One analysis might be to plot infection severity vs time spent in a city with high air pollution. Like being a smoker.
Or you might need to get more granular — the specific chemicals could matter.
While personal genomics will show you your genome, and wearables will show you things like heart rate, these tests show what chemicals you have been exposed to.
One example:
silentspring.org/detoxmeactionk…