0411 Separating within- and between-group exposure effects in a panel study on pesticide use and early biological effects in the Corn Farmers study. (23rd June 2014)
- Record Type:
- Journal Article
- Title:
- 0411 Separating within- and between-group exposure effects in a panel study on pesticide use and early biological effects in the Corn Farmers study. (23rd June 2014)
- Main Title:
- 0411 Separating within- and between-group exposure effects in a panel study on pesticide use and early biological effects in the Corn Farmers study
- Authors:
- Portengen, Lützen
De Roos, Anneclaire J
Beane Freeman, Laura
Vermeulen, Roel - Abstract:
- Abstract : Objectives: We aimed to estimate the effect of pesticides on selected early biological effects among farmers, allowing for different effects of within-person and between-group (unexposed controls versus farmers) changes over time. Using a group-level estimate of exposure is a well-known approach to reduce impact of measurement error on estimated exposure-response relations. With only few exposure groups this results in an ecological study design, with potential for "aggregation" bias. By group-mean centering of individually assigned exposures it is possible to separately estimate within-individual and between-group exposure effects Method: Pesticide exposure information, blood and urine were collected throughout a growing season from male corn farmers (n = 30), and non-farming controls (n = 10). We used a hierarchical mixed model to relate change in cumulative exposure to atrazine and 2.4-D from before to during the spraying season to plasma levels of 22 immuno-modulatory cytokines and compared this to a more conventional model using individual exposures only. Results: Model fit for group-mean centred models averaged better than for non-centred models (lower AICs for 20/22 models for atrazine and 18/22 models for 2.4-D). Estimates for between-group differences in exposure were very similar to those from conventional (non-centred) models, while standard errors for estimates based on within-individual differences were relatively large (5x those for estimates basedAbstract : Objectives: We aimed to estimate the effect of pesticides on selected early biological effects among farmers, allowing for different effects of within-person and between-group (unexposed controls versus farmers) changes over time. Using a group-level estimate of exposure is a well-known approach to reduce impact of measurement error on estimated exposure-response relations. With only few exposure groups this results in an ecological study design, with potential for "aggregation" bias. By group-mean centering of individually assigned exposures it is possible to separately estimate within-individual and between-group exposure effects Method: Pesticide exposure information, blood and urine were collected throughout a growing season from male corn farmers (n = 30), and non-farming controls (n = 10). We used a hierarchical mixed model to relate change in cumulative exposure to atrazine and 2.4-D from before to during the spraying season to plasma levels of 22 immuno-modulatory cytokines and compared this to a more conventional model using individual exposures only. Results: Model fit for group-mean centred models averaged better than for non-centred models (lower AICs for 20/22 models for atrazine and 18/22 models for 2.4-D). Estimates for between-group differences in exposure were very similar to those from conventional (non-centred) models, while standard errors for estimates based on within-individual differences were relatively large (5x those for estimates based on between-group differences). Conclusions: Group-mean centering of exposures allowed us to estimate and contrast exposure-response relations based on differences between groups and within individuals. Comparison with a more conventional approach, ignoring the clustering of individuals, showed that effect estimates were dominated by differences between groups. … (more)
- Is Part Of:
- Occupational and environmental medicine. Volume 71(2014)Supplement 1
- Journal:
- Occupational and environmental medicine
- Issue:
- Volume 71(2014)Supplement 1
- Issue Display:
- Volume 71, Issue 1 (2014)
- Year:
- 2014
- Volume:
- 71
- Issue:
- 1
- Issue Sort Value:
- 2014-0071-0001-0000
- Page Start:
- A52
- Page End:
- A52
- Publication Date:
- 2014-06-23
- Subjects:
- Medicine, Industrial -- Periodicals
Environmental health -- Periodicals
616.980305 - Journal URLs:
- http://oem.bmj.com/ ↗
http://www.jstor.org/journals/13510711.html ↗
http://www.pubmedcentral.nih.gov/tocrender.fcgi?journal=172&action=archive ↗
http://www.bmj.com/archive ↗ - DOI:
- 10.1136/oemed-2014-102362.161 ↗
- Languages:
- English
- ISSNs:
- 1351-0711
- Deposit Type:
- Legaldeposit
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- Available online (eLD content is only available in our Reading Rooms) ↗
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- British Library DSC - BLDSS-3PM
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- 19230.xml