Plant Species Diversity and Dominant Plant Functional Types Control Productivity in a Reclaimed Mineland Prairie
Abstract
1. Introduction
2. Materials and Methods
2.1. Site Description
2.2. Experimental Design
2.3. Field Data Collection
2.4. Data Analysis
3. Results
3.1. Predicting Prairie Biomass
3.2. Variation in Species Diversity Across the Restoration Experiment
3.3. Variation in Biomass Across the Restoration Experiment
3.4. Species and Plant Functional Composition in Relation to Biomass
4. Discussion
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
- Rowe, H.I. Tricks of the trade: Techniques and opinions from 38 experts in tallgrass prairie restoration. Restor. Ecol. 2010, 18, 253–262. [Google Scholar] [CrossRef] [Scilit]
- McCain, K.N.S.; Baer, S.G.; Blair, J.M.; Wilson, G.W.T. Dominant grasses suppress local diversity in restored tallgrass prairie. Restor. Ecol. 2010, 18, 40–49. [Google Scholar] [CrossRef] [Scilit]
- Smith, D.; Williams, D.; Houseal, G.; Henderson, K. The Tallgrass Prairie Center Guide to Prairie Restoration in the Upper Midwest; University of Iowa Press: Iowa City, IA, USA, 2010. [Google Scholar]
- Steiner, J.L.; Starks, P.J.; Neel, J.P.S.; Northup, B.; Turner, K.E.; Gowda, P.; Coleman, S.; Brown, M. Managing tallgrass prairies for productivity and ecological function: A long-term grazing experiment in the Southern Great Plains, USA. Agronomy 2019, 9, 699. [Google Scholar] [CrossRef] [Scilit]
- Tilman, D.; Hill, J.; Lehman, C. Carbon-negative biofuels from low-input high-diversity grassland biomass. Science 2006, 314, 1598–1600. [Google Scholar] [CrossRef] [Scilit]
- Betz, R.F.; Lootens, R.J.; Becker, M.K. Two Decades of Prairie Restoration at Fermilab, Batavia, Illinois; Fermi National Accelerator Lab.: Batavia, IL, USA, 1996. Available online: https://www.osti.gov/biblio/435342-two-decades-prairie-restoration-fermilab-batavia-illinois (accessed on 1 June 2020).
- Swab, R.M.; Lorenz, N.; Lee, N.R.; Culman, S.W.; Dick, R.P. From the Ground Up: Prairies on Reclaimed Mine Land—Impacts on Soil and Vegetation. Land 2020, 9, 455. [Google Scholar] [CrossRef] [Scilit]
- Huang, Y.; Martin, L.M.; Isbell, F.I.; Wilsey, B.J. Is community persistence related to diversity? A test with prairie species in a long-term experiment. Basic Appl. Ecol. 2013, 14, 199–207. [Google Scholar] [CrossRef] [Scilit]
- Tilman, D.; Reich, P.B.; Isbell, F. Biodiversity impacts ecosystem productivity as much as resources, disturbance, or herbivory. Proc. Natl. Acad. Sci. USA 2012, 109, 10394–10397. [Google Scholar] [CrossRef] [Scilit]
- Tilman, D.; Reich, P.B.; Knops, J.; Wedin, D.; Mielke, T.; Lehman, C. Diversity and productivity in a long-term grassland experiment. Science 2001, 294, 843–845. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Fargione, J.; Tilman, D.; Dybzinski, R.; Lambers, J.H.R.; Clark, C.; Harpole, W.S.; Knops, J.M.H.; Reich, P.B.; Loreau, M. From selection to complementarity: Shifts in the causes of biodiversity–productivity relationships in a long-term biodiversity experiment. Proc. R. Soc. B 2007, 274, 871–876. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Cardinale, B.J.; Wright, J.P.; Cadotte, M.W.; Carroll, I.T.; Hector, A.; Srivastava, D.S.; Loreau, M.; Weis, J.J. Impacts of plant diversity on biomass production increase through time because of species complementarity. Proc. Natl. Acad. Sci. USA 2007, 104, 18123–18128. [Google Scholar] [CrossRef] [Scilit]
- Grime, J.P. Benefits of plant diversity to ecosystems: Immediate, filter and founder effects. J. Ecol. 1998, 86, 902–910. [Google Scholar] [CrossRef] [Scilit]
- Díaz, S.; Lavorel, S.; de Bello, F.; Quétier, F.; Grigulis, K.; Robson, T. Incorporating plant functional diversity effects in ecosystem service assessments. Proc. Natl. Acad. Sci. USA 2007, 104, 20684–20689. [Google Scholar] [CrossRef] [Scilit]
- Sonkoly, J.; Kelemen, A.; Valkó, O.; Deák, B.; Kiss, R.; Tóth, K.; Miglécz, T.; Tóthmérész, B.; Török, P. Both mass ratio effects and community diversity drive biomass production in a grassland experiment. Sci. Rep. 2019, 9, 1848. [Google Scholar] [CrossRef] [Scilit]
- Hejda, M.H.; Pyšek, P.; Jarošík, V. Impact of invasive plants on the species richness, diversity and composition of invaded communities. J. Ecol. 2009, 97, 393–403. [Google Scholar] [CrossRef] [Scilit]
- Bakker, J.D.; Wilson, S.D.; Christian, J.M.; Li, X.; Ambrose, L.G.; Waddington, J. Contingency of grassland restoration on year, site, competition from introduced grasses. Ecol. App. 2003, 13, 137–153. [Google Scholar] [CrossRef] [Scilit]
- Cavender, N.; Byrd, S.; Bechtoldt, C.L.; Bauman, J.M. Vegetation communities of a coal reclamation site in Southeastern Ohio. Northeast. Nat. 2014, 21, 31–46. [Google Scholar] [CrossRef] [Scilit]
- Beneduci, Z.J.; Scott, D.A.; Byrd, S.M.; Swab, R.M. We built it; did they come? Pollinator diversity and community structure in a post-mining prairie restoration project. Ecol. Restor. 2023, 41, 180–188. [Google Scholar] [CrossRef] [Scilit]
- Lannoo, M.J.; Kinney, V.C.; Heemeyer, J.L.; Engbrecht, N.J.; Gallant, A.L.; Klaver, R.W. Mine spoil prairies expand critical habitat for endangered and threatened amphibian and reptile species. Diversity 2009, 1, 118–132. [Google Scholar] [CrossRef] [Scilit]
- Guzman, J.G.; Lal, R.; Byrd, S.; Apfelbaum, S.I.; Thompson, R.L. Carbon lifecycle assessment for prairie as a crop in reclaimed mine land. Land Degrad. Dev. 2016, 27, 1196–1204. [Google Scholar] [CrossRef] [Scilit]
- Swab, R.M.; Lorenz, N.; Byrd, S.; Dick, R. Native vegetation in reclamation: Improving habitat and ecosystem function through using prairie species in mine land reclamation. Ecol. Eng. 2017, 108, 525–536. [Google Scholar] [CrossRef] [Scilit]
- Shaw, N.; Barak, R.S.; Campbell, R.E.; Kirmer, A.; Pedrini, S.; Dixon, K.; Frischie, S. Seed use in the field: Delivering seeds for restoration success. Restor. Ecol. 2020, 28, S276–S285. [Google Scholar] [CrossRef] [Scilit]
- Scott, D.A.; Baer, S.G. Degraded soil increases the performance of a dominant grass, Andropogon gerardii (big bluestem). Plant Ecol. 2018, 219, 901–911. [Google Scholar] [CrossRef] [Scilit]
- Campbell, R.E.; Hooymans, J.L. Results from four decades of successional prairie restoration and an update on ecological land management at Fermilab in Batavia, Illinois. In Proceedings of the North American Prairie Conference, Normal, IL, USA, 17–20 July 2016; p. 14. Available online: https://ir.library.illinoisstate.edu/cgi/viewcontent.cgi?article=1004&context=napc (accessed on 1 June 2020).
- Howe, H.F. Dominance, diversity and grazing in tallgrass restoration: Ecology has much to contribute to debates over the role of grazing in restoration—And much to learn from the results of experiments in restorative grazing. Ecol. Restor. 1999, 17, 59–66. [Google Scholar] [CrossRef] [Scilit]
- Dickson, T.L.; Busby, W.H. Forb species establishment increases with decreased grass seeding density and with increased forb seeding density in a Northeast Kansas, U.S.A., experimental prairie restoration. Restor. Ecol. 2009, 17, 597–605. [Google Scholar] [CrossRef] [Scilit]
- Natural Resources Conservation Service. PLANTS Database. United States Department of Agriculture. Available online: https://plants.usda.gov (accessed on 6 December 2024).
- Chase, P.E.; Pettyjohn, W.A. ERTS-1 investigation of ecological effects of strip mining in eastern Ohio. In Proceedings of the Goddard Space Flight Center Symposium on Significant Results Obtained from the ERTS-1, New Carrollton, MD, USA, 5–9 March 1973; p. 1. Available online: https://ntrs.nasa.gov/citations/19730019534 (accessed on 1 June 2020).
- Steiger, J.R. Soil Survey of Muskingum County, Ohio; USDA Natural Resources Conservation Service: Washington, DC, USA, 1996; Available online: https://www.muskingumswcd.org/Expertise/Soils (accessed on 1 June 2020).
- Arguez, A.; Durre, I.; Applequist, S.; Vose, R.; Squires, M.; Yin, X.; Heim, R.; Owen, T. NOAA’s 1981-2010 climate normals: An overview. Bull. Amer. Meteor. Soc. 2012, 93, 1687–1697. [Google Scholar] [CrossRef] [Scilit]
- Glover, R. Ecological Disturbance and Restoration Effects of Plant Functional Composition and Diversity. Ph.D. Thesis, The Ohio State University, Columbus, OH, USA, 2022. [Google Scholar]
- Davies, G.M.; Hamilton, A.; Smith, A.; Legg, C.J. Using visual obstruction to estimate heathland fuel load and structure. Int. J. Wildland Fire 2008, 17, 380–389. [Google Scholar] [CrossRef] [Scilit]
- R Core Team. R: A Language and Environment for Statistical Computing; R Foundation for Statistical Computing: Vienna, Austria, 2022; Available online: https://www.R-project.org (accessed on 1 June 2020).
- Miller, T.L. Leaps: Regression Subset Selection. R Package Version 3.1, 2020. Available online: https://CRAN.R-project.org/package=leaps (accessed on 1 June 2020).
- Oksanen, J.; Simpson, G.; Blanchet, F.; Kindt, R.; Legendre, P.; Minchin, P.; O’Hara, R.; Solymos, P.; Stevens, M.; Szoecs, E.; et al. Vegan: Community Ecology Package. R Package Version 2.6-2, 2022. Available online: https://CRAN.R-project.org/package=vegan (accessed on 1 August 2022).
- Bates, D.; Maechler, M.; Bolker, B.; Walker, S. Fitting linear mixed-effects models using lme4. J. Stat. Softw. 2015, 67, 1–48. [Google Scholar] [CrossRef] [Scilit]
- Fox, J. Car: Companion to Applied Regression. R Package Version 3.1-3. Available online: https://cran.r-project.org/web/packages/car (accessed on 1 August 2022).
- Lenth, R. Emmeans: Estimated Marginal Means, aka Least-Squares Means. R Package Version 1.8.1-1, 2022. Available online: https://CRAN.R-project.org/package=emmeans (accessed on 1 August 2022).
- Bartoń, K. MuMIn: Multi-Model Inference. R Package Version 1.47.1, 2022. Available online: https://CRAN.R-project.org/package=MuMIn (accessed on 1 August 2022).
- Liancourt, P.; Viard-Crétat, F.; Michalet, R. Contrasting community responses to fertilization and the role of the competitive ability of dominant species. J. Veg. Sci. 2009, 20, 138–147. [Google Scholar] [CrossRef] [Scilit]
- Piper, J.K.; Billings, D.N.; Leite, V.J. Effects of Nitrogen fertilizer on the composition of two prairie plant communities. Community Ecol. 2005, 6, 93–100. [Google Scholar] [CrossRef] [Scilit]
- Jarchow, M.E.; Liebman, M. Nitrogen fertilization increases diversity and productivity of prairie communities used for bioenergy. Glob. Change Biol. Bioenergy 2013, 5, 281–289. [Google Scholar] [CrossRef] [Scilit]
- Fois, M.; Murgia, L.; Bacchetta, G. Plant diversity and species composition of the abandoned mines of the Iglesiente mining district (Sardinia, Italy): A restoration perspective. Ecol. Eng. 2023, 188, 106879. [Google Scholar] [CrossRef] [Scilit]
- Řehounková, K.; Vítovcová, K.; Prach, K. Threatened vascular plant species in spontaneously revegetated post-mining sites. Restor. Ecol. 2020, 28, 679–686. [Google Scholar] [CrossRef] [Scilit]
- Corbin, J.D.; D’Antonio, C.M. Gone but not forgotten? Invasive plants’ legacies on community and ecosystem properties. Invasive Plant Sci. Manag. 2012, 5, 117–124. [Google Scholar] [CrossRef] [Scilit]




| Seed Treatment | Scientific Name | Common Name | Plant Functional Type |
|---|---|---|---|
| Single Species, A | Panicum virgatum (1) | Switchgrass | C4 grass |
| Single Species, B | Panicum virgatum (2) | Switchgrass | C4 grass |
| Single Species, C | Andropogon gerardii | Big bluestem | C4 grass |
| Single Species, D | Panicum amarum | Coastal panic grass | C4 grass |
| Seed Mix, M1 | Andropogon gerardii | Big bluestem | C4 grass |
| Desmodium canadense | Showy tick-trefoil | Legume | |
| Elymus canadensis | Canada wild rye | C3 grass | |
| Heliopsis helianthoides | Smooth oxeye | Forb | |
| Panicum virgatum (3) | Switchgrass | C4 grass | |
| Panicum virgatum (1) | Switchgrass | C4 grass | |
| Seed Mix, M2 | Andropogon gerardii | Big bluestem | C4 grass |
| Chamaecrista fasciculata | Partridge-pea | Legume | |
| Elymus canadensis | Canada wild rye | C3 grass | |
| Helianthus maximiliani | Maximillian sunflower | Forb | |
| Panicum virgatum | Switchgrass | C4 grass | |
| Senna hebecarpa | Wild senna | Legume | |
| Sorghastrum nutans | Indiangrass | C4 grass |
| Dependent Variable | Intercept | Predictor | Coefficient | R2 (adj) |
|---|---|---|---|---|
| Total Biomass | 266.50 ± 107.37 | 10%ht | 16.58 ± 1.82 | 0.75 |
| Total Biomass | 461.81 ± 98.57 | PartObs | 7.60 ± 0.94 | 0.70 |
| Standing Biomass | 360.36 ± 71.75 | 10%ht | 7.80 ± 1.29 | 0.56 |
| Standing Biomass | 441.88 ± 66.52 | PartObs | 3.41 ± 0.63 | 0.50 |
| Species Richness | Shannon Diversity | Biomass Model 1 | Biomass Model 2 | |||||
|---|---|---|---|---|---|---|---|---|
| Predictor | X2 | p | X2 | p | X2 | p | X2 | p |
| Seed mix (S) | 12.041 | 0.03 | 5.502 | 0.36 | 55.416 | <0.001 | 96.778 | <0.001 |
| Fertilizer (F) | 0.296 | 0.59 | 1.344 | 0.25 | 0.066 | 0.80 | 0.015 | 0.90 |
| Tillage (T) | 0.064 | 0.80 | 0.003 | 0.96 | 0.002 | 0.97 | 0.005 | 0.94 |
| S × F | 13.245 | 0.02 | 5.827 | 0.32 | 3.576 | 0.61 | 3.654 | 0.60 |
| S × T | 1.652 | 0.89 | 5.648 | 0.34 | 8.254 | 0.14 | 9.218 | 0.10 |
| F × T | 0.330 | 0.57 | 0.378 | 0.54 | 0.136 | 0.71 | 0.038 | 0.85 |
| S × F × T | 1.755 | 0.88 | 2.809 | 0.73 | 7.883 | 0.16 | 7.877 | 0.16 |
| Shannon | - | - | - | - | 10.566 | 0.001 | - | - |
| Richness | - | - | - | - | - | - | 2.258 | 0.13 |
| R2 mar | 0.14 | 0.14 | 0.32 | 0.31 | ||||
| R2 con | 0.54 | 0.33 | 0.60 | 0.60 | ||||
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |
© 2026 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license.
Share and Cite
Kieser, E.; Glover, R.; Swab, B.M.; Davies, G.M. Plant Species Diversity and Dominant Plant Functional Types Control Productivity in a Reclaimed Mineland Prairie. Diversity 2026, 18, 101. https://doi.org/10.3390/d18020101
Kieser E, Glover R, Swab BM, Davies GM. Plant Species Diversity and Dominant Plant Functional Types Control Productivity in a Reclaimed Mineland Prairie. Diversity. 2026; 18(2):101. https://doi.org/10.3390/d18020101
Chicago/Turabian StyleKieser, Ellen, Rachael Glover, Beck M. Swab, and G. Matt Davies. 2026. "Plant Species Diversity and Dominant Plant Functional Types Control Productivity in a Reclaimed Mineland Prairie" Diversity 18, no. 2: 101. https://doi.org/10.3390/d18020101
APA StyleKieser, E., Glover, R., Swab, B. M., & Davies, G. M. (2026). Plant Species Diversity and Dominant Plant Functional Types Control Productivity in a Reclaimed Mineland Prairie. Diversity, 18(2), 101. https://doi.org/10.3390/d18020101

