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Office of Research and Development
National Center for Computational Toxicology
Global Chem
Baltimore
March 2015
Kevin M. Crofton
Deputy Director
National Center for Computational Toxicology
Adverse Outcome Pathways:
Challenges in Use and
Development
Source to Outcome
Pathways
Source
Environmental
Contaminant
Exposure
Molecular Initiating
Event
Cellular Effects
Individual
Population
Community
Adverse Outcome
Pathways
The views expressed in this presentation are those of the presenter
and do not necessarily reflect the views or policies of the U.S. EPA
Office of Research and Development
National Center for Computational Toxicology 1
Outline
 AOPs – What are they good for?
 Challenges
 Collaborative Efforts - AOP Wiki
 How to efficiently build more AOPs
 AOP integration – Biology is not linear
AR
Agonism
Theca/Granulosa
Reduced T & E2
synthesis
Hypothalamic
Neurons
(-) Feedback
Hepatocyte
Reduced
VTG
production
Ovary
Impaired
Oocyte
Dev.
Female
Decreased
ovulation/spawning
Population
Declining
Trajectory
MIE AO
Office of Research and Development
National Center for Computational Toxicology
AOPs – What are they good for?
1. Improved predictions of toxicity via decreased uncertainty and
increased transparency
o Increases level of confidence in the relationship between measured
data and adverse outcomes that is critical for risk assessments
o Allows use of ‘up-stream’ key events
2. Informs/enhances species to species extrapolation
3. Can be Life-Stage specific
4. Identification of Data Gaps
– Construction of an AOP should identify data gaps i.e., critical needs
to build a useful model
5. Provide molecular targets for development of in vitro screening
assays (e.g., ToxCast, Tox21) and QSARs (e.g., OECD Toolbox)
6. Holy Grail = predictive computational models
– If the MIE predicts the Adverse Outcome – then you don’t need to measure
the outcome
– Must include compensatory mechanics
2
Office of Research and Development
National Center for Computational Toxicology
Collaborative Projects
https://aopkb.org/
Third party
Applications,
plugins
AOP-KB
Hub
Shared chemical, biological and
toxicological ontologies
AOP-KB
Intermediate Effects
DB
Put
chemical-related
AOP components
in a regulatory
context
AOP Xplorer
Visualize attribute networks to
discover & explore AOPs
in a broader
context
Effectopedia
Detailed development of
structured & computational
AOPs
AOP Wiki
Collaborative development of AOP
descriptions & evidence
Slide from Clemens Wittwehr
Office of Research and Development
National Center for Computational Toxicology 4
AOP Wiki
Collaborative development of AOPs
• Provides qualitative, text-based descriptions of an AOP in a
structured environment
• Focus is on documenting the weight of evidence in support of
the AOP
• Synchronized with the OECD guidance and handbook
documents
• Interfaces with the AOP Xplorer to visualize AOP information
in a network context
• Future interface with Effectopedia and Intermediate Effects dB
• Crowd-sourcing hypothesis - Online public access to
encourage AOP development
Office of Research and Development
National Center for Computational Toxicology
Structuring and Storing AOP Information
http://aopwiki.org
AR
Agonism
Theca/Granulosa
Reduced T & E2
synthesis
Hypothalamic
Neurons
(-) Feedback
Hepatocyte
Reduced
VTG
production
Ovary
Impaired
Oocyte
Dev.
Female
Decreased
ovulation/spawning
Population
Declining
Trajectory
Key
event i+1
Key
event I
Molecular
Initiating
Event (MIE)
Adverse
Outcome
(AO)
1. Chemical initiators
2. Key event (nodes)
MIE & AO are special cases of KEs
AOP Components are mapped to specific entities in the Wiki
Example
Chemicals
1 2 233 3
4
3. KE Relationship
(linkage; edge)
4. AOP
2MIE 2AO
Office of Research and Development
National Center for Computational Toxicology
AOP Page in Wiki
Structured
Content
Free
Text Fields
http://aopwiki.org
Review
Status
OECD
Project #
Office of Research and Development
National Center for Computational Toxicology
How many AOPs do we have and how many do we need?
OECD reviewed and approved AOPs
– Only one so far – Skin Sensitization
AOP Wiki AOPs
– 7 “AOPs Ready for Commenting”
• The AOPs are open for public comments
– 36 “AOPs Under Development”
• Available for viewing, but not comments
• Note: A number are not active
Peer Reviewed Publications
– ~ 5 (some overlap with AOP Wiki)
7
Biological Space Coverage for
AOPs is limited
Office of Research and Development
National Center for Computational Toxicology
Speeding AOP Discovery & Development
Formal AOPs
Quantitative AOPs
Putative AOPs
AOP Networks
Computationally
Predicted AOPs
AOPDataNeeds
AOPUncertainties
Office of Research and Development
National Center for Computational Toxicology
Computational approach for data integration and
putative AOP identification
DE gene
expression
data
Discretized
data
Annotated
associations
Phenotype
data
Enriched
pathways
cpAOPnet
HTS data
Adverse
outcome
Stressor
Slide courtesy of Steve Edwards & Shannon Bell
Office of Research and Development
National Center for Computational Toxicology
10
Computational Modeling – Using ToxCast and ToxRef
AOP for Vascular Disruption
• AOPs for embryonic vascular
disruption developed from
biology of vascular
development and used
ToxCast data to parameterize
models
• Validated model results with
orthogonal organotypic
assays and reference
teratogens
Model Simulations of Dev Vascular Disruption
Knudsen et al., unpublished
1 uM 5 uM0 uM 20 uM
AOP for Developmental Vascular Disruption
Kleinstreuer et al., PLoS Comp Bio, 2013
Office of Research and Development
National Center for Computational Toxicology
Thyroperoxidase
Inhibition
Decrease
Serum
T4 & T3
Tissue
TH Changes
Decreased
Cognition
Decreased
T4 & T3
Synthesis
TH
Responsive
Genes
Altered
Neurophysiology
Altered
Neuroanatomy
OECD Project 1.10: Xenobiotic Induced Inhibition of Thyroperoxidase and
Depressed Thyroid Hormone Synthesis and Subsequent Adverse
Neurodevelopmental Outcomes in Mammals.
Office of Research and Development
National Center for Computational Toxicology
Thyroperoxidase
Inhibition
Decrease
Serum
T4 & T3
Tissue
TH Changes
Decreased
Cognition
Decreased
T4 & T3
Synthesis
TH
Responsive
Genes
Altered
Neurophysiology
Altered
Neuroanatomy
OECD Project 1.10: Xenobiotic Induced Inhibition of Thyroperoxidase and Depressed Thyroid Hormone
Synthesis and Subsequent Adverse Neurodevelopmental Outcomes in Mammals.
Activation of
Hepatic Nuclear
Xenoreceptors
Increased
hepatic
UGT/SULT
T4 Biliary
Elimination
OECD Project 1.9: Upregulation of Thyroid Hormone Catabolism via Activation of Hepatic
Nuclear Receptors, and Subsequent Adverse Neurodevelopmental Outcomes in Mammals.
Office of Research and Development
National Center for Computational Toxicology
Thyroperoxidase
Inhibition
Decrease
Serum
T4 & T3
Tissue
TH Changes
Decreased
Cognition
Decreased
T4 & T3
Synthesis
TH
Responsive
Genes
Altered
Neurophysiology
Altered
Neuroanatomy
OECD Project 1.10: Xenobiotic Induced Inhibition of Thyroperoxidase and Depressed Thyroid Hormone Synthesis and
Subsequent Adverse Neurodevelopmental Outcomes in Mammals.
Activation of
Hepatic Nuclear
Xenoreceptors
Increased
hepatic
UGT/SULT
T4 Biliary
Elimination
OECD Project 1.9: Upregulation of Thyroid Hormone Catabolism via Activation of Hepatic Nuclear Receptors, and
Subsequent Adverse Neurodevelopmental Outcomes in Mammals.
New OECD AOP Project: Inhibition of Na+/I- symporter (NIS) decreases TH synthesis leading
to learning and memory deficit in children
NIS
Inhibition
Multiple MIEs
Same
Outcome
Office of Research and Development
National Center for Computational Toxicology
Thyroperoxidase
NIS
Hepatic Nuclear
Xenoreceptors
Deiodinases
Thyroid Receptors
Free
T3 & T4
 TSH
Tissue
TH Changes
Thyroid
Hyperplasia
Rat
Thyroid
Tumors
Adverse
Outcomes
T4 & T3
Synthesis
Phase 2
Catabolism
Cellular
Transporters
Cellular
T4 T3
Conversion
Biliary
Elimination
4
9
35
6
7
8
Transport
Proteins
10
Thyroid Gland
Pituitary
TSH R
TRH R
Hypothalamus
TR
Blood
Cellular TR
Signaling
Altered
Development
Altered
Metabolism
3
2
1
Hypothalamic Pituitary
Feedback
Bound-TH
Integrated Pathways – Multiple MIEs & Species
Dependent and Independent AOs
Human
Developmental
Neurotoxicty
Amphibian
Metamorphosis
Office of Research and Development
National Center for Computational Toxicology
AOPWiki
Beta version released September 2014.
• Developed as a joint project between:
– OECD, EU Joint Research Center, Italy, US EPA, US Army Engineering
Research and Development Center, Vicksburg MS
• Provides a ‘user-friendly’ interface for ‘crowd sourcing the
development of AOPs
Link - www.aopwiki.org
Contacts: Edwards.Stephen@epa.gov
Clemens.Wittwehr@ec.europa.eu
15
Office of Research and Development
National Center for Computational Toxicology
Thanks for Listening
16

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Crofton Global Chem AOP talk March 2015

  • 1. Office of Research and Development National Center for Computational Toxicology Global Chem Baltimore March 2015 Kevin M. Crofton Deputy Director National Center for Computational Toxicology Adverse Outcome Pathways: Challenges in Use and Development Source to Outcome Pathways Source Environmental Contaminant Exposure Molecular Initiating Event Cellular Effects Individual Population Community Adverse Outcome Pathways The views expressed in this presentation are those of the presenter and do not necessarily reflect the views or policies of the U.S. EPA
  • 2. Office of Research and Development National Center for Computational Toxicology 1 Outline  AOPs – What are they good for?  Challenges  Collaborative Efforts - AOP Wiki  How to efficiently build more AOPs  AOP integration – Biology is not linear AR Agonism Theca/Granulosa Reduced T & E2 synthesis Hypothalamic Neurons (-) Feedback Hepatocyte Reduced VTG production Ovary Impaired Oocyte Dev. Female Decreased ovulation/spawning Population Declining Trajectory MIE AO
  • 3. Office of Research and Development National Center for Computational Toxicology AOPs – What are they good for? 1. Improved predictions of toxicity via decreased uncertainty and increased transparency o Increases level of confidence in the relationship between measured data and adverse outcomes that is critical for risk assessments o Allows use of ‘up-stream’ key events 2. Informs/enhances species to species extrapolation 3. Can be Life-Stage specific 4. Identification of Data Gaps – Construction of an AOP should identify data gaps i.e., critical needs to build a useful model 5. Provide molecular targets for development of in vitro screening assays (e.g., ToxCast, Tox21) and QSARs (e.g., OECD Toolbox) 6. Holy Grail = predictive computational models – If the MIE predicts the Adverse Outcome – then you don’t need to measure the outcome – Must include compensatory mechanics 2
  • 4. Office of Research and Development National Center for Computational Toxicology Collaborative Projects https://aopkb.org/ Third party Applications, plugins AOP-KB Hub Shared chemical, biological and toxicological ontologies AOP-KB Intermediate Effects DB Put chemical-related AOP components in a regulatory context AOP Xplorer Visualize attribute networks to discover & explore AOPs in a broader context Effectopedia Detailed development of structured & computational AOPs AOP Wiki Collaborative development of AOP descriptions & evidence Slide from Clemens Wittwehr
  • 5. Office of Research and Development National Center for Computational Toxicology 4 AOP Wiki Collaborative development of AOPs • Provides qualitative, text-based descriptions of an AOP in a structured environment • Focus is on documenting the weight of evidence in support of the AOP • Synchronized with the OECD guidance and handbook documents • Interfaces with the AOP Xplorer to visualize AOP information in a network context • Future interface with Effectopedia and Intermediate Effects dB • Crowd-sourcing hypothesis - Online public access to encourage AOP development
  • 6. Office of Research and Development National Center for Computational Toxicology Structuring and Storing AOP Information http://aopwiki.org AR Agonism Theca/Granulosa Reduced T & E2 synthesis Hypothalamic Neurons (-) Feedback Hepatocyte Reduced VTG production Ovary Impaired Oocyte Dev. Female Decreased ovulation/spawning Population Declining Trajectory Key event i+1 Key event I Molecular Initiating Event (MIE) Adverse Outcome (AO) 1. Chemical initiators 2. Key event (nodes) MIE & AO are special cases of KEs AOP Components are mapped to specific entities in the Wiki Example Chemicals 1 2 233 3 4 3. KE Relationship (linkage; edge) 4. AOP 2MIE 2AO
  • 7. Office of Research and Development National Center for Computational Toxicology AOP Page in Wiki Structured Content Free Text Fields http://aopwiki.org Review Status OECD Project #
  • 8. Office of Research and Development National Center for Computational Toxicology How many AOPs do we have and how many do we need? OECD reviewed and approved AOPs – Only one so far – Skin Sensitization AOP Wiki AOPs – 7 “AOPs Ready for Commenting” • The AOPs are open for public comments – 36 “AOPs Under Development” • Available for viewing, but not comments • Note: A number are not active Peer Reviewed Publications – ~ 5 (some overlap with AOP Wiki) 7 Biological Space Coverage for AOPs is limited
  • 9. Office of Research and Development National Center for Computational Toxicology Speeding AOP Discovery & Development Formal AOPs Quantitative AOPs Putative AOPs AOP Networks Computationally Predicted AOPs AOPDataNeeds AOPUncertainties
  • 10. Office of Research and Development National Center for Computational Toxicology Computational approach for data integration and putative AOP identification DE gene expression data Discretized data Annotated associations Phenotype data Enriched pathways cpAOPnet HTS data Adverse outcome Stressor Slide courtesy of Steve Edwards & Shannon Bell
  • 11. Office of Research and Development National Center for Computational Toxicology 10 Computational Modeling – Using ToxCast and ToxRef AOP for Vascular Disruption • AOPs for embryonic vascular disruption developed from biology of vascular development and used ToxCast data to parameterize models • Validated model results with orthogonal organotypic assays and reference teratogens Model Simulations of Dev Vascular Disruption Knudsen et al., unpublished 1 uM 5 uM0 uM 20 uM AOP for Developmental Vascular Disruption Kleinstreuer et al., PLoS Comp Bio, 2013
  • 12. Office of Research and Development National Center for Computational Toxicology Thyroperoxidase Inhibition Decrease Serum T4 & T3 Tissue TH Changes Decreased Cognition Decreased T4 & T3 Synthesis TH Responsive Genes Altered Neurophysiology Altered Neuroanatomy OECD Project 1.10: Xenobiotic Induced Inhibition of Thyroperoxidase and Depressed Thyroid Hormone Synthesis and Subsequent Adverse Neurodevelopmental Outcomes in Mammals.
  • 13. Office of Research and Development National Center for Computational Toxicology Thyroperoxidase Inhibition Decrease Serum T4 & T3 Tissue TH Changes Decreased Cognition Decreased T4 & T3 Synthesis TH Responsive Genes Altered Neurophysiology Altered Neuroanatomy OECD Project 1.10: Xenobiotic Induced Inhibition of Thyroperoxidase and Depressed Thyroid Hormone Synthesis and Subsequent Adverse Neurodevelopmental Outcomes in Mammals. Activation of Hepatic Nuclear Xenoreceptors Increased hepatic UGT/SULT T4 Biliary Elimination OECD Project 1.9: Upregulation of Thyroid Hormone Catabolism via Activation of Hepatic Nuclear Receptors, and Subsequent Adverse Neurodevelopmental Outcomes in Mammals.
  • 14. Office of Research and Development National Center for Computational Toxicology Thyroperoxidase Inhibition Decrease Serum T4 & T3 Tissue TH Changes Decreased Cognition Decreased T4 & T3 Synthesis TH Responsive Genes Altered Neurophysiology Altered Neuroanatomy OECD Project 1.10: Xenobiotic Induced Inhibition of Thyroperoxidase and Depressed Thyroid Hormone Synthesis and Subsequent Adverse Neurodevelopmental Outcomes in Mammals. Activation of Hepatic Nuclear Xenoreceptors Increased hepatic UGT/SULT T4 Biliary Elimination OECD Project 1.9: Upregulation of Thyroid Hormone Catabolism via Activation of Hepatic Nuclear Receptors, and Subsequent Adverse Neurodevelopmental Outcomes in Mammals. New OECD AOP Project: Inhibition of Na+/I- symporter (NIS) decreases TH synthesis leading to learning and memory deficit in children NIS Inhibition Multiple MIEs Same Outcome
  • 15. Office of Research and Development National Center for Computational Toxicology Thyroperoxidase NIS Hepatic Nuclear Xenoreceptors Deiodinases Thyroid Receptors Free T3 & T4  TSH Tissue TH Changes Thyroid Hyperplasia Rat Thyroid Tumors Adverse Outcomes T4 & T3 Synthesis Phase 2 Catabolism Cellular Transporters Cellular T4 T3 Conversion Biliary Elimination 4 9 35 6 7 8 Transport Proteins 10 Thyroid Gland Pituitary TSH R TRH R Hypothalamus TR Blood Cellular TR Signaling Altered Development Altered Metabolism 3 2 1 Hypothalamic Pituitary Feedback Bound-TH Integrated Pathways – Multiple MIEs & Species Dependent and Independent AOs Human Developmental Neurotoxicty Amphibian Metamorphosis
  • 16. Office of Research and Development National Center for Computational Toxicology AOPWiki Beta version released September 2014. • Developed as a joint project between: – OECD, EU Joint Research Center, Italy, US EPA, US Army Engineering Research and Development Center, Vicksburg MS • Provides a ‘user-friendly’ interface for ‘crowd sourcing the development of AOPs Link - www.aopwiki.org Contacts: Edwards.Stephen@epa.gov Clemens.Wittwehr@ec.europa.eu 15
  • 17. Office of Research and Development National Center for Computational Toxicology Thanks for Listening 16