Predicting the potential distribution of the non-native Red Swamp Crayfish Procambarus clarkii in the Laurentian Great Lakes

被引:17
|
作者
Egly, Rachel M. [1 ]
Annis, Gust M. [2 ]
Chadderton, W. Lindsay [3 ]
Peters, Jody A. [4 ]
Larson, Eric R. [1 ]
机构
[1] Univ Illinois, Dept Nat Resources & Environm Sci, 1102 South Goodwin Ave, Urbana, IL 61801 USA
[2] Nature Conservancy, 101 E Cesar E Chavez Ave, Lansing, MI 48906 USA
[3] Nature Conservancy, Notre Dame Environm Change Initiat, Unit 117,1400 East Angela Blvd, South Bend, IN 46617 USA
[4] Univ Notre Dame, Dept Biol Sci, 294A Galvin, Notre Dame, IN 46556 USA
关键词
Boosted regression trees; Ecological niche model; Exotic species; Invasive species; Risk assessment; Species distribution modeling; PACIFASTACUS-LENIUSCULUS; DISTRIBUTION MODELS; LITTORAL HABITAT; FISH PREDATION; CLIMATE-CHANGE; TEMPERATURE; POLICY; CLASSIFICATION; CONSTRAINTS; COMPETITION;
D O I
10.1016/j.jglr.2018.11.007
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
The ongoing threat of introduction of invasive species, including crayfish, to the Laurentian Great Lakes has motivated the development of predictive models to inform where these invaders are likely to establish. Our study is among the first to apply regional freshwater-specific GIS layers to species occurrence data to predict ecosystem suitability to invasions, specifically for the red swamp crayfish, Procambarus clarkii, in the Great Lakes. We combined a database of crayfish species occurrences with the Great Lakes Aquatic Habitat Framework (GLAHF) GIS layers to model habitats suitable to invasion by P. clarkii using boosted regression trees and physiological information for this species. We developed a model of all suitable crayfish habitat across the Great lakes, then constrained this habitat to areas anticipated to be suitable for P. clarkii based on known physiological limitations of this species. Specifically, P. clarkii requires a minimum temperature of 15 degrees C for copulation and oviposition, with peak reproduction occurring at temperatures of 20-23 degrees C. We identified 2% of the Great lakes as suitable for P. clarkii establishment and 0.88% as optimal for this crayfish, primarily located on the southern coastlines of lakes Michigan and Erie and shallow bays including Saginaw Bay (Lake Huron), Green Bay (Lake Michigan), and Henderson Bay (lake Ontario). These predictions of where P. clarkii is likely to establish populations can be used to identify areas where education, outreach, compliance, and law enforcement efforts should seek to prevent new introductions of this crayfish and help prioritize locations for surveillance to detect newly established populations. (C) 2018 International Association for Great Lakes Research. Published by Elsevier B.V. All rights reserved.
引用
收藏
页码:150 / 159
页数:10
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