Research Article |
Corresponding author: Jacob Barney ( jnbarney@vt.edu ) Academic editor: Jane Molofsky
© 2015 Larissa L. Smith, Damian J. Allen, Jacob Barney.
This is an open access article distributed under the terms of the Creative Commons Attribution License (CC BY 4.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
Citation:
Smith LL, Allen DJ, Barney JN (2015) The thin green line: sustainable bioenergy feedstocks or invaders in waiting. NeoBiota 25: 47-71. doi: 10.3897/neobiota.25.8613
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Numerous fast growing and highly competitive exotic crops are being selected for production of renewable bioenergy. Tolerance of poor growing conditions with minimal inputs are ideal characteristics for bioenergy feedstocks, but have attracted concern for their potential to become invasive. Miscanthus × giganteus is one of the most promising bioenergy crops in the US, but grower adoption is hindered by high establishment costs due to sterility. Newly developed fertile tetraploid M. × giganteus may streamline cultivation while reducing establishment costs. However, fertile seed dramatically increases the potential propagule pressure, and thus probability of off-site plant establishment. To empirically evaluate the invasive potential of fertile M. × giganteus in the Southeastern US, we compared fitness and spread potential relative to ten grass species comprising 19 accessions under both high and low levels of competition and disturbance. We chose species known to be invasive in the US (positive controls: Arundo donax, naturalized M. sinensis, M. sacchariflorus, Phalaris arundinacea, Sorghum halepense) and non-invasive (negative controls; Andropogon gerardii, ornamental M. sinensis, Panicum virgatum, Sorghum bicolor, Saccharum spp.). This novel design allows us to make relative comparisons of risk among species with varying invasiveness. After three years of establishment and growth in Blacksburg, Virginia, neither aboveground disturbance nor interspecific weed competition influenced fitness for fertile M. × giganteus or our positive and negative control groups. Fertile M. × giganteus produced 346% and 283% greater aboveground biomass than our positive and negative species, respectively. However, fertile M. × giganteus produced 74% fewer inflorescences m-2 than our positive controls and 7% and 51% fewer spikelets inflorescence-1 than the positive and negative control species. After 18 months of growth, we observed the vegetative and seedling spread of three of our positive control species (S. halepense, P. arundinacea, and M. sacchariflorus) outside the cultivated plot into receiving areas of both high and low competition. After 24 months of growth, numerous species were observed outside the cultivated plot including fertile M. × giganteus and 50% of negative control species. Notably, in three years sterile M. × giganteus ‘Illinois’ and Arundo donax never moved from the cultivated plot. The addition of fertile seed appears to increase the potential for offsite movement, but within the geographic confines of our empirical evaluation, fertile M. × giganteus seedlings are more similar to native P. virgatum and were not nearly as fast growing or as competitive as our positive control S. halepense. The use of numerous species providing relative comparisons allow us to draw important conclusions which may help prepare for widespread commercialization, while providing novel methodology for ecological risk assessment of new species.
Biofuel, giant miscanthus, habitat susceptibility, invasibility
There is a global push towards renewable biomass based energy (
Spatial demographic models (
Crop breeding and improvement will be imperative to improve quality, increase yield, and reduce pest pressure (
Despite the vigilant approach with bioenergy crops in regards to invasiveness, the majority of introduced species have neutral ecological consequences and many provide a direct benefit to society (
Since Herbert
Here we use a comparative framework to relativize the invasive potential of newly developed fertile tetraploid M. × giganteus. We compare fertile M. × giganteus against ten grass species, comprising 19 accessions, in four environments. We selected the ten grass species to allow a comparison against species that are known invaders in the US (positive controls), and species that are generally considered not to be invasive (negative controls). This design allows us to make important relative comparisons of risk, for candidate bioenergy crops, along a spectrum of invasiveness. We impose both competition and aboveground disturbance treatments to capture a range of conditions which bioenergy crops may encounter in or adjacent to the cultivated field. These treatments allow us to determine conditions that facilitate invasive spread and determine susceptible environments for establishment of nascent populations. This relative methodology was recently tested and proved critical in accurately interpreting the probability of fertile tetraploid M. × giganteus establishment in a diversity of habitats across the southeastern United States (
In our effort to evaluate the invasive potential of a new fertile tetraploid M. × giganteus pre-commercial cultivar known as ‘PowerCane’ ((
List of taxa included in the field trials located in Blacksburg, Virginia.
Species | Common name | Accession | Source | Planting method | Planting format |
Invasive status in the US |
---|---|---|---|---|---|---|
Andropogon gerardii | big bluestem | Suther | Ernst | seed | 16.5 R | native |
Arundo donax | giant reed | Bluemel | plugs | 76 C | invasive |
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Miscanthus sacchariflorus | Amur silvergrass | Robustus | Bluemel | plugs | 76 C | invasive |
M. sinensis | maiden grass | Gracillimus | Bluemel | plugs | 76 C | exotic |
M. sinensis | maiden grass | Dixieland | Bluemel | plugs | 76 C | exotic |
M. sinensis | maiden grass | Cabaret | Bluemel | plugs | 76 C | exotic |
M. sinensis | maiden grass | OH | UIUC | plugs | 76 C | invasive |
M. sinensis | maiden grass | NC | UIUC | plugs | 76 C | invasive |
M. sinensis | maiden grass | KY | UIUC | plugs | 76 C | invasive |
M. sinensis | maiden grass | PA | UIUC | plugs | 76 C | invasive |
M. × giganteus | giant miscanthus | Illinois | Mendel | plugs | 76 C | exotic |
M. × giganteus |
PowerCane | M700464 | Mendel | plugs | 76 C | unknown |
M. × giganteus | giant miscanthus | Nagara | Mendel | plugs | 76 C | exotic |
Panicum virgatum | switchgrass | EG 1101 | Ceres | seed | 16.5 R | native |
P. virgatum | switchgrass | Alamo | Ernst | seed | 16.5 R | native |
Phalaris arundinacea | reed canarygrass | Palaton | Outsidepride | seed | 16.5 R | invasive |
Saccharum spp. |
energy cane | US 06-9001 | USDA-ARS | ratoons | 76 C | exotic |
Saccharum spp. | energy cane | US 06-9002 | USDA-ARS | ratoons | 76 C | exotic |
Sorghum bicolor | biomass sorghum | ES 5201 | Ceres | seed | 76 R | exotic |
S. halepense | johnsongrass | Azlin | seed | 16.5 R | invasive |
A two-factor split-plot design arranged in a randomized complete block, with four replications was established in Blacksburg, Virginia, Schochoh, Kentucky and Auburn, Alabama in 2011. A total of 20 13.7 × 18.3 m plots were established for each accession with the exception of the four naturalized M. sinensis accessions, which were replicated three times at each site due to seed limitation. Within each plot we planted the center 4.6 × 18.3 m with the target taxon, which is flanked by an equally-sized receiving area on either side. The planted plot was divided into four 4.6 × 4.6 m subplots (20.88 m2) randomly assigned to one of the following treatments (Figure
This experiment was established at the Kentland Research Farm near Blacksburg, VA USA (37°12'N, 80°35'W), on 10 June 2011, Walnut Grove Farms, Schochoh, KY (36°45'N, 86°45'W) on 15 June 2011, and Auburn, Alabama on 30 May 2011 (32°26'N, 85°52'W). However, due to unforeseen circumstances beyond our control, the Kentucky and Alabama locations were eradicated within the first year of the study. Therefore, neither will be discussed further. We understand the limitations of a single geographic location in years two and three of this study; but due to the proprietary nature of the ‘PowerCane’ and ‘Nagara’ plant material, we were limited by site availability. It should be noted that other important ecological studies have been carried out using a single location (
Vegetatively propagated accessions (Table
To improve stand establishment, the entire field site received 350 g ai ha-1 and 822 g ai ha-1 2,4-D on July 6 and July 25 respectively. Following the July herbicide application we decided that sufficient time for seedling/plug establishment had elapsed, and thus no further herbicide applications were made in the high competition plots (Phn and Phd). No herbicide treatments were imposed in the high competition receiving habitat (Hc). Herbicide treatments of 1060 g ai ha-1 2,4-D plus 560 g ai ha-1 dicamba were sprayed on August 20, 2011, in the low competition plots (Pld and Pln) and low competition receiving habitats (Lc). Supplemental hand weeding was done as needed. A second treatment of 2,4-D and dicamba (1060 g ai ha-1 and 560 g ai ha-1 respectively) was applied on September 25. Low competition plots received 1680 g ai ha-1 atrazine at the beginning of the second and third growing seasons. Herbicide treatments of 1060 g ai h-1 2,4-D plus 560 g ai ha-1 dicamba and 31.5 g ai ha-1 halosulfuron including a 1% v/v nonionic surfactant were applied approximately once a month to maintain weed free status within plots and in the low competition receiving habitat. A 1 kg ae ha-1 application of glyphosate was also used to selectively spot treat non-target grass weeds when hand weeding was not time effective.
Spring data collection occurred in May of 2012 and was repeated in May 2013, while fall data collection occurred in November of each year prior to harvest. To characterize population demography, seedling recruitment and individual plant performance, we placed two 0.9 × 1.2 m quadrats in the middle of each sub-plot adjacent to the receiving habitat (Figure
Upon termination of the experiment, the entire field was sprayed with 2 kg ae ha-1 glyphosate in late 2013 and early 2014. All plant material was harvested, removed from the site and burned as was done with the harvested material in 2012 and 2013. In late summer 2014 we applied 7 L ha-1 imazapyr. Glyphosate-tolerant corn or soybeans will be planted in the spring of 2015, and a three-year scouting and weed management plan will be implemented to ensure all propagules have been removed from the site. It should be noted that no individuals of any species have been detected outside the experimental area to date.
Analysis of variance (ANOVA) was performed on fitness parameters using JMP 10 statistical software (SAS Institute, Cary, North Carolina, USA). Aboveground biomass, height, culm number, inflorescence number, seed number, and seedling density were analyzed as a mixed model. Treatments and accessions are considered fixed effects, with the 20 accessions nested within designated invasiveness groups (positive and negative controls), while blocks were considered a random effect. Numerous transformations were performed, depending on measurement and year, to achieve normality of residuals. All interactions varied by year, and we were only interested in within year comparisons. Therefore, we did not perform a repeated measures analysis, and look at the variance structure within each of the three years. When significant treatment effects occurred, means were compared with Tukey-Kramer test at alpha < 0.05, or when more complex interactions were significant, means were compared with a priori orthogonal contrasts at alpha < 0.05. The 20 individual accessions in our study had an underlying structure (invasiveness groupings), central to our experimental design. To objectively determine if our measured traits were capable of partitioning the accessions into the invasiveness groups we performed a canonical discriminant analysis.
Growth in the first year of all 19 perennial grasses was low as expected. Establishment was well below our target density of 22,000 plants ha-1 for the negative controls A. gerardii and ornamental cultivars of M. sinensis. Despite heavy and uniform weed pressure in weedy plots, competition had no influence on aboveground biomass, culms m-2, height or inflorescences m-2 (Table
Mean culms (A), inflorescences (B), aboveground biomass (C), and height (D) for 10 species (20 total accessions) observed over three growing seasons in Blacksburg, VA.
Results of a mixed model ANOVA to evaluate competition and disturbance on aboveground biomass, culm number, number of inflorescences, and height for 20 accessions nested within invasiveness groups observed over three growing seasons in Blacksburg, VA.
df | Biomass | df | Culm number | Height | Inflorescence number | ||
---|---|---|---|---|---|---|---|
Year 1 | Block | 3 | 0.2267 | 3 | 0.1104 | 0.3410 | 0.0093 |
Species invasiveness | 2 | <.0001 | 2 | <.0001 | <.0001 | <.0001 | |
Species (species invasiveness) | 15 | <.0001 | 19 | <.0001 | <.0001 | <.0001 | |
Competition | 1 | 0.7651 | 1 | 0.1297 | 0.9889 | 0.5704 | |
Competition × species invasiveness | 2 | 0.2267 | 2 | 0.1482 | 0.8867 | 0.9010 | |
Year 2 | Block | 3 | 0.3444 | 3 | 0.1365 | 0.4277 | 0.2615 |
Species invasiveness | 2 | <.0001 | 2 | <.0001 | <.0001 | <.0001 | |
Species (species invasiveness) | 17 | <.0001 | 17 | <.0001 | <.0001 | <.0001 | |
Competition | 1 | 0.0475 | 1 | 0.0087 | 0.8145 | 0.0003 | |
Disturbance | --- | ---- | 1 | 0.8393 | 0.5382 | 0.9390 | |
Competition × species invasiveness | 2 | 0.0205 | 1 | 0.9876 | 0.0411 | 0.8763 | |
Disturbance × species invasiveness | --- | ---- | 2 | 0.9258 | 0.3361 | 0.1236 | |
Competition × disturbance | --- | ---- | 1 | 0.5873 | 0.8950 | 0.9295 | |
Competition × disturbance × species invasiveness | --- | ---- | 2 | 0.9879 | 0.5629 | 0.2624 | |
Year 3 | Block | 3 | 0.6655 | 3 | 0.3943 | 0.0021 | 0.5631 |
Species invasiveness | 2 | <.0001 | 2 | <.0001 | <.0001 | 0.0818 | |
Species (species invasiveness) | 16 | <.0001 | 17 | <.0001 | <.0001 | <.0001 | |
Competition | 1 | 0.2491 | 1 | 0.2686 | 0.3401 | 0.5298 | |
Disturbance | 1 | 0.1074 | 1 | 0.8797 | 0.2327 | 0.1519 | |
Competition × species invasiveness | 2 | 0.1041 | 1 | 0.4864 | 0.5878 | 0.5585 | |
Disturbance × species invasiveness | 2 | 0.0742 | 2 | 0.6574 | 0.7645 | 0.6781 | |
Competition × disturbance | 1 | 0.3392 | 1 | 0.5440 | 0.4407 | 0.8374 | |
Competition × disturbance × species invasiveness | 2 | 0.8225 | 2 | 0.6979 | 0.4895 | 0.8232 |
By 12 months after planting, two culms of M. sacchariflorus were observed to have spread into the high competition (Hc) receiving area; no culms were found in the low competition (Lc) receiving area. Sorghum halepense spread extensively 0 and 1.5 m into both the Lc (198 ± 18 culms m-2) and Hc (152 ± 33 culms m-2) receiving areas.
In fall 2012, M. × giganteus ‘PowerCane’ was taller (267.5 ± 11.6 cm) and produced more culms (130 ± 22 m-2) than negative controls and had greater aboveground biomass (26 ± 3 Mg ha-1) than the positive and negative control groups (Figure
No further spread of M. sacchariflorus was observed between the spring and fall 2012. Phalaris arundinacea was observed in the Lc receiving area with 2.7 ± 2.1 culms m-2 at a distance of 0 to 1.5 meters from the planted plot. Population density of S. halepense continued to increase from year one to year two in the Lc and Hc receiving areas. At the 3 to 4.5 m distance, culm number increased by 584% (from 19 to130 ± 17 culm m-2) in the Lc receiving area and 420% (from 5 to 26 ± 7 culms m-2) in the Hc receiving area.
Local spread of positive control species S. halepense, P. arundinacea, and M. sacchariflorus increased in year three in both Lc and Hc receiving areas. For the first time we observed seedlings of P. virgatum, A. gerardii and ornamental cultivars of M. sinensis (negative controls), ‘PowerCane’, and naturalized accessions of M. sinensis (positive controls) outside the cultivated plot in both Lc and Hc receiving areas.
We saw no influence of either competition or disturbance on biomass, culm number, height, or inflorescence number in the third growing season (Table
The ranked aboveground biomass (A), culms (B), height (C), inflorescences (D), spikelets (E), and germinable seeds (F) for 18 accessions (two year-old Saccharum, spp. were omitted), recorded at the end of the third growing season. Accessions marked with * indicate that seeds appeared immature at time of germination testing, and † indicate that seeds had extreme fungal and insect damage at the time of harvest.
Canonical discriminant analysis plot for the species invasiveness groupings positive controls, negative controls and M. × giganteus ‘PowerCane’. The fitness parameters biomass, culm and inflorescence number, height and spikelet production were used as predictors.
In all cases, seedling or vegetative spread into adjacent receiving areas was greater in the Lc receiving area compared with the Hc receiving area (Figure
Total number of vegetative and seedling culms m-2 observed within the cultivated plot (distance 0 m), and in the Lc, low competition (intensive weed management) and Hc, high competition (no weed management) receiving areas from a distance of 0.1 to 4.5 m from the cultivated plot, after three growing seasons.
All taxa in our study established under all treatment conditions, and all fertile crops produced offspring, with the exception of the two Saccharum spp., which were only grown for two years. Despite enhanced traits for cold tolerance, these cultivars may have been well beyond their suitable geographic range in Blacksburg, VA (
Though all of the perennial species in our study have the ability to spread vegetatively, local spread was equivocal. Despite the three year clonal expansion of sterile M. × giganteus ‘Illinois’ (0.23 m2 plant-1 increase in area) and A. donax (0.28 m2 plant-1 increase in area), this did not contribute to nascent plants outside the cultivated plot. Unlike the culms of most species in our study, which die back at the end of each growing season, the culms of A. donax remain dormant during the winter months (
The production of fertile seed enhanced the ability of many species to spread, but only locally. Sorghum halepense was the only accession to have large numbers of first season inflorescences (Figure
The more individuals released into an environment the higher the probability that some propagules will endure environmental barriers and overcome stochastic biotic and abiotic factors (
After three years of growth, all naturalized accessions of M. sinensis produced a greater number of inflorescences m-2 and more spikelets inflorescence-1 than ‘PowerCane’ (Figure
Surprisingly, none of the accessions were affected by the level of competition, which not only contradicts much of the literature suggesting the need for weed management at establishment (
Despite the utility of trait-based research for helping to make associations and guide management, traits do not confer absolute predictability. Invasions will always be contingent on a number of interacting factors (
The selection of our invasive and noninvasive taxa was a novel methodology used to make important relative comparisons. The ten species selected in this study are of similar life form, and all of them, including S. halepense (
Unfortunately the loss of our Kentucky and Alabama sites limits our ability to generalize across a broader geographic range. The ability to observe relative comparisons across a gradient of species reinforces the fact that it is the important interaction of species and habitat that result in invasive populations (
Bioenergy crop movement beyond the cultivated field would not be novel to agronomic crops because feral escapes are known for most row crops (
The use of ‘PowerCane’ or other fertile M. × giganteus germplasm could improve grower adoption but the invasive potential and ecosystem impacts of widespread cultivation still require further evaluation including the determination of climatic limitations of M. × giganteus and other bioenergy crop seedlings. The ability to contextualize our results suggests that M. × giganteus ‘PowerCane’ did not have the highly competitive seedling establishment potential of S. halepense. Alternatively, in this growing region sterile cultivars provide a lower risk option, but require additional economic investment. The scrutiny that has been applied to bioenergy crops indicates that we have moved beyond the once cavalier approach toward species introduction. These efforts should continue in order to reduce unwanted and unintentional invasive spread. Nascent populations or seedlings may be easily overlooked. However, management at the seedling or early growth stage will likely increase the chances of successful control (
Thanks to Ryan Dougherty, Eugene Dollete, John Halcomb, Matt Ho, Daniel Tekiela, Elise Benhase, Phillip Cox, and Carissa Ervine for help during installation, data collection, and harvest of this experiment. Thanks to Mendel Biotechnology, Inc for donation of M. × giganteus ‘PowerCane’ and ‘Nagara’ plugs and Dr. Erik Sacks for naturalized M. sinensis seed. The USDA graciously provided the two Saccharum spp.