2015
DOI: 10.1289/ehp.1408630
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Analysis of Environmental Chemical Mixtures and Non-Hodgkin Lymphoma Risk in the NCI-SEER NHL Study

Abstract: BackgroundThere are several suspected environmental risk factors for non-Hodgkin lymphoma (NHL). The associations between NHL and environmental chemical exposures have typically been evaluated for individual chemicals (i.e., one-by-one).ObjectivesWe determined the association between a mixture of 27 correlated chemicals measured in house dust and NHL risk.MethodsWe conducted a population-based case–control study of NHL in four National Cancer Institute–Surveillance, Epidemiology, and End Results centers—Detroi… Show more

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Cited by 153 publications
(105 citation statements)
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“…Since one limitation of WQS is that all chemical exposures included in the model must have the same effective trend with the outcome, otherwise they will be distributed to a negligible weight in the WQS model [34]. which showed consistency with its slight weight in the WQS model.…”
Section: Discussionmentioning
confidence: 99%
“…Since one limitation of WQS is that all chemical exposures included in the model must have the same effective trend with the outcome, otherwise they will be distributed to a negligible weight in the WQS model [34]. which showed consistency with its slight weight in the WQS model.…”
Section: Discussionmentioning
confidence: 99%
“…The contribution of each individual exposure variable to the overall index effect can be assessed by the relative strength of the weights that the model assigns to each variable. The primary outputs of an analysis will be the parameter estimates and significance tests for the overall index effect of exposures, and the estimated weights, which identify the relevant contribution of each exposure variable to the relationship between the WQS index and the outcome (Carrico et al., ; Czarnota et al., ,b). The WQS regression approach estimates a weighted linear index in which the weights are empirically determined through the use of bootstrap sampling.…”
Section: Statistical Approachmentioning
confidence: 99%
“…The choice of cutpoint may be affected by number of components, correlation structure, signal strength, etc. (Czarnota et al., ); it is likely that for a higher number of components and/or a more complex correlation structure, a smaller cutoff value may need to be used (Gennings et al., ; Christensen, Carr, Sanyal, & Gennings, ; Carrico et al., ; Czarnota et al., ,b).…”
Section: Simulation Studiesmentioning
confidence: 99%
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“…Several methods have been proposed to estimate the joint effects of environmental mixtures, and individual effects within a mixture, often with an emphasis on variable selection. The most widely used methods are the LASSO (40), EWAS (5, 41), weighted quantile sum regression(42,43), and Elastic Net(13,44). A major disadvantage of such approaches is that they typically assume specific and often restrictive parametric functional forms for the exposure-response relationship, often resulting in a model that does not accurately capture the complexity of the relationships among high dimensional covariates and health outcomes.…”
mentioning
confidence: 99%