1
|
Kim J, Leon ME, Schinasi LH, Baldi I, Lebailly P, Freeman LEB, Nordby KC, Ferro G, Monnereau A, Brouwer M, Kjaerheim K, Hofmann JN, Straif K, Kromhout H, Schüz J, Togawa K. Exposure to pesticides and risk of Hodgkin lymphoma in an international consortium of agricultural cohorts (AGRICOH). Cancer Causes Control 2023; 34:995-1003. [PMID: 37418114 PMCID: PMC10533587 DOI: 10.1007/s10552-023-01748-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/07/2022] [Accepted: 06/26/2023] [Indexed: 07/08/2023]
Abstract
PURPOSE Some pesticides may increase the risk of certain lymphoid malignancies, but few studies have examined Hodgkin lymphoma (HL). In this exploratory study, we examined associations between agricultural use of 22 individual active ingredients and 13 chemical groups and HL incidence. METHODS We used data from three agricultural cohorts participating in the AGRICOH consortium: the French Agriculture and Cancer Cohort (2005-2009), Cancer in the Norwegian Agricultural Population (1993-2011), and the US Agricultural Health Study (1993-2011). Lifetime pesticide use was estimated from crop-exposure matrices or self-report. Cohort-specific covariate-adjusted overall and age-specific (< 40 or ≥ 40 years) hazard ratios (HRs) and 95% confidence intervals (CIs) were estimated using Cox regression and combined using random effects meta-analysis. RESULTS Among 316 270 farmers (75% male) accumulating 3 574 815 person-years at risk, 91 incident cases of HL occurred. We did not observe statistically significant associations for any of the active ingredients or chemical groups studied. The highest risks of HL overall were observed for the pyrethroids deltamethrin (meta-HR = 1.86, 95% CI 0.76-4.52) and esfenvalerate (1.86, 0.78-4.43), and inverse associations of similar magnitude were observed for parathion and glyphosate. Risk of HL at ≥ 40 years of age was highest for ever-use of dicamba (2.04, 0.93-4.50) and lowest for glyphosate (0.46, 0.20-1.07). CONCLUSION We report the largest prospective investigation of these associations. Nonetheless, low statistical power, a mixture of histological subtypes and a lack of information on tumour EBV status complicate the interpretability of the results. Most HL cases occurred at older ages, thus we could not explore associations with adolescent or young adult HL. Furthermore, estimates may be attenuated due to non-differential exposure misclassification. Future work should aim to extend follow-up and refine both exposure and outcome classification.
Collapse
Affiliation(s)
- Joanne Kim
- Environment and Lifestyle Epidemiology Branch, International Agency for Research On Cancer, IARC/WHO), Lyon, France
| | - Maria E. Leon
- Environment and Lifestyle Epidemiology Branch, International Agency for Research On Cancer, IARC/WHO), Lyon, France
| | - Leah H. Schinasi
- Department of Environmental and Occupational Health, Dornsife School of Public Health, Drexel University, Philadelphia, PA USA
| | - Isabelle Baldi
- Service Santé Travail Environnement, CHU de Bordeaux, Bordeaux, France
| | - Pierre Lebailly
- ANTICIPE, INSERM U1086, Université de Caen Normandie, and Centre de Lutte Contre Le Cancer François Baclesse, Caen, France
| | - Laura E. Beane Freeman
- Occupational and Environmental Epidemiology Branch, Division of Cancer Epidemiology and Genetics, National Cancer Institute (NCI), Bethesda, MD USA
| | | | - Gilles Ferro
- Environment and Lifestyle Epidemiology Branch, International Agency for Research On Cancer, IARC/WHO), Lyon, France
| | - Alain Monnereau
- Hematological Malignancies Registry of Gironde, Bergonie Institute, Comprehensive Cancer Centre, Bordeaux, France
- EPICENE, INSERM U1219, Université de Bordeaux, Bordeaux, France
| | - Maartje Brouwer
- National Institute for Public Health and the Environment (RIVM), Bilthoven, The Netherlands
| | | | - Jonathan N. Hofmann
- Occupational and Environmental Epidemiology Branch, Division of Cancer Epidemiology and Genetics, National Cancer Institute (NCI), Bethesda, MD USA
| | - Kurt Straif
- Non-communicable Diseases and Environment Programme, IS Global, Barcelona, Spain
- Global Observatory On Pollution and Health, Boston College, Chestnut Hill, MA USA
| | - Hans Kromhout
- Institute for Risk Assessment Sciences (IRAS), Utrecht University, Utrecht, The Netherlands
| | - Joachim Schüz
- Environment and Lifestyle Epidemiology Branch, International Agency for Research On Cancer, IARC/WHO), Lyon, France
| | - Kayo Togawa
- Environment and Lifestyle Epidemiology Branch, International Agency for Research On Cancer, IARC/WHO), Lyon, France
| |
Collapse
|
2
|
Zheng Z, Rebholz CM, Matsushita K, Hoffman-Bolton J, Blaha MJ, Selvin E, Wruck L, Sharrett AR, Coresh J. Survival advantage of cohort participation attenuates over time: results from three long-standing community-based studies. Ann Epidemiol 2020; 45:40-46.e4. [PMID: 32371044 PMCID: PMC7294871 DOI: 10.1016/j.annepidem.2020.03.010] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2019] [Revised: 03/11/2020] [Accepted: 03/27/2020] [Indexed: 11/17/2022]
Abstract
PURPOSE Cohort participants usually have lower mortality rates than nonparticipants, but it is unclear if this survival advantage decreases or increases as cohort studies age. METHODS We used a 1975 private census of Washington County, Maryland, to compare mortality among cohort participants to nonparticipants for three cohorts, Campaign Against Cancer and Stroke (CLUE I), Campaign Against Cancer and Heart Disease (CLUE II), and Atherosclerosis Risk In Communities (ARIC) initiated in 1974, 1989, and 1986, respectively. We analyzed mortality risk using time-truncated Cox regression models. RESULTS Participants had lower mortality risk in the first 10 years of follow-up compared with nonparticipants (fully adjusted average hazard ratio [95% confidence intervals] were 0.72 [0.68, 0.77] in CLUE I, 0.69 [0.65, 0.73] in CLUE II, and 0.74 [0.63, 0.86] in ARIC), which persisted over 20 years of follow-up (0.81 [0.78, 0.84] in CLUE I, 0.87 [0.84, 0.91] in CLUE II, and 0.90 [0.83, 0.97] in ARIC). This lower average hazard for mortality among participants compared with nonparticipants attenuated with longer follow-up (0.99 [0.96, 1.01] after 30+ years in CLUE I, 1.02 [0.99, 1.05] after 30 years in CLUE II, and 0.95 [0.89, 1.00] after 30+ years in ARIC). In ARIC, participants who did not attend visits had higher mortality, but those who did attend visits had similar mortality to the community. CONCLUSIONS Our results suggest the volunteer selection for mortality in long-standing epidemiologic cohort studies often diminishes as the cohort ages.
Collapse
Affiliation(s)
- Zihe Zheng
- The Department of Biostatistics, Epidemiology, and Informatics, University of Pennsylvania, Philadelphia, PA
| | - Casey M Rebholz
- Bloomberg School of Public Health, Johns Hopkins University, Baltimore, MD; Welch Center for Prevention, Epidemiology and Clinical Research, Johns Hopkins University, Baltimore, MD.
| | - Kunihiro Matsushita
- Bloomberg School of Public Health, Johns Hopkins University, Baltimore, MD; Welch Center for Prevention, Epidemiology and Clinical Research, Johns Hopkins University, Baltimore, MD
| | - Judith Hoffman-Bolton
- George W. Comstock Center for Public Health Research and Prevention, Johns Hopkins University, Hagerstown, MD
| | - Michael J Blaha
- Bloomberg School of Public Health, Johns Hopkins University, Baltimore, MD; Department of Medicine, Johns Hopkins University, Baltimore, MD
| | - Elizabeth Selvin
- Bloomberg School of Public Health, Johns Hopkins University, Baltimore, MD; Welch Center for Prevention, Epidemiology and Clinical Research, Johns Hopkins University, Baltimore, MD
| | - Lisa Wruck
- Center for Preventive Medicine, Duke University, Durham, NC
| | - A Richey Sharrett
- Bloomberg School of Public Health, Johns Hopkins University, Baltimore, MD; Welch Center for Prevention, Epidemiology and Clinical Research, Johns Hopkins University, Baltimore, MD
| | - Josef Coresh
- Bloomberg School of Public Health, Johns Hopkins University, Baltimore, MD; Welch Center for Prevention, Epidemiology and Clinical Research, Johns Hopkins University, Baltimore, MD
| |
Collapse
|
3
|
Types of Exposure Pesticide Poisoning in Jiangsu Province, China; The Epidemiologic Trend between 2006 and 2018. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2019; 16:ijerph16142586. [PMID: 31331061 PMCID: PMC6679074 DOI: 10.3390/ijerph16142586] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/08/2019] [Revised: 07/16/2019] [Accepted: 07/17/2019] [Indexed: 11/16/2022]
Abstract
BACKGROUND Pesticide poisoning is an important issue in rural China, and is also a major public health problem that affects the health of farmers. The purpose of this paper is to explore the epidemiology of pesticide poisoning in Jiangsu Province, and to put forward the relevant suggestions on the logical and discerning utilization of the pesticides. METHODS According to the data of the pesticide poisoning report card established by the health hazard detection information system, the cases of pesticide poisoning in Jiangsu Province from 2006 to 2018 were exported to Excel, and the database of pesticide poisoning was established. Furthermore, the imported data was screened and collected. A descriptive statistical analysis had been employed on this data utilizing SPSS 20.0. RESULTS Between the years 2006 and 2018, 38,513 pesticide poisoning cases were registered in Jiangsu Province, with a downward trend. Meanwhile, 77.83% of poisoning cases involved insecticide poisoning, followed by herbicide and rodenticide. The greater part of the diverse sorts of studied insecticide poisoning cases involved people aged between 30 and 59 years (57.51%). Poisoning cases caused by rodenticide accounted for a large proportion of people aged between 0 and 14 years (23.72%) in non-occupational pesticide poisoning. Regarding seasons, it was distinguished that more insecticide cases were reported in autumn (46.95% of the total number of cases). Pesticide poisoning was reported in 13 cities of Jiangsu Province, and among these, insecticide poisoning was reported mainly from the northern Jiangsu area, which was the same as rodenticide and herbicide. CONCLUSIONS Although there is a decreased risk for pesticide poisoning among farmworkers in Jiangsu Province, the number of farmworkers with pesticide poisoning is still high. Further management of the pesticide utilization is necessary, especially insecticide. More attention ought to be paid to the protection of vulnerable groups, including children and the elderly.
Collapse
|
4
|
Rinsky JL, Richardson DB, Kreiss K, Nylander-French L, Beane Freeman LE, London SJ, Henneberger PK, Hoppin JA. Animal production, insecticide use and self-reported symptoms and diagnoses of COPD, including chronic bronchitis, in the Agricultural Health Study. ENVIRONMENT INTERNATIONAL 2019; 127:764-772. [PMID: 31029031 PMCID: PMC6800065 DOI: 10.1016/j.envint.2019.02.049] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/12/2018] [Revised: 02/19/2019] [Accepted: 02/19/2019] [Indexed: 06/02/2023]
Abstract
BACKGROUND Occupational exposure to animal production is associated with chronic bronchitis symptoms; however, few studies consider associations with chronic obstructive pulmonary disease (COPD). We estimated associations between animal production activities and prevalence of self-reported COPD among farmers in the Agricultural Health Study. METHODS During a 2005-2010 interview, farmers self-reported information about: their operations (i.e., size, type, number of animals, insecticide use), respiratory symptoms, and COPD diagnoses (i.e., COPD, chronic bronchitis, emphysema). Operations were classified as small or medium/large based on regulatory definitions. Farmers were classified as having a COPD diagnosis, chronic bronchitis symptoms (cough and phlegm for ≥3 months during 2 consecutive years), or both. Polytomous logistic regression was used to estimate odds ratios (OR) and 95% confidence intervals (CI). RESULTS Of 22,491 participating farmers (median age: 59 years), 922 (4%) reported a COPD diagnosis only, 254 (1%) reported a diagnosis and symptoms, and 962 (4%) reported symptoms only. Compared to raising no commercial animals, raising animals on a medium/large operation was positively associated with chronic bronchitis symptoms with (OR: 1.59; 95% CI: 1.16, 2.18) and without a diagnosis (OR: 1.69; 95% CI: 1.42, 2.01). Ever use of multiple organophosphates, carbaryl, lindane, and permethrin were positively associated with chronic bronchitis symptoms. CONCLUSION Animal production work, including insecticide use, was positively associated with chronic bronchitis symptoms; but not consistently with COPD diagnosis alone. Our results support the need for further investigation into the role of animal production-related exposures in the etiology of COPD and better respiratory protection for agricultural workers.
Collapse
Affiliation(s)
- Jessica L Rinsky
- Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, NC, United States of America
| | - David B Richardson
- Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, NC, United States of America
| | - Kathleen Kreiss
- National Institute for Occupational Safety and Health, Centers for Disease Control and Prevention, Morgantown, WV, United States of America
| | - Leena Nylander-French
- Department of Environmental Sciences and Engineering, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, NC, United States of America
| | - Laura E Beane Freeman
- Occupational and Environmental Epidemiology Branch, National Cancer Institute, National Institutes of Health, Department of Health and Human Services, Rockville, MD, United States of America
| | - Stephanie J London
- Epidemiology Branch, National Institute of Environmental Health Sciences, National Institutes of Health, Department of Health and Human Services, Research Triangle Park, NC, United States of America
| | - Paul K Henneberger
- National Institute for Occupational Safety and Health, Centers for Disease Control and Prevention, Morgantown, WV, United States of America
| | - Jane A Hoppin
- Department of Biological Sciences, Center for Human Health and the Environment, North Carolina State University, Raleigh, NC, United States of America.
| |
Collapse
|
5
|
Rinsky JL, Richardson DB, Wing S, Beard JD, Alavanja M, Beane Freeman LE, Chen H, Henneberger PK, Kamel F, Sandler DP, Hoppin JA. Assessing the Potential for Bias From Nonresponse to a Study Follow-up Interview: An Example From the Agricultural Health Study. Am J Epidemiol 2017; 186:395-404. [PMID: 28486574 DOI: 10.1093/aje/kwx098] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2015] [Accepted: 09/29/2016] [Indexed: 11/12/2022] Open
Abstract
Prospective cohort studies are important tools for identifying causes of disease. However, these studies are susceptible to attrition. When information collected after enrollment is through interview or exam, attrition leads to missing information for nonrespondents. The Agricultural Health Study enrolled 52,394 farmers in 1993-1997 and collected additional information during subsequent interviews. Forty-six percent of enrolled farmers responded to the 2005-2010 interview; 7% of farmers died prior to the interview. We examined whether response was related to attributes measured at enrollment. To characterize potential bias from attrition, we evaluated differences in associations between smoking and incidence of 3 cancer types between the enrolled cohort and the subcohort of 2005-2010 respondents, using cancer registry information. In the subcohort we evaluated the ability of inverse probability weighting (IPW) to reduce bias. Response was related to age, state, race/ethnicity, education, marital status, smoking, and alcohol consumption. When exposure and outcome were associated and case response was differential by exposure, some bias was observed; IPW conditional on exposure and covariates failed to correct estimates. When response was nondifferential, subcohort and full-cohort estimates were similar, making IPW unnecessary. This example provides a demonstration of investigating the influence of attrition in cohort studies using information that has been self-reported after enrollment.
Collapse
|
6
|
Montgomery MP, Postel E, Umbach DM, Richards M, Watson M, Blair A, Chen H, Sandler DP, Schmidt S, Kamel F. Pesticide Use and Age-Related Macular Degeneration in the Agricultural Health Study. ENVIRONMENTAL HEALTH PERSPECTIVES 2017; 125:077013. [PMID: 28886597 PMCID: PMC5744702 DOI: 10.1289/ehp793] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/12/2016] [Revised: 03/17/2017] [Accepted: 03/18/2017] [Indexed: 05/28/2023]
Abstract
BACKGROUND Age-related macular degeneration (AMD) is a leading cause of blindness in developed countries. Few studies have investigated its relationship to environmental neurotoxicants. In previous cross-sectional studies, we found an association between pesticide use and self-reported retinal degeneration. OBJECTIVE We evaluated the association of pesticide use with physician-confirmed incident AMD. METHODS The Agricultural Health Study (AHS) is a prospective cohort of pesticide applicators and their spouses enrolled from 1993-1997 in Iowa and North Carolina. Cohort members reported lifetime use of 50 specific pesticides at enrollment. Self-reports of incident AMD during follow-up through 2007 were confirmed by reports from participants' physicians and by independent evaluation of retinal photographs provided by the physicians. Confirmed cases (n=161) were compared with AHS cohort members without AMD (n=39,108). We estimated odds ratios (ORs) and 95% confidence intervals (CIs) by logistic regression with adjustment for age, gender, and smoking. RESULTS AMD was associated with ever use of organochlorine [OR=2.7 (95% CI: 1.8, 4.0)] and organophosphate [OR=2.0 (95% CI: 1.3, 3.0)] insecticides and phenoxyacetate herbicides [OR=1.9 (95% CI: 1.2, 2.8)]. Specific pesticides consistently associated with AMD included chlordane, dichlorodiphenyltrichloroethane (DDT), malathion, and captan; others with notable but slightly less consistent associations were heptachlor, diazinon, phorate, 2,4,5-trichlorophenoxyacetic acid (2,4,5-T), and 2,4-dichlorophenoxyacetic acid (2,4-D). Results were similar for men and women. Some specific pesticides were associated with both early- and late-stage AMD, but others were associated with only one stage. CONCLUSIONS Exposures to specific pesticides may be modifiable risk factors for AMD. https://doi.org/10.1289/EHP793.
Collapse
Affiliation(s)
- Martha P Montgomery
- Epidemiology Branch, National Institute of Environmental Health Sciences (NIEHS), National Institutes of Health (NIH), Department of Health and Human Services (DHHS) , Research Triangle Park, North Carolina, USA
| | - Eric Postel
- Department of Ophthalmology, Duke University Medical School , Durham, North Carolina, USA
| | - David M Umbach
- Biostatistics and Computational Biology Branch, NIEHS, NIH, DHHS , Research Triangle Park, North Carolina, USA
| | | | - Mary Watson
- Social & Scientific Systems, Inc. , Durham, North Carolina, USA
| | - Aaron Blair
- Occupational and Environmental Epidemiology Branch, National Cancer Institute, NIH, DHHS , Rockville, Maryland, USA
| | - Honglei Chen
- Epidemiology Branch, National Institute of Environmental Health Sciences (NIEHS), National Institutes of Health (NIH), Department of Health and Human Services (DHHS) , Research Triangle Park, North Carolina, USA
| | - Dale P Sandler
- Epidemiology Branch, National Institute of Environmental Health Sciences (NIEHS), National Institutes of Health (NIH), Department of Health and Human Services (DHHS) , Research Triangle Park, North Carolina, USA
| | - Silke Schmidt
- Department of Medicine, Duke University Medical School , Durham, North Carolina, USA
| | - Freya Kamel
- Epidemiology Branch, National Institute of Environmental Health Sciences (NIEHS), National Institutes of Health (NIH), Department of Health and Human Services (DHHS) , Research Triangle Park, North Carolina, USA
| |
Collapse
|
7
|
Siegel M, Starks SE, Sanderson WT, Kamel F, Hoppin JA, Gerr F. Organic solvent exposure and depressive symptoms among licensed pesticide applicators in the Agricultural Health Study. Int Arch Occup Environ Health 2017; 90:849-857. [PMID: 28702848 DOI: 10.1007/s00420-017-1245-8] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2017] [Accepted: 07/04/2017] [Indexed: 11/26/2022]
Abstract
PURPOSE Although organic solvents are often used in agricultural operations, neurotoxic effects of solvent exposure have not been extensively studied among farmers. The current analysis examined associations between questionnaire-based metrics of organic solvent exposure and depressive symptoms among farmers. METHODS Results from 692 male Agricultural Health Study participants were analyzed. Solvent type and exposure duration were assessed by questionnaire. An "ever-use" variable and years of use categories were constructed for exposure to gasoline, paint/lacquer thinner, petroleum distillates, and any solvent. Depressive symptoms were ascertained with the Center for Epidemiologic Studies Depression Scale (CES-D); scores were analyzed separately as continuous (0-60) and dichotomous (<16 versus ≥16) variables. Multivariate linear and logistic regression models were used to estimate crude and adjusted associations between measures of solvent exposure and CES-D score. RESULTS Forty-one percent of the sample reported some solvent exposure. The mean CES-D score was 6.5 (SD 6.4; median 5; range 0-44); 92% of the sample had a score below 16. After adjusting for covariates, statistically significant associations were observed between ever-use of any solvent, long duration of any solvent exposure, ever-use of gasoline, ever-use of petroleum distillates, and short duration of petroleum distillate exposure and continuous CES-D score (p < 0.05). Although nearly all associations were positive, fewer statistically significant associations were observed between metrics of solvent exposure and the dichotomized CES-D variable. CONCLUSIONS Solvent exposures were associated with depressive symptoms among farmers. Efforts to limit exposure to organic solvents may reduce the risk of depressive symptoms among farmers.
Collapse
Affiliation(s)
- Miriam Siegel
- Department of Epidemiology, University of Kentucky College of Public Health, 111 Washington Avenue, Suite 213, Lexington, KY, 40536-0003, USA.
| | - Sarah E Starks
- Department of Occupational and Environmental Health, University of Iowa, University of Iowa Research Park, 140 IREH, Iowa City, IA, 52242-5000, USA
| | - Wayne T Sanderson
- Department of Epidemiology, University of Kentucky College of Public Health, 111 Washington Avenue, Suite 213, Lexington, KY, 40536-0003, USA
| | - Freya Kamel
- Epidemiology Branch, National Institute of Environmental Health Sciences, NIH, MD A3-05, Research Triangle Park, PO Box 12233, Durham, NC, 27709, USA
| | - Jane A Hoppin
- Epidemiology Branch, National Institute of Environmental Health Sciences, NIH, MD A3-05, Research Triangle Park, PO Box 12233, Durham, NC, 27709, USA
| | - Fred Gerr
- Department of Occupational and Environmental Health, University of Iowa, University of Iowa Research Park, 140 IREH, Iowa City, IA, 52242-5000, USA
| |
Collapse
|
8
|
Abstract
Selection bias is a potential concern in all epidemiologic studies, but it is usually difficult to assess. Recently, concerns have been raised that internet-based prospective cohort studies may be particularly prone to selection bias. Although use of the internet is efficient and facilitates recruitment of subjects that are otherwise difficult to enroll, any compromise in internal validity would be of great concern. Few studies have evaluated selection bias in internet-based prospective cohort studies. Using data from the Danish Medical Birth Registry from 2008 to 2012, we compared six well-known perinatal associations (e.g., smoking and birth weight) in an internet-based preconception cohort (Snart Gravid n = 4,801) with the total population of singleton live births in the registry (n = 239,791). We used log-binomial models to estimate risk ratios (RRs) and 95% confidence intervals (CIs) for each association. We found that most results in both populations were very similar. For example, maternal obesity was associated with an increased risk of delivering a macrosomic infant in Snart Gravid (RR = 1.5; 95% CI: 1.2, 1.7) and the total population (RR = 1.5; 95% CI: 1.45, 1.53), and maternal smoking of >10 cigarettes per day was associated with a higher risk of low birth weight (RR = 2.7; 95% CI: 1.2, 5.9 vs. RR = 2.9; 95% CI: 2.6, 3.1) in Snart Gravid and the total population, respectively. We cannot be certain that our results would apply to other associations or different populations. Nevertheless, our results suggest that recruitment of reproductive aged women via the internet may be no more prone to selection bias than traditional methods of recruitment.
Collapse
|
9
|
Kirrane EF, Bowman C, Davis JA, Hoppin JA, Blair A, Chen H, Patel MM, Sandler DP, Tanner CM, Vinikoor-Imler L, Ward MH, Luben TJ, Kamel F. Associations of Ozone and PM2.5 Concentrations With Parkinson's Disease Among Participants in the Agricultural Health Study. J Occup Environ Med 2015; 57:509-17. [PMID: 25951420 PMCID: PMC4428683 DOI: 10.1097/jom.0000000000000451] [Citation(s) in RCA: 63] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/23/2023]
Abstract
OBJECTIVE This study describes associations of ozone and fine particulate matter with Parkinson's disease observed among farmers in North Carolina and Iowa. METHODS We used logistic regression to determine the associations of these pollutants with self-reported, doctor-diagnosed Parkinson's disease. Daily predicted pollutant concentrations were used to derive surrogates of long-term exposure and link them to study participants' geocoded addresses. RESULTS We observed positive associations of Parkinson's disease with ozone (odds ratio = 1.39; 95% CI: 0.98 to 1.98) and fine particulate matter (odds ratio = 1.34; 95% CI: 0.93 to 1.93) in North Carolina but not in Iowa. CONCLUSIONS The plausibility of an effect of ambient concentrations of these pollutants on Parkinson's disease risk is supported by experimental data demonstrating damage to dopaminergic neurons at relevant concentrations. Additional studies are needed to address uncertainties related to confounding and to examine temporal aspects of the associations we observed.
Collapse
Affiliation(s)
- Ellen F. Kirrane
- National Center for Environmental Assessment, Office of Research and Development, U.S. Environmental Protection Agency, 109 T.W. Alexander Drive, Research Triangle Park, NC 27709
| | - Christal Bowman
- National Center for Environmental Assessment, Office of Research and Development, U.S. Environmental Protection Agency, 109 T.W. Alexander Drive, Research Triangle Park, NC 27709
| | - J. Allen Davis
- National Center for Environmental Assessment, Office of Research and Development, U.S. Environmental Protection Agency, 109 T.W. Alexander Drive, Research Triangle Park, NC 27709
| | - Jane A. Hoppin
- National Institute of Environmental Health Sciences, NIH, DHHS, 111 T. W. Alexander Drive, Research Triangle Park, NC 27709
| | - Aaron Blair
- Occupational and Environmental Epidemiology Branch, Division of Cancer Epidemiology and Genetics, National Cancer Institute, NIH, DHHS, 9609 Medical Center Drive, MSC 9776, Rockville, Maryland 20892
| | - Honglei Chen
- National Institute of Environmental Health Sciences, NIH, DHHS, 111 T. W. Alexander Drive, Research Triangle Park, NC 27709
| | - Molini M. Patel
- National Center for Environmental Assessment, Office of Research and Development, U.S. Environmental Protection Agency, 109 T.W. Alexander Drive, Research Triangle Park, NC 27709
| | - Dale P. Sandler
- National Institute of Environmental Health Sciences, NIH, DHHS, 111 T. W. Alexander Drive, Research Triangle Park, NC 27709
| | - Caroline M. Tanner
- Parkinson’s Disease Research Education and Clinical Center, San Francisco Veterans Affairs Medical Center, 4150 Clement St., San Francisco CA 94121
- Department of Neurology, University of California-San Francisco, 1635 Divisadero Street, San Francisco CA 94115
| | - Lisa Vinikoor-Imler
- National Center for Environmental Assessment, Office of Research and Development, U.S. Environmental Protection Agency, 109 T.W. Alexander Drive, Research Triangle Park, NC 27709
| | - Mary H. Ward
- Occupational and Environmental Epidemiology Branch, Division of Cancer Epidemiology and Genetics, National Cancer Institute, NIH, DHHS, 9609 Medical Center Drive, MSC 9776, Rockville, Maryland 20892
| | - Thomas J. Luben
- National Center for Environmental Assessment, Office of Research and Development, U.S. Environmental Protection Agency, 109 T.W. Alexander Drive, Research Triangle Park, NC 27709
| | - Freya Kamel
- National Institute of Environmental Health Sciences, NIH, DHHS, 111 T. W. Alexander Drive, Research Triangle Park, NC 27709
| |
Collapse
|
10
|
Beard JD, Umbach DM, Hoppin JA, Richards M, Alavanja MCR, Blair A, Sandler DP, Kamel F. Pesticide exposure and depression among male private pesticide applicators in the agricultural health study. ENVIRONMENTAL HEALTH PERSPECTIVES 2014; 122:984-91. [PMID: 24906048 PMCID: PMC4154212 DOI: 10.1289/ehp.1307450] [Citation(s) in RCA: 71] [Impact Index Per Article: 7.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/31/2013] [Accepted: 06/03/2014] [Indexed: 05/18/2023]
Abstract
BACKGROUND Pesticide exposure may be positively associated with depression. Few previous studies have considered the episodic nature of depression or examined individual pesticides. OBJECTIVE We evaluated associations between pesticide exposure and depression among male private pesticide applicators in the Agricultural Health Study. METHODS We analyzed data for 10 pesticide classes and 50 specific pesticides used by 21,208 applicators enrolled in 1993-1997 who completed a follow-up telephone interview in 2005-2010. We divided applicators who reported a physician diagnosis of depression (n = 1,702; 8%) into those who reported a previous diagnosis of depression at enrollment but not follow-up (n = 474; 28%), at both enrollment and follow-up (n = 540; 32%), and at follow-up but not enrollment (n = 688; 40%) and used polytomous logistic regression to estimate odds ratios (ORs) and 95% CIs. We used inverse probability weighting to adjust for potential confounders and to account for the exclusion of 3,315 applicators with missing covariate data and 24,619 who did not complete the follow-up interview. RESULTS After weighting for potential confounders, missing covariate data, and dropout, ever-use of two pesticide classes, fumigants and organochlorine insecticides, and seven individual pesticides-the fumigants aluminum phosphide and ethylene dibromide; the phenoxy herbicide (2,4,5-trichlorophenoxy)acetic acid (2,4,5-T); the organochlorine insecticide dieldrin; and the organophosphate insecticides diazinon, malathion, and parathion-were all positively associated with depression in each case group, with ORs between 1.1 and 1.9. CONCLUSIONS Our study supports a positive association between pesticide exposure and depression, including associations with several specific pesticides.
Collapse
Affiliation(s)
- John D Beard
- Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | | | | | | | | | | | | | | |
Collapse
|
11
|
Goldner WS, Sandler DP, Yu F, Shostrom V, Hoppin JA, Kamel F, LeVan TD. Hypothyroidism and pesticide use among male private pesticide applicators in the agricultural health study. J Occup Environ Med 2013; 55:1171-8. [PMID: 24064777 PMCID: PMC3795845 DOI: 10.1097/jom.0b013e31829b290b] [Citation(s) in RCA: 51] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
OBJECTIVE Evaluate the association between thyroid disease and use of insecticides, herbicides, and fumigants/fungicides in male applicators in the Agricultural Health Study. METHODS We examined the association between use of 50 specific pesticides and self-reported hypothyroidism, hyperthyroidism, and "other" thyroid disease among 22,246 male pesticide applicators. RESULTS There was increased odds of hypothyroidism with ever use of the herbicides 2,4-D (2,4-dichlorophenoxyacetic acid), 2,4,5-T (2,4,5-trichlorophenoxyacetic acid), 2,4,5-TP (2,4,5-trichlorophenoxy-propionic acid), alachlor, dicamba, and petroleum oil. Hypothyroidism was also associated with ever use of eight insecticides: organochlorines chlordane, dichlorodiphenyltrichloroethane (DDT), heptachlor, lindane, and toxaphene; organophosphates diazinon and malathion; and the carbamate carbofuran. Exposure-response analysis showed increasing odds with increasing level of exposure for the herbicides alachlor and 2,4-D and the insecticides aldrin, chlordane, DDT, lindane, and parathion. CONCLUSION There is an association between hypothyroidism and specific herbicides and insecticides in male applicators, similar to previous results for spouses.
Collapse
Affiliation(s)
- Whitney S. Goldner
- Diabetes, Endocrinology and Metabolism Division, Department of Internal Medicine, University of Nebraska Medical Center, Omaha, NE 68198
| | - Dale P. Sandler
- Epidemiology Branch, National Institute of Environmental Health Sciences, Research Triangle Park, NC 27709
| | - Fang Yu
- Department of Biostatistics, College of Public Health, University of Nebraska Medical Center, Omaha, NE, 68198
| | - Valerie Shostrom
- Department of Biostatistics, College of Public Health, University of Nebraska Medical Center, Omaha, NE, 68198
| | - Jane A. Hoppin
- Epidemiology Branch, National Institute of Environmental Health Sciences, Research Triangle Park, NC 27709
| | - Freya Kamel
- Epidemiology Branch, National Institute of Environmental Health Sciences, Research Triangle Park, NC 27709
| | - Tricia D. LeVan
- Pulmonary, Critical Care, Sleep, and Allergy Division, Department of Internal Medicine and Department of Epidemiology, University of Nebraska Medical Center, Omaha, NE, 68198
- VA Nebraska-Western Iowa Health Care System Research Service, Department of Veterans Affairs Medical Center, 4101 Woolworth Avenue, Omaha, NE 68105
| |
Collapse
|
12
|
Heltshe SL, Lubin JH, Koutros S, Coble JB, Ji BT, Alavanja MC, Blair A, Sandler DP, Hines CJ, Thomas KW, Barker J, Andreotti G, Hoppin JA, Freeman LEB. Using multiple imputation to assign pesticide use for non-responders in the follow-up questionnaire in the Agricultural Health Study. JOURNAL OF EXPOSURE SCIENCE & ENVIRONMENTAL EPIDEMIOLOGY 2012; 22:409-16. [PMID: 22569205 PMCID: PMC3396426 DOI: 10.1038/jes.2012.31] [Citation(s) in RCA: 30] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/04/2023]
Abstract
The Agricultural Health Study (AHS), a large prospective cohort, was designed to elucidate associations between pesticide use and other agricultural exposures and health outcomes. The cohort includes 57,310 pesticide applicators who were enrolled between 1993 and 1997 in Iowa and North Carolina. A follow-up questionnaire administered 5 years later was completed by 36,342 (63%) of the original participants. Missing pesticide use information from participants who did not complete the second questionnaire impedes both long-term pesticide exposure estimation and statistical inference of risk for health outcomes. Logistic regression and stratified sampling were used to impute key variables related to the use of specific pesticides for 20,968 applicators who did not complete the second questionnaire. To assess the imputation procedure, a 20% random sample of participants was withheld for comparison. The observed and imputed prevalence of any pesticide use in the holdout dataset were 85.7% and 85.3%, respectively. The distribution of prevalence and days/year of use for specific pesticides were similar across observed and imputed in the holdout sample. When appropriately implemented, multiple imputation can reduce bias and increase precision and can be more valid than other missing data approaches.
Collapse
Affiliation(s)
- Sonya L. Heltshe
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Department of Health and Human Services, Rockville, Maryland, USA
- Department of Pediatrics, School of Medicine, University of Washington, Seattle, Washington, USA
| | - Jay H. Lubin
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Department of Health and Human Services, Rockville, Maryland, USA
| | - Stella Koutros
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Department of Health and Human Services, Rockville, Maryland, USA
| | - Joseph B. Coble
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Department of Health and Human Services, Rockville, Maryland, USA
| | - Bu-Tian Ji
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Department of Health and Human Services, Rockville, Maryland, USA
| | - Michael C.R. Alavanja
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Department of Health and Human Services, Rockville, Maryland, USA
| | - Aaron Blair
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Department of Health and Human Services, Rockville, Maryland, USA
| | - Dale P. Sandler
- Epidemiology Branch, National Institute of Environmental Health Sciences, National Institutes of Health, Department of Health and Human Services, Research Triangle Park, North Carolina, USA
| | - Cynthia J. Hines
- National Institute for Occupational Safety and Health, Cincinnati, Ohio, USA
| | - Kent W. Thomas
- National Exposure Research Laboratory, United States Environmental Protection Agency, Research Triangle Park, North Carolina, USA
| | - Joseph Barker
- Information Management Systems, Rockville, Maryland USA
| | - Gabriella Andreotti
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Department of Health and Human Services, Rockville, Maryland, USA
| | - Jane A. Hoppin
- Epidemiology Branch, National Institute of Environmental Health Sciences, National Institutes of Health, Department of Health and Human Services, Research Triangle Park, North Carolina, USA
| | - Laura E. Beane Freeman
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Department of Health and Human Services, Rockville, Maryland, USA
| |
Collapse
|
13
|
Starks SE, Hoppin JA, Kamel F, Lynch CF, Jones MP, Alavanja MC, Sandler DP, Gerr F. Peripheral nervous system function and organophosphate pesticide use among licensed pesticide applicators in the Agricultural Health Study. ENVIRONMENTAL HEALTH PERSPECTIVES 2012; 120:515-20. [PMID: 22262687 PMCID: PMC3339452 DOI: 10.1289/ehp.1103944] [Citation(s) in RCA: 31] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/16/2011] [Accepted: 01/19/2012] [Indexed: 05/15/2023]
Abstract
BACKGROUND Evidence is limited that long-term human exposure to organophosphate (OP) pesticides, without poisoning, is associated with adverse peripheral nervous system (PNS) function. OBJECTIVE We investigated associations between OP pesticide use and PNS function by administering PNS tests to 701 male pesticide applicators in the Agricultural Health Study (AHS). METHODS Participants completed a neurological physical examination (NPx) and electrophysiological tests as well as tests of hand strength, sway speed, and vibrotactile threshold. Self-reported information on lifetime use of 16 OP pesticides was obtained from AHS interviews and a study questionnaire. Associations between pesticide use and measures of PNS function were estimated with linear and logistic regression controlling for age and outcome-specific covariates. RESULTS Significantly increased odds ratios (ORs) were observed for associations between ever use of 10 of the 16 OP pesticides and one or more of six NPx outcomes. Most notably, abnormal toe proprioception was significantly associated with ever use of 6 OP pesticides, with ORs ranging from 2.03 to 3.06; monotonic increases in strength of association with increasing use was observed for 3 of the 6 pesticides. Mostly null associations were observed between OP pesticide use and electrophysiological tests, hand strength, sway speed, and vibrotactile threshold. CONCLUSIONS This study provides some evidence that long-term exposure to OP pesticides is associated with signs of impaired PNS function among pesticide applicators.
Collapse
Affiliation(s)
- Sarah E Starks
- Department of Occupational and Environmental Health, University of Iowa, Iowa City, Iowa 52242-5000, USA
| | | | | | | | | | | | | | | |
Collapse
|