Predicting levels of stress from biological assessment data: empirical models from the Eastern Corn Belt Plains, Ohio, USA.
Interest is increasing in using biological community data to provide information on the specific types of anthropogenic influences impacting streams. We built empirical models that predict the level of six different types of stress with fish and benthic macroinvertebrate data as explanatory variables. Significant models were found for six stressor factors: stream corridor structure; siltation; total suspended solids (TSS), biochemical oxygen demand (BOD), and iron (Fe); chemical oxygen demand (COD) and BOD; zinc (Zn) and lead (Pb); and nitrate and nitrite (NOx) and phosphorus (P). Model R2 values were lowest for the siltation factor and highest for TSS, BOD, and Fe. Model R2 values increased when spatial relationships were incorporated into the model. The models generally performed well when applied to a random subset of the data. Performance was more mixed when models were applied to data collected from a previous time period, perhaps because of a change in the spatial structure of these systems. These models may provide a useful indication of the levels of different stresses impacting stream reaches in the Eastern Corn Belt Plains ecoregion of Ohio, USA. More generally, the models provide additional evidence that biological communities can serve as useful indicators of the types of anthropogenic stress impacting aquatic systems.
Norton
Susan B
SB
U.S. Environmental Protection Agency, National Center for Environmental Assessment, Washington, DC 20460, USA. norton.susan@epa.gov
Cormier
Susan M
SM
Smith
Marc
M
Jones
R Christian
RC
Schubauer-Berigan
Mary
M
D000818:Animals; D017753:Ecosystem; D005399:Fishes; D005544:Forecasting; D007448:Invertebrates; D008962:Models, Theoretical; D009584:Nitrogen / Q000378:metabolism; D009820:Ohio; D010100:Oxygen / Q000378:metabolism; D010758:Phosphorus / Q000378:metabolism; D011157:Population Dynamics; D012044:Regression Analysis; D018570:Risk Assessment; D014873:Water Pollutants / Q000009:adverse effects*
D014873:Water Pollutants; D010758:Phosphorus; D009584:Nitrogen; D010100:Oxygen