Data from: Competition on a neutral playing field: Invaders still win and size still matters, sometimes
Data files
Feb 18, 2025 version files 34.18 KB
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Data_1-RII_and_gram_per_gram_RII.csv
16.73 KB
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Data_2-Data_for_Path_Analysis.csv
14 KB
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README.md
3.45 KB
Abstract
Exotic invasive plant species commonly outcompete native species. However, a great deal of the evidence for this comes from experiments conducted on an uneven playing field – in substrates containing soil biota from the non-native ranges of the exotics, which should give them a competitive advantage. In competition experiments with nine pairs of non-native invasive vs. native species in neutral substrates composed of sterilized soil, we found that the competitive effect of invasive species on natives was approximately five times greater than the reverse, and gram-per-gram competitive effects of invasives on natives was almost two times that of the natives on invasives. The effect of plant size on competitive outcomes was complex. The size of invasive species was correlated with their effects on natives but was not correlated with their tolerance to competition from natives. The size of natives was not correlated with either aspect of competitive ability. This is important since the tolerance of invaders to competition from natives is thought to be essential for successful invasion. Our results also suggest that size-based evidence for the evolution of competitive ability in non-native ranges is reasonable, and that even without the advantage gained from escaping soil biota, invaders still win.
https://doi.org/10.5061/dryad.vq83bk41w
Description of the data and file structure
1. General file description:
This dataset includes two data sheets and one R script for statistical analyses.
The first data sheet is named as “Data 1-RII and gram per gram RII.csv”. The second date sheet is named as “Data 2-Data for Path Analysis.csv”. The R script is named as “Data Analysis.R”. All analyses were conducted using R version 4.2.1.
2. Description of the data files:
(1) RII and gram per gram RII.csv
This contains data for the competitive effect of invasive species on native species and the competitive response of invasive species to native species, which were calculated with the relative interaction index (RII) and the gram-per-gram RII using the plant biomass with and without competition.
species_pair = IDs of the pairs of invasive and native species
component = component of competitive ability (effect vs. response)
nativity = species nativity (invasive vs. native)
species_name = species name
total_biomass_with_com = total biomass of individual with competition (g)
total_biomass_without_com = mean total biomass of individuals grown alone (g)
RII = relative interaction index (RII)
GG_RII = gram per gram RII
(2) Dataset for Path Analysis.csv
This contains data used for the path model exploring the direct and indirect effects of plant size on the competitive inequality between an invasive-native species pair, which was calculated as the difference between the competitive effect and response of the invasive species.
species_pair = IDs of the pairs of invasive and native species
invasive_species_name = species name of the invasive species within the species pair
native_species_name = species name of the native species within the species pair
competitive_inequality_RII = competitive inequality between invasive and native species based on relative interaction index (RII)
competitive_inequality_GG_RII = competitive inequality between invasive and native species based on gram per gram RII
effect_RII = competitive effect based on RII
effect_GG_RII = competitive effect based on gram per gram RII
response_RII = competitive response based on RII
response_GG_RII = competitive response based on gram per gram RII
invader_size = total biomass of the invasive species within the species pair (g)
native_size = total biomass of the native species within the species pair (g)
size_inequality = size inequality between invasive and native species (g)
3. Description of the R script:
Data Analysis.R
This contains three sections for data analyses: section 1 shows the code for calculation of the relative interaction index (RII) using Data 1; section 2 shows the code for the ANOVA model and t test for the difference between competitive effect and response for all species combined and for each pairs of invasive versus native species using Data 1; section 3 shows the code for the partial-least-square (PLS) path analysis using Data 2. To run this code, run the “Data Analysis.R” script in Rstudio.
4. Software:
R version 4.2.1.
Running under macOS Sequoia 15.3.1.
Attached packages: base, methods, datasets, stats, graphics
Loaded packages: car, carData, rstatix, rsq, plspm
Seed Collection
We used nine pairs of co-existing native and invasive species that commonly occur in grasslands in the western US. In fall 2013, we collected the seeds of one invasive species and one coexisting native species from each nine undisturbed sites across the western United States. Different pairs of species were collected at each site. For each species, we collected seeds from at least 30 maternal plants and stored the seeds in a refrigerator prior to the greenhouse experiments. We also collected the soil from the native species population that has not yet been invaded adjacent to the site of seed collection. At each site we collected a pooled soil sample that was the mixture of 10-20 samples taken across a site, at a depth of 5-20 cm. In total we collected 8-10 L of soil from each site. Soil was placed in zip-lock bags and kept in a 4℃ refrigerator prior to use. We used this natural soil because the species collected at a particular site might preferentially occur on soils with particular textures, mineral contents, or nutrients, but sterilized soils to eliminate biota.
Species pair |
Invasive species (field cover %) |
Native species (field cover %) |
Seed Origin (GPS coordinates) |
1 |
Agropyron cristatum (25.7%) |
Leymus cinereus (18.5%) |
Dixon (47°22'10.32"N, 114°14'37.00"W) |
2 |
Arctium minus (5.8%) |
Canadanthus modestus (2.3%) |
Moiese (47°22'18.3000"N, -114°15'29.9700"W) |
3 |
Bromus inermis (13.9%) |
Pseudoroegneria spicata (19.8%) |
Stevensville (46°29'11.57"N, 114°09'08.57"W) |
4 |
Centaurea stoebe ssp. micranthos(6.4%) |
Achillea millefolium (4.6%) |
Lolo (46°48'27.33"N, 114°05'57.53"W) |
5 |
Dipsacus fullonum (2.0%) |
Geum macrophyllum (1.6%) |
Bison Range (47°22'10.62"N, 114°14'43.74"W) |
6 |
Lactuca serriola (4.1%) |
Conyza canadensis (16.6%) |
Alberton (46°59'34.49"N, 114°26'44.50"W) |
7 |
Linaria dalmatica (12.3%) |
Erigeron speciosus (1.5%) |
Missoula (46°52'54.30"N, 113°59'32.94"W) |
8 |
Tanacetum vulgare (23.0%) |
Solidago gigantea (33.0%) |
Missoula (46°50'03.20"N, 114°02'38.83"W) |
9 |
Verbascum thapsus (3.8%) |
Artemisia ludoviciana (3.6%) |
Lolo (46°43'22.81"N, 114°08'35.24"W) |
Experimental setup
In October 2013, soils were sterilized by autoclaving once per day on three successive days. Seeds were germinated in petri dishes containing sterilized sand which were kept moist with distilled water. Two weeks after germination, seedlings of each species were either grown alone or grown in competition together in sterilized soil sample from the same site. The growth substrate was a 60:40 mixture of sterilized soil and sterilized sand. Seedlings were planted in 250 mL pots. For each treatment combination (9 sites×3 planting treatments, alone and competition), n=10 resulting in a total n of 270 pots for the experiment. All the pots were randomly placed in a greenhouse of the University of Montana, watered daily, and grown for 120 days. All plant materials were dried at 60°C for 3 days and weighed.
Quantification of competitive ability
We calculated the competitive effects of invasive species on native species and competitive responses of invasive species to native species using the relative interaction intensity (RII) index (Armas et al. 2004):
RIIeffect,i = (Bwnative,i - Bonative mean)/ (Bwnative,i + Mean Bonative mean)
RIIresponse,i = (Bwinvasive,i - Boinvasive mean)/ (Bwinvasive,i + Boinvasive mean)
Where RIIeffect,i and RIIresponse,i are the competitive effect and response of the ith individual of an invasive species growing with a neighbour, respectively; Bwinvative,i and Bwnative,i are the total biomasses of the ith individual of an invasive species and its paired native competitor when grown together, respectively; Boinvasive mean and Bonative mean are the mean total biomass of the focal invasive and native species when grown alone, respectively; Values of this metric range from 1 to −1. A negative value indicates inhibition, and a positive value indicates facilitation. We also calculated the gram per gram RII after Besaw et al. (2011):
Gram per gram RIIeffect,i = RIIeffect,i / Boinvasive mean
Gram per gram RIIresponse,i = RIIresponse,i / Bonative mean
Additionally, we quantified the competitive advantage of invasive over native species with competitive inequality in a similar manner as Golivets and Wallin (2018):
InequalityRII,i = RIIeffect,i - RIIresponse,i
InequalityGram per gram RII,i = Gram per gram RIIeffect,i – Gram per gram RIIresponse,i
In the above equations, a negative value corresponds with competitive advantage of the invasive over the native species, whereas a positive value corresponds with competitive disadvantage for the invasive.