Long-term impact of PM2.5 on mortality is exacerbated when wildfire events occur
There is extensive evidence that long-term exposure to all-source PM2.5 increases mortality. However, to date, no study has evaluated whether this effect is exacerbated in the presence of wildfire events. Here, we study 60+ million older US adults and find that wildfire events increase the harmful effects of long-term all-source PM2.5 exposure on mortality, providing a new and realistic conceptualization of wildfire health risks.
š” Research Summary
The authors conducted a nationwide cohort study of 60,999,431 Medicare beneficiaries aged 65āÆyears and older across the contiguous United States from 2007 to 2016 to examine whether the number of wildfireārelated fine particulate matter (PMā.ā ) days modifies the association between longāterm allāsource PMā.ā exposure and allācause mortality. Annual average allāsource PMā.ā concentrations were derived from the Di etāÆal. ensemble model and aggregated to ZIPācode level. Wildfire PMā.ā estimates came from a validated 10ākm² grid model (Childs etāÆal.) and were used to count the number of days per year with nonāzero wildfire PMā.ā . These counts were categorized into three strata: 0ā20, 21ā35, and >35 days, approximating tertiles of exposure.
The analytical framework employed stratified Poisson regression models within each wildfireāday stratum. Mortality counts were modeled as a function of annual allāsource PMā.ā using natural splines to capture nonālinear exposureāresponse relationships. Models were adjusted for a comprehensive set of confounders: individualālevel age categories, race/ethnicity, sex, and Medicaid eligibility; ZIPācode or countyālevel socioeconomic variables (e.g., poverty proportion, median income, home value, education, housing ownership, population density); two countyālevel health risk factors (average BMI and smoking prevalence); four ZIPācode meteorological variables (summer and winter average maximum temperature and relative humidity); fixed effects for US Census region (Northeast, Midwest, South, West) and calendar year; and an offset for personāyears.
Key findings: Across the entire cohort, a rise in annual allāsource PMā.ā from the current National Ambient Air Quality Standard (NAAQS) of 9āÆĀµg/m³ to 12āÆĀµg/m³ was associated with a hazard ratio (HR) of approximately 1.04 (95āÆ% CIāÆ1.02ā1.06). In the lowāwildfire stratum (0ā20 days), the HR was similar, indicating modest additional risk. In the middle stratum (21ā35 days), the HR increased to roughly 1.06, while in the highāwildfire stratum (>35 days) the HR rose sharply to >1.12, demonstrating a clear effectāmodification by wildfire exposure.
Subgroup analyses revealed that ZIP codes with higher poverty rates (<15āÆ% vs. ā„15āÆ% of residents below the poverty line) exhibited steeper exposureāresponse curves at lower PMā.ā levels, suggesting heightened vulnerability among socioāeconomically disadvantaged populations. Regionāspecific analyses showed heterogeneous patterns: the West and South, where wildfire frequency is greatest, displayed the most pronounced amplification of mortality risk with increasing wildfire days, whereas the Northeast and Midwest showed more muted effects.
Methodological strengths include the massive sample size, highāresolution exposure assessment, and rigorous adjustment for a wide array of individual and areaālevel confounders, which together enhance causal inference. Limitations involve potential residual confounding from unmeasured individual behaviors (e.g., indoor air filtration), exposure measurement error inherent in modelābased PMā.ā estimates, and the binary definition of wildfire days (any nonāzero concentration) that does not capture intensity variations.
The study provides compelling evidence that longāterm health impacts of ambient PMā.ā are substantially exacerbated in regions and years with frequent wildfire smoke. Consequently, regulatory standards based solely on average PMā.ā concentrations may underestimate risk in fireāprone areas. Public health policies should integrate wildfire preparedness, targeted interventions for highāpoverty communities, and adaptive airāquality management that accounts for both chronic background pollution and episodic wildfire smoke exposure. This integrated approach is essential for mitigating mortality risk in the context of a warming climate that is projected to increase wildfire frequency and severity.
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