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The Adverse Outcome Pathway Approach toEcotoxicology and Its Possible Applicability to
Human Health Toxicology
Ed Perkins, PhDSenior Research Scientist Environmental Laboratory
US Army Engineer Research and Development Center
US Army Corps Engineers
Vicksburg, MS
email: [email protected]
Mixtures and Cumulative Risk Assessment: New Approaches: Using the Latest Science and Thinking about Pathways
July 27–28, 2011
Raw Material
Lifetime Article
Env. Fate
Eco health
Human health
Alt species
Pathway modeling Rapid in vivo screeningSystems toxicology and molecular analysis
• Rapid, inexpensive in vivo testing• Integrative• Dose effects• Metabolism• Developmental testing • 24-96 well plate format
• Reproductive testing• Daphnia 21 d reproductive test • Fathead Minnow 21-d reproductive test
• Behavioral testing• Exposure• Relatively inexpensive
Application of Research to Levels of Organization Based
on Source to Outcome Source
EnvironmentalContaminant
Exposure
Key Event Cellular Effects
Individual
Population
Community
Mode of Action
Adverse Outcome Pathway
Source to Outcome Pathway
Toxicity Pathway
4
Biologicinputs
“Normal” BiologicalFunction
AdverseOutcomes
(e.g., mortality, ReproductiveImpairment)
Cell inury, Inability to
regulate
AdaptiveResponses
Early cellularchanges
Exposure
Uptake-Delivery to Target Tissues
Perturbation
Cellular response pathway
Molecularinitiating event
Perturbed cellular response pathway
Adverse outcomerelevant to
risk assessment
Toxicity Pathway
Adverse Outcome Pathway
An Adverse Outcome Pathway (AOP) is a conceptual framework that portrays existing An Adverse Outcome Pathway (AOP) is a conceptual framework that portrays existing
knowledge concerning the linkage between a direct knowledge concerning the linkage between a direct molecular initiating eventmolecular initiating event and an and an
adverse outcomeadverse outcome, at a level of biological organization relevant to risk assessment., at a level of biological organization relevant to risk assessment.
((AnkleyAnkley et al. 2010, Environ. et al. 2010, Environ. ToxicolToxicol. Chem., 29(3): 730. Chem., 29(3): 730--741.)741.)
ChemicalProperties
Receptor/LigandInteraction
DNA Binding
Protein Oxidation
Gene activation
Protein production
Altered signaling
Altered physiology
Disrupted homeostasis
Altered tissue development/
function
Lethality
Impaired Development
Impaired Reproduction
ToxicantCellular
ResponsesOrgan
ResponsesOrganismResponses
Structure
Recruitment
Extinction
PopulationResponses
Macro-Molecular
Interactions
Toxicant MolecularInitiating event
Cellular Responses
OrganResponses
IndividualResponses
PopulationResponses
Computational chemistry,
QSAR
Receptor screening assays, Cell line assays, genomics, proteomics, metabolomics, biochemistry
Whole animal, In vitro models,Computational models, omics, metabolomics
Whole animal Toxicology
Population modeling,field monitoring
Mechanistic modeling
Predicted effect
Population impact
Pathway and network impacts
Screening for toxicological effects and
chemicals
AOP and alternative animals in human health assessment
Hypothalamus- Pituitary-Gonadal Axis
17β-trenbolone
(trb-acetate)AR binding
AR-dependent somatic cell proliferation
Increased muscle mass
Increased economic yield
Economic Outcome Pathway
Athletic Outcome Pathway
17β-trenbolone
(trb-acetate)AR binding
AR-dependent somatic cell proliferation
Increased muscle mass
Improved athletic performance
Reproductive impairment: Endocrine Disrupting Chemicals
Adverse Outcome Pathway: Fathead Minnow
17β-trenbolone
(trb-acetate)AR binding
Negative feedback, hypothalamic
neurons
AR-dependent somatic cell proliferation
Tubercle and fatpad formation
in females
Reduced steroidogenesis,
vitellogenesis
Reduced fecundity
Adverse Outcome Pathway: Human
17β-trenbolone
(trb-acetate)AR binding
Negative feedback, hypothalamic
neurons
AR-dependent somatic cell proliferation
Increased body hair in females
Testicular atrophy, impaired sperm
productionInfertility
testosterone estradiol vitellogenin
Rat versus fathead minnow in vivo tests for endocrine active chemicals
Fathead minnow effective in vivo screening tool
Hypothalamus- Pituitary-Gonadal Axis
885 microarrays, 9 chemicals, multiple doses, multiple time points
Now over 1700 arrays, more chemicals, more doses Perkins et al 2011 ET&C
Mutual information network based on expression and hormone levels
Androgen receptor antagonist
Physiological changes consistent with observations in reverse engineered network
Involvement of SDF-1 in oocyte atresia-> Potential non-androgenic mediated effects
Identification of potential effects on ovaries caused by Flutamide
Flutamide used as treatment in polycistic ovary syndrome in humans ->reduction in ovarian size and production of androgens
De Leo 1998 JCEM
Flutamide and trenbolone effects on fathead minnow ovaries
FlutamideAR antagonist
TrenboloneAR agonist
Mix
• SDF-1 change in flutamide exposure, but not trenbolone suggests non androgen-dependent mechanism
• Demonstrates interaction of different androgen and anti-androgenic chemicals
Understanding simple mixture effects:
Toxicity of nitroaromatics in alternative species
Rat (Rattus norvegicus)
Northern Bobwhite quail (Colinus virginianus)
Fathead minnow (Pimephales promelas)
Daphnia magna
Wintz et al 2006 Toxicol Sci
2,4DNT
Hepatosom
aticIndex (H
I)
8
6
4
2
0
Effect of increasing 2,4 DNT on survival and liver health
0
20
40
60
80
100
Control Acetone 2 4 8 162,4 DNT (mg/L)
% S
urvi
val
SurvivalHI
Liver gene expression
Liver lipid metabolism
Lipids and respiration
2,6DNTTime to Mortality (2,6-DNT Exposure)
0
50
100
150
200
250
300
350
400
control 50 100 190 350
2,6-DNT Dose (m g/kg/d)
Tim
e to
Mor
talit
y (h
)
Male
Female
a a a
bc
Dose and mortality
Dose and mortality
Liver gene expression • fatty acid metabolism
• glycolysis• gluconeogenesis • anemia
Ruwat et al 2010
TNT24DNT26DNT
2ADNT4ADNT
Genomics: Common pathways impacted by nitrotoluenes-Nrf2, PPAR alpha, fatty acid metabolism -similar to quail and fathead
Liver gene expression
Liver lipid metabolism
Lipidomics: 37 individual lipid species affected
Deng et al PLoS ONE 2010
Organ/Tisse
Toxicant→M acro-M olecular Interactions
CellularResponses
OrganResponces
OrganismResponses
Organ/TissueEffects
W hole BodyEffects
Liver
Blood
Spleen
Bonem arrow
Pathw ayTypical Observations
in RDT Test
Hepatocyte
Erythrocyte
R ed pulp:
Phagocytosisof Dam aged
Erythrocyte
Extram edullary
hem atopoiesis
Hem atopoiesis
Increased
Extram edullary
Hem atopoiesis
T. bilirubin↑
R BC↓
HG B↓HTC↓
R eticulo↑
M et HG B↑
Cyanosis/
Pale Skin
K upffer Cell:
Hem osiderinPigm entation
Extram edullary
hem atopoiesis
R ed pulp:
Hem osiderinPigm entation
Extram edullary
Hem atopoiesisCongestion
O rgan w t. ↑
Hem atopoiesis
Increased
K upffer Cell:
Phagocytosisof Dam aged
Erythrocyte
Com pensatory
R esponce
1
2
3
45
Hem olysis
NHOHHG B
M et -HGB
N=O
ROS
HG BA dducts
PeroxidationLipid M em braneetc.
NHOHNH2
OxidaseMonooxigenaze
Toxicity of anilines and nitrotoluenes
Fatty liver
Nrf2, PPAR
?
NTs
The impact of complex mixtures of nitroaromatics on Daphnia magna
LAAP: Louisiana ArmyAmmunition Plant
• RDX• HMX• Aminodinitrotoluenes • Dinitrobenzene• Trinitrobenzene• Trinitrotoluene • Dinitrotoluene
Garcia-Reyero et al 2011
Individual chemical effects Synthetic mixture interactions
RDX DNB TNB TNT A26DNT 26DNT
RDX
TNT
TNB
DNB
26DNT
26DNT
Effects of individual and mixtures of chemicals on gene expression
Clear mixture effects
PCR panel
The top (most connected and significant) network for each exposure and their connections
Mixtures and Individual chemical pathways
BUT: A number of unique functions were also affected in mixtures -> consistent with non-additivity of chemical
effects
common pathways
Pathway analysis (human orthologs)
D. magna microarray analysis of mixture effects
Toxicant MolecularInitiating event
Cellular Responses
OrganResponses
IndividualResponses
PopulationResponses
Computational chemistry,
QSAR
Receptor screening assays, Cell line assays, genomics, proteomics, metabolomics, biochemistry
Whole animal, In vitro models,Computational models, omics, metabolomics
Whole animal Toxicology
Population modeling,field monitoring
Mechanistic modeling
Predicted effect
Population impact
Pathway and network impacts
Screening for toxicological effects and
chemicals
Summary: AOP and alternative animals in human health assessment
• Kurt Gust• Mitch Wilbanks• Youping Deng
University of Louisiana at Monroe• Sharon Meyer
• Rory Connoly• Miyuki Breen