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What Can ToxCast Tell Us
About Endocrine Disruption?
Keith Houck, PhD
ISRPT 2009 Endocrine Workshop
9-10 Sept 2009
This work was reviewed by EPA and approved for presentation but does not
necessarily reflect official Agency policy. Mention of trade names or commercial
products does not constitute endorsement or recommendation by EPA for use.
Office of Research and Development
National Center for Computational Toxicology
What Can ToxCast Tell Us About Endocrine
Disruption?
• Probably not much but our focus is chemical
prioritization for targeted testing
Office of Research and Development
National Center for Computational Toxicology
1
Our Challenge:
Too Many Chemicals
Too High a Cost
90,000
11,000
Cancer
DevTox
NeuroTox
ReproTox
ImmunoTox
Millions $
PulmonaryTox
…and not enough data.
Office of Research and Development
National Center for Computational Toxicology
2
Judson, et al EHP 117(5):685-95 (2009)
ToxCastTM Background
Research program of EPA’s National Center for Computational
Toxicology
Addresses chemical screening and prioritization needs for pesticidal
inerts, anti-microbials, CCLs, HPVs and MPVs
Comprehensive use of HTS technologies to generate biological
fingerprints and predictive signatures
Coordinated with NTP and NHGRI/NCGC via Tox21
Committed to stakeholder involvement and public release of data
Communities of Practice- Chemical Prioritization; Exposure
NCCT website- http://www.epa.gov/ncct/toxcast
ACToR- Aggregated Computational Toxicology Resource
http://www.epa.gov/actor/
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3
ToxCast_320 Phase I Chemicals
309 unique structures
Replicates for QC
8 metabolites
291 total pesticide actives
273 registered pesticide actives
22 pesticide inerts
MOA Classes with
33 antimicrobials
> 3 chemicals
54 Tier 1 EDSP
23 IUR
13 HPV
73 OW PCCL
11 CCL1
10 CCL2
25 CCL3
Office of Research and Development
National Center for Computational Toxicology
Misc
Acetylcholine esterase inhibitors
conazole fungicides
Sodium channel modulators
pyrethroid ester insecticides
organothiophosphate acaricides
dinitroaniline herbicides
pyridine herbicides
thiocarbamate herbicides
imidazolinone herbicides
organophosphate insecticides
phenyl organothiophosphate insecticides
aliphatic organothiophosphate insecticides
amide herbicides
aromatic fungicides
chloroacetanilide herbicides
chlorotriazine herbicides
growth inhibitors
organophosphate acaricides
oxime carbamate insecticides
phenylurea herbicides
pyrethroid ester acaricides
strobilurin fungicides
unclassified acaricides
unclassified herbicides
4
EDSP Chemicals in ToxCast 320
CHEM_NAME
2,4-Dichlorophenoxyacetic acid (2,4-D)
2-Phenylphenol
Abamectin
Acephate
Aldicarb
Atrazine
Azinphos-methyl
Benfluralin
Bifenthrin
Bisphenol A
Captan
Carbaryl
Chlorothalonil
Cyfluthrin
Cypermethrin
d-cis,trans-Allethrin
Diazinon
Dibutyl phthalate
Dibutyl phthalate
Dichlobenil
Dichlorvos
Dicofol
Diethylhexyl phthalate
Dimethoate
Dimethyl phthalate
Disulfoton
Endosulfan
EPTC
EPTC
Esfenvalerate
Ethoprop
Flutolanil
Folpet
Imidacloprid
Iprodione
Linuron
Malathion
Metalaxyl
Methamidophos
Methidathion
Methomyl
Metolachlor
Metribuzin
MGK
Myclobutanil
Norflurazon
Oxamyl
Parathion-methyl
Permethrin
Piperonyl butoxide
Propargite
Propiconazole
Propyzamide
Pyriproxyfen
Quintozene
Resmethrin
Simazine
Triadimefon
Trifluralin
Vinclozolin
Select Other Chemicals in ToxCast 320
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Methoxychlor
HPTE
Perfluorooctane sulfonic acid
Perfluorooctanoic acid
5
Types of Endocrine Assays
Tested In ToxCast
– Radioligand Receptor Binding (NRs)
• Single conc at 25 mM followed by 7-point concentration response for actives
– Multiplexed Reporter Gene Assay (Attagene)
• Trans: GAL4-Ligand Binding Domain NR Assays
• Cis: NR Response Element Assays
• 5-point concentration-response up to 100 mM (unless limited by cytotoxicity)
– Nuclear Receptor Coactivator Recruitment (NRs)
• Single conc at 25 mM followed by 7-point concentration response for actives
– CYP Enzyme Activity Assays
• Single conc at 10 mM followed by 7-point concentration response for actives
– NR Target Gene Assays (in primary human hepatocytes)
• 5-point concentration-response up to 40 mM
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6
Endocrine Related Assays
ToxCast Assay (ToxMiner Name)
ATG_AR_TRANS
NCGC_AR_Agonist
NVS_NR_rAR
NVS_NR_hAR
NVS_NR_hER
NVS_NR_bER
NCGC_ERalpha_Agonist
ATG_ERa_TRANS
ATG_ERE_CIS
NCGC_TRbeta_Agonist
ATG_TRa_TRANS
NVS_NR_hTRa
CLZD_UGT1A1_48
NVS_ADME_hCYP19A1
Office of Research and Development
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Assay Category
AR
AR
AR
AR
ER
ER
ER
ER
ER
TR
TR
TR
TR
ARO
Assay Type
Multiplexed Reporter Gene
GAL4-Reporter Gene
Radioligand Binding
Radioligand Binding
Radioligand Binding
Radioligand Binding
GAL4-Reporter Gene
Multiplexed Reporter Gene
Multiplexed Reporter Gene
GAL4-Reporter Gene
Multiplexed Reporter Gene
Coactivator Recruitment
Target gene expression
Enzyme activity
7
Other Endocrine Related Assays
ToxCast Assay (ToxMiner Name)
NVS_NR_hCAR_Agonist
NVS_NR_hFXR
NVS_NR_hRAR
NVS_ADME_hCYP1A1
NVS_ADME_hCYP1A2
NVS_ADME_hCYP1B1
NVS_ADME_hCYP2A6
NVS_ADME_hCYP2B6
NVS_ADME_hCYP2C18
NVS_ADME_hCYP2C19
NVS_ADME_hCYP2C19_Activator
NVS_ADME_hCYP2C8
NVS_ADME_hCYP2C9
NVS_ADME_hCYP2D6
NVS_ADME_hCYP2E1
NVS_ADME_hCYP2J2
NVS_ADME_hCYP3A4
NVS_ADME_hCYP3A5
NVS_ADME_hCYP4F12
NVS_ADME_hCYP4F12_Activator
NVS_ADME_rCYP1A1
NVS_ADME_rCYP1A2
NVS_ADME_rCYP2A1
NVS_ADME_rCYP2A2
NVS_ADME_rCYP2B1
NVS_ADME_rCYP2C11
NVS_ADME_rCYP2C12
NVS_ADME_rCYP2C13
NVS_ADME_rCYP2C6
NVS_ADME_rCYP2D1
NVS_ADME_rCYP2D2
Office of Research and
Development
NVS_ADME_rCYP2E1
National Center for Computational Toxicology
NVS_ADME_rCYP3A1
NVS_ADME_rCYP3A2
Assay Category
Other Endocrine Related
Other Endocrine Related
Other Endocrine Related
Other Endocrine Related
Other Endocrine Related
Other Endocrine Related
Other Endocrine Related
Other Endocrine Related
Other Endocrine Related
Other Endocrine Related
Other Endocrine Related
Other Endocrine Related
Other Endocrine Related
Other Endocrine Related
Other Endocrine Related
Other Endocrine Related
Other Endocrine Related
Other Endocrine Related
Other Endocrine Related
Other Endocrine Related
Other Endocrine Related
Other Endocrine Related
Other Endocrine Related
Other Endocrine Related
Other Endocrine Related
Other Endocrine Related
Other Endocrine Related
Other Endocrine Related
Other Endocrine Related
Other Endocrine Related
Other Endocrine Related
Other Endocrine Related
Other Endocrine Related
Other Endocrine Related
Assay Type
Coactivator Recruitment
Coactivator Recruitment
Coactivator Recruitment
Enzyme activity
Enzyme activity
Enzyme activity
Enzyme activity
Enzyme activity
Enzyme activity
Enzyme activity
Enzyme activity
Enzyme activity
Enzyme activity
Enzyme activity
Enzyme activity
Enzyme activity
Enzyme activity
Enzyme activity
Enzyme activity
Enzyme activity
Enzyme activity
Enzyme activity
Enzyme activity
Enzyme activity
Enzyme activity
Enzyme activity
Enzyme activity
Enzyme activity
Enzyme activity
Enzyme activity
Enzyme activity
Enzyme activity
Enzyme activity
Enzyme activity
8
Other Endocrine Related Assays
NVS_NR_hPPARg
NVS_NR_hPPARa
NVS_NR_hPXR
NCGC_LXR_Agonist
NCGC_PPARg_Agonist
NCGC_PXR_Agonist_human
NCGC_PXR_Agonist_rat
NCGC_RXRa_Agonist
ATG_Ahr_CIS
ATG_CAR_TRANS
ATG_ERRa_TRANS
ATG_ERRg_TRANS
ATG_FXR_TRANS
ATG_GR_TRANS
ATG_GRE_CIS
ATG_LXRa_TRANS
ATG_LXRb_TRANS
ATG_PPARa_TRANS
ATG_PPARd_TRANS
ATG_PPARg_TRANS
ATG_PPRE_CIS
ATG_PXR_TRANS
ATG_PXRE_CIS
ATG_RARa_TRANS
ATG_RARb_TRANS
ATG_RARg_TRANS
ATG_RXRa_TRANS
ATG_RXRb_TRANS
NVS_NR_bPR
NVS_NR_hCAR
NVS_NR_hGR
NVS_NR_hPR
CLZD_CYP1A1_48
CLZD_CYP1A2_48
CLZD_CYP2B6_48
Office of Research and Development
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Toxicology
CLZD_CYP3A4_48
CLZD_HMGCS2_48
CLZD_SULT2A1_48
Other Endocrine Related
Other Endocrine Related
Other Endocrine Related
Other Endocrine Related
Other Endocrine Related
Other Endocrine Related
Other Endocrine Related
Other Endocrine Related
Other Endocrine Related
Other Endocrine Related
Other Endocrine Related
Other Endocrine Related
Other Endocrine Related
Other Endocrine Related
Other Endocrine Related
Other Endocrine Related
Other Endocrine Related
Other Endocrine Related
Other Endocrine Related
Other Endocrine Related
Other Endocrine Related
Other Endocrine Related
Other Endocrine Related
Other Endocrine Related
Other Endocrine Related
Other Endocrine Related
Other Endocrine Related
Other Endocrine Related
Other Endocrine Related
Other Endocrine Related
Other Endocrine Related
Other Endocrine Related
Other Endocrine Related
Other Endocrine Related
Other Endocrine Related
Other Endocrine Related
Other Endocrine Related
Other Endocrine Related
Fluorescent Ligand Binding (FP)
Fluorescent Ligand Binding (FRET)
Fluorescent Ligand Binding (FRET)
GAL4-Reporter Gene
GAL4-Reporter Gene
GAL4-Reporter Gene
GAL4-Reporter Gene
GAL4-Reporter Gene
Multiplexed Reporter Gene
Multiplexed Reporter Gene
Multiplexed Reporter Gene
Multiplexed Reporter Gene
Multiplexed Reporter Gene
Multiplexed Reporter Gene
Multiplexed Reporter Gene
Multiplexed Reporter Gene
Multiplexed Reporter Gene
Multiplexed Reporter Gene
Multiplexed Reporter Gene
Multiplexed Reporter Gene
Multiplexed Reporter Gene
Multiplexed Reporter Gene
Multiplexed Reporter Gene
Multiplexed Reporter Gene
Multiplexed Reporter Gene
Multiplexed Reporter Gene
Multiplexed Reporter Gene
Multiplexed Reporter Gene
Radioligand Binding
Radioligand Binding
Radioligand Binding
Radioligand Binding
Target gene expression
Target gene expression
Target gene expression
Target gene expression
Target gene expression
Target gene expression
9
Example NR Binding Assay Actives
hERa
Office of Research and Development
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hAR
hTRa
10
Overview of Assay Results
• Generally found expected actives for ERa and AR binding assays
• Little activity for Thyroid Receptor
• Some species and/or assay sensitivity differences seen, e.g. low
sensitivity of rat AR binding assay
• Not always agreement between binding and cellular reporter assays
• Many CYP inhibitors including those from expected chemical classes, i.e.
conazoles and organophosphates
• Potency mostly in the micromolar to tens of micromolar range; few
nanomolar actives
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11
Tox21
• Tripartite Collaboration: EPA/NTP/NCGC
• Quantitative HTS Assays at NCGC
• Accepting Nominations for Assays from All Sources
• Chemical Libraries Being Screened:
– EPA Library of 1462 Substances
• Contains Toxcast 309
• Contains many NR reference compounds, e.g. pharmacological tools and
drugs
• Many different environmental chemicals, e.g. bisphenols, phthalates,
PFAAs
– 1408 substances in NTP library also screened
– Expanding to 10,000 this year including all human pharmaceuticals
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National Center for Computational Toxicology
12
Tox21 Assays
Nuclear Receptor Cellular Reporter Gene Assays
– GAL4-Ligand Binding Domain System--principally ligand detection
– Receptors screened in agonist and antagonist modes
– 11-15 concentrations (highest 92 mM)
• antagonist mode data interpretation confounded by cytotoxicity
– Receptors screened:
• Human
– ERa, AR, TRa, VDR, MR, RXRa, PPARa, PPARb, PPARg, PXR, (AhR)
• Rat
– PXR
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National Center for Computational Toxicology
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Office of Research and Development
National Center for Computational Toxicology
PPARalpha
PPARdelta_Ref
PPARdelta
PPARgamma_Ref
PPARgamma
RXRa_Ref
RXRa
PPARdelta_Ref
PPARdelta
PPARgamma_Ref
PPARgamma
RXRa_Ref
RXRa
hPXR
hPXR_Ref
VDR
VDR_Ref
TRbeta
TRbeta_Ref
FXR
FXR_Ref
GR
GR_Ref
AR
AR_Ref
ERa
ERa_Ref
PPARalpha
0
PPARalpha_Ref
50
PPARalpha_Ref
100
rPXR
150
rPXR
200
rPXR_Ref
% Efficacy
rPXR_Ref
hPXR
hPXR_Ref
VDR
VDR_Ref
TRbeta
TRbeta_Ref
FXR
FXR_Ref
GR
GR_Ref
AR
AR_Ref
ERa
ERa_Ref
Max Efficacy (% of Positive Control)
Log AC50 (M)
Tox21 Results EPA Library Actives: Agonists
Potency
-2
-4
-6
-8
-10
14
Tox21 EDSP Chemicals Agonist (All)
Potency
-2
-3
Log AC50 (M)
-4
-5
-6
-7
-8
-9
hPXR
VDR
TRbeta
RXRa
PPARgamma
PPARdelta
PPARalpha
GR
FXR
AhR
AR
ERa
-10
Max Efficacy (% of Positive Control)
Efficacy
400
300
200
100
80
60
40
20
hPXR
VDR
TRbeta
RXRa
PPARgamma
PPARdelta
PPARalpha
GR
FXR
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AhR
AR
ERa
0
15
FXR_antagonist
FXR_antagonist_Ref
RXRa_antagonist
RXRa_antagonist_Ref
PPARgamma_antagonist
PPARgamma_antagonist_Ref
PPAR-delta_antagonist
PPAR-delta_antagonist_Ref
PPARalpha_antagonist
PPARalpha_antagonist_Ref
VDR_antagonist
VDR_antagonist_Ref
TRbeta_antagonist
TRbeta_antagonist_Ref
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GR_antagonist
GR_antagonist_Ref
AR_antagonist
AR_antagonist_Ref
ERa_antagonist
ERa_antagonist_Ref
Log AC50 (M)
Tox21 EPA Library Antagonist Actives
Antagonist
-3
-4
-5
-6
-7
-8
-9
16
Partial Agonist Examples: ERa
Bisphenol B
140
140
120
120
100
100
% of Control
% of Control
Phenolphthalein
80
60
40
80
60
40
20
20
0
0
-20
-4
-3
-2
-1
0
1
-2
0
2
Conc (log mM)
2
Conc (log mM)
Phenolphthalin
140
140
120
120
100
100
% of Control
% of Control
Butyl benzyl phthalate
80
60
40
20
0
-20
80
60
40
20
0
-3
-2
-1
0
Conc (log mM)
Office of Research and Development
National Center for Computational Toxicology
1
2
-20
-3
-2
-1
0
1
2
Conc (log mM)
17
Importance of Biotransformation
Methoxychlor (human ERa)
Methoxychlor (bovine ERa)
HPTE (human ERa)
Parent/Metabolite
ERa radioligand
binding assay
% of Inhibition
120
100
HPTE (bovine ERa)
80
Bottom
Top
LogIC50
HillSlope
IC50
60
40
20
HPTE (hERa )
2.448
= 100.0
-1.349
-0.9197
0.04476
HPTE (bERa )
1.725
= 100.0
-1.697
-0.9877
0.02009
0
-20
-3
-2
-1
0
1
2
Conc (log mM)
Parent/Metabolite
100
Methoxychlor
HPTE
ERa cellular
(HEK293)
transactivation
assay
% of Control
80
60
Bottom
Top
LogEC50
HillSlope
EC50
40
20
Methoxy chlor
0.3017
41.86
0.5714
5.466
3.727
HPTE
-3.912
35.70
-0.7131
2.258
0.1936
0
-3
-20
Office of Research and Development
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-2
-1
0
1
2
Conc (log mM)
18
In vivo/In vitro Correlation
Physical chemical properties
Cellular Assays
Data Normalization
In silico Predictions
Biochemical Assays
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19
Genomic Signatures
Toxicology Endpoints
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National Center for Computational Toxicology
ToxRefDB website: http://www.epa.gov/ncct/toxrefdb/
20
Reproductive
and
Endocrine
Organ
Toxicity
Endpoints
from
ToxRefDB
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National Center for Computational Toxicology
21
Using the Data for Prioritization
In vitro assays
(ToxCast)
Chemical properties
(descriptors)
In vivo
endpoints
(ToxRefDB)
Pathways
(endocrine)
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National Center for Computational Toxicology
22
ide
Thiodicarb
Thiram
Triadimef on
Using the Data for Prioritization
TR.assay .hit.percentage
ER.assay .hit.percentage
Other.assay .hit.percentage
AR.assay .hit.percentage
Lipinski_LS.normalized
endpoint.hit.count.percentage
Ingenuity .pathway .hit.percentage
Bisphenol A
Perfluorooctane
sulfonic acid
Office of Research and Development
National Center for Computational Toxicology
KEGG.pathway .hit.percentage
Fenitrothion
Symclosene
Linuron
23
Summary of Preliminary Findings
• Suite of assays useful in prioritization
– endocrine-active chemicals score higher across assays
– Individual assays may not be sufficient on their own
• Moderate concordance across different assay types for same target
– Differences in biotransformation between assays
– Assay-specific false positives/false negatives
– Error
– Differences in biology we don’t understand
• Sensitivity range of different assay types presents a challenge to interpret
biological significance
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24
ACKNOWLEDGEMENTS:
NCCT/ORD/USEPA
Matt Martin
David Dix
Richard Judson
David Reif
Ann Richards
Robert Kavlock
NCGC/NIH
Menghang Xia
Ruili Huang
Chris Austin
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