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- Gomez-Marin G, Zheng D, LeBlanc W, Lee D, Fangchao Ma , Lee D, Fleming
LE,
- Ma F, Pitman T, Jane D
- Dept of Epidemiology & Public Health
- University of Miami School of Medicine
- Miami, FL
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- Background
- Objectives
- Methods
- Results
- Conclusions
- Recommendations
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- Pesticides & Human Health
- Acute Disease
- Chronic Disease??
- Occupational Exposed Groups
- Manufacturers
- Farmers
- Pesticide Applicators
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- Farmers & Pesticide Applicators
- ê Tobacco & Ethanol
Diseases
- Cardiovascular disease
- COPD
- é Accidents
- é Neurologic Diseases
- é Respiratory &
Infectious Diseases
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- Farmers
- Skin
- Stomach
- Brain
- Prostate
- Multiple Myeloma
- Leukemia
- Pesticide Applicators
- Skin
- Stomach
- Brain
- Testicular
- Soft Tissue Sarcoma
- Non Hodgkins Lymphoma
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- Farmers & Pesticide Applicators
- Bias
- Population
- Small sample sizes
- Variable populations by geography
- Inadequate follow up
- Exposure
- Inadequate exposure assessment
- Variable exposures
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- National Health Interview Survey (NHIS)
- Annual national estimates on disease, injury, impairment, disability,
and related issues on a uniform basis for the entire US population
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- National Health Interview Survey (NHIS)
- Multi-purpose household survey
- Probability sampling
- US civilian non-institutionalized population
- Conducted Annually since 1957
- 95-98% Response rate
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- National Health Interview Survey (NHIS)
- Periodic Supplements on subpopulations
- Aggregate Morbidity Data
- Mortality Follow Up through 1997
- 1986-1994
- Longitudinal Mortality Data
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- 1) NHIS Cross Sectional: Acute
& Chronic Disability & Health Assessment
- 2) NHIS Mortality Follow Up: Overall & Cause-Specific Mortality
- Farmers & Pesticide Applicators vs Other US Workers
- Farmers vs Pesticide Applicators
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- Probability sampling US Population
- Self Reported Data
- Individual Identifier & Weights
- Household Survey
- Annual Sub Population Supplements
- Longest Held Job (1986)
- Occupational Health (1988)
- Smoking & other Confounders
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- 1986-1994: > 450,000 US workers > 18 yrs
- Employment status during 2 weeks prior to interview
- Standardized Occupational & Industry Codes
- All, 46 & 16 SOC & SIC
re-Codings
- Farmers and Pesticide Applicators
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- Demographic Variables
- Age
- Gender
- Race
- Ethnicity
- Socio-Economic
- Geographic Region
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- Morbidity & Mortality (ICD 9)
- Acute & Chronic Conditions
- 6 Lists of Chronic Conditions
- Various Recodes
- Injury
- Self Assessed Health
- Rating
- Reporting Health Condition
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- Acute Disability (<2 Weeks)
- Days Restricted Activity
- Days Bed
- Days Lost Work
- Chronic Disability (<12 Months)
- Doctor Visits
- Hospitalizations
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- Mortality Follow Up
- National Death Index (NDI) linkage
- January 1, 1986 - December 31, 1997
- Computerized Linkage algorithm
- Match class & score
- 97% complete
- > 18 yrs
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- Pesticide Applicators & Farmers:
- é Prostate Cancer Risk
- Detect Risk Ratio = 1.54
- Alpha level of 0.05 with 90% Power
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- Create Database
- Exclude: Unemployed, <18 yrs, inadequate data
- Create Pooled Dataset
- Link Annual Survey & Mortality Follow up (1986-97)
- Multi-stage sampling design
- Adjustments for sample weights & design effects
- SUDAAN Statistical Package
- Further adjustment of sample weights for analysis of data from combined
survey years (Botman 1995)
- Biases
- Morbidity/Mortality analyses
- Cox Regression models (SUDAAN Proc Survival)
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- Farmers
- N 9576
- Deaths 503
- Women 1772 (18.5%)
- Mean Age 44.1 ± 16.2* ± SD
- Pest All Other Work
- 180 453,219
- 9 8078
- 7 (3.9%) 214,063 (47.2%) 38.6 ± 12.7* 38.8 ±12.8*
- * p<0.001
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- Farmers
- Hispanic 1175 (12.3%)
- Black 376 (3.9%)
- >12 Grade 2322 (24.5%)
- Pest All Other Work
- 21 (11.7%) 33,066 (7.3%)*
- 27 (15.0%) 56,157 (12.4%)*
- 59 (32.9%) 211,384 (47.1%)*
- * p<0.001
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- Farmer Pest
- Restricted 0.78 (0.70-0.87) 0.83 (0.45-1.53)
- Bed 0.71 (0.61-0.82) 0.81 (0.35-1.85)
- Lost Work 0.73 (0.65-0.83) 0.90 (0.45-1.80)
- Model = Occupation, Age, Gender, Race-Ethnicity, Education (compared to
All Other Workers)
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- Farmer Pest
- MD Visit 0.82 (0.76-0.88) 1.21 (0.80-1.83)
- Hospital 1.04 (0.92-1.16) 0.88 (0.42-1.86)
- Model = Occupation, Age, Gender, Race-Ethnicity, Education (compared to
All Other Workers)
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- Farmer Pest
- Self 1.08 (0.96-1.23) 1.35
(0.80-2.30)
- Condition 0.92 (0.86-0.98) 1.34 (0.97-1.86)
- Model = Occupation, Age, Gender, Race-Ethnicity, Education (compared
to All Other Workers)
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- Age Sex Race/Eth Educ
- Acute Y F WNH Low
- Chronic O F WNH Low
- Health O F H/B Low
- OVERALL: Non Hispanic Older Woman Worker of Lower Education
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- Pesticide Exposed Other
- M F M F
- All Deaths 512 59 8078 3914
- Infectious 9 0 454 116
- Heart 211 20 2729 1084
- Respiratory 16 2 394 198
- Nervous 5 1 83 46
- MVA/Accidents 37 7 630 223
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- Pesticide Other
- M F M F
- Overall cancer 161 23 2515 1699
- Nervous system 9 2 86 55
- Digestive 37 4 682 333
- Respiratory 45 1 884 391
- Breast 0 2 7 382
- Prostate 22 -- 177 --
- Genital 22 1 182 183
- Urinary 5 1 112 35
- Lymph/Hemat 20 7 226 150
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- Age Adjusted RR (95% CI)
- Disease Male Female Total
- Overall Mortality 1.2 (1.1-1.3) 1.1 (0.8-1.4) 1.3 (1.2-1.5)
- Infectious 0.5 (0.3-1.0) 0.6 (0.3-1.2)
- Heart 1.2 (1.0-1.4) 1.1 (0.7-1.8) 1.4 (1.2-1.7)
- Respiratory 0.6 (0.4-1.0) 0.5 (0.1-2.1) 0.7 (0.4-1.1)
- Nervous System 1.4 (0.6-3.3) 1.1 (0.4-2.9) 1.7 (0.2-13.3)
- MVA/Accidents 1.6 (1.2-2.2) 3.2 (1.5-6.9) 2.1 (1.6-2.8)
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- Age Adjusted RR (95% CI)
- Disease Male Female Total
- Overall Cancer 1.2 (1.0-1.4) 1.0 (0.7-1.5) 1.2 (1.1-1.4)
- Nervous 2.1 (1.0-4.5) 2.4 (0.6-8.8) 1.2 (1.1-1.4)
- Digestive 0.9 (0.3-2.8) 0.7 (0.3-1.7) 1.0 (0.7-1.4)
- Respiratory 1.0 (0.7-1.3) 0.2 (0.02-1.3) 1.0 (0.8-1.4)
- Breast 0.4 (0.1-1.5)
- Prostate 1.3 (0.8-2.2)
- Genital 1.3 (0.8-2.2) 0.4 (0.1-2.7) 1.3 (0.8-2.1)
- Urinary 1.2 (0.4-3.6) 1.6 (0.2-10.5) 1.6 (0.6-4.1)
- Lymphatic/Hemat 1.7 (1.1-2.7) 3.6 (1.6-8.2) 2.2 (1.5-3.2)
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- Self Report & Proxy
- Access to Care (Disability)
- Self Employment (Disability)
- Lack of individual exposure measures
- Confounding
- Pesticide exposure
- Relatively small numbers of deaths
- Probability Sample of US Worker Population as the major comparison
population is appropriate for issues of the healthy worker effect and
other biases
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- NHIS population-based sample US workers
- Pesticide Exposed vs Other Workers
- é Aging Farmers
- ê Acute Disability
- ê Chronic Disability
- Poor Health Assessment
- ê Conditions
- é Non Hispanic Older Woman
Worker of Lower Education
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- NHIS population-based sample US workers
- Pesticide Exposed vs Other Workers
- é Overall Mortality
- é Cardiovascular disease
- ê Tobacco-related diseases
- ê Infectious diseases
- é Nervous system diseases
- é Motor vehicles &
accidents
- é Overall Cancer
- é Nervous System Cancer
- é
Lymphocytic/Hematopoietic Cancer
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- National Health Interview Survey (NHIS): Research Potential
- Probability Sample ALL US Workers
- Supplemental Surveys
- Prevalence of Acute & Chronic Morbidity
- Cross Sectional Trends over Time
- Mortality Follow Up
- Longitudinal Cohort Study
- PMR, SMR
- Study Website
- http://www.rsmas.miami.edu/groups/niehs/niosh/
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- Data
- Inter-University Consortium for Political & Social Research
- US Dept of Health & Human Services
- National Center for Health Statistics
- Funding
- National Institute of Occupational Safety & Health (NIOSH)-funded
R01 0H03915-01
- National Institute of Occupational Safety & Health (NIOSH)-funded
Deep South Agricultural Center (University of South Florida)
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