Forest compositional shifts in response to climate change are likely to be initially detectable in the understory tree regeneration layer near species range limits. Because many factors in addition to climate, such as seedbed and soil characteristics, overstory composition, and interactions with other understory biota, drive tree regeneration trends, a thorough understanding of the relative importance of all variables as well as their interrelationships is needed. The range limits of several widespread temperate and boreal tree species overlap in the upper Great Lakes region, USA, thus facilitating an observational study over relatively short regional climate gradients. We used redundancy analysis and variation partitioning to quantify the unique, shared, and total explanatory power of four sets of explanatory variables. The results showed that all four variable sets (climate 9. 5 %, understory environment 13. 7 %, overstory composition 26. 3 %, and understory biota 13. 8 %) were significantly associated with tree regeneration compositional variation in mixed temperate-boreal forests. Partitioning also revealed high confounded or shared explanatory power, but also that each set contributed significant unique explanatory power not shared with other sets. Spatial patterning in regeneration composition was strongly related to broad scale environmental patterns, while the large majority of unexplained variation did not have a detectable spatial structure, suggesting factors with local scale variability. Future forest shifts across the landscape will depend not only on the rate and direction of climate change but also on how the strengths and interrelationships among other explanatory variables, such as overstory composition and understory biota, shift with a changing climate.
Bibliographical noteFunding Information:
Acknowledgments Financial support was provided by the U.S. Environmental Protection Agency’s STAR Fellowship program; Hubachek Wilderness Research Foundation; University of Minnesota Wood-Rill Fellowship; Dayton-Wilkie Natural History Fund of the Bell Museum of Natural History; and University of Minnesota Carolyn Crosby Fellowship. We thank K. Riemersma, B. Wageman, and L. Miller for assistance with field work. C. Kern, T. Serres, A. D’Amato, K. Kipfmueller, and two anonymous reviewers provided valuable comments on the manuscript.
- Mixed temperate-boreal forest
- Overstory neighborhood effects
- Tree regeneration
- Variation partitioning