Accessing Environmental Chemistry Data via Data Dashboards
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Presentation given at the Federal Environment Symposium on March 28th 2022. As part of its mission the Center for Computational Toxicology and Exposure (CCTE) delivers access to chemicals related data via online Dashboards. The CompTox Chemicals Dashboard (available at https://comptox.epa.gov/dashboard) provides access to >900,000 chemicals and associated data including experimental and predicted property data, in vivo hazard data, in vitro bioactivity data, exposure data, and various other data types. The application provides a set of flexible searches allowing for search, visualization and downloads of the data to the desktop for further interrogation. This presentation will provide an overview of the Dashboard and other proof-of-concept applications. For example, the Hazard Comparison Dashboard has a module which allows profiling of chemicals based on toxicity types (https://doi.org/10.1007/s10098-019-01795-w). This presentation will also introduce a number of proof-of-concept modules in development. This abstract does not necessarily represent the views or policies of the U.S. Environmental Protection Agency.
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US-EPA Chemicals Dashboard – an integrated data hub for environmental science
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The U.S. Environmental Protection Agency (EPA) Computational Toxicology Program utilizes computational and data-driven approaches that integrate chemistry, exposure and biological data to help characterize potential risks from chemical exposure. The National Center for Computational Toxicology (NCCT) has measured, assembled and delivered an enormous quantity and diversity of data for the environmental sciences, including high-throughput in vitro screening data, in vivo and functional use data, exposure models and chemical databases with associated properties. The CompTox Chemicals Dashboard website provides access to data associated with ~900,000 chemical substances. New data are added on an ongoing basis, including the registration of new and emerging chemicals, data extracted from the literature, chemicals studied in our labs, and data of interest to specific research projects at the EPA. Hazard and exposure data have been assembled from a large number of public databases and as a result the dashboard surfaces hundreds of thousands of data points. Other data includes experimental and predicted physicochemical property data, in vitro bioassay data and millions of chemical identifiers (names and CAS Registry Numbers) to facilitate searching. Other integrated modules include real-time physicochemical and toxicity endpoint prediction and an integrated search to PubMed. This presentation will provide an overview of the CompTox Chemicals Dashboard and how it has developed into an integrated data hub for environmental data. This abstract does not necessarily represent the views or policies of the U.S. Environmental Protection Agency.Introduction to Cheminformatics: Accessing data through the CompTox Chemicals...
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This presentation was made to the University of North Carolina in Chapel Hill on 9/20/21. The presentation was a general introduction to cheminformatics prior to how to navigate the Dashboard.
• An introduction to the dashboard
• Substances vs structures
• Structure formats for data exchange and connectivity (SMILES, InChIs, molfiles)
• Identifiers – CASRN, chemical names, systematic names
• Data curation approaches: substance-structure ambiguity
• ChemReg: substance registration
• Data gathering for systematic reviews
• Curated lists
• Properties/Fate and Transport
• Access to Exposure Data
• Hazard data in the dashboard – ToxVal data (sourced from >40 databases, >50,000 chemicals, >900,000 data points)
• The Executive Summary of data
• Single chemical searches vs Batch searches
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This presentation was made to the University of North Carolina in Chapel Hill on 9/20/21. The presentation was a general introduction to cheminformatics prior to how to navigate the Dashboard.
• An introduction to the dashboard
• Substances vs structures
• Structure formats for data exchange and connectivity (SMILES, InChIs, molfiles)
• Identifiers – CASRN, chemical names, systematic names
• Data curation approaches: substance-structure ambiguity
• ChemReg: substance registration
• Data gathering for systematic reviews
• Curated lists
• Properties/Fate and Transport
• Access to Exposure Data
• Hazard data in the dashboard – ToxVal data (sourced from >40 databases, >50,000 chemicals, >900,000 data points)
• The Executive Summary of data
• Single chemical searches vs Batch searches
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Identification of unknowns in mass spectrometry based non-targeted analyses (NTA) requires the integration of complementary pieces of data to arrive at a confident, consensus structure. Researchers use chemical reference databases, spectral matching, fragment prediction tools, retention time prediction tools, and a variety of other data to arrive at tentative, probable, and confirmed, if possible, identifications. With the diverse, robust data contained within the US EPA’s CompTox Chemistry Dashboard (https://comptox.epa.gov), the goal of this research is to identify and implement a harmonized identification tool and workflow using previously generated chemistry data. Data has been compiled from product use, functional use prediction models, environmental media occurrence prediction models, and PubMed references, among other sources. We will report on our development of a visualization tool whereby users can visualize the relative contribution of identification-based metrics on a list of candidate structures and observe the greatest likelihood of occurrence. These data and visualization tools support NTA identification via the Dashboard and demonstrate an open, accessible tool for all users of HRMS data. This abstract does not necessarily represent the views or policies of the U.S. Environmental Protection Agency.US EPA CompTox Chemistry Dashboard as a source of data to fill data gaps for ...
US EPA CompTox Chemistry Dashboard as a source of data to fill data gaps for ...US Environmental Protection Agency (EPA), Center for Computational Toxicology and Exposure
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Non-targeted analysis (NTA) uses high-resolution mass spectrometry to better understand the identity of a wide variety of chemicals present in environmental samples (and other matrices). However, data processing remains challenging due to the vast number of chemicals detected in samples, software and computational requirements of data processing, and inherent uncertainty in confidently identifying chemicals from candidate lists. Analysis of the resultant mass spectrometry information relies on cheminformatics to identify and rank chemicals and the US EPA has developed functionality within the CompTox Chemicals Dashboard (https://comptox.epa.gov/dashboard) to address challenges related to this analysis. These tools include the generation of “MS-Ready” structures to optimize database searching, retention time prediction for candidate reduction, consensus ranking using chemical metadata, and in silico MS/MS fragmentation prediction for spectral matching. Combining these tools into a comprehensive workflow improves certainty in candidate identification. This presentation will review how the CompTox Chemicals Dashboard via its flexible search capabilities, rich data for ~875,000 chemical substances, and visualization approaches within this open chemistry resource provides a freely available software tool to support structure identification and NTA. This abstract does not necessarily represent the views or policies of the U.S. Environmental Protection Agency.Cheminformatics approaches to support chemical identification delivered via t...
Cheminformatics approaches to support chemical identification delivered via t...US Environmental Protection Agency (EPA), Center for Computational Toxicology and Exposure
The identification of chemicals in environment media depends on the application of analytical methods, the primary approach being one of the multiple mass spectrometry techniques. Cheminformatics solutions are critical to supporting the chemical identification process. This includes the assembly of large chemical substance databases, prioritization ranking of potential candidate search hits, and search approaches that support both targeted and non-targeted screening approaches. The US Environmental Protection Agency CompTox Chemicals Dashboard is a web-based application providing access to data for over 760,000 chemical substances. This includes access to physicochemical property, environmental fate and transport data, both human and ecological toxicity data, information regarding chemicals contained in products in commerce, and in vitro bioactivity data. Searches are allowed based on chemical identifiers, product and use, genes and assays associated with the EPA ToxCast assays and, specific to supporting mass spectrometry, searches based on masses and formulae. These searches make use of a novel “MS-Ready structures” approach collapsing chemicals related as mixtures, salts, stereoforms and isotopomers. The dashboard supports both singleton or batch searching by accurate mass/chemical formula, supported by MS-ready structures, and utilizes rich meta data to facilitate candidate ranking and the prioritization of chemicals of concern based on toxicity and exposure data. The dashboard also hosts tens of chemical lists that have been assembled from public databases, many supporting non-targeted analysis and mass spectrometry databases.
This presentation will provide an overview of the dashboard and will review our latest research into structure identification by searching experimental mass spectrometry data against predicted fragmentation spectra for LC-MS (positive and negative ion mode) and GC-MS (EI), a total of 3 million predicted spectra. We will also provide an overview of our progress supporting structure and substructure searching, using mass and formula-based filtering, and report on the latest applications of the dashboard to support structure identification projects of interest to the EPA. This abstract does not necessarily represent the views or policies of the U.S. Environmental Protection Agency.The Benefits to Chemical Vendors of Putting their data on ChemSpider
The Benefits to Chemical Vendors of Putting their data on ChemSpiderUS Environmental Protection Agency (EPA), Center for Computational Toxicology and Exposure
This presentation provides an overview to chemical vendors (and to some extent to other depositors) of the value of putting their chemical compound collections online at ChemSPider. This is a no cost service for the community - no costs to the user or to the chemical vendor.Web-based access to data for >600 disinfection by-products via the EPA CompTo...
Web-based access to data for >600 disinfection by-products via the EPA CompTo...US Environmental Protection Agency (EPA), Center for Computational Toxicology and Exposure
The US EPA’s CompTox Chemicals Dashboard (https://comptox.epa.gov/dashboard) is a freely available web-based application providing access to data for ~900,000 chemical substances, the majority of these represented as chemical structures. The Dashboard also provides access to segregated lists of chemicals that are of specific interest to relevant stakeholders and, in particular, a list of hundreds of disinfection by-product (DBP) chemicals reported in the literature and detected in the laboratory using mass spectrometric techniques. Many of these chemicals are explicit chemical structures whose structures have been confirmed using purchased or synthesized reference standards. However, some of these chemicals may be ambiguous in nature with no explicit positional isomers being possible to define but the formula and mass spec fragmentation sufficient to define a class of chemicals (e.g. dichlorophenol). Such chemicals may be represented with ambiguous chemical structure forms, so-called Markush structures, and mapped to the individual class members. Chemicals accessible via the Dashboard can include access to a wide array of computed and measured physicochemical properties, in vitro high-throughput screening data and in vivo toxicity data, product use information extracted from safety data sheets, and integrated chemical linkages to a growing list of literature, toxicology, and analytical chemistry websites. Since DBP chemicals are primarily identified using mass spectrometric techniques specific search types have been developed to directly support the non-targeted screening community, enabling cohesive workflows to support data generation for the detection and assessment of environmental exposures to chemicals contained within the database. This presentation will provide an overview of the Dashboard, the ongoing expansion of the DBP chemical list and specific functionality supporting identification of DBPs by mass spectrometry. This abstract does not necessarily represent the views or policies of the U.S. Environmental Protection Agency.US-EPA CompTox Chemicals Dashboard – integrating chemistry and biology data t...
US-EPA CompTox Chemicals Dashboard – integrating chemistry and biology data t...US Environmental Protection Agency (EPA), Center for Computational Toxicology and Exposure
The U.S. Environmental Protection Agency (EPA) Computational Toxicology Program utilizes computational and data-driven approaches that integrate chemistry, exposure and biological data to help characterize potential risks from chemical exposure. The National Center for Computational Toxicology (NCCT) has measured, assembled and delivered an enormous quantity and diversity of data for the environmental sciences, including high-throughput in vitro screening data, in vivo and functional use data, exposure models and chemical databases with associated properties. The CompTox Chemicals Dashboard website provides access to data associated with ~900,000 chemical substances. New data are added on an ongoing basis, including the registration of new and emerging chemicals, data extracted from the literature, chemicals studied in our labs, and data of interest to specific research projects at the EPA. Hazard and exposure data have been assembled from a large number of public databases and as a result the dashboard surfaces hundreds of thousands of data points. Other data includes experimental and predicted physicochemical property data, in vitro bioassay data for over 4000 chemicals and 2000 assays, and millions of chemical identifiers (names and CAS Registry Numbers) to facilitate searching. Other integrated modules include an interactive read-across module, real-time physicochemical and toxicity endpoint prediction and an integrated search to PubMed. This presentation will provide an overview of the latest release of the CompTox Chemicals Dashboard and how it has developed into an integrated data hub for environmental data. This abstract does not necessarily represent the views or policies of the U.S. Environmental Protection Agency.EPA CompTox Chemicals Dashboard as a Data Integration Hub for Environmental C...
EPA CompTox Chemicals Dashboard as a Data Integration Hub for Environmental C...US Environmental Protection Agency (EPA), Center for Computational Toxicology and Exposure
The US EPA CompTox Chemicals Dashboard (https://comptox.epa.gov/dashboard) is a web-based application providing access to ~875,000 chemical substances and diverse data types including physicochemical property, toxicity and EPA’s ToxCast data. This presentation provided a live demo of the application and its benefits to members of ACS AGRO.US-EPA CompTox Chemicals Dashboard providing access to experimental and predi...
US-EPA CompTox Chemicals Dashboard providing access to experimental and predi...US Environmental Protection Agency (EPA), Center for Computational Toxicology and Exposure
Access to both experimental and predicted environmental fate and transport data is facilitated by the US-EPA CompTox Chemicals Dashboard. Providing access to various types of data associated with ~900,000 chemical substances, the dashboard is a web-based application supporting computational toxicology research in environmental chemistry. When experimental physicochemical and fate and transport data are not available, QSAR models developed using curated datasets are used for the prediction of properties. These include: bioaccumulation factors, bioconcentration factors, and biodegradation and fish biotransformation half-lives. For chemicals of interest that are not already registered in the dashboard real-time predictions based on structural inputs are available. This presentation will provide an overview of the dashboard with a focus on the availability of environmental fate and transport data, access to real time predictions, and our ongoing efforts to harvest and curate available experimental data from the literature and online databases. This abstract does not necessarily represent the views or policies of the U.S. Environmental Protection Agency.Does bigger mean better in the world of chemistry databases?
Does bigger mean better in the world of chemistry databases? US Environmental Protection Agency (EPA), Center for Computational Toxicology and Exposure
The internet has changed the way we access chemistry data as well as providing access to data that can quickly proliferate and becomes referenceable. Web access to chemical structures and their integration with biological data has become massively enabling with numbers for UniChem, PubChem and ChemSpider reaching 157, 97 and 71 million respectively (at the time of writing). A range of specialist databases small enough to be curated have stand-alone utility and synergies when integrated into the larger collections. These include DrugBank, BindingDB, ChEBI, and many others. Databases of any size have inherent quality challenges but at large scale various forms of “noise” accumulate to problematic levels. The unfortunate consequence is that “bigger gets worse”. This is particularly associated with large uncurated submissions from vendors and automated document extractions (even though these are high-value). Virtual enumerations and circularity between overlapping sources add to the problem. As a result of some of the noise in the larger databases the value becomes highly dependent on the specific applications. An example includes using the databases to support non-targeted analysis. This presentation covers examples of these noise and quality issues and suggests at least some options to ameliorate the problem. This abstract does not necessarily represent the views or policies of the U.S. Environmental Protection Agency. US-EPA Chemicals Dashboard – an integrated data hub for environmental science
US-EPA Chemicals Dashboard – an integrated data hub for environmental scienceUS Environmental Protection Agency (EPA), Center for Computational Toxicology and Exposure
The U.S. Environmental Protection Agency (EPA) Computational Toxicology Program utilizes computational and data-driven approaches that integrate chemistry, exposure and biological data to help characterize potential risks from chemical exposure. The National Center for Computational Toxicology (NCCT) has measured, assembled and delivered an enormous quantity and diversity of data for the environmental sciences, including high-throughput in vitro screening data, in vivo and functional use data, exposure models and chemical databases with associated properties. The CompTox Chemicals Dashboard website provides access to data associated with ~900,000 chemical substances. New data are added on an ongoing basis, including the registration of new and emerging chemicals, data extracted from the literature, chemicals studied in our labs, and data of interest to specific research projects at the EPA. Hazard and exposure data have been assembled from a large number of public databases and as a result the dashboard surfaces hundreds of thousands of data points. Other data includes experimental and predicted physicochemical property data, in vitro bioassay data for over 4000 chemicals and ~1500 assays, and millions of chemical identifiers (names and CAS Registry Numbers) to facilitate searching. Other integrated modules include an interactive read-across module, real-time physicochemical and toxicity endpoint prediction and an integrated search to PubMed. This presentation will provide an overview of the CompTox Chemicals Dashboard and how it has developed into an integrated data hub for environmental data. This abstract does not necessarily represent the views or policies of the U.S. Environmental Protection Agency.Overview of open resources to support automated structure verification and e...
Overview of open resources to support automated structure verification and e...US Environmental Protection Agency (EPA), Center for Computational Toxicology and Exposure
Cheminformatics methods form an essential basis for providing analytical scientists with access to data, algorithms and workflows. There are an increasing number of free online databases (compound databases, spectral libraries, data repositories) and a rich collection of software approaches that can be used to support automated structure verification and elucidation, specifically for Nuclear Magnetic Resonance (NMR) and Mass Spectrometry (MS). This presentation will provide an overview of freely available data, tools, databases and approaches available to support chemical structure verification and elucidation and highlight some of the known issues regarding data quality and suggest approaches for resolving some of the issues. The importance of structure and spectral standards for data exchange will be discussed, especially with regard to how spectral data can be made openly available to the community via online tools and through scientific publishing. This work does not necessarily reflect U.S. EPA policy.CompTox Chemicals Dashboard: Data and tools to support chemical and environme...
CompTox Chemicals Dashboard: Data and tools to support chemical and environme...US Environmental Protection Agency (EPA), Center for Computational Toxicology and Exposure
Information and data on chemicals is used by scientists to evaluate potential health and ecological risks due to environmental exposures. EPA’s CompTox Chemicals Dashboard (https://comptox.epa.gov) helps evaluate the safety of chemicals by providing public access to a variety of information on over 760,000 chemicals. Within the Dashboard, users can access chemical structures, chemistry information, toxicity data, hazard data, exposure information, and additional links to relevant websites and applications. These data are compiled from sources including EPA’s computational toxicology research databases, from public domain databases and with collaborators across the world. Chemical lists have been added that provide access to various classes of chemicals and project-based datasets are under constant development. Specific functionality has been delivered within the Dashboard to support mass spectrometry including “MS-ready forms” of chemical substances that would be detectable by mass spectrometry. Workflows have been developed to assist in candidate identification and have now been proven with multiple published studies. An integration path between the dashboard and MetFrag has also been established to provide users the significant benefits resulting from the marriage between the two applications. The datasets underpinning the dashboard are freely available (https://comptox.epa.gov/dashboard/downloads) for integration into third party databases. This presentation will provide an overview of the available data types and functionality of the dashboard prior to examining how it is developing to support mass spectrometry based analyses within the agency and for the community in general. This will include a review of our research efforts to enhance the dashboard using in silico MS/MS fragmentation prediction for spectral matching. This abstract does not necessarily represent the views or policies of the U.S. Environmental Protection Agency.EPA CompTox chemicals dashboard: An online resource for environmental chemists
EPA CompTox chemicals dashboard: An online resource for environmental chemists US Environmental Protection Agency (EPA), Center for Computational Toxicology and Exposure
The U.S. Environmental Protection Agency (EPA) Computational Toxicology Program integrates advances in biology, chemistry, and computer science to help prioritize chemicals for further research based on potential human health risks. This work involves computational and data driven approaches that integrate chemistry, exposure and biological data. As an outcome of these efforts the National Center for Computational Toxicology (NCCT) has measured, assembled and delivered an enormous quantity and diversity of data for the environmental sciences including high-throughput in vitro screening data, in vivo and functional use data, exposure models and chemical databases with associated properties. A series of software applications and databases have been produced over the past decade to deliver these data. Recent work has focused on the development of a new architecture that assembles the resources into a single platform. With a focus on delivering access to Open Data streams, web service integration accessibility and a user-friendly web application the CompTox Chemicals Dashboard provides access to data associated with ~720,000 chemical substances. These data include research data in the form of bioassay screening data associated with the ToxCast program, experimental and predicted physicochemical properties, product and functional use information and related data of value to environmental scientists. This presentation will provide an overview of the CompTox Chemicals Dashboard and its value to the community as an informational hub. This abstract does not necessarily represent the views or policies of the U.S. Environmental Protection Agency.Accessing Environmental Chemistry Data via Data Dashboards
Accessing Environmental Chemistry Data via Data Dashboards US Environmental Protection Agency (EPA), Center for Computational Toxicology and Exposure
As part of its mission the Center for Computational Toxicology and Exposure (CCTE) delivers access to chemicals related data via online Dashboards. The CompTox Chemicals Dashboard (available at https://comptox.epa.gov/dashboard) provides access to >900,000 chemicals and associated data including experimental and predicted property data, in vivo hazard data, in vitro bioactivity data, exposure data, and various other data types. The application provides a set of flexible searches allowing for search, visualization and downloads of the data to the desktop for further interrogation. This presentation will provide an overview of the Dashboard and other proof-of-concept applications that are now publicly available (https://www.epa.gov/chemical-research/cheminformatics). For example, the Hazard Comparison module (shown in the figure below) allows profiling of chemicals based on toxicity types (https://doi.org/10.1007/s10098-019-01795-w). This abstract does not necessarily represent the views or policies of the U.S. Environmental Protection Agency.Integrating Mass Spectrometry Non-Targeted Analysis and Computational Toxico...
Integrating Mass Spectrometry Non-Targeted Analysis and Computational Toxico...US Environmental Protection Agency (EPA), Center for Computational Toxicology and Exposure
This presentation was given at an SoT "Medical Device and Combination Product / Computational Toxicology Webinar" and covers "Integrating Mass Spectrometry Non-Targeted Analysis and Computational Toxicology to Characterize Chemicals"More Related Content
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New developments in delivering public access to data from the National Center...
New developments in delivering public access to data from the National Center...US Environmental Protection Agency (EPA), Center for Computational Toxicology and Exposure
Researchers at EPA’s National Center for Computational Toxicology integrate advances in biology, chemistry, and computer science to examine the toxicity of chemicals and help prioritize chemicals for further research based on potential human health risks. The goal of this research program is to quickly evaluate thousands of chemicals, but at a much reduced cost and shorter time frame relative to traditional approaches. The data generated by the Center includes characterization of thousands of chemicals across hundreds of high-throughput screening assays, consumer use and production information, pharmacokinetic properties, literature data, physical-chemical properties as well as the predictive computational modeling of toxicity and exposure. We have developed a number of databases and applications to deliver the data to the public, academic community, industry stakeholders, and regulators. This presentation will provide an overview of our work to develop an architecture that integrates diverse large-scale data from the chemical and biological domains, our approaches to disseminate these data, and the delivery of models supporting predictive computational toxicology. In particular, this presentation will review our new CompTox Chemistry Dashboard and the developing architecture to support real-time property and toxicity endpoint prediction. This abstract does not reflect U.S. EPA policy.Accessing information for chemicals in hydraulic fracturing fluids using the ...
Accessing information for chemicals in hydraulic fracturing fluids using the ...US Environmental Protection Agency (EPA), Center for Computational Toxicology and Exposure
EPA’s National Center for Computational Toxicology is developing automated workflows for curating large databases and providing accurate linkages of data to chemical structures, exposure and hazard information. The data are being made available via the EPA’s CompTox Chemistry Dashboard (https://comptox.epa.gov/dashboard), a publicly accessible website providing access to data for almost 760,000 chemical substances, the majority of these represented as chemical structures. The web application delivers a wide array of computed and measured physicochemical properties, in vitro high-throughput screening data and in vivo toxicity data as well as integrated chemical linkages to a growing list of literature, toxicology, and analytical chemistry websites. In addition, several specific search types are in development to directly support the mass spectroscopy non-targeted screening community, who are generating important data for detecting and assessing environmental exposures to chemicals contained within DSSTox. The application provides access to segregated lists of chemicals that are of specific interests to relevant stakeholders including, for example, scientists interested in algal toxins and hydraulic fracturing chemicals. This presentation will provide an overview of the challenges associated with the curation of data from EPA’s December 2016 Hydraulic Fracturing Drinking Water Assessment Report that represented chemicals reported to be used in hydraulic fracturing fluids and those found in produced water. The data have been integrated into the dashboard with a number of resulting benefits: a searchable database of chemical properties, with hazard and exposure predictions, and open literature. The application of the dashboard to support mass spectrometry non-targeted analysis studies will also be reviewed. This abstract does not reflect U.S. EPA policy.Chemical identification of unknowns in high resolution mass spectrometry usin...
Chemical identification of unknowns in high resolution mass spectrometry usin...US Environmental Protection Agency (EPA), Center for Computational Toxicology and Exposure
Non-targeted and suspect screening studies using high resolution mass spectrometry (HRMS) have revolutionized the detection of chemicals in complex matrices. However, data processing remains challenging due to the vast number of chemicals detected in samples, software and computational requirements of data processing, and inherent uncertainty in confidently identifying chemicals from candidate lists. The US EPA has developed functionality within the CompTox Chemicals Dashboard (https://comptox.epa.gov) to address challenges related to data processing and analysis in HRMS. These tools include the generation of “MS-Ready” structures to optimize database searching, retention time prediction for candidate reduction, consensus ranking using chemical metadata, and in silico MS/MS fragmentation prediction for spectral matching. Combining these tools into a comprehensive workflow improves certainty in candidate identification. This presentation will introduce the tools and combined workflow, including visualization and access via the CompTox Chemicals Dashboard. These tools, data, and visualization approaches within an open chemistry resource provides a publicly available software tool to support structure identification and non-targeted analyses. This abstract does not necessarily represent the views or policies of the U.S. Environmental Protection Agency.Non-targeted analysis supported by data and cheminformatics delivered via the...
Non-targeted analysis supported by data and cheminformatics delivered via the...US Environmental Protection Agency (EPA), Center for Computational Toxicology and Exposure
Non-targeted analysis (NTA) uses high-resolution mass spectrometry to better understand the identity of a wide variety of chemicals present in environmental samples (and other matrices). However, data processing remains challenging due to the vast number of chemicals detected in samples, software and computational requirements of data processing, and inherent uncertainty in confidently identifying chemicals from candidate lists. Analysis of the resultant mass spectrometry information relies on cheminformatics to identify and rank chemicals and the US EPA has developed functionality within the CompTox Chemicals Dashboard (https://comptox.epa.gov/dashboard) to address challenges related to this analysis. These tools include the generation of “MS-Ready” structures to optimize database searching, retention time prediction for candidate reduction, consensus ranking using chemical metadata, and in silico MS/MS fragmentation prediction for spectral matching. Combining these tools into a comprehensive workflow improves certainty in candidate identification. This presentation will review how the CompTox Chemicals Dashboard via its flexible search capabilities, rich data for ~900,000 chemical substances, and visualization approaches within this open chemistry resource provides a freely available software tool to support structure identification and NTA. This abstract does not necessarily represent the views or policies of the U.S. Environmental Protection Agency.Structure identification by Mass Spectrometry Non-Targeted Analysis using the...
Structure identification by Mass Spectrometry Non-Targeted Analysis using the...US Environmental Protection Agency (EPA), Center for Computational Toxicology and Exposure
Identification of unknowns in mass spectrometry based non-targeted analyses (NTA) requires the integration of complementary pieces of data to arrive at a confident, consensus structure. Researchers use chemical reference databases, spectral matching, fragment prediction tools, retention time prediction tools, and a variety of other data to arrive at tentative, probable, and confirmed, if possible, identifications. With the diverse, robust data contained within the US EPA’s CompTox Chemistry Dashboard (https://comptox.epa.gov), the goal of this research is to identify and implement a harmonized identification tool and workflow using previously generated chemistry data. Data has been compiled from product use, functional use prediction models, environmental media occurrence prediction models, and PubMed references, among other sources. We will report on our development of a visualization tool whereby users can visualize the relative contribution of identification-based metrics on a list of candidate structures and observe the greatest likelihood of occurrence. These data and visualization tools support NTA identification via the Dashboard and demonstrate an open, accessible tool for all users of HRMS data. This abstract does not necessarily represent the views or policies of the U.S. Environmental Protection Agency.US EPA CompTox Chemistry Dashboard as a source of data to fill data gaps for ...
US EPA CompTox Chemistry Dashboard as a source of data to fill data gaps for ...US Environmental Protection Agency (EPA), Center for Computational Toxicology and Exposure
Chemical risk assessment is both time-consuming and difficult because it requires the assembly of data for chemicals generally distributed across multiple sources. The US EPA CompTox Chemistry Dashboard is a publicly accessible web-based application providing access to various data streams on ~760,000 chemical substances. These data include experimental and predicted physicochemical property data, bioassay screening data associated with the ToxCast program, consumer product and functional use information and a myriad of related data of value to environmental scientists and toxicologists. At this stage of development, the public dashboard provides access to almost 20 predicted physicochemical and environmental fate and transport endpoints with full transparency in terms of model performance. Experimental and predicted human and ecological toxicity data are also available, as are in vitro to in vivo extrapolation dosimetry predictions and predicted exposure and functional use. In parallel to the CompTox Chemistry Dashboard we are developing RapidTox, a web-based application that enables a rapid, flexible and transparent prioritization process for sets of chemicals using several previously used workflows focused on scoring of traditional risk metrics and the inclusion of alternative hazard and exposure estimates. This presentation will give an overview of the CompTox Chemistry Dashboard, RapidTox, our approaches to building transparent and open prediction models, and our efforts to provide access to real time predictions. This abstract does not necessarily represent U.S. EPA policy.The EPA Comptox Chemistry Dashboard: A Web-Based Data Integration Hub for Tox...
The EPA Comptox Chemistry Dashboard: A Web-Based Data Integration Hub for Tox...US Environmental Protection Agency (EPA), Center for Computational Toxicology and Exposure
The U.S. Environmental Protection Agency (EPA) Computational Toxicology Program integrates advances in biology, chemistry, and computer science to help prioritize chemicals for further research based on potential human health risks. This work involves computational and data driven approaches that integrate chemistry, exposure and biological data. As an outcome of these efforts the National Center for Computational Toxicology (NCCT) has measured, assembled and delivered an enormous quantity and diversity of data for the environmental sciences including high-throughput in vitro screening data, in vivo and functional use data, exposure models and chemical databases with associated properties. A series of software applications and databases have been produced over the past decade to deliver these data but recent developments have focused on the development of a new software architecture that assembles the resources into a single platform. A new web application, the CompTox Chemistry Dashboard provides access to data associated with ~720,000 chemical substances. These data include experimental and predicted physicochemical property data, bioassay screening data associated with the ToxCast program, product and functional use information and a myriad of related data of value to environmental scientists.
The dashboard provides chemical-based searching based on chemical names, synonyms and CAS Registry Numbers. Flexible search capabilities allow for chemical identification based on non-targeted analysis studies using mass spectrometry. Chemical identification using both mass and formula-based searching utilizes rank-ordering of results via functional use statistics, thereby providing a solution to help prioritize chemicals for further review when detected in environmental media.
This presentation will provide an overview of the CompTox Dashboard, its capabilities for delivering data to the environmental toxicology community and how the architecture provides a foundation for the development of additional applications to support chemical risk assessment. This abstract does not reflect U.S. EPA policy.
Non-targeted analysis supported by data and cheminformatics delivered via the...
Non-targeted analysis supported by data and cheminformatics delivered via the...US Environmental Protection Agency (EPA), Center for Computational Toxicology and Exposure
Non-targeted analysis (NTA) uses high-resolution mass spectrometry to better understand the identity of a wide variety of chemicals present in environmental samples (and other matrices). However, data processing remains challenging due to the vast number of chemicals detected in samples, software and computational requirements of data processing, and inherent uncertainty in confidently identifying chemicals from candidate lists. Analysis of the resultant mass spectrometry information relies on cheminformatics to identify and rank chemicals and the US EPA has developed functionality within the CompTox Chemicals Dashboard (https://comptox.epa.gov/dashboard) to address challenges related to this analysis. These tools include the generation of “MS-Ready” structures to optimize database searching, retention time prediction for candidate reduction, consensus ranking using chemical metadata, and in silico MS/MS fragmentation prediction for spectral matching. Combining these tools into a comprehensive workflow improves certainty in candidate identification. This presentation will review how the CompTox Chemicals Dashboard via its flexible search capabilities, rich data for ~875,000 chemical substances, and visualization approaches within this open chemistry resource provides a freely available software tool to support structure identification and NTA. This abstract does not necessarily represent the views or policies of the U.S. Environmental Protection Agency.Cheminformatics approaches to support chemical identification delivered via t...
Cheminformatics approaches to support chemical identification delivered via t...US Environmental Protection Agency (EPA), Center for Computational Toxicology and Exposure
The identification of chemicals in environment media depends on the application of analytical methods, the primary approach being one of the multiple mass spectrometry techniques. Cheminformatics solutions are critical to supporting the chemical identification process. This includes the assembly of large chemical substance databases, prioritization ranking of potential candidate search hits, and search approaches that support both targeted and non-targeted screening approaches. The US Environmental Protection Agency CompTox Chemicals Dashboard is a web-based application providing access to data for over 760,000 chemical substances. This includes access to physicochemical property, environmental fate and transport data, both human and ecological toxicity data, information regarding chemicals contained in products in commerce, and in vitro bioactivity data. Searches are allowed based on chemical identifiers, product and use, genes and assays associated with the EPA ToxCast assays and, specific to supporting mass spectrometry, searches based on masses and formulae. These searches make use of a novel “MS-Ready structures” approach collapsing chemicals related as mixtures, salts, stereoforms and isotopomers. The dashboard supports both singleton or batch searching by accurate mass/chemical formula, supported by MS-ready structures, and utilizes rich meta data to facilitate candidate ranking and the prioritization of chemicals of concern based on toxicity and exposure data. The dashboard also hosts tens of chemical lists that have been assembled from public databases, many supporting non-targeted analysis and mass spectrometry databases.
This presentation will provide an overview of the dashboard and will review our latest research into structure identification by searching experimental mass spectrometry data against predicted fragmentation spectra for LC-MS (positive and negative ion mode) and GC-MS (EI), a total of 3 million predicted spectra. We will also provide an overview of our progress supporting structure and substructure searching, using mass and formula-based filtering, and report on the latest applications of the dashboard to support structure identification projects of interest to the EPA. This abstract does not necessarily represent the views or policies of the U.S. Environmental Protection Agency.The Benefits to Chemical Vendors of Putting their data on ChemSpider
The Benefits to Chemical Vendors of Putting their data on ChemSpiderUS Environmental Protection Agency (EPA), Center for Computational Toxicology and Exposure
This presentation provides an overview to chemical vendors (and to some extent to other depositors) of the value of putting their chemical compound collections online at ChemSPider. This is a no cost service for the community - no costs to the user or to the chemical vendor.Web-based access to data for >600 disinfection by-products via the EPA CompTo...
Web-based access to data for >600 disinfection by-products via the EPA CompTo...US Environmental Protection Agency (EPA), Center for Computational Toxicology and Exposure
The US EPA’s CompTox Chemicals Dashboard (https://comptox.epa.gov/dashboard) is a freely available web-based application providing access to data for ~900,000 chemical substances, the majority of these represented as chemical structures. The Dashboard also provides access to segregated lists of chemicals that are of specific interest to relevant stakeholders and, in particular, a list of hundreds of disinfection by-product (DBP) chemicals reported in the literature and detected in the laboratory using mass spectrometric techniques. Many of these chemicals are explicit chemical structures whose structures have been confirmed using purchased or synthesized reference standards. However, some of these chemicals may be ambiguous in nature with no explicit positional isomers being possible to define but the formula and mass spec fragmentation sufficient to define a class of chemicals (e.g. dichlorophenol). Such chemicals may be represented with ambiguous chemical structure forms, so-called Markush structures, and mapped to the individual class members. Chemicals accessible via the Dashboard can include access to a wide array of computed and measured physicochemical properties, in vitro high-throughput screening data and in vivo toxicity data, product use information extracted from safety data sheets, and integrated chemical linkages to a growing list of literature, toxicology, and analytical chemistry websites. Since DBP chemicals are primarily identified using mass spectrometric techniques specific search types have been developed to directly support the non-targeted screening community, enabling cohesive workflows to support data generation for the detection and assessment of environmental exposures to chemicals contained within the database. This presentation will provide an overview of the Dashboard, the ongoing expansion of the DBP chemical list and specific functionality supporting identification of DBPs by mass spectrometry. This abstract does not necessarily represent the views or policies of the U.S. Environmental Protection Agency.US-EPA CompTox Chemicals Dashboard – integrating chemistry and biology data t...
US-EPA CompTox Chemicals Dashboard – integrating chemistry and biology data t...US Environmental Protection Agency (EPA), Center for Computational Toxicology and Exposure
The U.S. Environmental Protection Agency (EPA) Computational Toxicology Program utilizes computational and data-driven approaches that integrate chemistry, exposure and biological data to help characterize potential risks from chemical exposure. The National Center for Computational Toxicology (NCCT) has measured, assembled and delivered an enormous quantity and diversity of data for the environmental sciences, including high-throughput in vitro screening data, in vivo and functional use data, exposure models and chemical databases with associated properties. The CompTox Chemicals Dashboard website provides access to data associated with ~900,000 chemical substances. New data are added on an ongoing basis, including the registration of new and emerging chemicals, data extracted from the literature, chemicals studied in our labs, and data of interest to specific research projects at the EPA. Hazard and exposure data have been assembled from a large number of public databases and as a result the dashboard surfaces hundreds of thousands of data points. Other data includes experimental and predicted physicochemical property data, in vitro bioassay data for over 4000 chemicals and 2000 assays, and millions of chemical identifiers (names and CAS Registry Numbers) to facilitate searching. Other integrated modules include an interactive read-across module, real-time physicochemical and toxicity endpoint prediction and an integrated search to PubMed. This presentation will provide an overview of the latest release of the CompTox Chemicals Dashboard and how it has developed into an integrated data hub for environmental data. This abstract does not necessarily represent the views or policies of the U.S. Environmental Protection Agency.EPA CompTox Chemicals Dashboard as a Data Integration Hub for Environmental C...
EPA CompTox Chemicals Dashboard as a Data Integration Hub for Environmental C...US Environmental Protection Agency (EPA), Center for Computational Toxicology and Exposure
The US EPA CompTox Chemicals Dashboard (https://comptox.epa.gov/dashboard) is a web-based application providing access to ~875,000 chemical substances and diverse data types including physicochemical property, toxicity and EPA’s ToxCast data. This presentation provided a live demo of the application and its benefits to members of ACS AGRO.US-EPA CompTox Chemicals Dashboard providing access to experimental and predi...
US-EPA CompTox Chemicals Dashboard providing access to experimental and predi...US Environmental Protection Agency (EPA), Center for Computational Toxicology and Exposure
Access to both experimental and predicted environmental fate and transport data is facilitated by the US-EPA CompTox Chemicals Dashboard. Providing access to various types of data associated with ~900,000 chemical substances, the dashboard is a web-based application supporting computational toxicology research in environmental chemistry. When experimental physicochemical and fate and transport data are not available, QSAR models developed using curated datasets are used for the prediction of properties. These include: bioaccumulation factors, bioconcentration factors, and biodegradation and fish biotransformation half-lives. For chemicals of interest that are not already registered in the dashboard real-time predictions based on structural inputs are available. This presentation will provide an overview of the dashboard with a focus on the availability of environmental fate and transport data, access to real time predictions, and our ongoing efforts to harvest and curate available experimental data from the literature and online databases. This abstract does not necessarily represent the views or policies of the U.S. Environmental Protection Agency.Does bigger mean better in the world of chemistry databases?
Does bigger mean better in the world of chemistry databases? US Environmental Protection Agency (EPA), Center for Computational Toxicology and Exposure
The internet has changed the way we access chemistry data as well as providing access to data that can quickly proliferate and becomes referenceable. Web access to chemical structures and their integration with biological data has become massively enabling with numbers for UniChem, PubChem and ChemSpider reaching 157, 97 and 71 million respectively (at the time of writing). A range of specialist databases small enough to be curated have stand-alone utility and synergies when integrated into the larger collections. These include DrugBank, BindingDB, ChEBI, and many others. Databases of any size have inherent quality challenges but at large scale various forms of “noise” accumulate to problematic levels. The unfortunate consequence is that “bigger gets worse”. This is particularly associated with large uncurated submissions from vendors and automated document extractions (even though these are high-value). Virtual enumerations and circularity between overlapping sources add to the problem. As a result of some of the noise in the larger databases the value becomes highly dependent on the specific applications. An example includes using the databases to support non-targeted analysis. This presentation covers examples of these noise and quality issues and suggests at least some options to ameliorate the problem. This abstract does not necessarily represent the views or policies of the U.S. Environmental Protection Agency. US-EPA Chemicals Dashboard – an integrated data hub for environmental science
US-EPA Chemicals Dashboard – an integrated data hub for environmental scienceUS Environmental Protection Agency (EPA), Center for Computational Toxicology and Exposure
The U.S. Environmental Protection Agency (EPA) Computational Toxicology Program utilizes computational and data-driven approaches that integrate chemistry, exposure and biological data to help characterize potential risks from chemical exposure. The National Center for Computational Toxicology (NCCT) has measured, assembled and delivered an enormous quantity and diversity of data for the environmental sciences, including high-throughput in vitro screening data, in vivo and functional use data, exposure models and chemical databases with associated properties. The CompTox Chemicals Dashboard website provides access to data associated with ~900,000 chemical substances. New data are added on an ongoing basis, including the registration of new and emerging chemicals, data extracted from the literature, chemicals studied in our labs, and data of interest to specific research projects at the EPA. Hazard and exposure data have been assembled from a large number of public databases and as a result the dashboard surfaces hundreds of thousands of data points. Other data includes experimental and predicted physicochemical property data, in vitro bioassay data for over 4000 chemicals and ~1500 assays, and millions of chemical identifiers (names and CAS Registry Numbers) to facilitate searching. Other integrated modules include an interactive read-across module, real-time physicochemical and toxicity endpoint prediction and an integrated search to PubMed. This presentation will provide an overview of the CompTox Chemicals Dashboard and how it has developed into an integrated data hub for environmental data. This abstract does not necessarily represent the views or policies of the U.S. Environmental Protection Agency.Overview of open resources to support automated structure verification and e...
Overview of open resources to support automated structure verification and e...US Environmental Protection Agency (EPA), Center for Computational Toxicology and Exposure
Cheminformatics methods form an essential basis for providing analytical scientists with access to data, algorithms and workflows. There are an increasing number of free online databases (compound databases, spectral libraries, data repositories) and a rich collection of software approaches that can be used to support automated structure verification and elucidation, specifically for Nuclear Magnetic Resonance (NMR) and Mass Spectrometry (MS). This presentation will provide an overview of freely available data, tools, databases and approaches available to support chemical structure verification and elucidation and highlight some of the known issues regarding data quality and suggest approaches for resolving some of the issues. The importance of structure and spectral standards for data exchange will be discussed, especially with regard to how spectral data can be made openly available to the community via online tools and through scientific publishing. This work does not necessarily reflect U.S. EPA policy.CompTox Chemicals Dashboard: Data and tools to support chemical and environme...
CompTox Chemicals Dashboard: Data and tools to support chemical and environme...US Environmental Protection Agency (EPA), Center for Computational Toxicology and Exposure
Information and data on chemicals is used by scientists to evaluate potential health and ecological risks due to environmental exposures. EPA’s CompTox Chemicals Dashboard (https://comptox.epa.gov) helps evaluate the safety of chemicals by providing public access to a variety of information on over 760,000 chemicals. Within the Dashboard, users can access chemical structures, chemistry information, toxicity data, hazard data, exposure information, and additional links to relevant websites and applications. These data are compiled from sources including EPA’s computational toxicology research databases, from public domain databases and with collaborators across the world. Chemical lists have been added that provide access to various classes of chemicals and project-based datasets are under constant development. Specific functionality has been delivered within the Dashboard to support mass spectrometry including “MS-ready forms” of chemical substances that would be detectable by mass spectrometry. Workflows have been developed to assist in candidate identification and have now been proven with multiple published studies. An integration path between the dashboard and MetFrag has also been established to provide users the significant benefits resulting from the marriage between the two applications. The datasets underpinning the dashboard are freely available (https://comptox.epa.gov/dashboard/downloads) for integration into third party databases. This presentation will provide an overview of the available data types and functionality of the dashboard prior to examining how it is developing to support mass spectrometry based analyses within the agency and for the community in general. This will include a review of our research efforts to enhance the dashboard using in silico MS/MS fragmentation prediction for spectral matching. This abstract does not necessarily represent the views or policies of the U.S. Environmental Protection Agency.EPA CompTox chemicals dashboard: An online resource for environmental chemists
EPA CompTox chemicals dashboard: An online resource for environmental chemists US Environmental Protection Agency (EPA), Center for Computational Toxicology and Exposure
The U.S. Environmental Protection Agency (EPA) Computational Toxicology Program integrates advances in biology, chemistry, and computer science to help prioritize chemicals for further research based on potential human health risks. This work involves computational and data driven approaches that integrate chemistry, exposure and biological data. As an outcome of these efforts the National Center for Computational Toxicology (NCCT) has measured, assembled and delivered an enormous quantity and diversity of data for the environmental sciences including high-throughput in vitro screening data, in vivo and functional use data, exposure models and chemical databases with associated properties. A series of software applications and databases have been produced over the past decade to deliver these data. Recent work has focused on the development of a new architecture that assembles the resources into a single platform. With a focus on delivering access to Open Data streams, web service integration accessibility and a user-friendly web application the CompTox Chemicals Dashboard provides access to data associated with ~720,000 chemical substances. These data include research data in the form of bioassay screening data associated with the ToxCast program, experimental and predicted physicochemical properties, product and functional use information and related data of value to environmental scientists. This presentation will provide an overview of the CompTox Chemicals Dashboard and its value to the community as an informational hub. This abstract does not necessarily represent the views or policies of the U.S. Environmental Protection Agency.What's hot (20)
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Web-based access to data for >600 disinfection by-products via the EPA CompTo...
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US-EPA CompTox Chemicals Dashboard – integrating chemistry and biology data t...
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EPA CompTox Chemicals Dashboard as a Data Integration Hub for Environmental C...
EPA CompTox Chemicals Dashboard as a Data Integration Hub for Environmental C...
US-EPA CompTox Chemicals Dashboard providing access to experimental and predi...
US-EPA CompTox Chemicals Dashboard providing access to experimental and predi...
Does bigger mean better in the world of chemistry databases?
Does bigger mean better in the world of chemistry databases?
US-EPA Chemicals Dashboard – an integrated data hub for environmental science
US-EPA Chemicals Dashboard – an integrated data hub for environmental science
Overview of open resources to support automated structure verification and e...
Overview of open resources to support automated structure verification and e...
CompTox Chemicals Dashboard: Data and tools to support chemical and environme...
CompTox Chemicals Dashboard: Data and tools to support chemical and environme...
EPA CompTox chemicals dashboard: An online resource for environmental chemists
EPA CompTox chemicals dashboard: An online resource for environmental chemists
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Accessing Environmental Chemistry Data via Data Dashboards
Accessing Environmental Chemistry Data via Data Dashboards US Environmental Protection Agency (EPA), Center for Computational Toxicology and Exposure
As part of its mission the Center for Computational Toxicology and Exposure (CCTE) delivers access to chemicals related data via online Dashboards. The CompTox Chemicals Dashboard (available at https://comptox.epa.gov/dashboard) provides access to >900,000 chemicals and associated data including experimental and predicted property data, in vivo hazard data, in vitro bioactivity data, exposure data, and various other data types. The application provides a set of flexible searches allowing for search, visualization and downloads of the data to the desktop for further interrogation. This presentation will provide an overview of the Dashboard and other proof-of-concept applications that are now publicly available (https://www.epa.gov/chemical-research/cheminformatics). For example, the Hazard Comparison module (shown in the figure below) allows profiling of chemicals based on toxicity types (https://doi.org/10.1007/s10098-019-01795-w). This abstract does not necessarily represent the views or policies of the U.S. Environmental Protection Agency.Integrating Mass Spectrometry Non-Targeted Analysis and Computational Toxico...
Integrating Mass Spectrometry Non-Targeted Analysis and Computational Toxico...US Environmental Protection Agency (EPA), Center for Computational Toxicology and Exposure
This presentation was given at an SoT "Medical Device and Combination Product / Computational Toxicology Webinar" and covers "Integrating Mass Spectrometry Non-Targeted Analysis and Computational Toxicology to Characterize Chemicals"Delivering chemical-associated data via EPA web applications
Delivering chemical-associated data via EPA web applicationsUS Environmental Protection Agency (EPA), Center for Computational Toxicology and Exposure
This presentation was given at the conference: "Cheminformatics Resources of U.S. Governmental Organizations" and focuses on the CompTox Chemicals Dashboard and the sharing of our data https://www.fda.gov/news-events/fda-meetings-conferences-and-workshops/cheminformatics-resources-us-governmental-organizations-05092022#event-information Accessing Environmental Chemistry Data via Data Dashboards and Applications t...
Accessing Environmental Chemistry Data via Data Dashboards and Applications t...US Environmental Protection Agency (EPA), Center for Computational Toxicology and Exposure
The Center for Computational Toxicology and Exposure (CCTE) is part of the Office of Research and Development at the US Environmental Protection Agency. As part of its mission the center delivers access to chemicals related data via web-based freely accessible online Dashboards to disseminate data generated within the center as well as harvested and integrated from open databases around the world. The CompTox Chemicals Dashboard (available at https://comptox.epa.gov/dashboard) provides access to >1.2 million chemicals and associated data including experimental and predicted property data, in vivo hazard data, in vitro bioactivity data, exposure data, and various other data types. The curation of the chemicals dataset has included the development of over 400 segregated lists of chemicals that represent specific research areas of interest including disinfectant by-products, per- and polyfluoroalkyl substances (PFAS), extractables and leachables, and chemicals of emerging concern. The chemicals collection, the associated data, the lists and searches for mass and formulae makes the Dashboard an ideal foundation technology to support our colleagues working in the field of mass spectrometry, especially in targeted and non-targeted analysis. This presentation will provide an overview of the Dashboard, its value to the community in terms of providing access to the integrated and highly curated data, and its utility to support researchers in the field of mass spectrometry. New proof-of-concept projects will also be introduced including the development of a cheminformatics enabled methods database. This abstract does not necessarily represent the views or policies of the U.S. Environmental Protection Agency.Cheminformatics Support for MS Supporting Exposomics
Cheminformatics Support for MS Supporting ExposomicsUS Environmental Protection Agency (EPA), Center for Computational Toxicology and Exposure
A presentation given at the 5th Metabolomics of North America webinar on September 8th 2023. Provides an overview of the cheminformatics support provided by the DSSTox database, CompTox Chemicals Dashboard and multiple other web-based applications in development US-EPA Cheminformatics Support for Delivering Data Related to Chemicals of E...
US-EPA Cheminformatics Support for Delivering Data Related to Chemicals of E...US Environmental Protection Agency (EPA), Center for Computational Toxicology and Exposure
This presentation was given at the "Department of Defense's (DoD) Energy and Environment Innovation Symposium" in Arlington, Virginia on December 1st 2023 (https://serdp-estcp.org/events/details/04d444f1-aa19-4e66-bb5c-5163964cc4dd/symposium-2023)Chemistry Data Delivery from the US-EPA Center for Computational Toxicology a...
Chemistry Data Delivery from the US-EPA Center for Computational Toxicology a...US Environmental Protection Agency (EPA), Center for Computational Toxicology and Exposure
In recent years, the growth of scientific data and the increasing need for data sharing and collaboration in the field of environmental chemistry has led to the creation of various software and databases that facilitate research and development into the safety and toxicity of chemicals. The US-EPA Center for Computational Toxicology and Exposure has been developing software and databases that serve the chemistry community for many years. This presentation will focus on several web-based software applications which have been developed at the USEPA and made available to the community. While the primary software application from the Center is the CompTox Chemicals Dashboard almost a dozen proof-of-concept applications have been built serving various capabilities. The publicly accessible Cheminformatics Modules (https://www.epa.gov/chemicalresearch/cheminformatics) provides access to six individual modules to allow for hazard comparison for sets of chemicals, structure-substructure-similarity searching, structure alerts and batch QSAR prediction of both physicochemical and toxicity endpoints. A number of other applications in development include a chemical transformations database (ChET) and a database of analytical methods and open mass spectral data (AMOS). Each of these depends on the underlying DSSTox chemicals database, a rich source of chemistry data for over 1.2 million chemical substances. I will provide an overview of all tools in development and the integrated nature of the applications based on the underlying chemistry data. This abstract does not necessarily represent the views or policies of the U.S. Environmental Protection Agency.The US-EPA CompTox Chemicals Dashboard to support Non-Targeted Analysis
The US-EPA CompTox Chemicals Dashboard to support Non-Targeted AnalysisUS Environmental Protection Agency (EPA), Center for Computational Toxicology and Exposure
This presentation was given at the ASMS Sanibel Conference "Unraveling the Exposome" and provided a general overview of the dashboard and how it integrates to many of the projects that we support but with a special focus on list generation, mass and formula searching based on MS-Ready structures and some of the prototypes that we have been developing to support non-targeted analysis.Data delivery from the US-EPA Center for Computational Toxicology and Exposur...
Data delivery from the US-EPA Center for Computational Toxicology and Exposur...US Environmental Protection Agency (EPA), Center for Computational Toxicology and Exposure
In recent years, the growth of scientific data and the increasing need for data sharing and collaboration in the field of environmental chemistry has led to the creation of various software and databases that facilitate research and development into the safety and toxicity of chemicals. The US-EPA Center for Computational Toxicology and Exposure has been developing software and databases that have served the chemistry community for many years. Several web-based software applications have been developed at the US-EPA and made available to the community to provide access to information regarding mycotoxins. This includes related structures, experimental and predicted properties, hazard data and mass spectrometry analytical data and methods. While the primary software application from the Center is the CompTox Chemicals Dashboard almost a dozen proof-of-concept applications have been built serving various capabilities. The publicly accessible Cheminformatics Modules (https://www.epa.gov/chemical-research/cheminformatics) provides access to modules to allow for hazard comparison for sets of chemicals, structure-substructure-similarity searching and batch QSAR prediction of both physicochemical and toxicity endpoints. This presentation will provide an overview of all tools in development that provide access to mycotoxin related data and the integrated nature of the applications based on the underlying chemistry data set. This abstract does not necessarily represent the views or policies of the U.S. Environmental Protection Agency.Success in decision making data relevance curation
Success in decision making data relevance curationUS Environmental Protection Agency (EPA), Center for Computational Toxicology and Exposure
This presentation was given at the ToxForum 2023 Winter Meeting in the session regarding Life Cycle Impact Assessment: LCIAs are increasingly being utilized within Life Cycle Assessments (LCA) to attempt to quantify impacts to human health, among other impacts, and ultimately compare products or processes. This session will provide the audience with an overview of LCIA, specifically outlining how toxicology data are utilized in LCIA human health impact calculations. Further, our speakers will delve into the nuances related to the interpretation of LCIA human health outputs and how they compare to information obtained via a risk assessment (RA) approach. Toxicology data are key to these newly emerging efforts to characterize total human health impact. Therefore, panelists will be asked to consider new trends in toxicology, data sources, and or approaches that may help to better inform a calculation of human health impact along with appropriate domains of applicability fostering a discussion relevant to regulators, academics and those in application industries. Structure Identification Using High Resolution Mass Spectrometry Data and the...
Structure Identification Using High Resolution Mass Spectrometry Data and the...US Environmental Protection Agency (EPA), Center for Computational Toxicology and Exposure
The iCSS CompTox Dashboard is a publicly accessible dashboard provided by the National Center for Computation Toxicology at the US-EPA. It serves a number of purposes, including providing a chemistry database underpinning many of our public-facing projects (e.g. ToxCast and ExpoCast). The available data and searches provide a valuable path to structure identification using mass spectrometry as the source data. With an underlying database of over 720,000 chemicals, the dashboard has already been used to assist in identifying chemicals present in house dust. However, it can also be applied to many other purposes, e.g., the identification of agrochemicals in waste streams. This presentation will provide a review of the EPA’s platform and underlying algorithms used for the purpose of compound identification using high-resolution mass spectrometry data. In order to examine its performance for structure identification, especially in terms of rank-ordering database hits, we have compared it with the ChemSpider database, a well-regarded public database that has become one of the community standards for structure identification. The study has shown that the CompTox Dashboard outperforms ChemSpider in terms of structure identification and ranking providing improved outcomes for mass spectrometry analysis of “known unknowns”. TRIANGLE AREA MASS SPECTOMETRY MEETING: Structure Identification Approaches U...
TRIANGLE AREA MASS SPECTOMETRY MEETING: Structure Identification Approaches U...US Environmental Protection Agency (EPA), Center for Computational Toxicology and Exposure
This presentation was given at a TRIANGLE AREA MASS SPECTOMETRY meeting on 01/29/2019 in Research Triangle Park, North Carolina to provide a general overview of the CompTox Chemicals Dashboard to an audience of mass spectrometrists and people interested in the capabilities of the dashboard for chemical forensics, structure identification etc.The EPA Comptox Chemicals Dashboard as a Data Integration Hub for Environment...
The EPA Comptox Chemicals Dashboard as a Data Integration Hub for Environment...US Environmental Protection Agency (EPA), Center for Computational Toxicology and Exposure
The U.S. Environmental Protection Agency (EPA) Computational Toxicology Program integrates advances in biology, chemistry, and computer science to help prioritize chemicals for further research based on potential human health risks. This involves computational and data-driven approaches that integrate chemistry, exposure and biological data. The National Center for Computational Toxicology (NCCT) has measured, assembled and delivered an enormous quantity and diversity of data for the environmental sciences, including high-throughput in vitro screening data, in vivo and functional use data, exposure models and chemical databases with associated properties. The CompTox Chemicals Dashboard is a web-based application providing access to data associated with ~875,000 chemical substances. New data are continuously added to the database on an ongoing basis, along with registration of new and emerging chemicals. This includes data extracted from the literature, identified by our analytical labs, and otherwise of interest to support specific research projects to the agency. By adding these data, with their associated chemical identifiers (names and CAS Registry Numbers), the dashboard uses linking approaches to allow for automated searching of PubMed, Google Scholar and an array of public databases. This presentation will provide an overview of the CompTox Chemicals Dashboard, how it has developed into an integrated data hub for environmental data, and how it can be used for the analysis of emerging chemicals in terms of sourcing related chemicals of interest, and deriving read-across as well as QSAR predictions in real time. This abstract does not necessarily represent the views or policies of the U.S. Environmental Protection Agency.Chemistry data delivery from the US-EPA to support environmental chemistry
Chemistry data delivery from the US-EPA to support environmental chemistryUS Environmental Protection Agency (EPA), Center for Computational Toxicology and Exposure
In recent years, the growth of scientific data and the increasing need for data sharing and collaboration in the field of environmental chemistry has led to the creation of various software and databases that facilitate research and development into the safety and toxicity of chemicals. The US-EPA Center for Computational Toxicology and Exposure has been developing software and databases that serve the chemistry community for many years. This presentation will focus on several web-based software applications which have been developed at the US-EPA and made available to the community. While the primary software application from the Center is the CompTox Chemicals Dashboard (https://comptox.epa.gov/dashboard), almost a dozen proof-of-concept applications have been built serving various capabilities. The publicly accessible Cheminformatics Modules (https://www.epa.gov/chemical-research/cheminformatics) provides access to six individual modules to allow for hazard comparison for sets of chemicals, structure-substructure-similarity searching, structure alerts and batch QSAR prediction of both physicochemical and toxicity endpoints. A number of other applications in development include a chemical transformations database and a database of analytical methods and open mass spectral data. Each of these depends on the underlying DSSTox chemicals database, a rich source of chemistry data for over 1.2 million chemical substances. To further extend the accessibility and usability of this vast repository, we have developed RESTful Public APIs hosted on the secure cloud.gov environment, enabling seamless integration of this rich data into computational biology pipelines and web visualizations. We will provide an overview of all tools in development, the integrated nature of the applications based on the underlying chemistry data, and the API which is now publicly available. This abstract does not necessarily represent the views or policies of the U.S. Environmental Protection Agency.Cheminformatics tools and chemistry data underpinning mass spectrometry analy...
Cheminformatics tools and chemistry data underpinning mass spectrometry analy...US Environmental Protection Agency (EPA), Center for Computational Toxicology and Exposure
Mass spectrometry analyses at the US-EPA, especially non-targeted analysis studies, are highly dependent on the cheminformatics efforts which have been underway within the agency for almost a decade. These research efforts have resulted in a rich data infrastructure based on the DSSTox database, data integration approaches based on a structure standardization approach to produce “MS-ready” structures, and a number of supporting data types to facilitate ranking of non-targeted analysis candidates. This presentation will provide an overview of all tools in development and the integrated nature of the applications based on the underlying chemistry data. This includes the development of the underlying chemistry database of >1.2 million chemical substances (DSSTox), approaches to structure standardization to facilitate structure-substance mapping, development of a spectral database of >150,000 spectra for >25,000 chemicals, a database of >3000 analytical methods, prediction models for LCMS amenability, and an application for the profiling of toxicity hazards for batches of chemical substances. This abstract does not necessarily represent the views or policies of the U.S. Environmental Protection Agency.The US-EPA CompTox Chemicals Dashboard – a key player in the domain of Open S...
The US-EPA CompTox Chemicals Dashboard – a key player in the domain of Open S...US Environmental Protection Agency (EPA), Center for Computational Toxicology and Exposure
High resolution mass spectrometry (HRMS) and non-targeted analysis (NTA) are advancing the identification of emerging contaminants in environmental matrices, improving the means by which exposure analyses can be conducted. However, confidence in structure identification of unknowns in NTA presents challenges to analytical chemists. Structure identification requires integration of complementary data types such as reference databases (either commercial or open databases), fragmentation prediction tools, and retention time prediction models. One goal of our research is to optimize and implement structure identification functionality within the US EPA’s CompTox Chemicals Dashboard, an open chemistry resource and web application containing data for ~900,000 substances. Database searching using mass or formula-based inputs has been optimized for structure identification using “MS-Ready Structures”: de-salted, stripped of stereochemistry, and mixture separated to replicate the form of a chemical observed via HRMS. Functionality to conduct batch searching of molecular formulae and monoisotopic masses has also been implemented. While the increasing number of free online databases are of value to support chemical structure verification and elucidation there are known issues regarding data quality and careful data curation is a very necessary part of the development of these resources. This presentation will provide an overview of our latest enhancements to the dashboard to support mass spectrometry, incorporation of specific datasets (i.e. to support breath research and household dust analysis) and the value of metadata and predicted fragmentation spectral matching to support structure identification. This abstract does not necessarily represent the views or policies of the U.S. Environmental Protection Agency.The EPA CompTox Dashboard as a Data Integration Hub for Environmental Chemist...
The U.S. Environmental Protection Agency (EPA) Computational Toxicology Program integrates advances in biology, chemistry, and computer science to help prioritize chemicals for further research based on potential human health risks. This involves computational and data-driven approaches that integrate chemistry, exposure and biological data. The National Center for Computational Toxicology (NCCT) has measured, assembled and delivered an enormous quantity and diversity of data for the environmental sciences, including high-throughput in vitro screening data, in vivo and functional use data, exposure models and chemical databases with associated properties. The CompTox Chemistry Dashboard is a web-based application providing access to data associated with ~760,000 chemical substances. New data are continuously added to the database on an ongoing basis, along with registration of new and emerging chemicals. This includes data extracted from the literature, identified by our analytical labs, and otherwise of interest to support specific research projects to the agency. By adding these data, with their associated chemical identifiers (names and CAS Registry Numbers), the dashboard uses linking approaches to allow for automated searching of PubMed, Google Scholar and an array of public databases. This presentation will provide an overview of the Dashboard, how it has developed into an integrated data hub for environmental data, and how it can be used for the analysis of emerging chemicals in terms of sourcing related chemicals of interest, and deriving read-across as well as QSAR predictions in real time. This abstract does not necessarily represent the views or policies of the U.S. Environmental Protection Agency.
Applications of the US EPA’s CompTox chemicals dashboard to support structure...
Applications of the US EPA’s CompTox chemicals dashboard to support structure...US Environmental Protection Agency (EPA), Center for Computational Toxicology and Exposure
High resolution mass spectrometry (HRMS) and non-targeted analysis (NTA) are of increasing interest in chemical forensics for the identification of emerging contaminants and chemical signatures of interest. At the US Environmental Protection Agency, our research using HRMS for non-targeted and suspect screening analyses utilizes databases and cheminformatics approaches that are applicable to chemical forensics. The CompTox Chemicals Dashboard is an open chemistry resource and web-based application containing data for ~760,000 substances. Basic functionality for searching through the data is provided through identifier searches, such as systematic name, trade names and CAS Registry Numbers. Advanced Search capabilities supporting mass spectrometry include mass and formula-based searches, combined substructure-mass searches and searching experimental mass spectral data against predicted fragmentation spectra. A specific type of data mapping in the underpinning database, using “MS-Ready” structures, has proven to be a valuable approach for structure identification that links structures that can be identified via HRMS with related substances in the form of salts, and other multi-component mixtures that are available in commerce. This presentation will provide an overview of the CompTox Chemicals Dashboard and demonstrate its utility for supporting structure identification and NTA in chemical forensics. This abstract does not necessarily represent the views or policies of the U.S. Environmental Protection Agency.Delivering web-based access to data and algorithms to support computational t...
Delivering web-based access to data and algorithms to support computational t...US Environmental Protection Agency (EPA), Center for Computational Toxicology and Exposure
The US-EPA National Center for Computational Toxicity (NCCT) has been generating data and building software applications and web-based chemistry databases for over a decade. During this period the center has analyzed thousands of chemicals in hundreds of bioassays, has researched high-throughput physicochemical property measurements and investigated approaches for high throughput toxicokinetics. NCCT continues to expand the battery of assays and number of chemicals under examination and is now investigating the application of transcriptomics. In parallel to these experimental efforts, and to support our efforts to develop new approaches to prioritize chemicals based on potential human health risks, we aggregate and curate data streams of various types to support prediction models. Over the past few years some of the data have been delivered through prototype web-based “dashboards” for public consumption. The latest of these web applications, the CompTox Chemicals Dashboard, is an integrated access point to obtain information associated with 875,000 chemical substances and providing experimental and predicted data of various types. This includes physicochemical and fate and transport data, bioactivity data, exposure data and integrated literature searches. Real-time predictions and generalized read-across are possible and advanced search capabilities are available to support EPA-related projects including mass spectrometry non-targeted analysis. This presentation will provide an overview of the CompTox Chemicals Dashboard and the its role in delivering access to the outputs of NCCT. This abstract does not necessarily represent the views or policies of the U.S. Environmental Protection Agency.Consensus ranking and fragmentation prediction for identification of unknowns...
Consensus ranking and fragmentation prediction for identification of unknowns...US Environmental Protection Agency (EPA), Center for Computational Toxicology and Exposure
High resolution mass spectrometry (HRMS) and non-targeted analysis (NTA) are advancing the identification of emerging contaminants in environmental and agricultural matrices. However, confidence in structure identification of unknowns in NTA presents challenges to analytical chemists. Structure identification requires integration of complementary data types such as reference databases, fragmentation prediction tools, and retention time prediction models. The goal of this research is to optimize and implement structure identification functionality within the US EPA’s CompTox Chemicals Dashboard, an open chemistry resource and web application containing data for ~760,000 substances. Rank-ordering the number of sources associated with chemical records within the Dashboard (Data Source Ranking) improves the identification of unknowns by bringing the most likely candidate structures to the top of a search results list. Incorporating additional data streams contained within the database underlying the Dashboard further enhances identifications. Integrating tandem mass spectrometry data into NTA workflows enables spectral match scores and increases confidence in structural assignments. We have generated and stored predicted MS/MS fragmentation spectra for the entirety of the Chemistry Dashboard using the in silico prediction tool CFM-ID. Predicted fragments incorporated into the identification workflow were used as both a scoring term and as a candidate threshold cutoff. Combining these steps within an open chemistry resource provides a freely available software tool for structure identification and NTA. This abstract does not necessarily represent the views or policies of the U.S. Environmental Protection Agency.Similar to Accessing Environmental Chemistry Data via Data Dashboards (20)
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Accessing Environmental Chemistry Data via Data Dashboards
- 1. 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 Federal Environmental Symposium – March 28th 2022
- 2. CompTox Chemicals Dashboard >906k chemicals
- 3. 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
- 4. CompTox Chemicals Dashboard https://comptox.epa.gov/dashboard 4 SEARCH TOX DATA BIOACTIVITY SIMILARITY READ-ACROSS PUBMED BATCH SEARCH
- 5. BASIC Search • Type ahead search using Names, synonyms and CASRNs • Millions of identifiers • Substring search
- 6. Detailed Chemical Pages • Chemical page: Wikipedia snippet when available, intrinsic properties, structural identifiers, linked substances
- 7. “Executive Summary” • Overview of toxicity- related info • Quantitative values • Physchem. and Fate & Transport • Adverse Outcome Pathway links • In vitro bioactivity summary plot
- 8. Experimental and Predicted Data • Physchem and Fate & Transport experimental and predicted data • Data can be downloaded as Excel, TSV and CSV files
- 9. Chemical Hazard Data ToxVal Database • >50k chemicals • >770k tox. values • >30 sources of data • ~5k journals cited • ~70k citations
- 10. Safety Data
- 11. Sources of Exposure to Chemicals
- 12. What about PFAS?
- 13. Are there Similar Compounds?
- 14. Relationships in the data
- 15. Markush Chemicals • PFOS is a member of linear perfluoroalkyl sulfonates 15
- 16. …and their Markush Children… • Linear perfluoroalkyl sulfonates has children…
- 17. Bioactivity Data
- 18. ToxCast
- 20. Full transparency in terms of data • Concentration Response data
- 21. Full access to concentration-response curves
- 22. Use Models Derived from the Data
- 23. Searching Literature and the Internet
- 24. 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
- 25. 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
- 26. 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?
- 27. External Links – Also use Identifiers Names, CASRN, PubChem IDs, InChIs… 27
- 28. External Links • Links to ~90 websites providing access to additional data on the chemical of interest
- 30. A List of Lists of Chemicals https://comptox.epa.gov/dashboard/chemical_lists
- 31. The OECD List of PFAS http://www.oecd.org/chemicalsafety/portal-perfluorinated-chemicals/ 31
- 33. PFAS List Paper (in proof stage)
- 34. Batch Searching
- 35. 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
- 36. Batch Search
- 37. Batch Search – Excel, CSV, SDF file
- 38. Batch Search
- 40. 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
- 41. Module 1: Hazard Module
- 42. Export SDF or Excel File • Most useful form for your needs..Excel 42
- 43. Module 2: Alerts
- 44. Module 3: WebTEST Batch Prediction
- 46. These Modules will be public shortly • These modules, and their future updates, are presently being deployed to the public • Intended URL is : https://cheminformatics.epa.gov
- 47. Summary and Conclusion • CompTox Chemicals Dashboard - a central hub for environmental data • ~900k chemical substances • Integrating property data, hazard data, exposure data, in vitro bioactivity data • Interrogation of bioactivity data - • Multiple types of searches • Batch search for thousands of chemicals • Real-time property and toxicity predictions • Downloadable files – CSV, TSV and Excel
- 48. Some Related Publications of Interest
- 49. 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 49
- 50. Acknowledgments • Contact:Williams.Antony@epa.gov • Feedback and follow-up is welcomed! Your questions help • The dashboard is based on the efforts of many more team members than us. Many collaborators provide data also. 50 EPA’s Center for Computational Toxicology and Exposure