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Development of Life Course Exposure Estimates Using Geospatial Data and Residence History
Stuart Batterman1, Md Kamrul Islam1, Stephen Goutman2
1Environmental Health Sciences, University of Michigan, Ann Arbor, MI 48109, USA.
Developing accurate life course exposure estimates requires addressing mobility and data gaps. This study introduces novel methods for individual exposure histories, improving completeness and reliability for environmental health research.
Area of Science:
- Environmental Epidemiology
- Geospatial Health
- Exposure Science
Background:
- Accurate life course exposure assessment is crucial for understanding environmental health impacts.
- Existing geospatial methods face challenges with individual mobility, data gaps, and scaling issues.
Purpose of the Study:
- To develop and validate methods for creating individual exposure histories.
- To address challenges in geospatial exposure estimation for a cohort with amyotrophic lateral sclerosis (ALS) and controls.
Main Methods:
- Enhanced residence history surveys incorporating date and age, accounting for preceding/following residences.
- Novel spatial multiple imputation for handling missing or incomplete address data.
- Utilized PM2.5, black carbon, NO2, and traffic intensity geospatial datasets.
Main Results:
- Residence history completeness improved significantly, capturing a 20-year window for 95% of the cohort.
- Spatial imputation boosted time history completion to 99% and geocoding success to 92%.
- PM2.5 and NO2 showed moderate agreement with observed data, but 1km resolution limited fine-scale heterogeneity capture.
Conclusions:
- The proposed methods substantially improve the completeness, reliability, and accuracy of life course exposure estimates.
- This study pioneers examination of older cohort mobility for long exposure windows and spatial imputation techniques.
- The recommended methods offer broad applicability for environmental exposure research.
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