0124 PM2.5 and Heart Disease in a Cohort of Aluminium Workers: An Application of Longitudinal Targeted Maximum Likelihood-based Estimation (TMLE). (23rd June 2014)
- Record Type:
- Journal Article
- Title:
- 0124 PM2.5 and Heart Disease in a Cohort of Aluminium Workers: An Application of Longitudinal Targeted Maximum Likelihood-based Estimation (TMLE). (23rd June 2014)
- Main Title:
- 0124 PM2.5 and Heart Disease in a Cohort of Aluminium Workers: An Application of Longitudinal Targeted Maximum Likelihood-based Estimation (TMLE)
- Authors:
- Brown, Daniel
Petersen, Maya
van der Laan, Mark
Costello, Sadie
Noth, Elizabeth
Hammond, Katherine
Cullen, Mark
Eisen, Ellen - Abstract:
- Abstract : Objectives: We estimated the effect of cumulative exposure to PM2.5 on the incidence of ischaemic heart disease (IHD) in aluminium workers followed for 15 years, adjusting for the healthy worker survivor effect. In previous analyses, higher cumulative exposure was found to be associated with lower mortality in this population. Method: We used longitudinal TMLE to estimate the cumulative risk of ischaemic heart disease in the cohort if constantly exposed above an exposure cut-off and compared it to the risk if constantly exposed below. We stratified all analyses by work process because exposures were an order of magnitude higher in smelters than fabrication facilities. Results: We selected cut-offs a priori at the median and 10th percentile exposure within each sub-cohort. Among the smelter workers, we estimated an increase in IHD risk of 2.1% (p = 0.22) after 15 years, comparing the always exposed to never exposed cohort using the median cut-off of 1.77 mg/m 3 . The difference was 2.9% (p = 0.01) using the 10th percentile cutoff of 0.10 mg/m 3 . For the fabrication workers, the differences were 0.1% (p = 0.47) using the median cut-off of 0.20 mg/m 3 and 2.5% (p < 0.01) for the 10th percentile cut-off of 0.06 mg/m 3 . Results are presented as adjusted survival curves, describing the estimated cumulative risk for each cohort under each exposure regimen. Conclusions: The TMLE estimator allows us to observe an association between cumulative PM2.5 exposure and heartAbstract : Objectives: We estimated the effect of cumulative exposure to PM2.5 on the incidence of ischaemic heart disease (IHD) in aluminium workers followed for 15 years, adjusting for the healthy worker survivor effect. In previous analyses, higher cumulative exposure was found to be associated with lower mortality in this population. Method: We used longitudinal TMLE to estimate the cumulative risk of ischaemic heart disease in the cohort if constantly exposed above an exposure cut-off and compared it to the risk if constantly exposed below. We stratified all analyses by work process because exposures were an order of magnitude higher in smelters than fabrication facilities. Results: We selected cut-offs a priori at the median and 10th percentile exposure within each sub-cohort. Among the smelter workers, we estimated an increase in IHD risk of 2.1% (p = 0.22) after 15 years, comparing the always exposed to never exposed cohort using the median cut-off of 1.77 mg/m 3 . The difference was 2.9% (p = 0.01) using the 10th percentile cutoff of 0.10 mg/m 3 . For the fabrication workers, the differences were 0.1% (p = 0.47) using the median cut-off of 0.20 mg/m 3 and 2.5% (p < 0.01) for the 10th percentile cut-off of 0.06 mg/m 3 . Results are presented as adjusted survival curves, describing the estimated cumulative risk for each cohort under each exposure regimen. Conclusions: The TMLE estimator allows us to observe an association between cumulative PM2.5 exposure and heart disease that was not visible using standard analytical techniques. This work represents the first application of longitudinal TMLE to the field of occupational epidemiology. … (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:
- A14
- Page End:
- A14
- 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-2014-102362.44 ↗
- Languages:
- English
- ISSNs:
- 1351-0711
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 19229.xml