EXPLORATORY STATISTICAL AND SPATIAL MODELS OF UNIONID MUSSEL DISTRIBUTIONS IN A REACH OF THE UPPER MISSISSIPPI RIVER Steven J. Zigler1, Teresa J. Newton1, Jeff J. Steuer2, Michelle R. Bartsch1, and Jennie S. Sauer1 1U.S.Geological Survey, Upper Midwest Environmental Sciences Center, La Crosse, WI 54603 2U.S. Geological Survey, Wisconsin Water Science Center, Middleton, WI 53562 We assessed whether the spatial distribution of unionid mussels could be predicted from physical and hydraulic variables in Navigation Pool 8, Upper Mississippi River. Exploratory classification and regression tree (CART) models were constructed using mussel data compiled from various sources, and explanatory variables derived from GIS coverages. Prediction success of CART models for presence-absence of mussels ranged from 71 to 76% across three gears (brail, sled-dredge, and dive-quadrat). Models were largely driven by shear stress and substrate stability variables, but interactions with simple physical variables, especially slope, were also important. Geospatial models, which were based on tree model results, predicted few mussels in poorly connected backwater areas (e.g., floodplain lakes) and the navigation channel, whereas main channel border areas with high geomorphic complexity (e.g., river bends, islands, side channel entrances) and small side channels were typically favorable to mussels. Moreover, discharge-specific CART models suggested that episodic events such as droughts and floods were important in structuring mussel distributions in Pool 8. Keywords: unionid, mussel, shear stress, tree model, geospatial