Ensemble forecasting of Corbicula fluminea worldwide distribution: Projections of the impact of climate change

被引:70
作者
Gama, Mafalda [1 ]
Crespo, Daniel [2 ]
Dolbeth, Marina [3 ]
Anastacio, Pedro Manuel [1 ]
机构
[1] Univ Evora, MARE Marine & Environm Sci Ctr, Evora, Portugal
[2] Univ Coimbra, CFE, Coimbra, Portugal
[3] Univ Porto, Interdisciplinary Ctr Marine & Environm Res, CIIMAR, Oporto, Portugal
关键词
alien species; biodiversity; climate change; invertebrates; modelling; stream; FRESH-WATER CLAM; SPECIES DISTRIBUTION; INVASIVE BIVALVE; BIOLOGICAL INVASIONS; DREISSENA-POLYMORPHA; DISTRIBUTION MODELS; INLAND WATERS; DIE-OFFS; MULLER; RIVER;
D O I
10.1002/aqc.2767
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Global biodiversity is at risk owing to climate change, and freshwater ecosystems are expected to suffer the most. In recent years niche-based models (NBMs) have been used to predict species distribution and are an important tool for conservation and management of aquatic ecosystems. In this work, the current and future climatic suitability areas of the invasive species Corbicula fluminea, which has known adverse ecological and economic impacts, were investigated. The species distribution modelling was based on nine algorithms in BIOMOD2, summarized in an ensemble forecasting approach. To model the species distribution, eight climatic parameters related to temperature and precipitation variables were considered. Three time frames (current, 2050 and 2070) were modelled using four increasing CO2 emission scenarios. The performance of individual models was excellent according to the area under the receiver operating characteristic curve (AUC) and good to excellent according to true skill statistics (TSS). Annual mean temperature, minimum temperature of the coldest month and mean temperature of the coldest quarter were the most important variables predicting C. fluminea occurrence. Of the total continental area, 6.6% was predicted to be suitable for C. fluminea in current conditions. In the future, suitable area will increase from the current value of 6.6% to values from 9.4% to 12.6%, according to the 2050 projections and up to 12.7% in 2070 in high emission scenarios. Overall, the results indicate that climate change will favour the expansion of C. fluminea into new river basins, especially at higher latitudes, and that future climatic scenarios may double the suitable area for Corbicula fluminea.
引用
收藏
页码:675 / 684
页数:10
相关论文
共 92 条
[1]   Assessing the accuracy of species distribution models: prevalence, kappa and the true skill statistic (TSS) [J].
Allouche, Omri ;
Tsoar, Asaf ;
Kadmon, Ronen .
JOURNAL OF APPLIED ECOLOGY, 2006, 43 (06) :1223-1232
[2]  
[Anonymous], R PROJ STAT COMP VER
[3]  
[Anonymous], 1986, AM MALACOL BULL SPEC
[4]   Climate warming and the decline of amphibians and reptiles in Europe [J].
Araujo, M. B. ;
Thuiller, W. ;
Pearson, R. G. .
JOURNAL OF BIOGEOGRAPHY, 2006, 33 (10) :1712-1728
[5]   Would climate change drive species out of reserves?: An assessment of existing reserve-selection methods [J].
Araújo, MB ;
Cabeza, M ;
Thuiller, W ;
Hannah, L ;
Williams, PH .
GLOBAL CHANGE BIOLOGY, 2004, 10 (09) :1618-1626
[6]   Ensemble forecasting of species distributions [J].
Araujo, Miguel B. ;
New, Mark .
TRENDS IN ECOLOGY & EVOLUTION, 2007, 22 (01) :42-47
[7]   Why is the choice of future climate scenarios for species distribution modelling important? [J].
Beaumont, Linda J. ;
Hughes, Lesley ;
Pitman, A. J. .
ECOLOGY LETTERS, 2008, 11 (11) :1135-1146
[8]   THE EFFECT OF DISSOLVED-OXYGEN, SEDIMENT, AND SEWAGE-TREATMENT PLANT DISCHARGES UPON GROWTH, SURVIVAL AND DENSITY OF ASIATIC CLAMS [J].
BELANGER, SE .
HYDROBIOLOGIA, 1991, 218 (02) :113-126
[9]   Will climate change promote future invasions? [J].
Bellard, Celine ;
Thuiller, Wilfried ;
Leroy, Boris ;
Genovesi, Piero ;
Bakkenes, Michel ;
Courchamp, Franck .
GLOBAL CHANGE BIOLOGY, 2013, 19 (12) :3740-3748
[10]   ANALYSIS OF FOUR DISPERSION VECTORS IN INLAND WATERS: THE CASE OF THE INVADING BIVALVES IN SOUTH AMERICA [J].
Belz, Carlos Eduardo ;
Darrigran, Gustavo ;
Maeder Netto, Otto Samuel ;
Boeger, Walter A. ;
Ribeiro Junior, Paulo Justiniano .
JOURNAL OF SHELLFISH RESEARCH, 2012, 31 (03) :777-784