We used monitoring and modeling to assess the concentrations of air toxics
in the state of Minnesota. Model-predicted concentrations for 148 hazardous
air pollutants were from the U.S. Environmental Protection Agency Cumulati
ve Exposure Project (1990 data). Monitoring data consisted of samples of vo
latile organic compounds, carbonyls, and particulate matter less than or eq
ual to 10 mu m in aerodynamic diameter collected at 25 sites throughout the
state for varying periods of time (up to 8 years; 1991-1998). Ten pollutan
ts exceeded health benchmark values at one or more sites by modeling, monit
oring, or both (including acrolein, arsenic, benzene, 1,3-butadiene, carbon
tetrachloride, chromium, chloroform, ethylene dibromide, formaldehyde, and
nickel). Polycyclic organic matter also exceeded the benzo[a]pyrene health
benchmark value assumed to represent this class of pollutants. The highest
modeled and monitored concentrations of most pollutants were near the cent
er of the Minneapolis-St. Paul metropolitan area; however, many smaller cit
ies throughout the state also had elevated concentrations. Where direct com
parisons were possible, monitored values often tended to exceed model estim
ates. Upper-bound excess lifetime inhalation cancer risks were estimated to
range from 2.7 x 10(-5) to 140.9 x 10(-5) (modeling) and 4.7 x 10(-5) to 1
1.0 x 10(-5) (using a smaller set of monitored carcinogens). Screening nonc
ancer hazard indices summed over all end points ranged from 0.2 to 58.1 (mo
deling) and 0.6 to 2.0 (with a smaller set of monitored pollutants). For co
mmon sets of pollutants, the concentrations, cancer risks, and noncancer ha
zard indices were comparable between model-based estimates and monitored va
lues. The inhalation cancer risk was apportioned to mobile sources (54%), a
rea sources (22%), point sources (12%), and background (12%). This study pr
ovides evidence that air toxics are a public health concern in Minnesota.