title: Using multiple imputation to assign pesticide use for non-responders in the follow-up questionnaire in the Agricultural Health Study.
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.
authors.affiliation: Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Department of Health and Human Services, Rockville, MD, USA.
authors.forename: Sonya L
authors.initials: SL
authors.lastname: Heltshe
authors.forename: Jay H
authors.initials: JH
authors.lastname: Lubin
authors.forename: Stella
authors.initials: S
authors.lastname: Koutros
authors.forename: Joseph B
authors.initials: JB
authors.lastname: Coble
authors.forename: Bu-Tian
authors.initials: BT
authors.lastname: Ji
authors.forename: Michael C R
authors.initials: MC
authors.lastname: Alavanja
authors.forename: Aaron
authors.initials: A
authors.lastname: Blair
authors.forename: Dale P
authors.initials: DP
authors.lastname: Sandler
authors.forename: Cynthia J
authors.initials: CJ
authors.lastname: Hines
authors.forename: Kent W
authors.initials: KW
authors.lastname: Thomas
authors.forename: Joseph
authors.initials: J
authors.lastname: Barker
authors.forename: Gabriella
authors.initials: G
authors.lastname: Andreotti
authors.forename: Jane A
authors.initials: JA
authors.lastname: Hoppin
authors.forename: Laura E
authors.initials: LE
authors.lastname: Beane Freeman
mesh_terms: D000383:Agriculture; D005500:Follow-Up Studies; D006801:Humans; D010575:Pesticides; D011795:Surveys and Questionnaires
chemical_list: D010575:Pesticides