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The analysis revealed a strong and immediate association between wildfire-related PM2.5 exposure and 
OHCA risk, with the greatest effects observed on the same day of exposure and persisting over several 
subsequent days. Certain populations were particularly vulnerable, including males, adults aged 65 and 
older, and individuals in higher socioeconomic areas, as well as cases with presumed cardiac causes. 
This suggests that both environmental exposure and underlying population characteristics modulate 
risk. Mechanistically, fine particulate matter penetrates deep into the lungs and enters the bloodstream, 
triggering systemic inflammation, endothelial dysfunction, and disturbances in cardiac rhythm, all of 
which can precipitate life-threatening arrhythmias. 
Temporal patterns in the data showed that heavy smoke days increased each year within the study 
counties, most frequently from July to September and occasionally extending into October. These 
high-exposure periods often coincided with elevated heat index values, compounding stress on the 
cardiovascular system. Unlike typical urban air pollution, which tends to fluctuate gradually, wildfire 
smoke produces sudden, dramatic spikes in exposure that can affect large populations with little 
warning. This pattern helps explain why wildfire-focused studies detect a clear association between PM2.5 
and OHCA, whereas broader national studies using routine ambient PM2.5 measurements, where day-to-
day fluctuations are smaller and less extreme, do not consistently observe significant short-term effects. 
This underscores the importance of integrating real-time environmental monitoring with public health 
and emergency response systems to identify high-risk periods, provide timely warnings to vulnerable 
populations, and optimize EMS preparedness during wildfire events. As climate change increases the 
frequency and intensity of wildfires, understanding these relationships is critical for anticipating and 
mitigating the cardiovascular impacts of extreme air pollution.
Ambient Ozone and OHCA
Ozone is another important factor. Ozone (O3) is a gas formed when sunlight reacts with pollutants 
such as nitrogen oxides and volatile organic compounds. A U.S. study, Association of Ambient Air 
Pollution with Risk of Out-of-Hospital Cardiac Arrest in the United States, examined how daily variations 
in ozone relate to OHCA using CARES data linked with national air quality estimates. The study 
included nearly 190,000 OHCA cases from 2013 through 2016, linking each event with daily ambient 
ozone concentrations estimated from EPA monitoring, satellite data, and environmental modeling. 
Methodologically, the study employed a time-stratified case-crossover design, where each OHCA case 
was compared to control days within the same month and year. This approach effectively controlled for 
long-term trends, seasonality, and individual-level factors such as age and sex, while allowing the team 
to examine acute exposures. The researchers also evaluated lag effects to determine how quickly ozone 
exposure might trigger cardiac events and assessed effect modification by age, sex, and regional ozone 
levels.
The study found that short-term increases in ozone were 
associated with elevated OHCA risk, while PM2.5 was not 
significantly associated. Specifically, for every 12 parts per 
billion increase in ozone, the odds of experiencing a cardiac 
arrest on the same day rose modestly but meaningfully. 
Unlike the dramatic, episodic spikes in PM2.5 caused by 
wildfire smoke, which have been shown to sharply increase 
OHCA risk, routine ambient PM2.5 fluctuations in broader 
populations do not consistently demonstrate the same effect. 
This contrast highlights that the intensity, duration, and 
sudden onset of exposure are critical factors in determining 
cardiovascular risk from particulate matter, setting the stage 
for examining other environmental triggers such as ozone, 
which can influence OHCA risk even at everyday urban 
concentrations. 
The strongest effect occurred on the day of exposure, with 
weaker but still detectable associations on subsequent days, 
suggesting that ozone acts as an acute environmental trigger.

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