https://doi.org/10.1186/s13321-017-0247-6

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