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Delivering web-based access to data and
algorithms to support computational
toxicology: US EPA CompTox
Chemicals Dashboard
Antony Williams, Chris Grulke, Ann Richard, Richard Judson, Grace
Patlewicz, Imran Shah, John Wambaugh, Katie Paul-Friedman,
Jeremy Dunne and Jeff Edwards
National Center for Computational Toxicology, U.S. Environmental Protection Agency, RTP, NC
August 2019
ACS Fall Meeting, San Diego
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
Overview
• The CompTox Chemicals Dashboard - web-
based database of 875k substances
• Associated data including:
– Experimental and predicted physicochemical data
– In vivo hazard data
– In vitro bioactivity screening data
– Link farm to tens of public resources
• Integrated modules – read-across, lit search
• Data mappings and searches supporting
Mass Spectrometry & structure identification
1
CompTox Chemicals Dashboard
https://comptox.epa.gov/dashboard
2
875k Chemical Substances
BASIC Search
3
Detailed Chemical Pages
4
Experimental and Predicted Data
5
Transparency for prediction models
6
OPERA Predicted Properties
7
OPERA Models: https://github.com/kmansouri/OPERA
Access to Chemical Hazard Data
8
Hazard Data from “ToxVal_DB”
• ToxVal Database contains following data:
–~800,000 toxicity values
–~30 sources of data
–~22,000 sub-sources
–~5000 journals cited
–~70,000 literature citations
9
In Vitro Bioassay Screening
ToxCast and Tox21
10
In Vitro Bioassay Screening
ToxCast and Tox21
11
Bioactivity: Downloadable Data
https://www.epa.gov/chemical-research/exploring-toxcast-data-
downloadable-data
12
Sources of Exposure to Chemicals
13
Sources of Exposure to Chemicals
14
An “Executive Summary”
Quick Look Tox Info
15
Identifiers to Support Searches
16
Quality Control of the Database
• We have full time curators checking data
17
Built-in
“Modules”
18
Abstract Sifter for Excel
19
Literature Searching
20
Literature Searching
21
Literature Searching
22
Generalized Read-Across (GenRA)
23
Related Publications
24
Mapped
Relationships
25
Relationships in the Data
26
27
“MS-Ready Structures”
https://doi.org/10.1186/s13321-018-0299-2
28
Bisphenol A
27 Total MS-Ready Mappings
29
Related Substances – Transformation
Products, “Monomer-Polymer”
30
What No
Structures???
“UVCB”
Chemical
Substances
31
UVCB Chemicals
32
UVCB: Complex Surfactants
33
“Markush Structures”
https://en.wikipedia.org/wiki/Markush_structure
34
UVCB: Complex Surfactants
35
Chemical Lists
and Categories
36
Category example – PAHs
37
EPAHFR: Hydraulic Fracturing
38
List of Assays
From Assay to Chemicals…
40
Other Searches
41
Product/Use Categories
42
Lubricant
43
Lots of UVCBS in Commerce….
44
Other Searches
Chemical-Biology
45
Assay/Gene Search
46
Assay/Gene Search
Finds associated assays/chemicals
47
Mass/Formula
Searching and
Metadata Ranking
48
Advanced Searches
Mass Search
49
Advanced Searches
Mass Search
50
MS-Ready Structures for
Formula Search
51
MS-Ready Mappings
• EXACT Formula: C10H16N2O8: 3 Hits
52
MS-Ready Mappings
• Same Input Formula: C10H16N2O8
• MS Ready Formula Search: 125 Chemicals
53
Mass Spec Focused Applications
54
Mass Spec Focused Applications
55
Batch
Searching
56
Batch Searching
• Singleton searches are useful but people
generally want data on LOTS of chemicals!
• 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?
57
Aggregate data for a list of chemicals
58
Batch Search Names
59
Excel
Download
Add Other Data of Interest
60
Batch Search in specific lists
61
Built in Checks…
62
Related Substance Relationships
Batch Searching Formula/Mass
64
Searching batches using MS-Ready
Formula (or mass) searching
65
Real-Time
Predictions
66
Real-Time Predictions
67
Real-Time Predictions
with detailed calculation reports
68
Real-Time Predictions
with detailed calculation reports
69
Open Data
Download Files
70
Downloadable Data
71
Work in Progress
Prototypes in
Development
72
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
73
Search Expt. vs. Predicted Spectra
Search Expt. vs. Predicted Spectra
Spectral Viewer Comparison
76
Prototype Development
77
In Progress : pKa Prediction Model
• pKa prediction models based on Open Data
Set of 8000 chemicals – acidic, basic and
amphoteric chemicals
• Accepted for publication to Journal of Cheminformatics78
Conclusion
• Building an integrated hub for environmental chemistry
data to serve computational toxicology
• Transparent access to data and models – file
downloads, SQL data dumps and web services
• Expansion of functionality to serve all data streams
generated by NCCT across the agency & community
79
• Data QUALITY is a key
focus - ongoing curation
• Ongoing API development
will provide enhanced
access to data streams
Acknowledgements
EPA-RTP
• An enormous team of contributors
from NCCT, especially the IT
software development team
• Our curation team for their care
and focus on data quality
• Multiple centers and laboratories
across the EPA
• Many public domain databases
and open data contributors
Contact
Antony Williams
NCCT, US EPA Office of Research and Development,
Williams.Antony@epa.gov
ORCID: https://orcid.org/0000-0002-2668-4821
81
https://doi.org/10.1186/s13321-017-0247-6

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Delivering web-based access to data and algorithms to support computational toxicology: the US-EPA CompTox Chemicals Dashboard

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  1. Clarify it’s a mockup in progress
  2. Clarify it’s a mockup in progress