Research Article |
Corresponding author: Jorge E. Ramírez-Albores ( jorgeramirez22@hotmail.com ) Academic editor: Sven Jelaska
© 2021 Jorge E. Ramírez-Albores, David M. Richardson, Valdir M. Stefenon, Gustavo A. Bizama, Marlín Pérez-Suárez, Ernesto I. Badano.
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:
Ramírez-Albores JE, Richardson DM, Stefenon VM, Bizama GA, Pérez-Suárez M, Badano EI (2021) A global assessment of the potential distribution of naturalized and planted populations of the ornamental alien tree Schinus molle. NeoBiota 68: 105-126. https://doi.org/10.3897/neobiota.68.68572
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The Peruvian Peppertree (Schinus molle L.) is an evergreen tree native to semiarid environments of Peru and Bolivia in South America. This tree has been introduced and widely planted for ornamental and forestry purposes in several semiarid regions of the world because its seedlings are easily established and have a high survival rate; it also grows quickly, and it is tolerant of dry climates. We compared the global and regional niches of naturalized and planted populations of S. molle in order to examine the invasive stages and potential distribution of this species in four regions of the world. This work provides a novel approach for understanding the invasion dynamics of S. molle in these areas and elucidates the ecological processes that bring about such invasions. Most naturalized and planted populations were found to be in equilibrium with the environment. In its native range as well as in Australia and South Africa the models of the coverage area of habitat suitability for natural populations were the highest, whereas the coverage area of planted populations was lower. For planted populations in Australia and South Africa, a large percentage of predicted presences fell within sink populations. The invasion stages of S. molle vary across regions in its adventive range; this result may be attributable to residence time as well as climatic and anthropic factors that have contributed to the spread of populations.
Global niche, niche conservatism, plant invasions, regional niche, stage of invasion, tree invasions
Climate change has contributed to shifts or modifications of some tree species´ geographic distributions in recent decades (
An example of a major invasive species is the Peruvian Peppertree (Schinus molle L.), a native tree of the Andes in South America (
One way of assessing whether evolutionary changes have occurred in an invasive species is to compare the climatic niche between its native distribution range to that of an introduced distribution range. Such studies assume that the niche of a species is formed by a series of vectors, each representing an environmental condition, the magnitudes of which define the range of conditions within which a species can exist (
In this sense,
This study focuses on the modeling and comparison of the regional and global climate niches of S. molle). The long residence time and large extent of plantings and invasion of S. molle across multiple regions make this a good species for such a study. This comparison allowed us to infer the stage of invasion for S. molle and to determine which sites are most susceptible to invasion by this species. We hypothesize that there will be a differentiation between models (regional and global models) generated within a climatic niche if this species has responded to local selective pressures in S. molle naturalized populations (i.e., populations in natural environments without human subsidization) or planted (i.e., planted populations in urban or rural environments where their occurrence is at least partly attributable to human actions) within its introduced range.
Schinus molle is native to semiarid Andean ecosystems of Peru and Bolivia and has been introduced to several regions of the world as an ornamental in human settlements as well as for forestry purposes as hedgerows and windbreaks in rural areas (
Occurrence records of S. molle were obtained from our own fieldwork (in Mexico and South America) and were complemented with global occurrence data from scientific collections (see Suppl. material
Date of first record and number of data records of Peruvian Peppertree (Schinus molle L.) in study regions.
Global | Australia | California | Mexico | South Africa | Native region | |
---|---|---|---|---|---|---|
Date of first record | – | 1860 | 1650–1750 | 1540–1550 | 1880 | – |
Naturalized populations | 905 | 62 | 23 | 128 | 19 | 81 |
Planted populations | 1022 | 219 | 64 | 649 | 189 | 76 |
Environmental parameters were obtained from the WorldClim database (available at https://www.worldclim.org/). We used the altitudinal layer and bioclimatic variables pertaining to temperature and precipitation with a spatial resolution of 2.5 minutes (about 5 km2). We performed a principal component analysis (PCA) and selected the subset of variables that were most strongly associated with the first two principal axes of ordination (Table
Contribution (%) of the bioclimatic variables selected for the global and regional Peruvian peppertree (Schinus molle L.) distribution models.
Model | ||||||||||||
Variable | Global Planted | Global Naturalized | Australia Planted | Australia Naturalized | California Planted | California Naturalized | Mexico Planted | Mexico Naturalized | South Africa Planted | South Africa Naturalized | Native region Planted | Native region Naturalized |
Altitude | 0.8 | 0.4 | 14 | 2.7 | 10.1 | 5.1 | 26.2 | 13.1 | 28.6 | 7 | 19.8 | 40.8 |
Annual mean temperature | 36.9 | 34.2 | 10.3 | 25.9 | 2.1 | 6.6 | 1.6 | 4.2 | 15.1 | 7.4 | 24.1 | 20.8 |
Mean diurnal range | 2 | 0.2 | 2.9 | 2.9 | 6.5 | 0 | 1.2 | 1.2 | 0 | 4.1 | 0.4 | 0 |
Isothermality | 47.7 | 58.4 | 3.5 | 0.4 | 4.2 | 21.4 | 24.3 | 19.3 | 0 | 2.1 | 4.4 | 6.5 |
Temperature annual range | 6.4 | 0.7 | 1.9 | 6.8 | 11.7 | 30 | 6.3 | 4.3 | 8 | 2 | 5.2 | 2.6 |
Mean temperature of wettest quarter | 0.3 | 0.6 | 3.8 | 19.3 | 22.4 | 1.8 | 4.5 | 21.5 | 7.2 | 5.7 | 0 | 0 |
Annual precipitation | 0.7 | 1.2 | 5 | 6.6 | 9.1 | 12.2 | 13.3 | 15.5 | 0 | 1.2 | 1.9 | 3.1 |
Precipitation of driest month | 0.8 | 1.1 | 16.3 | 16.7 | 6.6 | 9.7 | 3.7 | 1.3 | 6.7 | 21.7 | 1.3 | 0.8 |
Precipitation seasonality | 0.4 | 0.1 | 3.8 | 4 | 14.4 | 1.7 | 2.1 | 10.2 | 0.4 | 6.4 | 3.8 | 2.8 |
Precipitation of warmest quarter | 0.9 | 0.2 | 3 | 4.5 | 4.7 | 2.5 | 7.7 | 5.7 | 16.1 | 33 | 1.5 | 0.7 |
Precipitation of coldest quarter | 3.2 | 2.4 | 35.4 | 10.3 | 8.2 | 8.9 | 9.1 | 4.6 | 17.8 | 9.4 | 37.6 | 21.8 |
The occupied climate space was compared between the native and invaded ranges using direct climate comparisons and PCA before ecological niche modeling; this allowed us to make a quick assessment of the relative positions of populations in climate space, using the 11 selected bioclimatic variables. A kernel function was used by converting the presence points to density values (
We then compared the regional versus the global niche range to assess whether the S. molle niche differed. To compare the distribution models, we projected the potential distribution from the regional niche and compared it with the potential distribution projected from the global niche (
We used MaxEnt (v.3.4) to construct the regional and global models of S. molle. MaxEnt computes the probability distribution of maximum entropy for the set of climatic variables with the occurrence records of the target species, but this procedure is constrained by the incomplete knowledge of the distribution of the species (
For all models, factors related to temperature were more important than those related to precipitation. The variable that contributed most strongly to the global models was isothermality followed by annual mean temperature (Table
Areas of calibration and performance statistics for naturalized and planted populations models of Peruvian peppertree distribution.
Model | Boyce index (β) | Test AUC | pROC |
Global planted | 0.98 | 0.924 ± 0.001 | 1.91 ± 0.002 |
Global naturalized | 0.99 | 0.952 ± 0.002 | 1.90 ± 0.003 |
Australia planted | 0.99 | 0.927 ± 0.017 | 1.91 ± 0.030 |
Australia naturalized | 0.99 | 0.949 ± 0.005 | 1.85 ± 0.001 |
California planted | 0.99 | 0.932 ± 0.014 | 1.91 ± 0.030 |
California naturalized | 0.99 | 0.958 ± 0.014 | 1.85 ± 0.001 |
Mexico planted | 0.99 | 0.942 ± 0.005 | 1.89 ± 0.040 |
Mexico naturalized | 0.99 | 0.973 ± 0.004 | 1.90 ± 0.001 |
South Africa planted | 0.97 | 0.758 ± 0.006 | 1.75 ± 0.006 |
South Africa naturalized | 0.97 | 0.830 ± 0.070 | 1.80 ± 0.003 |
Native region planted | 0.99 | 0.971 ± 0.030 | 1.88 ± 0.020 |
Native region naturalized | 0.99 | 0.952 ± 0.040 | 1.79 ± 0.001 |
In the global models, the highest habitat suitability (> 0.60) occurred in central Mexico, the coastal regions of South Africa, some regions of eastern Africa, and the Andean Plateau of Peru and Bolivia, all of which correspond to arid and semi-arid climates (Figure
Global distribution model of Peruvian Peppertree (Schinus molle L.) with naturalized (A) and planted populations (B).
Invasion stages for the Peruvian Peppertree (Schinus molle L.) with naturalized and planted populations in Mexico.
Invasion stages for the Peruvian Peppertree (Schinus molle L.) with naturalized and planted populations in California, USA.
Invasion stages for the Peruvian Peppertree (Schinus molle L.) with naturalized and planted populations in South America (native region).
In the niche space, the highest proportion of the predicted presences for naturalized and planted populations fell within the regions with stabilized populations (Figures
Invasion stages for the Peruvian Peppertree (Schinus molle L.) with naturalized and planted populations in Australia.
The global invasion of S. molle suggest source-sink dynamics from the native to the invaded range, and its populations are found at different stages of invasion in Australia, California, Mexico, and South Africa. Although most S. molle populations are stable, some exhibit high extinction risk (and persist as sink populations). Our findings suggest that in Mexico and California, both naturalized and planted populations of S. molle are stabilized, whereas only naturalized populations in natural environments of Australia and South Africa are stabilized. Our analysis allowed us to predict the regions that are most susceptible to invasion of the S. molle based on its climatic niche requirements. Although the invasion process is complex and different for each species, comparing global and regional climatic niches provides a useful tool that initially addresses these complexities and generates different hypotheses to be tested in future experimental studies (
In Mexico, Australia, California, and South Africa, both niche models predicted the most suitable habitats in the central part and the Mexican Plateau in Mexico, the Californian coast, the southern coast and the east part of Queensland and New South Wales in Australia, as well as the Cape coast of South Africa. Factors relating to temperature were the most important for defining the potential distribution of this species. In this regard, our results confirm those of earlier studies on S. molle (
In this context, and similar to other studies (e.g.,
Although the range-filling analysis showed that the naturalized and planted populations in these regions may still colonize more suitable habitats, the populations may be in equilibrium with the environment. This partial filling of the native niche in the invaded region has been reported for other invasive plants (
Nonetheless, the high capacity of colonizing new areas seems to be relatively independent of the level of genetic variation of the introduced plants and of the human interference, like irrigation. Although the Incas planted and irrigated S. molle around palaces, temples, and public building (as it was considered a sacred tree;
The Global planted model predicts large areas of suitable habitat areas in the western and Mediterranean regions of Europe and Africa, the Brazilian Atlantic coast, and the Pampa region of Argentina, Brazil, and Uruguay, showing a high proportion of stable populations and few sink populations compared to the Global naturalized model. This pattern is similar to that reported by
There were some areas for which local adaptation was predicted (see Figures
The invasion stages of S. molle vary across regions in its adventive range; this is the result of the complex interplay of stochastic factors and abiotic and biotic mediators. Residence time as well as climatic and anthropic factors have contributed to the success of S. molle populations. This study provides a preliminary approach for understanding the process of invasion by this invasive tree, thereby helping to elucidate the dimensions of the “invasion debt” (sensu Rouget et al. 2015) that clearly exists for S. molle in many areas. Such insights will be crucial for developing strategies for the management of this important invasive tree to avoid or at least reduce its future impacts in recipient ecosystems.
Thanks to Instituto Potosino de Investigación Científica y Tecnológica for support and facilities. We thank Lynna Kiere for helpful comments on previous versions of the manuscripts. This work was supported by Fondo Sectorial de Investigación Ambiental SEMARNAT-CONACYT [Grant FSSEMARNAT01-C-2018-1-A3-S-80837]. JERA was supported a doctoral grant (CONACyT-169631) as well as a mixed scholarship program (CONACyT-290749). DMR received support from the DSI-NRF Centre of Excellence for Invasion Biology, the Oppenheimer Memorial Trust (grant 18576/03) and the Millennium Trust. VMS received a research grant from Conselho Nacional de Desenvolvimento Científico e Tecnológico (CNPq/Brazil; Process 302501/2017-7).
Table S1
Data type: Databases consulting
Explanation note: Databases consulted in collating occurrence records of Peruvian Peppertrees (Schinus molle L.).