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Suspected Modes of Action Affected by Pesticides Exposure: Informing an Adverse Outcomes Pathway (AOP) for Cancer Michael Alavanja, Dr.P.H. Senior Investigator, Occupational & Environmental Epidemiology Branch, DCEG, NCI Matthew K. Ross, PhD Associate Professor, Center for Environmental Health Sciences, Mississippi State University Matthew R. Bonner, PhD, MPH Associate Professor, Department of Social and Preventive Medicine, SUNY at Buffalo, NY William H. Natcher Conference Center, National Institutes of Health, Bethesda, MD., September 3-5, 2014 Alavanja MCR, Ross MK, Bonner MR. Increased cancer burden among pesticide applicators and others due to pesticide exposure. CA: A Cancer Journal for Clinicians 2013;63(2):120-142.

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Page 1: Suspected Modes of Action Affected by Pesticides Exposure ... · Nicole Deziel (Yale) Curt Dellavalle Mark Purdue Rena Jones Sara Karami Cathy Lerro Mary Ward Aaron Blair Shelia Zahm

Suspected Modes of Action Affected by Pesticides Exposure: Informing an Adverse Outcomes Pathway (AOP) for Cancer

Michael Alavanja, Dr.P.H.

Senior Investigator, Occupational & Environmental Epidemiology Branch, DCEG, NCI

Matthew K. Ross, PhD

Associate Professor, Center for Environmental Health Sciences, Mississippi State University

Matthew R. Bonner, PhD, MPH

Associate Professor, Department of Social and Preventive Medicine, SUNY at Buffalo, NY

William H. Natcher Conference Center, National Institutes of Health, Bethesda, MD., September 3-5, 2014

Alavanja MCR, Ross MK, Bonner MR. Increased cancer burden among pesticide applicators and others due to pesticide exposure. CA: A Cancer Journal for Clinicians 2013;63(2):120-142.

Page 2: Suspected Modes of Action Affected by Pesticides Exposure ... · Nicole Deziel (Yale) Curt Dellavalle Mark Purdue Rena Jones Sara Karami Cathy Lerro Mary Ward Aaron Blair Shelia Zahm

Acknowledgement National Cancer Institute:

Michael Alavanja Co-PI Laura Beane Freeman Co-PI Gabriella Andreotti Jon Hofmann Stella Koutros Kathryn Hughes Barry Melissa Friesen Nicole Deziel (Yale) Curt Dellavalle Mark Purdue Rena Jones Sara Karami Cathy Lerro Mary Ward Aaron Blair Shelia Zahm

NIEHS Dale Sandler Co-PI Honglei Chen Co-PI Freya Kamel Co-PI Stephanie London Jane Hoppin (NCS)

USEPA Kent Thomas Carol Christensen

NIOSH Cynthia Hines

University of Iowa Charles Lynch

Northwestern Univ. Lifang Hou

Sloan Kettering CRC Ola Landgren

Page 3: Suspected Modes of Action Affected by Pesticides Exposure ... · Nicole Deziel (Yale) Curt Dellavalle Mark Purdue Rena Jones Sara Karami Cathy Lerro Mary Ward Aaron Blair Shelia Zahm

Adverse Outcome Pathways (AOP)

• AOPs are an important conceptual framework for organizing evidence from toxicology and molecular epidemiology, linking a particular exposure to an adverse outcomes.

• e.g., exposurebiomarker exposurebiomarker of effectdisease

Page 4: Suspected Modes of Action Affected by Pesticides Exposure ... · Nicole Deziel (Yale) Curt Dellavalle Mark Purdue Rena Jones Sara Karami Cathy Lerro Mary Ward Aaron Blair Shelia Zahm

Agenda

• How can epidemiology and specifically molecular epidemiology contribute to AOP?

• Examples: – biomarkers of exposure, – telomere shortening, – cancer susceptibility, epigenetic, – biomarkers of early disease (precursors)

Page 5: Suspected Modes of Action Affected by Pesticides Exposure ... · Nicole Deziel (Yale) Curt Dellavalle Mark Purdue Rena Jones Sara Karami Cathy Lerro Mary Ward Aaron Blair Shelia Zahm

Inadequacy of Earlier Case-Control or Retrospective Studies

• Case-control studies:

– Case-recall bias?

– Was the biomarker: • a result of the disease?

• disease treatment ?

• or exposure?

Page 6: Suspected Modes of Action Affected by Pesticides Exposure ... · Nicole Deziel (Yale) Curt Dellavalle Mark Purdue Rena Jones Sara Karami Cathy Lerro Mary Ward Aaron Blair Shelia Zahm

Prospective Study Design

Page 7: Suspected Modes of Action Affected by Pesticides Exposure ... · Nicole Deziel (Yale) Curt Dellavalle Mark Purdue Rena Jones Sara Karami Cathy Lerro Mary Ward Aaron Blair Shelia Zahm

Prospective Occupational Epidemiologic Design

• Eliminates case-recall bias & permits collection of biospecimens & ongoing exposure assessment

Large Cancer Free Population

With Relatively

High Exposures of

Interest

Cancer & other diseases

Exposure Assessment & Biomarker Assessment

Page 8: Suspected Modes of Action Affected by Pesticides Exposure ... · Nicole Deziel (Yale) Curt Dellavalle Mark Purdue Rena Jones Sara Karami Cathy Lerro Mary Ward Aaron Blair Shelia Zahm

Adverse Outcome Pathways

• Potential Contributions from epidemiology

Pesticide Exposure

Molecular Interaction

Cellular Responses

Organism Response (Cancer)

??

Page 9: Suspected Modes of Action Affected by Pesticides Exposure ... · Nicole Deziel (Yale) Curt Dellavalle Mark Purdue Rena Jones Sara Karami Cathy Lerro Mary Ward Aaron Blair Shelia Zahm

Logic to Establish Human Disease Associations In a Prospective Study

Human Disease

Biological Plausibility

Epidemiology

Exposure Assessment

Page 10: Suspected Modes of Action Affected by Pesticides Exposure ... · Nicole Deziel (Yale) Curt Dellavalle Mark Purdue Rena Jones Sara Karami Cathy Lerro Mary Ward Aaron Blair Shelia Zahm

Agricultural Health Study (AHS)

Prospective study of

• 52,394 private applicators (i.e., farmers)

• 32,345 spouses of farmers • 4,916 commercial applicators

Two important agricultural states

(Iowa & North Carolina) in US • Corn, soybean and hog production in both states • Distinctive agriculture in North Carolina: fruits, vegetables, tobacco,

cotton

Page 11: Suspected Modes of Action Affected by Pesticides Exposure ... · Nicole Deziel (Yale) Curt Dellavalle Mark Purdue Rena Jones Sara Karami Cathy Lerro Mary Ward Aaron Blair Shelia Zahm

AHS Timeline 1993 to 2018 (and beyond)

Exposure Assessment

• Phase 1- Enrollment questionnaire (82% of target population of private pesticide applicators enrolled) • Phase 2- Follow-up questionnaire, field validation of pesticide exposures, buccal cell collection for DNA, dietary questionnaire • Phase 3- Second follow-up, blood collection in sub-studies, disease etiology, begin DNA evaluation. Disease etiology. • Phase 4- Disease etiology and molecular mechanisms studies

Disease follow-up, Mortality follow-up, Address follow-up

1993-1997 1997-2003

2011-2018 2003-2011

Page 12: Suspected Modes of Action Affected by Pesticides Exposure ... · Nicole Deziel (Yale) Curt Dellavalle Mark Purdue Rena Jones Sara Karami Cathy Lerro Mary Ward Aaron Blair Shelia Zahm

Simple Causal Pathway

ExposureBiomarkerCancer

Death from another

cause

Page 13: Suspected Modes of Action Affected by Pesticides Exposure ... · Nicole Deziel (Yale) Curt Dellavalle Mark Purdue Rena Jones Sara Karami Cathy Lerro Mary Ward Aaron Blair Shelia Zahm

More Complex Potential Causal Pathway Typical of Epidemiology (Natural Human Experiments)

• Exposure 1Biomarker 1 Cancer

Biomarker 2

• Exposure 2 (confounding variable)

Page 14: Suspected Modes of Action Affected by Pesticides Exposure ... · Nicole Deziel (Yale) Curt Dellavalle Mark Purdue Rena Jones Sara Karami Cathy Lerro Mary Ward Aaron Blair Shelia Zahm

Strengths of the AHS for Etiological/Biomarker Research

1) Prospective design (exposure assessed prior to cancer onset & little/no opportunity for case-recall bias)

2) Two important agricultural states (Iowa & North Carolina)-permitting us to evaluate consistency between states

3) Large cohort (89,658; Over one-million person-years of follow-up )

4) Little loss to cancer or mortality follow-up,

5) Licensed pesticide applicators (private & commercial applicators– regularly occupationally exposed, knowledgeable about their exposures).

6) Opportunity for ongoing exposure assessment to monitor changes in exposure and collection biospecimens over time

Page 15: Suspected Modes of Action Affected by Pesticides Exposure ... · Nicole Deziel (Yale) Curt Dellavalle Mark Purdue Rena Jones Sara Karami Cathy Lerro Mary Ward Aaron Blair Shelia Zahm

Exposure Assessment

Human Disease

Exposure

Page 16: Suspected Modes of Action Affected by Pesticides Exposure ... · Nicole Deziel (Yale) Curt Dellavalle Mark Purdue Rena Jones Sara Karami Cathy Lerro Mary Ward Aaron Blair Shelia Zahm

EXPOSURE ASSESSMENT

1. Two chronic exposure metrics for long term exposures were developed l. Lifetime days of pesticide use (years of use x days per year) ll. Lifetime intensity-weighted days of pesticide use (lifetime exposure days x

intensity score) 2. Acute measure of intense event exposures (accidental spill, immersions, etc): l. High Pesticide Exposure Events ll. High Pesticide Exposure Events with Symptoms lll. High pesticide Exposure Events with Symptoms and Medical

Treatment

Page 17: Suspected Modes of Action Affected by Pesticides Exposure ... · Nicole Deziel (Yale) Curt Dellavalle Mark Purdue Rena Jones Sara Karami Cathy Lerro Mary Ward Aaron Blair Shelia Zahm

Pesticide Concentrations Measured in Urine Samples (in ug/L) for Applicators Grouped by

Algorithm Exposure Score (2,4-D)

Coble J. et al. (2005) J of Occupational and Environmental Hygiene. 2: 194-201.

0

10

20

30

40

<1-5 5-10 >10-15

Exposure estimates from AHS questionnaires correlate well with field measurements of pesticide exposure

Algorithm Exposure Score (1-<5, 5-10, >10-15)

GM

(ug/

L in

urin

e)

Page 18: Suspected Modes of Action Affected by Pesticides Exposure ... · Nicole Deziel (Yale) Curt Dellavalle Mark Purdue Rena Jones Sara Karami Cathy Lerro Mary Ward Aaron Blair Shelia Zahm

Biologic Plausibility

Human Disease

Plausibility

Page 19: Suspected Modes of Action Affected by Pesticides Exposure ... · Nicole Deziel (Yale) Curt Dellavalle Mark Purdue Rena Jones Sara Karami Cathy Lerro Mary Ward Aaron Blair Shelia Zahm

Biomarkers Analyte or enzyme activity assayed Biological

fluid/sample Used

Pesticide Exposure

1. Pesticides and their metabolites 2. Cholinesterase or OP-adducts

1.

2.

Urine, serum, plasma Blood

1. Paraoxase 1 polymorphism 1. Lipoproteins

2. Glutathione transferase, P450 polymor. 2. Blood

lymphocytes Genetic 3. Base-excision repair polymorphisms 3. Blood Susceptibility lymphocytes

4. Nucleotide excision repair 4. Blood polymorphisms lymphocytes 5. Blood

5. Other polymorphisms lymphocytes

Biomarkers of Pesticide Exposure, Genetic Susceptibility, Oxidative Stress, DNA Damage, and Epigenetic Damage

OP indicates organophosphate

Page 20: Suspected Modes of Action Affected by Pesticides Exposure ... · Nicole Deziel (Yale) Curt Dellavalle Mark Purdue Rena Jones Sara Karami Cathy Lerro Mary Ward Aaron Blair Shelia Zahm

Analyte or enzyme activity assayed

Biological fluid/sample Used

Oxidative Stress

1. Malondialdhehyde, F2-isoprostanes

2. Catalase and SOD activities 3. 8-oxo or 8-OH-deoxyguanosine

1. Blood lymphocytes 2. RBC 3. Urine

Biomarkers of Pesticide Exposure, Genetic Susceptibility, Oxidative Stress, DNA Damage, and Epigenetic Damage (continued)

Page 21: Suspected Modes of Action Affected by Pesticides Exposure ... · Nicole Deziel (Yale) Curt Dellavalle Mark Purdue Rena Jones Sara Karami Cathy Lerro Mary Ward Aaron Blair Shelia Zahm

Measure Biological fluid/sample Used

Telomere length change 1. Relative Telomere Length 1. Buccal cell, Blood

lymphocytes

Biomarkers of Pesticide Exposure, Genetic Susceptibility, Oxidative Stress, DNA Damage, and Epigenetic Damage (continued)

Page 22: Suspected Modes of Action Affected by Pesticides Exposure ... · Nicole Deziel (Yale) Curt Dellavalle Mark Purdue Rena Jones Sara Karami Cathy Lerro Mary Ward Aaron Blair Shelia Zahm

Analyte or enzyme activity assayed

Biological fluid/sample Used

DNA Damage

1. Alkaline comet assay, chromosomal aberration, sister chromatid exchange

2. 8-oxo or 8-OH-deoxyguanosine 3. “Challenge” assay (DNA repair

phenotype

1. Blood lymphocytes 2. Urine 3. Blood lymphocytes

Epigenetic 1. Gene specific hypermethylation 1. Blood lymphocytes.

Biomarkers of Pesticide Exposure, Genetic Susceptibility, Oxidative Stress, DNA Damage, and Epigenetic Damage (continued)

Page 23: Suspected Modes of Action Affected by Pesticides Exposure ... · Nicole Deziel (Yale) Curt Dellavalle Mark Purdue Rena Jones Sara Karami Cathy Lerro Mary Ward Aaron Blair Shelia Zahm

Precursor Lesions Biological

fluid/sample Used

Biologic Markers of Early Disease

1.Monoclonal gammopathy of undetermined significance (MGUS) 2. Monoclonal B-cell lymphocytosis

1. Serum 2. Serum

Biomarkers of Pesticide Exposure, Genetic Susceptibility, Oxidative Stress, DNA Damage, and Epigenetic Damage (continued)

Alavanja MCR, Ross MK, Bonner MR. CA: A Cancer J Clin; 2013:63:120-142.

Page 24: Suspected Modes of Action Affected by Pesticides Exposure ... · Nicole Deziel (Yale) Curt Dellavalle Mark Purdue Rena Jones Sara Karami Cathy Lerro Mary Ward Aaron Blair Shelia Zahm

Biologic Plausibility-telomere shortening

Page 25: Suspected Modes of Action Affected by Pesticides Exposure ... · Nicole Deziel (Yale) Curt Dellavalle Mark Purdue Rena Jones Sara Karami Cathy Lerro Mary Ward Aaron Blair Shelia Zahm

Buccal cell DNA

1. Buccal cells were collected from applicators from 1999-2006 using a mouthwash “swish and spit” technique (n>35,000)

2. DNA was extracted from 1,300 healthy participants who completed questionnaires on duration (years) and frequency (average days/year) of use for 48 pesticides

Page 26: Suspected Modes of Action Affected by Pesticides Exposure ... · Nicole Deziel (Yale) Curt Dellavalle Mark Purdue Rena Jones Sara Karami Cathy Lerro Mary Ward Aaron Blair Shelia Zahm

Specific Pesticides and Telomere length

• Out of 48 pesticides examined, mean TL is inversely associated with 7 pesticide that has been previously linked to increased cancer risk:

• 4 herbicides: alachlor, metolachlor, trifluralin, and 2,4-D

• 3 insecticides: DDT, permethrin use, and toxaphene

• Other pesticides were also inversely association TL although not statistically significant (Environ Health Perspect. Hou. L et al. 2013)

Page 27: Suspected Modes of Action Affected by Pesticides Exposure ... · Nicole Deziel (Yale) Curt Dellavalle Mark Purdue Rena Jones Sara Karami Cathy Lerro Mary Ward Aaron Blair Shelia Zahm

Pesticide Use

1.00

1.05

1.10

1.15

1.20

1.25

1.30

No use Low Medium High No use Low Medium High

Pesticide (insecticide) Use and RTL

Permethrin (poultry/livestock)

Lifetime Days Lifetime Intensity-weighted Days

P-trend: 0.02 P-trend: 0.02

Pesticide Use

Page 28: Suspected Modes of Action Affected by Pesticides Exposure ... · Nicole Deziel (Yale) Curt Dellavalle Mark Purdue Rena Jones Sara Karami Cathy Lerro Mary Ward Aaron Blair Shelia Zahm

Conclusion

Specific pesticides may contribute to telomere shortening Telomere shortening may serve as a mechanism for development of certain cancers

Page 29: Suspected Modes of Action Affected by Pesticides Exposure ... · Nicole Deziel (Yale) Curt Dellavalle Mark Purdue Rena Jones Sara Karami Cathy Lerro Mary Ward Aaron Blair Shelia Zahm

Biologic Plausibility-genetic susceptibility (GXE)

Human Disease

Plausibility

Page 30: Suspected Modes of Action Affected by Pesticides Exposure ... · Nicole Deziel (Yale) Curt Dellavalle Mark Purdue Rena Jones Sara Karami Cathy Lerro Mary Ward Aaron Blair Shelia Zahm

Parathion is oxidized by cytochrome P450s to the reactive oxon metabolite, paraoxon.

OP

OCH2CH3

OCH2CH3

O

O2N paraoxon

OP

OCH2CH3

OCH2CH3

O

O2N paraoxon

S

parathion paraoxon

Cytochrome P450

Page 31: Suspected Modes of Action Affected by Pesticides Exposure ... · Nicole Deziel (Yale) Curt Dellavalle Mark Purdue Rena Jones Sara Karami Cathy Lerro Mary Ward Aaron Blair Shelia Zahm

Follow-up prostate cancer study Chromosome 8q24 , terbufos exposure and prostate

cancer risk No terbufos exposure

Low terbufos exposure

High terbufos exposure

Odds Ratio 1.13 1.71 2.15

95% C.I. 0.87-1.47 1.07-2.74 1.32-3.52

-Koutros, et al., Cancer Research 2010; 70(22):9224-9233 -previously identified variant rs4242382 [adjusted p-interaction=0.02] -similar effect modification for fonofos, coumaphos, phorate, permethrin; -fonofos, phorate, coumaphos and terbufos are phosphorodithioates /phosphorothioates

Page 32: Suspected Modes of Action Affected by Pesticides Exposure ... · Nicole Deziel (Yale) Curt Dellavalle Mark Purdue Rena Jones Sara Karami Cathy Lerro Mary Ward Aaron Blair Shelia Zahm

GXE Prostate Cancer Observations

• Observation: Identified common specific genes that increase susceptibility to some pesticides. – 8q24 – Base-excision repair – Nucleotide excision repair – Xenobiotic metabolizing – Lipid metabolizing

• Follow-up: Genetic testing not the answer. Control exposure is the answer.

Page 33: Suspected Modes of Action Affected by Pesticides Exposure ... · Nicole Deziel (Yale) Curt Dellavalle Mark Purdue Rena Jones Sara Karami Cathy Lerro Mary Ward Aaron Blair Shelia Zahm

Biologic Plausibility-precursor conditions

Page 34: Suspected Modes of Action Affected by Pesticides Exposure ... · Nicole Deziel (Yale) Curt Dellavalle Mark Purdue Rena Jones Sara Karami Cathy Lerro Mary Ward Aaron Blair Shelia Zahm

Multiple Myeloma A largely incurable neoplasm of plasma cells characterized by an

overproduction of monoclonal immunoglobulins

Etiology not well understood, occurs in excess among farmers (Milham S. Leukemia and multiple myeloma in farmers Am J Epidem 1971, 94(4):507-510 & Khuder SA, Mutgi AB. Meta-analyses of multiple myeloma and farming. Am J Ind Med. 1997 Nov; 32(5):510-516.)

Highly fatal

Monoclonial Gammopathy of Undetermined Significance (MGUS)- Multiple Myeloma

Page 35: Suspected Modes of Action Affected by Pesticides Exposure ... · Nicole Deziel (Yale) Curt Dellavalle Mark Purdue Rena Jones Sara Karami Cathy Lerro Mary Ward Aaron Blair Shelia Zahm

Risk of MGUS in AHS vs. Olmstead County, MN

Population Total, n MGUS, n OR (95% CI) Olmstead County AHS cohort

9,469

555

350

38

1.0 (ref) 1.9 (1.3-2.7)

-Landgren O et al., Blood (2009); 113(25):6386-6391 -Protein Immunology Laboratory at Mayo Clinic, Rochester, Minnesota (Robert Kyle, Jerry Katzmann, Vincent Rajkumar)

Page 36: Suspected Modes of Action Affected by Pesticides Exposure ... · Nicole Deziel (Yale) Curt Dellavalle Mark Purdue Rena Jones Sara Karami Cathy Lerro Mary Ward Aaron Blair Shelia Zahm

Specific Pesticide Use at Enrollment and Risk of MGUS in 2008 Among 679 Male Applicators in the AHS

Pesticide Exposed Total n Exposed n OR (95% CI) Dieldrin Never

Ever

649

20

31

6

1.0 (ref) 5.6 (1.9-16.6)

Carbon tetrachloride/ Carbon disulfide mix

Never Ever

632

41

31

7

1.0 (ref) 3.9 (1.5-10.0)

Chlorothalonil Never Ever

649

20

31

6

1.0 (ref) 2.4 (1.1-5.3)

-Landgren O et al., Blood (2009); 113(25):6386-6391 -Protein Immunology Laboratory at Mayo Clinic, Rochester, Minnesota (Robert Kyle, Jerry Katzmann, Vincent Rajkumar)

Page 37: Suspected Modes of Action Affected by Pesticides Exposure ... · Nicole Deziel (Yale) Curt Dellavalle Mark Purdue Rena Jones Sara Karami Cathy Lerro Mary Ward Aaron Blair Shelia Zahm

Adverse Outcome Pathways

• Initial Contributions from Epidemiology

Pesticide Exposure

Molecular interaction

mediated by GXE

Multiple Cellular

Responses Including Precursor

Organism response (cancer)

??

Page 38: Suspected Modes of Action Affected by Pesticides Exposure ... · Nicole Deziel (Yale) Curt Dellavalle Mark Purdue Rena Jones Sara Karami Cathy Lerro Mary Ward Aaron Blair Shelia Zahm

Questions?

Page 39: Suspected Modes of Action Affected by Pesticides Exposure ... · Nicole Deziel (Yale) Curt Dellavalle Mark Purdue Rena Jones Sara Karami Cathy Lerro Mary Ward Aaron Blair Shelia Zahm

Timeline for Hypothetical BEEA Participant

30 years of exposure

1980 1994 1999 2004 2010

• 20 yrs old

• Began pesticide application

• 34 yrs old

• Cancer free

• Phase I Questionnaire

• 44 yrs old

• Cancer free

• Phase III Questionnaire

• 39 yrs old

• Cancer free

• Phase II Questionnaire

• 50 yrs old

• Cancer free: at BEEA screening

• Enrolled BEEA