Association Between District-level Aggregate Carcinogen Emissions and Thyroid Cancer Incidence in Korea: An Ecological Study Using Bayesian Spatial Models
Objectives: We examined the association between district-level aggregate carcinogen emissions and diagnosed thyroid cancer incidence in Korea, accounting for co-occurring environmental exposures (air pollutants, indoor radon, and proximity to nuclear power plants [NPPs]) and area-level sociodemographic factors. Methods: This ecological study analyzed thyroid cancer incidence (2014-2018) across 229 Korean districts (si-gun-gu) using Bayesian hierarchical Poisson models. The primary exposure was a district-level aggregate carcinogen emission indicator (area-weighted releases of International Agency for Research on Cancer Group 1/2A/2B carcinogens). Models mutually adjusted for CO, NO₂, PM₁₀, SO₂, indoor radon, and NPP proximity, together with sociodemographic, behavioral, urbanicity, and healthcare-access covariates. Relative risks (RRs) per 1-SD increase and 95% credible intervals (CrIs) were estimated overall, by sex, and by cancer-screening stratum. Results: The emission indicator was associated with higher incidence overall (RR, 1.04; 95% CrI: 1.01-1.06) and in women (1.04; 1.02-1.06), but not in men (1.02; 0.99-1.06). CO was inversely associated with incidence (0.96; 0.93-0.99), whereas population density was positively associated (1.13; 1.06-1.21). NO₂, PM₁₀, SO₂, indoor radon, and NPP proximity showed no association after adjustment for the urban-rural context. The emission association remained robust with alternative zero handling and exclusion of the highest-emitting districts. It did not differ between screening strata. Conclusions: District-level aggregate carcinogen emissions, predominantly organic solvents by mass, were associated with diagnosed thyroid cancer incidence, most clearly in women. These hypothesis-generating findings may indicate either that as-yet-unidentified chemicals increase thyroid cancer risk or that the models incompletely captured the variables underlying the reported urbanicity-thyroid cancer association.
Authors
- Eun-Shil Cha
- 성소슬
- Soyoon Lee (ORCID: https://orcid.org/0000-0003-4528-8821)
- Songwon Seo (ORCID: https://orcid.org/0000-0001-6200-5120)
- Youjin Hong (ORCID: https://orcid.org/0000-0002-3978-0214)
- Woojin Lim (ORCID: https://orcid.org/0000-0001-8305-0246)
- Kang Seo (ORCID: https://orcid.org/0009-0009-6082-2368)
- Yujin Lee
- Xiaoqing Jin
- Sue K. Park
- Kyungsik Kim
- Sangjun Lee
- Gabin Lee
- Min-Hyung Kim
- Taehoon Kim
Institutions
- Seoul National University (KR)
- Korea Institute of Radiological and Medical Sciences (KR)
Publication Details
- Journal
- Journal of Preventive Medicine and Public Health
- Published
- 2026-11-02
- DOI
- https://doi.org/10.3961/jpmph.26.726
- Primary Topic
- Global Cancer Incidence and Screening
- Type
- article
- Field-Weighted Citation Impact
- 0.00