Research Article |
Corresponding author: David Dolci ( david.dolci.k@outlook.it ) Academic editor: Stefano Chelli
© 2022 Lorenzo Peruzzi, David Dolci, Alessandro Chiarucci.
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:
Peruzzi L, Dolci D, Chiarucci A (2022) Potential climatic and elevational range shifts in the Italian narrow endemic Bellevalia webbiana (Asparagaceae) under climate change scenarios. Nature Conservation 50: 145-157. https://doi.org/10.3897/natureconservation.50.91265
|
The Webb’s hyacinth (Bellevalia webbiana Parl., Asparagaceae) is an Italian narrow endemic species, listed as Endangered (EN A2c) in the IUCN Global Red List of Threatened Species. The range of this bulbous perennial herb is restricted to two disjunct areas of Central Italy, separated by the mountain ridge of Northern Apennine. To evaluate the impact of climate change on this species, we used Ecological Niche Modelling (ENM) to predict future potential distribution under different scenarios, through Maximum entropy algorithm. The estimated potential distribution highlights the vulnerability of Webb’s hyacinth to the effects of climate change. The current potential Area Of Occupancy (AOO) (992 2×2 km cells) is forecast to dramatically decrease in the range 2041–2100, under the scenarios SSP3-7.0 (2070 = –249, 2100 = –682) and SSP5-8.5 (2070 = –372, 2100 = –948). In all future scenarios, the predicted potential distribution shifts towards higher elevations, located in the two main areas in which the species currently occurs. This could imply a loss of the current genetic differentiation documented at the population level. To overcome these problems, in addition to assisted colonization, an ex situ conservation programme should be planned.
Area of occupancy, climate change, conservation, endangered, Environmental Niche Modelling, Maxent, potential distribution
Although soil consumption is a major concern for plant conservation, climate change caused by human activities can further exasperate conservation problems (
The Webb’s hyacinth (Bellevalia webbiana Parl., Asparagaceae, monocots; Fig.
Distribution data for Bellevalia webbiana were obtained from
Mean monthly climatic data at the same 1 km2 grid cell used for the occurrence data were downloaded from CHELSA (
An ensembled method approach (
The final ensemble maps were constructed by averaging all models in which CBI value calculated with testing subset was equal to or greater than 0.8. In total, predictions generated by 24 models were used to calculate mean habitat suitability maps together to the relative uncertainty maps.
To avoid extrapolation errors (
The Area of Occupancy (AOO) as defined by IUCN Red List (
The model replications allow to estimate the uncertainty associated with predictions. For each future scenario, all habitat suitability maps used to generate the ensemble prediction were also used to calculate variability as standard deviation. Then, the overall quality of predictions was evaluated by reporting values of uncertainty versus habitat suitability in a 2D-scatter plot. Key areas are those showing high or low suitability and low uncertainty (
The ensembled Maxent model for the Webb’s hyacinth with the selected environmental variables performed particularly well, achieving high evaluation metric scores (AUCTrain = 0.932, AUCTest = 0.928, CBITest = 0.853). In total, 24 single models were combined into a final ensembled model. The current potential Area Of Occupancy (AOO), made up by 992 2×2 km cells, is forecast to decrease in the range 2041–2100 (Fig.
Predicted potential distribution for Bellevalia webbiana under current and future climatic scenarios. Cells potentially suitable for the species are highlighted in red, while the circumscribed study area is enclosed by the white line A current climatic condition B SSP1-2.6 scenario for 2040–2070 C SSP1-2.6 scenario for 2070–2100 D SSP3-7.0 scenario for 2040–2070 E SSP3-7.0 scenario for 2070–2100 F SSP5-8.5 scenario for 2040–2070 G SSP5-8.5 scenario for 2070–2100.
The SSP1-2.6 scenario highlights limited variations in potential AOO (2070 = –11 potentially occupied cells, 2100 = –95). On the other hand, both SSP3-7.0 and SSP5-8.5 highlight a dramatic reduction of the potential AOO (SSP3-7.0: 2070 = –249, 2100 = –682; SSP5-8.5: 2070 = –372, 2100 = –948) (Table
Estimated values of potential Area of Occupancy (AOO) for Bellevalia webbiana calculated under current and future climatic scenarios.
Scenario | AOO (km2) | number of 2×2 km cells | Δ of cells |
---|---|---|---|
Current | 3,968 | 992 | n/a |
SSP 1-2.6_2070 | 3,924 | 981 | -11 |
SSP 1-2.6_2100 | 3,588 | 897 | -95 |
SSP 3-7.0_2070 | 2,972 | 743 | -249 |
SSP 3-7.0_2100 | 1,240 | 310 | -682 |
SSP 5-8.5_2070 | 2,480 | 620 | -372 |
SSP 5-8.5_2100 | 176 | 44 | -948 |
The feature importance ranking measure (Table
FIRMs (Feature Importance Ranking Measure) showing the relevance of each variable in explaining the potential distribution of Bellevalia webbiana.
Variable | Importance | SD |
---|---|---|
Annual Mean Temperature | 0.208 | 0.025343 |
Annual Precipitation | 0.07 | 0.022094 |
The overall uncertainty of predictions for current climatic condition (Fig.
Plots of model uncertainty calculated as range of values observed across 24 replicate analyses in modelling the potential distribution of Bellevalia webbiana under current climate conditions. The values of uncertainty (y axis) were plotted against those of habitat suitability (x axis). Dashed lines delimit key areas for which habitat suitability can be associated with absence or presence with a high degree of confidence. Red, yellow, and blue areas of the scatter plot are associated with high, intermediate or low values of uncertainty.
We modelled the potential changes in distribution range of the Italian narrow endemic Bellevalia webbiana under different climate change scenarios, highlighting a significant reduction in its potential area of occupancy. This confirms the estimations made by
Several authors already evidenced similar future reductions in other stenochorous endemic plant species (
In all future scenarios, the predicted potential distribution tends to shift towards higher elevations, which are located between to the two main areas in which this species currently occurs, but where this species is currently absent for other extra-climatic ecological reasons. We highlight that the Webb’s hyacinth typically occurs at low elevations (on average ca. 200 m a.s.l.). Despite this, we predicted a tendency to shift towards higher elevations, as already evidenced for many species (
However, the upslope shift here modelled for Bellevalia webbiana and the connected reduction in potential area of occupancy is only predicted on the basis of climatic niche, and does not consider other potential variables affecting the ecological niche of the species. The most relevant factor potentially making the future scenario much worse than those modelled on the basis of predicted climate is represented by the availability of habitat. This species is strongly linked to open habitats, often with traditional management (
In addition to habitat loss, the limited dispersal ability is a further factor which should be considered to assess the actual extinction threat of B. webbiana. Indeed, given its relatively large seeds (