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Comptox Chemistry Dashboard: Web-based
data integration hub for environmental
chemistry and toxicology data
Antony Williams1, Chris Grulke1, Andrew McEachran2, Ann Richard1,
Rebecca Jolley1, Jeremy Dunne1, Elizabeth Edmiston1 & Jeff Edwards1
1. National Center for Computational Toxicology, U.S. Environmental Protection Agency, RTP, NC
2. Oak Ridge Institute of Science and Education (ORISE) Research Participant, Research Triangle Park, NC
August 2017
ACS Fall Meeting, Washington, DC
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
Who is NCCT?
• National Center for Computational Toxicology – part of EPA’s
Office of Research and Development
• Research driven by EPA’s Chemical Safety for Sustainability
Research Program
– Develop new approaches to evaluate the potential chemical toxicity
– Integrate advances in biology, biotechnology, chemistry, exposure
science and computer science
1
The CompTox Chemistry Dashboard
PRIMARY GOALS
• Deliver a web-based application serving up the chemistry related
data used by our team
• Provide public access to the results of over a decade of curation
work reviewing environmental chemistry data
• Provide access to the results of our QSAR modeling work
• Deliver a central hub to link together websites of interest
• All data to be available as Open Data for download/reuse
SECONDARY GOAL
• To develop a cheminformatics architecture to serve as a high
quality chemical foundation for all NCCT tools and data
Our Chemistry Content
The CompTox Chemistry Dashboard:
An Overview
• A publicly accessible website delivering access:
– ~760,000 chemicals and related property data
– Links to other agency websites and public data resources
– “Literature” searches for chemicals using public resources
– Integration to “biological assay data” for 1000s of chemicals
– Information regarding consumer products containing chemicals
– “Batch searching” for thousands of chemicals
• Day-to-day curation efforts for data quality
4
Comptox Chemistry Dashboard
https://comptox.epa.gov
5
~760,000 chemicals
>15 years of data
Chemical Page
6
Prediction Algorithms
7
• Multiple prediction algorithms used – OPERA,
TEST, NICEATM, EPI Suite
Data Distribution
8
Available Properties
• Solubility
• Melting Point
• Boiling Point
• LogP (Octanol-water partition coefficient)
• Atmospheric Hydroxylation Rate
• LogBCF (Bioconcentration Factor)
• Biodegradation Half-life
• Henry's Law Constant
• Fish Biotransformation Half-life
• LogKOA (Octanol/Air Partition Coefficient)
• LogKOC (Soil Adsorption Coefficient)
• Vapor Pressure
Calculation Details
QSAR Modeling Reporting Format
OPERA on GitHub
12https://github.com/kmansouri/OPERA.git
OPERA Services in development
13
{
"meta": {
"statusCode": 200,
"status": "success", // [success | fail | error]
"success": true, // [true | false]
"message": "string", // A specific informational message...
"warnings": "string", // A warning message like: "LEADING ZEROS STRIPPED"
"selfUrl": "http://api.zn.epa.gov/dsstox/chemicals", // The URL for THIS resource.
},
"data": [{
"dsstox_cid": "DTXCID101",
"inchi": "InChI=1S/C11H9N3/c12-10-6-5-8-7-3-1-2-4-9(7)13-11(8)14-10/h1-6H,(H3,12,13,14)",
"inchiKey": "FJTNLJLPLJDTRM-UHFFFAOYSA-N",
"model_name": "OPERA_LogP",
"model_version": "v1.1.4",
"predicted_property_id": 45433098
"predicted_value": 2.53385
"global_ad": 1
"local_ad": 0.865944
"confidence_score": 0.618723
}],
}
T.E.S.T services public ALPHA
14
T.E.S.T services public ALPHA
• 96hr fathead minnow 50% lethal concentration (LC50)
• 48hr daphnia magna 50% lethal concentration (LC50)
• Tetrahymena pyriformis 50% growth inhibition conc. (IGC50)
• Oral rat 50% lethal dose (LD50)
• Bioconcentration Factor (BCF)
• Developmental Toxicity (DevTox)
• Ames Mutagenicity (Mutagenicity)
• Normal boiling point, Flash point, Melting point
• Surface tension, Viscosity, Water Solubility
• Thermal Conductivity, Vapor Pressure, Density
• EXAMPLE: https://comptox.epa.gov/dashboard/web-test/WS?smiles=ClC(Cl)(Cl)Cl
Links to Other Resources
16
Example External Links…
17
Product Composition Details
18
In vitro Bioassay Data
• In vitro bioassays are used to determine the biological
activity of a substance – ToxCast and Tox21 projects
• A decade of measurements, and millions of dollars of data
integrated into the dashboard
19
Names and Identifiers
20
Integrated Literature Searching
21
Integrated Literature Searching
22
Integrated Literature Searching
23
Integrated Literature Searching
24
Managing structure relationships
25
UVCB Chemicals
• UVCB chemicals - Unknown or Variable
Composition, Complex Reaction Products
and Biological Materials
• Many different types of UVCB chemicals
– Surfactants with undefined composition
– Petroleum Distillates
– Gelatins, hydrozylates
– Formaldehyde, reaction products with diethanolamine
– Fatty acids, linseed-oil, compds. with triethylamine
26
Managing UVCB Relationships
27
Batch Searching for Data for
Thousands of Chemicals
• What are these chemicals?
28
Batch Searching for Data for
Thousands of Chemicals
29
Access to associated data for
review, modeling & download
30
Access to associated data for
review, modeling & download
31
Batch Predictions for Chemicals
32
Excel Download
33
SDF Download
34
SDF Download
35
Data Available for Download
https://comptox.epa.gov/dashboard/downloads
36
Connecting into the Dashboard
• Linkages into the Dashboard are simple: using the
associated identifiers
• For integration we can supply files of structures
and identifiers mapped to DTXSIDs. Contact us…
• PubChem, EBI’s UNICHEM, ChemSpider, etc.
Desktop integration
Future Work
• Continue expansion and curation of data and types.
• Provide “programmatic access” to all data –
connect to other Agency resources and allow other
scientists to integrate their scientific applications.
• Continue to assemble and enhance chemical lists
and data for specific projects. Make available to
Agency researchers and for public use.
• Make new modules public – “Generalized Read
Across”, “EcoTox data”
39
Confidential Business Information
40
CBI is broadly defined as proprietary information, considered
confidential to the submitter, the release of which would cause
substantial business injury to the owner.
The Dashboard for CBI
• The dashboard code and data will be
deployed in the Office of Pollution Prevention
and Toxics (OPPT) supporting CBI data
– Integrate OPPT CBI data in the database
– Isolate all internet-based modules for the CBI
environment – no external links, no literature searching,
no PubChem data etc.
– Rebuild OPERA models using CBI data (if the models
improve can we release without training data?)
41
Services to Support Real-Time
Property Prediction
42
Search
Load Select Properties to Predict
LogP: Octanol-Water
Water Solubility
Density
Flash Point
Melting Point
Boiling Point
Surface Tension
Thermal Conductivity
Vapor Pressure
LogKoa: Octanol-Air
Henry’s Law
Index of Refraction
Molar Refractivity
Molar Volume
Polarizability
T.E.S.T OPERA EPI Suite
Conclusion
• The CompTox Chemistry Dashboard provides
access to data for ~760,000 chemicals
• An Integration Hub to data – toxicity,
environmental, property, bioassay, and expanding
• Data downloads allows for reuse in other systems
and integration of resources to support research
43
Contact
Antony Williams
US EPA Office of Research and Development
National Center for Computational Toxicology (NCCT)
Williams.Antony@epa.gov
ORCID: https://orcid.org/0000-0002-2668-4821
44

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The EPA Comptox Chemistry Dashboard: A Web-Based Data Integration Hub for Environmental Chemistry and Toxicology Data

  • 1. Comptox Chemistry Dashboard: Web-based data integration hub for environmental chemistry and toxicology data Antony Williams1, Chris Grulke1, Andrew McEachran2, Ann Richard1, Rebecca Jolley1, Jeremy Dunne1, Elizabeth Edmiston1 & Jeff Edwards1 1. National Center for Computational Toxicology, U.S. Environmental Protection Agency, RTP, NC 2. Oak Ridge Institute of Science and Education (ORISE) Research Participant, Research Triangle Park, NC August 2017 ACS Fall Meeting, Washington, DC 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
  • 2. Who is NCCT? • National Center for Computational Toxicology – part of EPA’s Office of Research and Development • Research driven by EPA’s Chemical Safety for Sustainability Research Program – Develop new approaches to evaluate the potential chemical toxicity – Integrate advances in biology, biotechnology, chemistry, exposure science and computer science 1
  • 3. The CompTox Chemistry Dashboard PRIMARY GOALS • Deliver a web-based application serving up the chemistry related data used by our team • Provide public access to the results of over a decade of curation work reviewing environmental chemistry data • Provide access to the results of our QSAR modeling work • Deliver a central hub to link together websites of interest • All data to be available as Open Data for download/reuse SECONDARY GOAL • To develop a cheminformatics architecture to serve as a high quality chemical foundation for all NCCT tools and data
  • 5. The CompTox Chemistry Dashboard: An Overview • A publicly accessible website delivering access: – ~760,000 chemicals and related property data – Links to other agency websites and public data resources – “Literature” searches for chemicals using public resources – Integration to “biological assay data” for 1000s of chemicals – Information regarding consumer products containing chemicals – “Batch searching” for thousands of chemicals • Day-to-day curation efforts for data quality 4
  • 8. Prediction Algorithms 7 • Multiple prediction algorithms used – OPERA, TEST, NICEATM, EPI Suite
  • 10. Available Properties • Solubility • Melting Point • Boiling Point • LogP (Octanol-water partition coefficient) • Atmospheric Hydroxylation Rate • LogBCF (Bioconcentration Factor) • Biodegradation Half-life • Henry's Law Constant • Fish Biotransformation Half-life • LogKOA (Octanol/Air Partition Coefficient) • LogKOC (Soil Adsorption Coefficient) • Vapor Pressure
  • 14. OPERA Services in development 13 { "meta": { "statusCode": 200, "status": "success", // [success | fail | error] "success": true, // [true | false] "message": "string", // A specific informational message... "warnings": "string", // A warning message like: "LEADING ZEROS STRIPPED" "selfUrl": "http://api.zn.epa.gov/dsstox/chemicals", // The URL for THIS resource. }, "data": [{ "dsstox_cid": "DTXCID101", "inchi": "InChI=1S/C11H9N3/c12-10-6-5-8-7-3-1-2-4-9(7)13-11(8)14-10/h1-6H,(H3,12,13,14)", "inchiKey": "FJTNLJLPLJDTRM-UHFFFAOYSA-N", "model_name": "OPERA_LogP", "model_version": "v1.1.4", "predicted_property_id": 45433098 "predicted_value": 2.53385 "global_ad": 1 "local_ad": 0.865944 "confidence_score": 0.618723 }], }
  • 16. T.E.S.T services public ALPHA • 96hr fathead minnow 50% lethal concentration (LC50) • 48hr daphnia magna 50% lethal concentration (LC50) • Tetrahymena pyriformis 50% growth inhibition conc. (IGC50) • Oral rat 50% lethal dose (LD50) • Bioconcentration Factor (BCF) • Developmental Toxicity (DevTox) • Ames Mutagenicity (Mutagenicity) • Normal boiling point, Flash point, Melting point • Surface tension, Viscosity, Water Solubility • Thermal Conductivity, Vapor Pressure, Density • EXAMPLE: https://comptox.epa.gov/dashboard/web-test/WS?smiles=ClC(Cl)(Cl)Cl
  • 17. Links to Other Resources 16
  • 20. In vitro Bioassay Data • In vitro bioassays are used to determine the biological activity of a substance – ToxCast and Tox21 projects • A decade of measurements, and millions of dollars of data integrated into the dashboard 19
  • 27. UVCB Chemicals • UVCB chemicals - Unknown or Variable Composition, Complex Reaction Products and Biological Materials • Many different types of UVCB chemicals – Surfactants with undefined composition – Petroleum Distillates – Gelatins, hydrozylates – Formaldehyde, reaction products with diethanolamine – Fatty acids, linseed-oil, compds. with triethylamine 26
  • 29. Batch Searching for Data for Thousands of Chemicals • What are these chemicals? 28
  • 30. Batch Searching for Data for Thousands of Chemicals 29
  • 31. Access to associated data for review, modeling & download 30
  • 32. Access to associated data for review, modeling & download 31
  • 33. Batch Predictions for Chemicals 32
  • 37. Data Available for Download https://comptox.epa.gov/dashboard/downloads 36
  • 38. Connecting into the Dashboard • Linkages into the Dashboard are simple: using the associated identifiers • For integration we can supply files of structures and identifiers mapped to DTXSIDs. Contact us… • PubChem, EBI’s UNICHEM, ChemSpider, etc.
  • 40. Future Work • Continue expansion and curation of data and types. • Provide “programmatic access” to all data – connect to other Agency resources and allow other scientists to integrate their scientific applications. • Continue to assemble and enhance chemical lists and data for specific projects. Make available to Agency researchers and for public use. • Make new modules public – “Generalized Read Across”, “EcoTox data” 39
  • 41. Confidential Business Information 40 CBI is broadly defined as proprietary information, considered confidential to the submitter, the release of which would cause substantial business injury to the owner.
  • 42. The Dashboard for CBI • The dashboard code and data will be deployed in the Office of Pollution Prevention and Toxics (OPPT) supporting CBI data – Integrate OPPT CBI data in the database – Isolate all internet-based modules for the CBI environment – no external links, no literature searching, no PubChem data etc. – Rebuild OPERA models using CBI data (if the models improve can we release without training data?) 41
  • 43. Services to Support Real-Time Property Prediction 42 Search Load Select Properties to Predict LogP: Octanol-Water Water Solubility Density Flash Point Melting Point Boiling Point Surface Tension Thermal Conductivity Vapor Pressure LogKoa: Octanol-Air Henry’s Law Index of Refraction Molar Refractivity Molar Volume Polarizability T.E.S.T OPERA EPI Suite
  • 44. Conclusion • The CompTox Chemistry Dashboard provides access to data for ~760,000 chemicals • An Integration Hub to data – toxicity, environmental, property, bioassay, and expanding • Data downloads allows for reuse in other systems and integration of resources to support research 43
  • 45. Contact Antony Williams US EPA Office of Research and Development National Center for Computational Toxicology (NCCT) Williams.Antony@epa.gov ORCID: https://orcid.org/0000-0002-2668-4821 44